From 6baa8dc42286d184b166f1e4922f4a1a7b1310ff Mon Sep 17 00:00:00 2001 From: jameswilburlewis Date: Wed, 27 Dec 2023 13:40:46 -0800 Subject: [PATCH] Add comments and pip install commands to allow these notebooks to run in Google Colab. --- .../notebooks/BARREL_basic_usage.ipynb | 274 +- .../notebooks/Cluster_CIS_data_from_CSA.ipynb | 908 +-- ...inate_transformations_with_OMNI_data.ipynb | 671 +- .../notebooks/Elfin_overview.ipynb | 1503 ++--- ...xploring_the_Heliosphere_with_Python.ipynb | 6 +- .../notebooks/Introduction_to_PyTplot.ipynb | 3777 +++++------ ...ySPEDAS_PyTplot_for_Solar_Physicists.ipynb | 3202 +++++----- .../PySPEDAS_PyTplot_timeseries_data.ipynb | 4107 ++++++------ ...PEDAS_loading_data_from_HAPI_servers.ipynb | 5508 +++++++++-------- .../notebooks/PySPEDAS_magnetopause.ipynb | 137 +- .../notebooks/PyTplot_annotations.ipynb | 1502 ++--- .../notebooks/PyTplot_error_bars.ipynb | 873 +-- ...ighlight_intervals_and_vertical_bars.ipynb | 1283 ++-- .../notebooks/PyTplot_legend_options.ipynb | 1783 +++--- .../PyTplot_markers_and_symbols.ipynb | 867 +-- .../notebooks/PyTplot_pseudo_variables.ipynb | 843 ++- .../notebooks/PyTplot_range_options.ipynb | 623 +- .../PyTplot_spectrogram_options.ipynb | 2761 ++++----- .../notebooks/RBSP_RBSPICE_examples.ipynb | 1561 ++--- .../notebooks/Swarm_data_in_PySPEDAS.ipynb | 325 +- ...ates_and_times_with_PySPEDAS_PyTplot.ipynb | 9 + ... 1.0 tutorial - dry run (1 May 2020).ipynb | 40 +- .../notebooks/pyspedas_ucla_demo.ipynb | 895 ++- 23 files changed, 17100 insertions(+), 16358 deletions(-) diff --git a/pyspedas_examples/notebooks/BARREL_basic_usage.ipynb b/pyspedas_examples/notebooks/BARREL_basic_usage.ipynb index 01589d6..6d1dec6 100644 --- a/pyspedas_examples/notebooks/BARREL_basic_usage.ipynb +++ b/pyspedas_examples/notebooks/BARREL_basic_usage.ipynb @@ -8,14 +8,47 @@ "\n", "This notebook will demonstrate how to download and view BARREL data using pySPEDAS. \n", "\n", - "### Setup\n", - "First, import the pyspedas library and some tplot functions." + "### Setup" ] }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "!pip install pyspedas" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "source": [ + "First, import the pyspedas library and some tplot functions." + ], + "metadata": { + "collapsed": false + } + }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T18:58:41.520741Z", + "start_time": "2023-12-08T18:58:40.477208Z" + } + }, "outputs": [], "source": [ "import pyspedas\n", @@ -44,32 +77,26 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T18:59:28.646006Z", + "start_time": "2023-12-08T18:58:41.522138Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "28-Sep-23 12:12:50: Downloading https://spdf.gsfc.nasa.gov/pub/data/barrel/l2/1d/fspc/bar_1d_l2_fspc_20130117_v10.cdf to barrel_data/l2/1d/fspc/bar_1d_l2_fspc_20130117_v10.cdf\n", - "28-Sep-23 12:13:09: Download complete: barrel_data/l2/1d/fspc/bar_1d_l2_fspc_20130117_v10.cdf\n", - "28-Sep-23 12:13:10: Downloading https://spdf.gsfc.nasa.gov/pub/data/barrel/l2/1d/fspc/bar_1d_l2_fspc_20130118_v10.cdf to barrel_data/l2/1d/fspc/bar_1d_l2_fspc_20130118_v10.cdf\n", - "28-Sep-23 12:13:29: Download complete: barrel_data/l2/1d/fspc/bar_1d_l2_fspc_20130118_v10.cdf\n" + "08-Dec-23 10:58:42: Downloading https://spdf.gsfc.nasa.gov/pub/data/barrel/l2/1d/fspc/bar_1d_l2_fspc_20130117_v10.cdf to barrel_data/l2/1d/fspc/bar_1d_l2_fspc_20130117_v10.cdf\n", + "08-Dec-23 10:58:59: Download complete: barrel_data/l2/1d/fspc/bar_1d_l2_fspc_20130117_v10.cdf\n", + "08-Dec-23 10:58:59: Downloading https://spdf.gsfc.nasa.gov/pub/data/barrel/l2/1d/fspc/bar_1d_l2_fspc_20130118_v10.cdf to barrel_data/l2/1d/fspc/bar_1d_l2_fspc_20130118_v10.cdf\n", + "08-Dec-23 10:59:15: Download complete: barrel_data/l2/1d/fspc/bar_1d_l2_fspc_20130118_v10.cdf\n" ] }, { "data": { - "text/plain": [ - "['brl1D_Quality',\n", - " 'brl1D_FSPC1',\n", - " 'brl1D_FSPC2',\n", - " 'brl1D_FSPC3',\n", - " 'brl1D_FSPC4',\n", - " 'brl1D_Quality',\n", - " 'brl1D_FSPC1',\n", - " 'brl1D_FSPC2',\n", - " 'brl1D_FSPC3',\n", - " 'brl1D_FSPC4']" - ] + "text/plain": "['brl1D_Quality',\n 'brl1D_FSPC1',\n 'brl1D_FSPC2',\n 'brl1D_FSPC3',\n 'brl1D_FSPC4',\n 'brl1D_Quality',\n 'brl1D_FSPC1',\n 'brl1D_FSPC2',\n 'brl1D_FSPC3',\n 'brl1D_FSPC4']" }, "execution_count": 2, "metadata": {}, @@ -98,9 +125,34 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T18:59:28.648371Z", + "start_time": "2023-12-08T18:59:28.646190Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 : brl1D_Quality\n", + "1 : brl1D_FSPC1\n", + "2 : brl1D_FSPC2\n", + "3 : brl1D_FSPC3\n", + "4 : brl1D_FSPC4\n" + ] + }, + { + "data": { + "text/plain": "['brl1D_Quality', 'brl1D_FSPC1', 'brl1D_FSPC2', 'brl1D_FSPC3', 'brl1D_FSPC4']" + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tplot_names()" ] @@ -115,9 +167,49 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T19:00:08.563129Z", + "start_time": "2023-12-08T18:59:28.648729Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "08-Dec-23 10:59:29: Downloading https://spdf.gsfc.nasa.gov/pub/data/barrel/l2/1g/fspc/bar_1g_l2_fspc_20130117_v10.cdf to barrel_data/l2/1g/fspc/bar_1g_l2_fspc_20130117_v10.cdf\n", + "08-Dec-23 10:59:43: Download complete: barrel_data/l2/1g/fspc/bar_1g_l2_fspc_20130117_v10.cdf\n", + "08-Dec-23 10:59:44: Downloading https://spdf.gsfc.nasa.gov/pub/data/barrel/l2/1g/fspc/bar_1g_l2_fspc_20130118_v10.cdf to barrel_data/l2/1g/fspc/bar_1g_l2_fspc_20130118_v10.cdf\n", + "08-Dec-23 10:59:56: Download complete: barrel_data/l2/1g/fspc/bar_1g_l2_fspc_20130118_v10.cdf\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 : brl1D_Quality\n", + "1 : brl1D_FSPC1\n", + "2 : brl1D_FSPC2\n", + "3 : brl1D_FSPC3\n", + "4 : brl1D_FSPC4\n", + "5 : brl1G_Quality\n", + "6 : brl1G_FSPC1\n", + "7 : brl1G_FSPC2\n", + "8 : brl1G_FSPC3\n", + "9 : brl1G_FSPC4\n" + ] + }, + { + "data": { + "text/plain": "['brl1D_Quality',\n 'brl1D_FSPC1',\n 'brl1D_FSPC2',\n 'brl1D_FSPC3',\n 'brl1D_FSPC4',\n 'brl1G_Quality',\n 'brl1G_FSPC1',\n 'brl1G_FSPC2',\n 'brl1G_FSPC3',\n 'brl1G_FSPC4']" + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pyspedas.barrel.fspc( #use the loader for a specific data type\n", " trange=trange, #specify the time range\n", @@ -144,9 +236,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T19:00:09.219241Z", + "start_time": "2023-12-08T19:00:08.563235Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "tplot('brl1D_FSPC1')" ] @@ -161,9 +267,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T19:00:10.023660Z", + "start_time": "2023-12-08T19:00:09.220217Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "tplot(['brl1D_FSPC1', 'brl1G_FSPC1'])" ] @@ -186,9 +306,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T19:00:11.221415Z", + "start_time": "2023-12-08T19:00:10.027099Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "tlimit(['2013-01-18/12:00', '2013-01-18/18:00'])\n", "tplot(['brl1G_FSPC1', 'brl1G_FSPC2', 'brl1G_FSPC3', 'brl1G_FSPC4'])" @@ -205,9 +339,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T19:00:11.643581Z", + "start_time": "2023-12-08T19:00:11.223733Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "tplot_options(\"title\", \"1D and 1G Low Energy Fast Spectra Jan 18, 2013\")\n", "options(\"brl1D_FSPC1\", \"Color\", \"red\")\n", @@ -233,9 +381,53 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T19:00:24.026615Z", + "start_time": "2023-12-08T19:00:11.644874Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "08-Dec-23 11:00:12: Downloading https://spdf.gsfc.nasa.gov/pub/data/barrel/l2/1d/magn/bar_1d_l2_magn_20130117_v10.cdf to barrel_data/l2/1d/magn/bar_1d_l2_magn_20130117_v10.cdf\n", + "08-Dec-23 11:00:16: Download complete: barrel_data/l2/1d/magn/bar_1d_l2_magn_20130117_v10.cdf\n", + "08-Dec-23 11:00:16: Downloading https://spdf.gsfc.nasa.gov/pub/data/barrel/l2/1d/magn/bar_1d_l2_magn_20130118_v10.cdf to barrel_data/l2/1d/magn/bar_1d_l2_magn_20130118_v10.cdf\n", + "08-Dec-23 11:00:21: Download complete: barrel_data/l2/1d/magn/bar_1d_l2_magn_20130118_v10.cdf\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 : brl1D_Quality\n", + "1 : brl1D_FSPC1\n", + "2 : brl1D_FSPC2\n", + "3 : brl1D_FSPC3\n", + "4 : brl1D_FSPC4\n", + "5 : brl1G_Quality\n", + "6 : brl1G_FSPC1\n", + "7 : brl1G_FSPC2\n", + "8 : brl1G_FSPC3\n", + "9 : brl1G_FSPC4\n", + "10 : brl1D_MAG_X_uncalibrated\n", + "11 : brl1D_MAG_Y_uncalibrated\n", + "12 : brl1D_MAG_Z_uncalibrated\n", + "13 : brl1D_Total\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "pyspedas.barrel.magn(probe=\"1d\", trange=trange)\n", "tplot_names()\n", diff --git a/pyspedas_examples/notebooks/Cluster_CIS_data_from_CSA.ipynb b/pyspedas_examples/notebooks/Cluster_CIS_data_from_CSA.ipynb index 5f1dae1..23fb0ac 100644 --- a/pyspedas_examples/notebooks/Cluster_CIS_data_from_CSA.ipynb +++ b/pyspedas_examples/notebooks/Cluster_CIS_data_from_CSA.ipynb @@ -1,483 +1,501 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] }, - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "YCazLDblSuZV" - }, - "outputs": [], - "source": [ - "!pip install pyspedas" - ] - }, - { - "cell_type": "code", - "source": [ - "exit()" - ], - "metadata": { - "id": "kJiUrT88S8ku" - }, - "execution_count": 2, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "import pyspedas" - ], - "metadata": { - "id": "6a0otfFsTFxP" - }, - "execution_count": 28, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "from pyspedas.cluster.load_csa import load_csa" - ], - "metadata": { - "id": "fvhhpsKyTIdl" - }, - "execution_count": 29, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "load_csa(datatypes=['CP_CIS-HIA_PAD_HS_MAG_IONS_PF'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Cee8ZJ76T-vk", - "outputId": "a8b5a581-dd71-48fc-c5bb-37bf0fae30f1" - }, - "execution_count": 30, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "23-Jan-23 17:38:29: Downloading Cluster data, please wait....\n", - "23-Jan-23 17:38:48: Download complete.\n", - "23-Jan-23 17:38:49: Time clip returns full data set.\n", - "23-Jan-23 17:38:49: Time clip returns full data set.\n", - "23-Jan-23 17:38:49: Time clip returns full data set.\n", - "23-Jan-23 17:38:49: Time clip returns full data set.\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['duration__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", - " 'cis_mode__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", - " 'tm_product__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", - " 'Differential_Particle_Flux__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF']" - ] - }, - "metadata": {}, - "execution_count": 30 - } - ] - }, - { - "cell_type": "code", - "source": [ - "from pytplot import get_data, store_data, options, tplot" - ], - "metadata": { - "id": "M2H2EPhpUuDx" - }, - "execution_count": 31, - "outputs": [] + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "!pip install pyspedas" + ], + "metadata": { + "id": "YCazLDblSuZV" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line may also be needed in Google Colab, to pick up newly installed packages. " + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "source": [ + "exit()" + ], + "metadata": { + "id": "kJiUrT88S8ku" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import pyspedas" + ], + "metadata": { + "id": "6a0otfFsTFxP" + }, + "execution_count": 28, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from pyspedas.cluster.load_csa import load_csa" + ], + "metadata": { + "id": "fvhhpsKyTIdl" + }, + "execution_count": 29, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "load_csa(datatypes=['CP_CIS-HIA_PAD_HS_MAG_IONS_PF'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "Cee8ZJ76T-vk", + "outputId": "a8b5a581-dd71-48fc-c5bb-37bf0fae30f1" + }, + "execution_count": 30, + "outputs": [ { - "cell_type": "code", - "source": [ - "data = get_data('Differential_Particle_Flux__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF')\n", - "metadata = get_data('Differential_Particle_Flux__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF', metadata=True)" - ], - "metadata": { - "id": "up2GTcEgpwDY" - }, - "execution_count": 32, - "outputs": [] + "output_type": "stream", + "name": "stderr", + "text": [ + "23-Jan-23 17:38:29: Downloading Cluster data, please wait....\n", + "23-Jan-23 17:38:48: Download complete.\n", + "23-Jan-23 17:38:49: Time clip returns full data set.\n", + "23-Jan-23 17:38:49: Time clip returns full data set.\n", + "23-Jan-23 17:38:49: Time clip returns full data set.\n", + "23-Jan-23 17:38:49: Time clip returns full data set.\n" + ] }, { - "cell_type": "code", - "source": [ - "metadata['CDF']['VATT']" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "9htBIWq6pztn", - "outputId": "5f605816-1852-4300-878b-7f64e9e49b6d" - }, - "execution_count": 33, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "{'CATDESC': 'Differential_Particle_Flux',\n", - " 'FIELDNAM': 'Differential_Particle_Flux',\n", - " 'UNITS': 'Particles cm^-2 s^-1 sr^-1 Kev^-1',\n", - " 'SI_conversion': '6.2415E+19>(particles) m^-2 s^-1 sr^-1 J^-1',\n", - " 'LABLAXIS': 'Differential_Particle_Flux',\n", - " 'FILLVAL': -1e+31,\n", - " 'VALIDMIN': 0.0,\n", - " 'VALIDMAX': 1308900000.0,\n", - " 'FORMAT': 'F11',\n", - " 'VAR_TYPE': 'data',\n", - " 'sig_digits': 5,\n", - " 'DEPEND_0': 'time_tags__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", - " 'QUALITY': 3,\n", - " 'ENTITY': 'Ion',\n", - " 'PROPERTY': 'Differential_Particle_Flux',\n", - " 'DEPEND_1': 'pitch_angle__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", - " 'DEPEND_2': 'energy_table__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", - " 'DISPLAY_TYPE': 'spectrogram',\n", - " 'LABL_PTR_1': 'Metadata_pitch_angle__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", - " 'LABL_PTR_2': 'Metadata_energy_table__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF'}" - ] - }, - "metadata": {}, - "execution_count": 33 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "['duration__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", + " 'cis_mode__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", + " 'tm_product__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", + " 'Differential_Particle_Flux__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF']" ] + }, + "metadata": {}, + "execution_count": 30 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from pytplot import get_data, store_data, options, tplot" + ], + "metadata": { + "id": "M2H2EPhpUuDx" + }, + "execution_count": 31, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "data = get_data('Differential_Particle_Flux__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF')\n", + "metadata = get_data('Differential_Particle_Flux__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF', metadata=True)" + ], + "metadata": { + "id": "up2GTcEgpwDY" + }, + "execution_count": 32, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "metadata['CDF']['VATT']" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "9htBIWq6pztn", + "outputId": "5f605816-1852-4300-878b-7f64e9e49b6d" + }, + "execution_count": 33, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "So the pitch angles are:" - ], - "metadata": { - "id": "DxMOgC7wp-vM" - } - }, - { - "cell_type": "code", - "source": [ - "data.v1" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "vEc3h1XKp1iP", - "outputId": "e2609bc7-fe93-49d3-c8b7-6bfab005dd32" - }, - "execution_count": 34, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([ 5.625, 16.875, 28.125, 39.375, 50.625, 61.875, 73.125,\n", - " 84.375, 95.625, 106.875, 118.125, 129.375, 140.625, 151.875,\n", - " 163.125, 174.375], dtype=float32)" - ] - }, - "metadata": {}, - "execution_count": 34 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'CATDESC': 'Differential_Particle_Flux',\n", + " 'FIELDNAM': 'Differential_Particle_Flux',\n", + " 'UNITS': 'Particles cm^-2 s^-1 sr^-1 Kev^-1',\n", + " 'SI_conversion': '6.2415E+19>(particles) m^-2 s^-1 sr^-1 J^-1',\n", + " 'LABLAXIS': 'Differential_Particle_Flux',\n", + " 'FILLVAL': -1e+31,\n", + " 'VALIDMIN': 0.0,\n", + " 'VALIDMAX': 1308900000.0,\n", + " 'FORMAT': 'F11',\n", + " 'VAR_TYPE': 'data',\n", + " 'sig_digits': 5,\n", + " 'DEPEND_0': 'time_tags__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", + " 'QUALITY': 3,\n", + " 'ENTITY': 'Ion',\n", + " 'PROPERTY': 'Differential_Particle_Flux',\n", + " 'DEPEND_1': 'pitch_angle__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", + " 'DEPEND_2': 'energy_table__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", + " 'DISPLAY_TYPE': 'spectrogram',\n", + " 'LABL_PTR_1': 'Metadata_pitch_angle__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF',\n", + " 'LABL_PTR_2': 'Metadata_energy_table__C1_CP_CIS_HIA_PAD_HS_MAG_IONS_PF'}" ] + }, + "metadata": {}, + "execution_count": 33 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "So the pitch angles are:" + ], + "metadata": { + "id": "DxMOgC7wp-vM" + } + }, + { + "cell_type": "code", + "source": [ + "data.v1" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "vEc3h1XKp1iP", + "outputId": "e2609bc7-fe93-49d3-c8b7-6bfab005dd32" + }, + "execution_count": 34, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "And the energies are:" - ], - "metadata": { - "id": "vq_c_PKDqAc6" - } - }, - { - "cell_type": "code", - "source": [ - "data.v2" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "CKOSNejFp9eP", - "outputId": "c18e2df8-763b-408e-c68e-c8a1d2c0bd33" - }, - "execution_count": 35, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([2.889833e+04, 2.172822e+04, 1.633712e+04, 1.228363e+04,\n", - " 9.235880e+03, 6.944320e+03, 5.221330e+03, 3.925840e+03,\n", - " 2.951780e+03, 2.219400e+03, 1.668730e+03, 1.254690e+03,\n", - " 9.433900e+02, 7.093200e+02, 5.333200e+02, 4.010000e+02,\n", - " 3.015000e+02, 2.267000e+02, 1.704500e+02, 1.281600e+02,\n", - " 9.636000e+01, 7.245000e+01, 5.448000e+01, 4.096000e+01,\n", - " 3.080000e+01, 2.316000e+01, 1.741000e+01, 1.309000e+01,\n", - " 9.840000e+00, 7.400000e+00, 5.560000e+00], dtype=float32)" - ] - }, - "metadata": {}, - "execution_count": 35 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([ 5.625, 16.875, 28.125, 39.375, 50.625, 61.875, 73.125,\n", + " 84.375, 95.625, 106.875, 118.125, 129.375, 140.625, 151.875,\n", + " 163.125, 174.375], dtype=float32)" ] + }, + "metadata": {}, + "execution_count": 34 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "And the energies are:" + ], + "metadata": { + "id": "vq_c_PKDqAc6" + } + }, + { + "cell_type": "code", + "source": [ + "data.v2" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "CKOSNejFp9eP", + "outputId": "c18e2df8-763b-408e-c68e-c8a1d2c0bd33" + }, + "execution_count": 35, + "outputs": [ { - "cell_type": "code", - "source": [ - "data.y.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Cdq8nWYDqL_J", - "outputId": "4dd55d4e-4292-4153-8f46-570861b50664" - }, - "execution_count": 36, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(4482, 16, 31)" - ] - }, - "metadata": {}, - "execution_count": 36 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([2.889833e+04, 2.172822e+04, 1.633712e+04, 1.228363e+04,\n", + " 9.235880e+03, 6.944320e+03, 5.221330e+03, 3.925840e+03,\n", + " 2.951780e+03, 2.219400e+03, 1.668730e+03, 1.254690e+03,\n", + " 9.433900e+02, 7.093200e+02, 5.333200e+02, 4.010000e+02,\n", + " 3.015000e+02, 2.267000e+02, 1.704500e+02, 1.281600e+02,\n", + " 9.636000e+01, 7.245000e+01, 5.448000e+01, 4.096000e+01,\n", + " 3.080000e+01, 2.316000e+01, 1.741000e+01, 1.309000e+01,\n", + " 9.840000e+00, 7.400000e+00, 5.560000e+00], dtype=float32)" ] + }, + "metadata": {}, + "execution_count": 35 + } + ] + }, + { + "cell_type": "code", + "source": [ + "data.y.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "Cdq8nWYDqL_J", + "outputId": "4dd55d4e-4292-4153-8f46-570861b50664" + }, + "execution_count": 36, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Create time vs. energy by summing over the pitch angle dimension:" - ], - "metadata": { - "id": "U10ifPwgqaY7" - } - }, - { - "cell_type": "code", - "source": [ - "import numpy as np\n", - "\n", - "en_flux = np.nansum(data.y, axis=1)\n", - "\n", - "en_flux.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "LPaR0v-yqTPd", - "outputId": "9f900de8-ddc3-4ada-fef6-b27047ce6d11" - }, - "execution_count": 37, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(4482, 31)" - ] - }, - "metadata": {}, - "execution_count": 37 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "(4482, 16, 31)" ] + }, + "metadata": {}, + "execution_count": 36 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Create time vs. energy by summing over the pitch angle dimension:" + ], + "metadata": { + "id": "U10ifPwgqaY7" + } + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "\n", + "en_flux = np.nansum(data.y, axis=1)\n", + "\n", + "en_flux.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "LPaR0v-yqTPd", + "outputId": "9f900de8-ddc3-4ada-fef6-b27047ce6d11" + }, + "execution_count": 37, + "outputs": [ { - "cell_type": "code", - "source": [ - "store_data('diff_part_flux', data={'x': data.times,\n", - " 'y': en_flux,\n", - " 'v': data.v2})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "-5roiH1YqBmn", - "outputId": "f9d7ba19-6634-4f76-daac-cb71b56f2d0a" - }, - "execution_count": 38, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 38 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "(4482, 31)" ] + }, + "metadata": {}, + "execution_count": 37 + } + ] + }, + { + "cell_type": "code", + "source": [ + "store_data('diff_part_flux', data={'x': data.times,\n", + " 'y': en_flux,\n", + " 'v': data.v2})" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "-5roiH1YqBmn", + "outputId": "f9d7ba19-6634-4f76-daac-cb71b56f2d0a" + }, + "execution_count": 38, + "outputs": [ { - "cell_type": "code", - "source": [ - "options('diff_part_flux', 'spec', True)\n", - "options('diff_part_flux', 'ylog', True)\n", - "options('diff_part_flux', 'zlog', True)\n", - "options('diff_part_flux', 'ztitle', 'cm^-2 s^-1 sr^-1 Kev^-1')\n", - "\n", - "tplot('diff_part_flux')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 336 - }, - "id": "hdu_Oenjqh1T", - "outputId": "aa6d7024-50d1-433c-bcf8-9b8ca1c403df" - }, - "execution_count": 43, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" ] + }, + "metadata": {}, + "execution_count": 38 + } + ] + }, + { + "cell_type": "code", + "source": [ + "options('diff_part_flux', 'spec', True)\n", + "options('diff_part_flux', 'ylog', True)\n", + "options('diff_part_flux', 'zlog', True)\n", + "options('diff_part_flux', 'ztitle', 'cm^-2 s^-1 sr^-1 Kev^-1')\n", + "\n", + "tplot('diff_part_flux')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 336 }, + "id": "hdu_Oenjqh1T", + "outputId": "aa6d7024-50d1-433c-bcf8-9b8ca1c403df" + }, + "execution_count": 43, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Create pitch angle distribution:" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "2bfdZNK0rMUT" - } + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Create pitch angle distribution:" + ], + "metadata": { + "id": "2bfdZNK0rMUT" + } + }, + { + "cell_type": "code", + "source": [ + "pa_flux = np.nansum(data.y, axis=2)\n", + "\n", + "pa_flux.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "ChkmMctNqo1U", + "outputId": "7cc6a5cb-294a-4ae4-b1f3-684193c161b2" + }, + "execution_count": 40, + "outputs": [ { - "cell_type": "code", - "source": [ - "pa_flux = np.nansum(data.y, axis=2)\n", - "\n", - "pa_flux.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ChkmMctNqo1U", - "outputId": "7cc6a5cb-294a-4ae4-b1f3-684193c161b2" - }, - "execution_count": 40, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(4482, 16)" - ] - }, - "metadata": {}, - "execution_count": 40 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "(4482, 16)" ] + }, + "metadata": {}, + "execution_count": 40 + } + ] + }, + { + "cell_type": "code", + "source": [ + "store_data('diff_part_flux_pa', data={'x': data.times,\n", + " 'y': pa_flux,\n", + " 'v': data.v1})" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "WhQAtWDyrK-t", + "outputId": "a814c7b8-2afa-4555-b7fb-f32eeaed72ed" + }, + "execution_count": 41, + "outputs": [ { - "cell_type": "code", - "source": [ - "store_data('diff_part_flux_pa', data={'x': data.times,\n", - " 'y': pa_flux,\n", - " 'v': data.v1})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "WhQAtWDyrK-t", - "outputId": "a814c7b8-2afa-4555-b7fb-f32eeaed72ed" - }, - "execution_count": 41, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 41 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" ] + }, + "metadata": {}, + "execution_count": 41 + } + ] + }, + { + "cell_type": "code", + "source": [ + "options('diff_part_flux_pa', 'spec', True)\n", + "options('diff_part_flux_pa', 'zlog', True)\n", + "\n", + "tplot('diff_part_flux_pa')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 341 }, + "id": "p8LWDPcxrUnF", + "outputId": "2f79647d-e08d-421d-cf6f-d8d028828a5d" + }, + "execution_count": 42, + "outputs": [ { - "cell_type": "code", - "source": [ - "options('diff_part_flux_pa', 'spec', True)\n", - "options('diff_part_flux_pa', 'zlog', True)\n", - "\n", - "tplot('diff_part_flux_pa')" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 341 - }, - "id": "p8LWDPcxrUnF", - "outputId": "2f79647d-e08d-421d-cf6f-d8d028828a5d" - }, - "execution_count": 42, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [], - "metadata": { - "id": "b5NzHxQdtMJy" - }, - "execution_count": 42, - "outputs": [] + "image/png": 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re4v/yDXE+n472gHAS3rg4m5fQcrCCRHmTODZgH3FP78fbyMv3QLzI0xLDxzX63EtIlawHchAysMMgLIvR5TrhyuQ6/Vl6cW3jYZoFACDXgCtvWD3eOWct5+aDAf/1TXcAilTi5/emJ/3r1bxbYQ2/34eeEFE+GwZmvAyryrH0UB/tRxzeIXm8UcfZ/GGF405mcc7twgn4WW4A/h1vO62xuOSVwJvBFZRi39u8vSDb4f76tKRDG9oGbzx7YkZWWA/MOTlxE7ggchXb6R32LNYzALFmH4g0lzdMHqBxcDMaBffxTemm4AH8X3UfnwjLQC3etWkjCdhZrUahiPOb/pH68Eb/16gB/K9vj9ju7f7VH18dBH4KbDMD8IOpu9ByAzBvupRxCBgdXVcjPdSfB4GHvI8VOtxCV7lBXx/vwTf7rgfmO1Favi+qv5gxcqRqQxkSlE3e3zdM4j9cAZIsKzsbaXiPzsH20056/tjqM1rK0OmCJfh+9HsgO8fZ1XzjeehhP/MVPNp/fiO72T/nu/xfA73381fc7lvmI2xzLx7eS03eVn2eN7PSrFdLvD9bxexTQDLAe6Jsm8FFkX5ZcESPBTJmAdk+QTveSvYKqj8+gd9mWu9DirveQH/712Rj52+/0lfhlSG0/F2EpsfjUA2CyzzaqUb/yHYBaz3JsceL4u5ycNkAdoj/Pba5l8h8nY8cFPU1UbIbYrttgzs9d1LtckUihxsDHavp59FnvZSVG2mbllO8jKxn4NV221blFHU2UT91z2D1+14XkeSmWXN7Mtm9iMz+5yZTfkTDuqIiIiIiIiMwqj9o+7pvo6wVwIPppR+Gf9XxquO/CrHRx0REREREZFRVIfvHc/rCDsJ+Hl8vh248MivcnzUEREREREROQzZcb4Oh5m9y8zWm9mQmX1hxLyZZvZNM+szs4fN7A11s+8GLo7PLyCuvJ3K1BERERERERmFUbtH5em+DtN24GPA555k3qfxW2rm4be0/aOZnR7z/gsYNLMf4rdE7hhD9iaFOiIiIiIiIofhaHREUkpXp5S+RW34CwDMrAUfT+EDKaXelNKNwLeBy2O5lFK6MqV0cSx7zdPP6dGhjoiIiIiIyGGwcb7G6WSglFLaUjdtAz74GWY2P0bM+h+gmFK6YfyrPLKm/LBeIiIiIiKTbYI6E7PNbH3d97UppbWHuWwrPgJ8vf3E6MsppR346PbThjoiIiIiIiKHYQI6IsP4iFbrUkrrxrhsL/4YmHrt1J50M+1Mi0uzRhk9oNnM/sHMdpvZfjO7oW6emdknzGxPvD5hZhPQhkRERERExmx/SumKp9EJAX+cac7MltdNWw1smpikHX3T5YxIdfSAS/AH7NZbi+fjVPwZm2fWzbsCeAVeSQl/UPeDwD8d0dSKiIiIiPyiDjNby1OcEYknoueIUX/NrBG/N6TPzK4GPmJmb8WPeV8OPOfoJH3iTYszIk8xesAK4GXAFSmlx1NK5ZTSbXVB3gx8MqX0aEppG/BJ4C1HKdkiIiIicgyZgJvVD+eMyPuBAeB9wJvi8/tj3jvxf8rvAr4KvCOlNG3PiEyLjshT+CXgYeDDcWnWnWZ2Wd380/HRBKoOjiwgIiIiInKUdZjZWjO79FABUkpXpZRsxOuqmLc3pfSKlFJLSmlJSukrRy3lR8B0uTTrUBYBK4FvAAuA84BrzezulNI9+OgC++vC7wdazcxSSqk+IjO7Ar+UC5bkj0LSRUREROQZZn9K6YrJTsRUMd3PiAzgow98LKVUTCldD/wIeFHMHzm6QDvQO7ITApBSWptSOjuldDZzpnv/TERERERkapvuHZGNTzKtvpOxCb9RvWpajywgIiIiItPaqJdmPZNMi46ImeVixICDowfEiAI3AF3AH0WY5+IPcrkuFv0i8F4zW2hmC4ArgS8c/RyIiIiIyLSXHedrfMP3HnOmRUeEQ4wekFIaxocteyl+/8dngF9PKW2O5f4ZWAfcCdwFXBvTRpGDwq/RxQrgHoZ2DQKrsMUJyidiJySuXvRJ+IvXRPg8Vt7m4xfwZ/AXbwS28aN/Poerd/0l3AawkgOsAnsdvLQCS58FpwGsAaDzCSdqtjCHxzjAWdhpyZd/LEORbcBMbqIBWA4/BQqXAseRZSM87xM+Lhhfg62N0DEM3MiNPAfug5c3NeC31CzmemADDcAABzgL6OBrNPD9g02iCViFjwUwk3XAAc4B5gMtQAlYDOS4D/gh8G2WUGbBwVz8L0u4D4CzgDls5EL+nE5+QCdArKsjXn4d3Sq+yhJ+BMAgfi1dGTD2UQb6gZdzN3OBy6kwD7ASNAxCrgL5UixwgNqFe73Ajli4N96LYD1gw0ADfjfRbEg5YBaQB473acyCUgbIQKkZygXIJBjOwXAzDGVgwGAIqBiUsx5+MOffR76aItyWuho/gC8z3OBJBsgWYR8w1AjdBbjHoLUIpTz0t8T6c3Bv1EZDxdPVhKdla2Slr24rz8T5wgV4D/5xoBDv24HbDLZF0XXjG04+igzgkXgfBjqBG83DPQwUsz4axEB8vxk4J+JuAnYDM4A3xPc5wEvw9D+Gb6C7gGbgPvwGtgF8RIpFsd6uqJKuunUC7Mh4fksR7jzgeXXr3RbTV+Jl2hjl0xrp2wr0RZ5L+M6kO/LdAlSAeZH/Ct4G9kWcsyPN95jvUOdHeocjb3PwLWA53jR74nV2t5dHuTkibQSGoCn5ugYKMG8w6qwMlRzYZo+41Bh1UvY6zuIVtSTKbLABmAWX9kCmBCSwire7C5Ovp8rqn9G73beBfK+3m5SHlI205Xwd7Ma3p0YvwJQBZgIFsHLEUx10sh0wb8tWhmQxvYAXVoN/t4ovVin4OkpEmAhWznoZb48k5PHtq7qtNFXX+WSqt/wZnIDnrRnPV3Ug/qYBOKXo6+3C20sR3zvPAhqHauWXifpZAsyoRJ57Y4HGSPDuiDjhO7Lh+Dwj8tUc00seT64ScRyIeCoRph+vq+9GwqqGIgG9ke9ixPu//rmxbvUtPPEyAdqiSHbjO6Ei8POog7KX1/z68EVgLrVrCdoifUs94u1Enh/12bk+yA3WLZ8ijqLXwQzguEj+XHw/sjCiWEjUSSNwfYwwlK3VeRPxoYJfD3Egtotq+XlwcpVol3shN+yfq/u+TMnbY7bs85oHvX4zJZ9G8jRUr+luxtPMPZHYci0tBl4veXyjX+/rTLkoppwXKU1ePxkAu45/vx44l4M7pta9UeZLvDrnEGmuluHj8XmP1xXgjfBBb5/cAbkslFnlP6e/A8yMZY7HdzjLYrm9wMOex+ooTtWfwExkhbznk43RlprjlQNO9CjZ74WdSb48AA9F+E6v9lzE3YCvkwJkB/C20xDrHwZ2+bobgdymCLM14twUEZU87dW2bdV0Atwf78W6PG6hVoDVH5CJYBHveF46I/IE0+JmiBgp4KpDzNuEH3c82bwE/EG8RERERESengzeux+Pbt2sXm9adERERERERCZVBj87NB7dE5COY4g6IiIiIiIiozEOXjYqE0MdERERERGR0VTvfRufDjNbC6zTDevqiIiIiIiIjG4iLs3SAw2fQB0REREREZHR6NKsCaeOiIiIiIjI4bDJTsCxZbo8R0REREREZPJUn4U0vgca6jkidXRGRERERETk6NA9InXUERERERERGU0GaJrsRBxb1BERERERERmNOiITTh0REREREZHRGNA42Yk4tqgjIiIiIiIyGg3fO+HUERERERERGY2hI+cJpuF7RURERERGY/iR83heGr73CdSvExERERE5HOP/F76G762jMyKH0Mb3WMJm4H9jyg/hP4DsF2FjBbreDdwDdLOK34PMG+AFAANcyVdZxQ3wW9th5mPw+W/wcl7My7mVJdwJrQOcz4boBj7MW+jmm5VF2AkJS2u5hD/nlnKGK7kJ7roX3vUJaIJrSn8C9HMCQ6ziU7AKVvE/QDe/SjewH97wQlaxDk77K2h6A7CZNm6Dt/0xzwNgMzDARcAVDHE+N/En3EQbP+XdDHEuFS7hJlbxOeBqoAvjSi4FLuEGLmEdr+UmPshNwCNcyQ2sAC4C1tHFn3A3r+UGXkOF99JFCwBbuZJv8Fpu4Hfp5gV0Y2xgH3lezjp+iz9iN/Az4DigizP4Hkv4AZ30AIujBnYA+4AGoD+mHYCDTzmtGKQM/sCgpnhlgVagE2gD5gIzY0WtkPIxbbZ/Lxfw6z93xAp2A3ugUARKkO+BTAny/ZAvQW7Q01SMdDUVITcMhTJkkqcJ/HvzoH+eAeQqcE4s01LxVeYqMJCFVQnmVzwv8ytQiq20HxgoeJwVg6GMvwAewj+XMjAvkt4TRbAzslMowp1ZKMW8ZmBvzL8/XrfEssMxrwvYDtwLPAo8HtO643VLtKjdwK3Aj4ANwNeBu2L9NwP7I459Ef/W+N4DrI/Py2Le5lh/KeJ6NOL6MfC9WOZnEaZi/l5N80+A2yPtfZHGz8d6m4HBmNcaeekFWoBHIk1EWW3Fd45dQB5YAtwHtMfywzmvx/ZY5sGon8qIz+fFevZFOawAToh5lYJPH2qktidugJbuWhvJDkEx64VhFbzdFrzdzQAo+ntLbBBl4MwiDBuknE/IFsFKvtJMivXkIvMVj+/ZgA0Cc2GgFcqN0JTA+qGSi4IjMjwcBbjX48iUPB2Ab5D5CDfb48Ziu6r+JzEfYbMcZBUYrP5bbLgWHcD5ybeLfmABMAtvV0PxeYAoi866hfKxfiJwg69/dpR7C1Bq9OS24OkbynuxrIhF9kUxzYhoMiWvk1xlxH/wKvH+UC2/lIAHYnop5g3H/C0xbS+w2+PPJGATvqEM4Q3/7ijPHfhOsCt2dQ/hDXtzhN0CfBWvz3meHgOyg7WrSA4+CLrflzUi3nuAx4BFwHawsqfzCQcG2yItVVsiPd/yOPZUy6CXWjutprMU63w01pO82hvx95ZIXz6KpkCsu4fajmwxdFBrPlQinWWfnR3AG8wdkKnue0uxQJt/tqg3i/0q+HaRLfo2ZjEvN+jvSyJN9oBnoSNF+ruBG2tpP1imD0e5HA/cB7bJ15f/XOzzluM7sDxU3ve7vh0/O5Y9F/iu/zxxpufxlEgf2bgd4fqos2YvPMvHsjtiuW3A6fBf3AAL/TONscyNUbC9wH8DX/SyaczHfgjfjrIAq2KZU6MAVkEC/5HY7GXMA745MeR109gfyyygphsstu+DVzLNj+mP423jb2KZXRF/dfm90YZm4e1/V+RvR9RBPta3lNoPVRZsKfBnwHPxH60dkY8FwMYIP1HGf0ZE6uiMiIiIiIjIaIy6nr1MBHVEREREREQOxxTuiJhZBvgccBKe0remlDZPbqqemk4SiYiIiIhMf2cCDSmlC4A/At47uckZnc6IiIiIiIgcjuzoQSbRo4CZmeG3oO2e5PSMSmdERERERERGY/iN/ON5Hc5qzN5lZuvNbMjMvjBi3kwz+6aZ9ZnZw2b2hrrZu/Hb+DcDfw/8w9PL6NEzLToiT1UhdWE+aGbJzF5QN63BzD5nZj1mtsPMpvwpKhERERGZgjL4sGHjeR2e7cDH8Ps9Rvo0PlbcPOCNwD+a2ekx70VAKaV0CnAZ8MmxZG8yTJdLs6oVcgk+suITmNlJwGvwwd3qXYUPnHc8Pnjcj8zs7pTSd49oakVERETk2GL4+NNHWErpagAzOxsfYJv43oJ3MFamlHqBG83s28DlwPsihXsi+G589OspbVp0RA5VIXU+Dfwhv3gK6s3AW1JK+4B9ZvYZ4C2AOiIiIiIicviqZ0Qmz8n4GY8tddM24I9zA/g+8BYzux5P6ZS/EmhadESeipm9BhhKKf2335tzcPoM/LFBG+qCbwBecYh4rgD8SZdLjkJ3V0RERESeaWab2fq672tTSmsPc9lW/JGf9fYTz7ZMKZWAXxt/Eo+ead0RMbM2/FmaL3yS2a3xvr9u2sHKGikawVoAO7s9PfHZviIiIiLyjFa9WX18hoHbgXUppXVjXLYXaB8xrR1/Dv20NK07Ivg9IF9KKT30JPN6470dGKz7PG0rS0REREQmycR0RPanlK54mstuAXJmtjyldF9MWw1sGneqJsm0GDXrKTwfeHeMiLUDWAx8zcz+MO4LeQyvoKppXVkiIiIiMkkmZvjeDjNba2aXHnI1Zjkza8SfWpI1s0Yzy6WU+oCrgY+YWYuZPRd4OfClI5Dbo2JanBExsxye1oMVApTwjkh93/RW/Mac78T3LwLvj2vx5gFvA37jaKVbRERERI4RxkQcOR/OGZH3Ax+q+/4m4MP4lUDvxIf13YWPkPWOlNK0/Sf7tOiIcIgKSSldVR/IzMrAvhjSjFjmH4GHgQHgExq6V0RERETGbGI6Ih1mtpanuEckjm+vOsS8vRxi4KXpaFp0RJ6qQkaEWzri+xDwm/ESEREREXn6js4ZkWeMadERERERERGZVBmgMNmJOLZM95vVj5AKFzPEEiq8lutg9t9j9MJ5f+yzW38M9JNlO9DJCQCU4Lk+u5EYWy3zBrADwPU0AN9mCS+kApn9LABYdDv+0HeA7Sx5IAc00weQ2tgKYB8BvgNbgcxdwF42cqnHP+DrWcKP4jGa3wF6WHMwFUWWcAuvZQi4Lx5J/zUAZsdrVqz9CoZ4L363P0A3GV8BBc6gi+sjxsfwR9WXgTbupwXYDKwH+oEdwFCEfQT4KEuA3TyCj528OuI4gy7ezRDL8EferwTOw59WeT4beA1dvI9uVgDNEX4NMCPCrQTWAIuLYN2Q7YfmPsgfAB7CnxhzD3Af0IWX38PAo5HIx/xlg5HQ3cBesAo+rlr9jqYBUgbIQMpGGPy9kvPxoPfVBS8WIFOCYYNMglLGX8UC7IgtbijjSdoO7MvA3UAx60keMKiYx13KwL2RjZ/j8Q1l/GaofcA2agOKl/DwO/HXMH7x6EDMr+R82gGgEvW2K4pnAL/Zqje+V/D1Lorynxmv6noejfdyrCcX749E3T8r6qg36qwn3gvx2h3x7wb6ok7X1j0l6nF8AO1Gau2jI6qtelNYH3AT0I23ve4I34e37Wq5nBvltKsuDwPAzZGmvlh+GH/60/z4DPCziLdajrlYRybV6rw6JN/j8T4UZTgH38Fui2VnxPwdUXaVnH/+eAZIwFIvUCt73H3R3nLR3soFjzzloNTobYchD5specKbyjCc8/ih1lYxT0wp422LUiQ0tJTwhtENTb2Q3Q+FMlCA7FAU0EJ8h9MaldPmcVRy8TkbkbUCc+O909ed7488EvGAV2SHh6vkfPVW8elDcHAbzMRyzbFYA3Aq0JS8TBcAs8qxvoYRrw5qT0FOtXJcjG9vDcBpQKEHWvd5nbXg7X5phJ9RgVw/WAnyJU9PPnk2mnrwjZMo0514g3oMb/x9eEMsxveHImwvsNfLc0YFCgN44+wH7gLuxBthm9cJ2+I9G+VW/eXegTfOeVFeOz3eJ/ywL4j3bISvlj1RkAV8B74J30cuAMuDDeMbz6xI/8aIq0htI3ksfkMy+A5+wPNmJWrjVvZEvsqx7FLgV4BV8XkB2NIIeyFwccTnP69wfoS7ON5Px3dQ2339Vo4yiN1HfijabPLpVoZs0dtgpgTZQbBipDG2t8yQf7eS19GyMpxRBrZCSwUah/AdSDWvS6M8zwXuj7zOjnX2Ao3eVtgMXyLD138bWAb8Nt4mr8B3aqUo31shk4X4kaZ5MLbpNZDJx7oWxOse4ALgV4EH4r/JDwDPi/SdAJ84F/iDKOfZwE5I78TbUW+U3W/7OjOALcDbxNnx3snBu2mt2laWRT3O990JPcCJsc0uoLZjz8f3TNTxxfG9H1jCwTZGAXgOtd/oV0T9/53XAY9EHP+Db+jVH7sXxTpOjPi3eT0ePJTKRXncHflYgbfV6vzxMmo/ZE/3dRg3qz+T6IyIiIiIiMhoqh2R8dGlWXXUERERERERGc3EdERGvVn9mUQdERERERGR0Ry94XufMdQREREREREZjVG7H04mhDoiIiIiIiKjqT5ZXSaMOiIiIiIiIqMxqBvg8enSPSJ11BERERERERmNRs2acOqIiIiIiIiMJsNEnBGROnqgoYiIiIiIHHU6IyIiIiIiMho9R2TCqSMiIiIiInI4xj98r+4RqaOOiIiIiIjIaAzd1DDB1BERERERETkcNtkJOLaoIyIiIiIicjjUEZlQ6oiIiIiIiByGpI7IhFJHRERERERkNIbOiEww3XLzpJpZCfQAbQB8nvfSRZZ/AkpcyQuArVRoZxU30QC8lpvgzS8ELuUU4N3AJdwA9i1gI23Ay+jiVIDMG1h+cF038AU6gb1cToXzuZyLgbbMSawE4GFgNzzv3XycF3MlHwSez5sAVq3kIuCFVJgFfJANXMmtvg4+wwdZxz7y3Au8lm/QDMBufosbWAg0AsuAU4ALgIYKtACvjDjP51Zey628MMK8EVgDrAZmAycwxAJgOfBi4PkR3/MiHMAH6OK13M2rgRfGcq8HXhGfZz8hPlgI3Ewny4HFwIqI51JgSaRjIXA83ovODQKPAXvBhv3FXqA3XiWgGO+lJ6nqDDAYrx7IDsZyj0XR7/XPuYFYx2BtPdkhD58DTqxAR4JcPxSKkB2A9n5oOQCNQ9AwCE0HYFEJ5vdDaxFOr/hrTgnOKUPTADy7DJ1FXybfC82Dnuf2yHsmebLnATOiTJ4NDAMtFWgs+fRmoAmYFe95oJiFAfxZTC2R9Vbg0YhrOIpkThTV4sg+wP0R57ZYdjuwI169Me3uCLs71rc6vq8G9gD7InwFWBlFTix7YYLXMkQ2wgHcFWnLRR4WA1vj837gZ7Gu+yL+avU2xvRvAHfied7t1cveEfFnY/neCLcPeDDS3w4Mxfw+4MexfFeU5Z66/N8f+dkc5doT6awAZaA/yndvxJsDfl6A7qgDgJSJxFe8jReBcgEOZGuB0hwgQcVgKZ64R4FKDlhTax85YH2Hx1n/KmW8jRwMhBdCoQfoBGZ6G6fo7Y8yVPJRIPm6xDZHxnKxzRQi40MeB42R0e5a3lIW/wHPR/i5EQ9gsf1YCWiAxcVqAUBTD7QN+j5iTglmlX1f1dzn3+eUoKE30pWPdTdG3PlID2BF329YBeYm2G91xVABdsMCvJ11RnRNZciXYv4ByEa5NA5BS8njZHPkO+dh2Ao87vXETrxRleK9PyLejjeQnV5nVgJ+BKwHNuIbWjHysAJvEAAX4RvMIzF9Pt4IC8A9wOnALmAV2Ca8kVwc720RHuA5wPfxhvrDmH5z5GU2/oOwCzgNuC3yRKzzJ/iOZT1wP5y9P+ZtqXuVgHsjbY9HvNWN4+LI+7nx+WXA+cCveLo5LcJeFBXRDrwU32mciO+sNuAbUzne9wAPejlmhsHK/qIt9tclD5sZ8vqnz+vOerzubDjq8ADQ6+2poQd4wOs/Oxjlk8V3kEvwH7L+qKcdUQbLoty+F79Nd8E+8myI2fwJvgO+Af+RfAQ4CW8r58frIsjtizStirpaE+9z8DZxdtT5Q74tMOhpeunfw+Ov9P0dCfhlvP0fH9tfC94O90bZtuFt41XArwEdUfdzI53LgPPwjcKo7eSXxns50vkyXwczIp0vjveT8Ta5jNoPUxfejj6Db3CPAt/G2/jcqMvNEf5UvK3gdcED0QbOi7ibY9pJEfb6SFsR/5FYEt8fwn9AJ4qN8xXD95rZpROYqmlLZ0RERERERA7H+M+IaPjeOtPijIiZvcvM1pvZkJl9oW76uWb2fTPba2aPm9l/mtlxdfPNzD5hZnvi9Qkz00k1ERERERkb+8UzzWN9yRNNlyLZDnwM+NyI6TOAtfjJt+PxE6ufr5t/BX4V0Gr8JOelwNuPbFJFRERE5FiTUEdkoh32pVlmlgPeiV+5OZu6k1MppQsnPmk1KaWrIw1nA4vqpn9nRBo/hV8lWPVm4JMppUdj/ieBtwH/dCTTKyIiIiLHnqncmTCz84CPx9cFwLUppf87yjKTdnwPYzsj8tf42YQbgLPwe0Hn4re6TRUXApvqvp8OtfvE4vPpRzVFIiIiIjL9TfFLs1JKN6eUnpdSeh5wE/Ctw1hsUo/vx1IkrwJeklL6W6AU76/Ax2WYdGa2Cvgg8Pt1k1vxsROq9gOtT3afiJldEfehrOfxgSObWBERERGZdqZyR6TKzArAL+Hj3I1mUo/vx1IkzfhgcwADZtacUtoMPGvikzU2ZrYM+A7wnpRSfaH34oP/VbUDvSmlNDKOlNLalNLZKaWzmdM0craIiIiIPIMlfPj08bwOx6EGaYp5M83sm2bWZ2YPm9kbniSKFwD/k1KqHMbqJvX4fizD996Dj2b9M3wE8avMrAcf8XzSmNnxwA+Aj6aUvjRi9ib8RvWfxffVPPHSLRERERGR0Y2hMzFO1UGaLqH2NJWqT+NPS5kHnAlca2YbUkr1x7ev4YmDNz2VST2+H8sZkfdQe2bYe/HnqF2Kj0x1RJlZzswa8ccJZc2sMaYtxK9h+1RK6cluQP8i8F4zW2hmC4ArgS8c6fSKiIiIyLHnaJwRSSldnVL6Fv6Ix4PMrAW4DPhASqk3pXQj/kjIy+vC5PGOxY2HmaVJO76HMZwRSSndWvf5Pvy0z9HyfuBDdd/fBHwYP0t2It57u6oufdXn//5zzL8zvv9LTBMRERERmU5Oxu/j2FI3bQM+4lXVC4AfHuZlWZN9fD+2J6ub2cXA6/EhwbYD/55S+p8jkbB6KaWrgKsOMfvDT7FcAv4gXiIiIiIiT0v1HpFxmm1m6+u+r00prT3MZVuBnhHT9gNt1S/xaIvvMAaTdXwPY7g0y8yuBP4d2Atci58u+kpMFxERERE5ZiWgPM4XMAzcDnw4Bkk63E4I/OIgTMT3A08nPzD5x/djOSPyXuDilNJd1Qlm9iXg+8AnJzphIiIiIiJTSWn0IKPZn1J6uvdfbAFyZrY8LqOC8Q/ENKnH92Md0XjriO8P4B1EEREREZFjVgUfrmo8L6DDzNaa2aWHWs+hBmlKKfUBVwMfMbMWM3su8HJg5KixYzVpx/dj6YhcBXzWzJabWZOZnQysBT5kZpnq64ikUkRERERkEiVgaJwv4oxISmndU6zq/cAA8D58gKaBmAbwTnxI313AV4F3jBi6d6yuYhKP78dyaVZ1tKnX43VRvV3njTHPYnp2wlInIiIiIjIFVID+8UfTYWZrgXWH6ow81SBNKaW9+JPPJ8qkHt+PpSNywpFIwFSUYTcAxwGdABTwgZu7+Vr6FRrt94AOEvN4kJ28giE2AzBMG38KwCDQCMB9LOFGFgLL8DuUoMSfshrvG3dT5u+Bv6QV6CJDGR9x7c9YAuRYxd1sZDUcjNMfHt/G/WSBhcAX6GQl3XQDFwBLuJMm4ACrmMWt/BI+vtsq7gZ8WIRBvFKrpwubemBlp9+t9Cg+Ftw64Lwol+a69yagmwwzqdAbacjid1GdijeszcAvxWsGcD++EZ+BX2PZE2k6FVgONES6TqebGcDMeG2I5c+IEmsGZpVhSRasCDwMHABriIRvx/93AJCPQn8MmB2fZ8X8VqAAPBQJ7gGr4AXQCnTH9BK+CR6IRMamaLGpNpUhW4aU8XCZEthw7XSjVXwaFcgWIRPnZjMRT6bk68mUPP5szLdypCfy3wPkKj5ixwyrrbecheVZyCTI90MhbmNbjA+jEdExHOndF997oxgWUmuv98d6isD8KLIe4CR8W1gYy5Zj2WXU1vU4/lSkVmBu1FMWb2N31YqNTIR/JNa5KPLVmT14Ix/NkecZ8X1mpGUrXoWLIg3/FXEtj3DZWGaPFyUD+F18e/A22x5xbIg87wZ2xPsFQFfEvxuv/tnxeXeEvzfWcy/wo0jDfXXltw7/l1UZ2EnN/ojj1FjHo3gzI6anDKS8txsG/ClSXcD5BY9/zmLYVYA5Ga//27NwPEDBw1VyYM1QysBQxn8o+6Owi02Qz0BPs8d7SgXfBh6rK7Tt1LaLu4A1vm2lfLTLJrwxtUW4/cCciCPh2xl4I3k8wg14+mzYt5VKIbbXJryB5Tn4mK5MEVrKkY4hyN8ZBbQdbDZkDdqK1C4USGAlKAxBqjasvXjDGfY4Dh4tVDeAMsyIbbGlCJlWKBQh1w9cBxyAjuW+ncxN0HIg1pfwXW4RMi/w79kiZAeAW6MsqjvH6rg1A9EIqo8h24lvcLPwR5D14P/LbIOGPrD9wA3AuV5mdEcDWBHLH49fAX4avj8aqKuvdryhVsufiGdXLDcHODvqJQssBVYBP49l74my2u5lwGJ8g6/mqz/SdB++wfdHvnqAx8B2Ah14u7kf358W6pZPsezSSNtpeEOspnknvoHPwHc6g/gPwSOR7gZ8p9IYcQ3jPy4lfGPuxjfIR3zdtjimNeC3Ay/xNgQc/Hf0wX35/iiT1vjcCDwKtjLysQPyWyJdw9Tq5zT8t2FVxLcLr6tclEFrtPUy7P/7IV73O8AaqDRD5kW+yHfPgheD/8B+Bjg9yuEU/KKYh/BH1bXg9ZzHd8BfB34fuB54HPKlWOcFXicNkf23zYLPnAHc7el6rBUWNkdcJfwA51cj/cujTqo/zmX8h/tndXldGd8X4W2vGGnujbSd7utnDl7XxchPYyy7OZa7k1o7WoNvQ49E+e2I/L064pmDb9cnRvnvxNv4CrwNnoa3lxzeli+M+lkWZXJizBtijGPEHlqF2uHFOIznHpEjYVKP78fyHJGHRwtjZnfiTVlERERE5JhR7QsfSyb7+H6ir/laOsHxiYiIiIhMumpHZDwvDuNm9Slo6ZGKeIJOVh2kEbRERERE5JiTmPTheyfLETu+1yhXIiIiIiKjeAafETliJvqMiIiIiIjIMaky/iim4xmRI2aiz4jY6EFERERERGSaOGLH94d9RsTMCiml4pNMn5FSqo4I+vYJS5mIiIiIyBQxQfeITCmTfXw/ljMit5nZqvoJZvYSfFRoAFJKX5mohImIiIiITBWJ2rPXnu6LqXePyKQe34/lHpF/AH5sZn8en/8SfxzOW49EwkREREREpooK/gzFcZpq94hM6vH9YZ8RSSn9I/6szbfgz7dcAKxKKX33yCRNRERERESOlMk+vj/sjoiZZYA3APOA7wBnAWuOULpERERERKaMCtA/ztdUM9nH92O5NOsm/IzUs1NKD5vZrwCfN7NvppT+z5FJnoiIiIjI5KsAA+OPpsPM1gLrUkrrxh/duE3q8f1Ybla/GvjllNLDACmla4FVwPwjkTARERERkamkPM4XcY/IFOmEwCQf3x/2GZGU0l88ybTdwGUTmiIRERERkSmm+mT1Y8lkH9+P5TkiHznUvJTSBycmOYdc97vwm2jOAL6aUnpL3bznA58GlgA/Bd5S7dWZWQPwj8Cr8Uvz/iKl9FdHMq0iIiIicuyZoEuzppTJPL6Hsd0jsnjE9/nARcA3Jy45h7Qd+BhwCdBUnWhms/FTSm8F1gEfBf4DODeCXAUsB46P9P7IzO7WSF8iIiIiMhaJg5dXHUsm8/h+TJdm/cbIaWb2YuD1E5qiJ1/31bG+s4FFdbNeBWxKKf1nzL8K2G1mK1JKm4E342dI9gH7zOwz+JmVp+yILCAB0Aj8MvCf3MYyoA/Aro1QO1jCbQB8IW61uYQbuIcMjUCB6ljTzXRS4aMsYR1dbAaWcAsAXdzBy7mba/gpv8UGGiPm1cDFDAFdXMMaNtEJ9HIqcDsARWYCqxmiHZgL/C7dnALch1dqJxVmADCfZRHmD+nkBXTTCbQDM2N91UZQKUAr/nox3oMDmIVveJ3AMvzGombg3VRoxk9FzYgwM4CWiP9SYAV+KqodyMfnOVGW2yL+IjA75lcvSGyNdQBk43tHgv3maSgMwLxWYC/QGwW+O1ZQfezpyPOnw7GSXN28hifOTwZG3cqrBWTxuRAFUAESpKxPzpSgEuGs4oVhOQ8DkDJgZQ9XnZYt+3SAbDzlKBPzLOK3Si0Z1foYttryuQHI5D29+SFPVwO1Oq3fwLPACUBbZK8PWAkMxfcScGosMxjT2oHuyHY7/h+B9oivybNJFtgT4TvxIm6Poq2+V8M2A108cSPuBHLDsChbi68/0tCIt5eeiLch0rkbbwfLIzyRxuoPxGDkazPeBlvwZvJghGnA29xiYD3QEfHdHsu01ZXHMPCPZHgNXhk7Ir/b8Pa6mVrdPEgD9zPEOrzNNuLb3g7grvg+O8Iuou4JvZmo61bgUeB4n1cow0AWUsHXsyEHF6ZafmnzeIbyMFDw6Qeojcwy0AZDGchlPL6FQG4wEjXkhZcyYL3AcRFpt6eHe8FOjUTOjul5vBE04tsedYWejc8l4LGYthd4CDjB2z9b8QY28hm+W2L+rijwvVHABS88Iwq7K8IX8Up+Htgt+M5sZ8zLR96qeiO9t0PTBWCx7ReKkOuNMF2e5pb9kHJRJn3AA8ApeMMZAm4BWsGWxvdi5O/kiCcXYWfGOjuj3KD2L7RmvEG3AcdHeh6LNJwN3BtxdwGvoLYh3I7vYNvwf8kurivHpZGO6gbfCPwc/zFZVTdtK3B6pKUL33lviXgfB+6JsEvwR5ktBX6EtxfDx9R5EK+Lq4ET8acOLMEb3eZI046Ia3/EVwIepvbjcVqkNRfrboowjfF+Q6S9FGmYG/E0RDzVdrQd2Bhpv49a++iN+T0xbTDSF9vIwXLrjc+t8ZkI/wN8wyoDX8Z/zIhpM/GdUrWNPYjv6LJRDncBm6IMHubgDvMT58LvVOKnJev7MGYAz4p8rsHrZh7wPXybezZe3wfivdPLIP0y2M+Bn0H+AP6b0uj5/Si+CzmbSGsLsALmDeJPhrg30j0P38Htxw907otyLuF1tyLWe19ENozX76oo201RLrfgO8/7I96lUU7b8B3OTLztLo3l7o983gqcBNwc5Xw6cH1dHVR3/uBtbzfeVn8n0jwL+Ane7lfjO+HtkZbd+L5kGV7g11H797T8gsk8voexnRF5Mt/Dz0BMltOBDdUvKaU+M7sfON3MduI/rRvqwm/Ad+0iIiIiIoctMSEPNJwOjtrx/VjuETlxxKRmfNzhRyY0RWPTiv8vpN5+/H8HrXXfR877BWZ2BXAFwIwlE5tIEREREZneytROco7DlBq+d7KP78dyRmQr3hmsXqTSD9yBX/40WXqpXSlS1Y6fUOyt+z44Yt4vSCmtBdYCLD7b0oSnVERERESmrTKHOIgcm/0ppSvGH82EmdTj+7HcIzKWZ44cLZuoKygza8GvOtyUUtpnZo/hVw9+P4KsjmVERERERA5bhSfegnYsmOzj+6nYufgFZpYzs0b8drCsmTWaWQ6/o3+lmV0W8z8IbIwb1QG+CLzfzGaY2QrgbcAXJiELIiIiIjKNVe8RGc9Lnugpz4iY2SMcHOPn0FJKR/quivcDH6r7/ibgwymlq8zsMuBT+NgWPwVeVxfuQ/hzRB7Gxxn5hIbuFREREZGxqhAjqE5hZvY84AP4yYa/Syn9wjC8U+j4ftRLs950pBNwOFJKV+HPBHmyeT/AB5p7snlDwG/GS0RERETkaSnjo0JPVWbWBFwJvCSlNHKg9HpT4vgeRu+IfCKldC6AmX0opfTho5AmEREREZEpxUfNGu9dDZXRgzx95+FXAK0zs37gHSmlHU8Sbsoc349WmifHvRfgPSwRERERkWecEsY+8uN6HQ4ze5eZrTezITP7woh5M83sm2bWZ2YPm9kb6mbPwx/leCnwGQ5xNRFT6Ph+tDMi1wBbzOwhoMnMbniyQCmlCyc6YSIiIiIiz0DbgY8BlwBNI+Z9GijinY4zgWvNbENKaRP+mJP/TSkVzex/gD86RPxT5vj+KTsiKaXfMLPzgaXAGuCzRzpBIiIiIiJTTYUM/b/QLxir0QcATildDWBmZwOLqtPjMRWXAStTSr3AjWb2beBy4H3ArcCVZmZ4J+WBQ8Q/ZY7vR32OSErpRjyjhZTSvz5VWDN7X0rpzycsdSIiIiIiU0KWyi88R3ususez8MlAKaW0pW7aBuAigJTSbjP7JnA9PirWIQdrmirH92N5oOHnDiPYHwPqiIiIiIjIMSZDonW8kcw2s/V139emlNYe5rKt/OLAXfuBtuqXlNKn8cu3DstkH98fdkfkMNnoQUREREREphuDw7zh/CkMA7cD61JK68a4bC/8wimZduDAeBM1iiN2fD/RHZFRH44iIiIiIjL9GFAYbyT7U0pXPM1ltwA5M1ueUrovpq0GNo03UaM4Ysf34x0MWURERETkGaB6RmQ8LzrMbK2ZXXrItZjlYnjdLJA1s0Yzy6WU+oCrgY+YWYuZPRd4OfClI5Hbo2GiOyLH1KVZy4D7gC7OYg+wFYDbuB5oYyP7yNPF+QB08UIagU4qNAM7gOu4kFV8igdpIEMPGbxFnUuFc6ngI68B/IT5wM3AIyyiK6Y2AFn+hzLnAEV2AB/h9bTxPbYBLfj5vW3AI7HM9lhuI2vYB8B+/oZOdgGn080P6GQtDU/IZwvwKJAZhlkxbSFQivT2x/sAdZtRlE8GmEFtDIi58T4MDMbn5vgOsLdu+QH8lq1BaucZe4BNdNIbYRvwBwj1ApkU+auAVXweB3jieb3qc0RHbvcdkZD6VyFezXXLZPArMLMR70z/XmoCZteFyULK+OeK+edMCVIOf1ZRnoP/P6jkPL1kYpkslAswlI9lMh4mZaCY9bDlAmDxHsncCTyag334q5z1dWRKtWyTvJyysUw1G0Q5VotoRpRttV5a6uaV8DrPRNGU6uZvizqaEd9bIy1EfI14u8jhbWI45g/E+x68DlvifW8sW8r78B7g4xQ2xzoWRlruivUuBx6LeHZH+L66eMDb0x3Aygjfjlf/fbHMYEy/BJgPnE2t/VbLaCG+DYO3vSVUmB3LPgrcEu/VNp6N+PtpOnje/KsxrxFYEutZE3k5JcqgB3gzQAIr4Vf59vv0HDCQ9TgqBc/nZmC/wanVzJ4cZT8MLRVfZkbE2wzkS17upbynD6JNDeAVVsQreibwULRP8DbcDynWf3A7qRbKILUNubpMivh641VdbmvEWwEejuk9PPHqhj2+fn4a36/Fr3reC3wf+AnQhd9+uRP4GX5hw4/xHed6vGEQ8bbWfR6MvN4Ldh/wXeAHkNsX6/v7SNeDYLdCph+y/cD3Ik3Xeh7YiTege/D/SV4H/MjLCfCGD3A8vq+YU1e2M4HjgAXxfhxwEl5hN+D/y2yOfAxFXmdHuluobcSnAYvxjaRaJ7GP4uR4zQReGeXXgT/ebDneMJqBZwMXRN6WxbRslEGK+J+DN5yFsd52vAGeCNyIj7NTiPKo1IUbxH+Mrgcex3cebVFmQ1EeZ8Z6F0QZnBrxzcTHBqpOb4x45wKnR7nOi/QbvrHujHzui/K6MepqK94+bo+0PITvcB6KtNwfZbwzlr033rfVTdsaeRrAN/ZVkbbGKOdT8fa1OMKcCpwQYXLAbZHmyPr76aQvAw+s9GX2EGU4E99BLI3fj4sjTz+BtBL/X/cZUUbzI00Z4JdiHQ/h2918YI0X/0pgHZGeHNAE2SHgQ3i7nBvrXAE8K9J8AV6/C+rWNyPel0a6+oDOCDcU+b878nBGzPvliHsh3o4W4e02F2X3vQj7ekgrgF3AuZDm4G0VvE11xnqr6QFvq8vwdt2It/t+vC3MB34l5p0aZdIe4RupHW6Nm0VmxvPyMyKjXJb1frxlvQ9/CvpATAN4J74X2IX/1Lwjhu49kib/0iwzm/9kT2ccMf0nE5YyEREREZEpY0LuEekws7U8xT0iKaWrOMTDCFNKe4FXjDcRVZN9fD+We0S28Is3yECtP0xK6aUTkSgRERERkamlekZkXMZzj8iRMKnH92MpzV84LWNm7fhJNBERERGRY9iE3Kw+1Uzq8f2oHREzewS/crTJzLpGzJ5F7VJoEREREZFj1IR0REa9NOtomCrH94dzRuRNeMn/N/4I+aoE7Ewp3XskEiYiIiIiMnVkmOTheyfSlDi+H7UjklK63syy+CAMt6SUhkZbRkRERETk2GL4gFXjMiXOiEyV4/vDukckpVQ2swvR/SAiIiIi8oxUHdh+XKbKGZEpcXw/lueI/DXwYTMb97hlIiIiIiLTSxZ/gMl4XlPOpB7fj2XUrN/BHxnzXjN7nLrHvaeUlkx0wkREREREpo4JOSMy1Uzq8f1YOiJvOmKpEBERERE59k2Je0TqTOrx/WF3RFJK1x/JhIyHmS0F/gE4DxgCvg78bkqpZGZnAp8FTgXuAX4rpfTzyUmpiIiIiExPE/Jk9SlzjwhM/vH9mB4PGQf1FwCzqXsASkrpgxObrDH7B2AXcBzQCXwfeKeZ/RNwDfA3EebtwDVmtjylVJycpIqIiIjI9DMhHZEpZzKP7w/7ZnUzuwL4X+Bi4A+BM4ArgWVHJmljcgLwtZTSYEppB/Bd4HTgeXhn629SSkMppb/DC/jiSUupiIiIiExDhh9Wjuc1tUz28f1YRs36A+DFKaVXAgPx/mpg+IikbGz+BnidmTWb2ULgJdQ6IxtTSqku7MaYLiIiIiIyBuPuiHSY2Vozu/SoJ/3JTerx/Vg6InNTSj+JzxUzy6SUvgNMhYK8Ae9c9ACPAuuBb+HjpO0fEXY/0DYyAjO7wszWm9n6vsePbGJFREREZLqpXpo1npffIzJFblSHST6+H0tH5NG4KRxgC/ByM7sAmNR7Lcwsg5/9uBpowa9vmwF8AugF2kcs0g4cGBlPSmltSunslNLZLXOObJpFREREZLqZkI7IVDOpx/dj6Yj8BT7yFMBHgC8DPwQ+PNGJGqOZwBLgU3EfyB7g88BLgU3AKjOzuvCrYvoh5YBB4C6gDBg72Q08GPNv5EscYBUHWMUl3EAXfwC08m2WsJHnA7APgDlsopMD/CplVlEEdgObgRXAEn4NgDY2swP4Gh8n8Qf0AHeQoQ1oZgD4fWAm3wGgiQOcxDeA77GEXuAfyTAEbAVu5BKGAHgzdwCwm/Po5id4D2whPcxgmJ9HXh4FSlGID3bA43jL24ufXurDe3P74nMPPizZrghXie97gZ8A2yJsd7z2xnq+gw9Z9h38XF8/0AR8jiXcCwzE9D1AmeMZjriGoi72RTzDQCVqswzQADRSe0ZQa2SmFT/vVX1+UAfePW3FhzSoTi/UhZ8Lpab4fjywqPZ5KO/xpSykDKQckIVSo682ZaCSg2ITvlVZLVw56/NSvFdyUMp4PioxfyjvnwesFiZlYTjn+TwQZbQjsnVwFPNY71Dd92Hz78Uov1KUa7UMt8bnIWq7xAFq7o/36h6oJepqT5T5Y5519sVyfcC91M7hVq+ALeFtpwvflsDrclkssw34MzJsBX6Y9fn76tI0M6pnf13as5H+i+ria4nPvXgVzwAWR9gdeNUux7e58+ry2Rzzs8Ab8badjbBNwK2x7GDMq6arA9+GO4BH8H8ZlSOd59HNKcA5sb7BeDVFugrAK+P74ngtK4NV8I2pxRPWjjejUpRnZtib7RJgTglaizC72wOcD+T6obEfmsqeh2eXYSke7+xI90p8vlWAxyAt9EyVG/AhPoah1ALMxSu2AMMtka5qY+iNDFULfy/+u1ymtjMoRrim2jKp2ij2RabAG3K14d0bBT5QV+i9wH3xPgDciI9uvzniGAbuiPXtjHUPR0U1171KMW0X8HO8Qd6E/9zeizfErbGe+4Ef4Tuz24CfAbfHvF7g5ohjfYTdATwEPBdYCJwVBb0M/6W5CDgJr9ccsAY4Ef8lPSm+/xy/YLgQZdGA7yBnRxxNEbYBP+/fju+fzsAb1XHA5RH/Yrz+qmV4MaS5wJlRT0ujnKr7y+pGcHqU490Rz3F4435WlH31ipLzYv2z8B18Efhn/AkEzZGPXnxnfxP+SzsDeDjKOR9pPy7eq59PjjQsje878Y2oNcIsiHJbge/vSxG+AnwJbweLqe0s7o76eSzKYUuk6QG8Td0H3Bl1tzmmPxSv7cB/RPlkY96uyMeSeDVTq+NMlGkTvvNojTjv8eU/8ObqvnM5G/HPXOy/vbRAuRkoQFoNpebI13Zgb/wezY18nxh5bIXu9ljPqXj7WeRl99/nelJa8BtnBzsiTQvAhqE0I+p0vk9LF/v3wQ7fRlNz1MUi//3hWbHuNZ5GFsbrhCifZ0eG1kSc+XhfDDwH0okR3/yotw58G13j9TLcysF9TaWB2jbQHWX87CjvRrzddXk+OTPKKRvLnIG3k32R3tNi+kq8PQ3GchMiwzHYEZnU4/uxDN/7hbrP3zGzGUAhpdR7JBJ2uFJKu83sQeAdZvaX+Ob5ZnyX+GP8J/LdMYLW22KxH05GWkVERERkujK8Z3TsmOzj+7EO39sJ/Ar+/4ntwLVHIE1Px6vwG9b/EO94/BD4vymlopm9AvgX4M/x/1G8QkP3ioiIiMjYZDjWOiIwucf3h90RMbOL8fsw7sVPtC4BPm1ml6WU/ucIpe+wxAMKn3eIeXfgJ8xFRERERJ6mY+85IpN9fD+WMyKfAq5IKX2tOsHMXgN8Gr8qT0RERETkGFV9jsi4dJjZWmDdFBk5a1KP78dys/oC4Bsjpn0Tvw1JREREROQYN+7niEy14Xsn9fh+LB2RLwH/Z8S0dwBfnLjkiIiIiIhMRcfk8L2Tenw/lvNLzwJ+28z+AB+IbyE+sNxPzeyGaqCU0oUTm0QRERERkcmWwcfSPqZM6vH9WDoin4mXiIiIiMgzTAZSy+jBJkk8mPBWas/Le01K6fFRFpvU4/uxPEfkX0cLY2b/AIwaTkRERERkeslCapvsRIzm+pTSqw838GQf34/lHpHD8aYJjk9ERERERA7Pc83sJ2b2Z2ZmExTnETu+n+iOyERlWERERERk6kgZSM3jex0GM3uXma03syEz+8KIeTPN7Jtm1mdmD5vZG+pmPwYsAy7E7/N41QTl/Igd3497MOQR0gTHJyIiIiIyBRikozLy1XbgY8AlQNOIeZ8GisA84EzgWjPbkFLalFIaAoYAzOxq4Fx+cWjep+OIHd9PdEdEREREROTYVMke8VWklK4GMLOzgUXV6WbWAlwGrEwp9QI3mtm3gcuB95lZW0rpQAS/ALjniCd2nCa6I6JLs0RERETk2JMMyke+I/IUTgZKKaUtddM2ABfF5/PN7GNAP/Ag8IEJWu8RO75/yntEzOw/6j7/xmHE9+Vxp0hEREREZMqJjsh4XjA77v+ovq4YQwJagZ4R0/YDbQAppe+klM5KKV2QUvr1lFLpSXMxhY7vR7tZ/ZK6O+7/drTIUkrvGH+SRERERESmmASUxvmCYeB24MMppbNTSmvHkIJeoH3EtHbgwJOEfSpT5vh+tEuzfgLcbGZbgEYze9LHvaeUfn3CUzaJKkA30Aj8HmuAmdxHFxt5H9ABPEqW+2hmgD7Az5R9h8SfAP/Az4Ay0MZ/AXCA5UAvtwLrgI2cxqXczalUGARmMBxrXge8g5/Gt93Aaoa4MS0EO5UHAdLvc4mdynX8GHgn1wNdvJIuVrOaDwKPcDMA3+QWMkCeG3k9L+er/C9LeBFdXMdqtrKBZcAA3gj2AntivQ9G+h8Bvg+8MKYXgRkRtifem/Hzf3uArXXzW2OZe4E1wF3x/b/o5O1081NgOZBYxF10cV7M/zwAy+hlA9mI+y78AsmK+Xr3GzQWfN6MWTFzTkTQEK/yiEotRaIa8HEkZgKdfs+ZnRqZHfQBMVgAFKhdldkEwwYpByQox0NVS3koZWDAoCnuXRs2yBWgeuK2XIADWWhphFzFw5cyfifZAWB+Bvri3wG5vE9ra/Aw2UJtXn/ENxD18CAwIwv5HFRyPr+Se2JYqO2ZSpHFWRFHfZgGfK9YAHbE/MEooj0xr9pC9+F1UL1zbjfwU7yO3oPne28sW/2XzZ14O6impzFencBbqPBD4IvAW2L9rZG+avtqjPXdAawANuP/+nkUeGWktzHCDuNPcgKoPnKqmh9imeMiH50xrRlvPrfgQ400xro7I1w33obnxmtRXXzV+MH3DB2R99n49pCP9zMj7YuAncAqfOe6EsgN4w3iAeAUD9QV63wI/1eXDcHZ++HxDsgWITMMVvRlWpvBBsDykGn0tDT0QqYFMnX/CysD2TIMNULzEP5cLmCwAVryft49U8J/5gCKvi72RiF04pXa7/Nojcw8FuGH4r0/CrUVb1Q7odQI+eGYNyMKsDOWB89wL7XGUYoEVxtedXvuizgrka65sdzMmJ+ntvOpxjcY6RnEG2MJ3+l9B6+8u6ltED+P+GfEdCLuR/ENJUXewRv1vghb3UlWy+lWYD5wAnBz5OME4LnAriizXvw20muALcCLY/1zIr3L4kWktzXyewa+0bUSF2ngDa4Z33e1Aktr+Uw5bxucAWzEn6F8aoRdCiyJ9cyOZZrxDeyeyPvSWM+WmL47ln02tY3n5Hj9O15HlQh7H3A63pDbgV+JQYOavU2TxXdKKdZl+MZ+euS1AJwI5UbIDIHNjrL8SSy7Mb5vB14W5ZfD63M7vrNYHmW4N9KwM+qsOcKM3GHtBR6OeDrxHc+zgXPw7bMX34nk8Q34AXwjXRbTm6Istvu01fh+7UZ8E1mAr/uvWML/O7WLgSZoXe31NJT33w973MuutwCdjV6eVoj0VXe+x8X73VF3rZ70B4GX4JtMMQuNbZG/ChQLkDvRF0uNsL4D1vR7uGyz/7O+IYEthVIz5Gfi7b4JWBzrm4m3mYYoj01RTmu8LFLBV24NXkepCWw5fjAxO9Y9B+zNsCUHKweA10FfM7RX6wr82d6L8DZZ3ZYLns+D2/gq/HAeSAvBXh2FvQj4p1hfS9T7HCZGAkrjvkppf0ppLGdB6m0Bcma2PKV0X0xbTe0Bhodryhzfj9YReQ3wauB4vPjvP9IJEhERERGZciamI9JhZmuBdSmldU8WwMxy+DF6FsiaWSN+b0hfjIb1ETN7K/5/rpcDzxljGqbM8f1oHZG3ppQ+BWBmp6eUPnwU0iQiIiIiMrVUL80an8M5I/J+4EN1398EfBi4Cngn8Dn8/Ooe4B0ppbGeEZkyx/ej3SPyp3Wff/VIJkREREREZMqamHtEOsxsrZldesjVpHRVSslGvK6KeXtTSq9IKbWklJaklL7yNHIyZY7vRzsj8oCZfRK/9ixvZr/5ZIFSSp+b8JSJiIiIiEwVidq9a0/feO4RmShT5vh+tI7IrwF/ALwevzXr8icJk/BTRCIiIiIix6aJ6YhMBVPm+P4pOyLxwJS3ApjZ/6SUnn+kEyQiIiIiMiWN/x6RUW9WP9Km0vH9aPeIHDTVOyFm9jozu8fM+szsfjO7IKY/38w2m1m/mf3IzI6f7LSKiIiIyDRTPSMynldcmjVZnZCRJvv4/inPiJjZPSmlU+PzI3gVPCEIkFJKS45Q+g6Lmb0Q+AR+qulnxAjbZjYbuBrv9a0DPgr8Bz56u4iIiIjI4alQe5bQNDaVju9Hu0fkbXWf33QkEzJOHwY+klK6Jb5vAzCzK4BNKaX/jO9XAbvNbEVKafOkpFREREREpp9E7eGtT9+kX5rFFDq+H60j8iIze9FhxHP9RCTm6TCzLHA28G0z24o/f/NbwO/jz2fdUA0bD4K5P6arIyIiIiIih6cC9I87lqkwataUOb4frSOyuO5zI3AZcCvwMLAE+CXgG0cmaYdtHn7H/6uBC/Ar8K7BHwbTCjw+Ivx+oG1kJHH25AqAmZN6oZmIiIiIyBEzZY7vRxs16zeqn83s34HXp5S+UTftVfhj4ifTQLz/fUrpMQAz+yu8I3ID0D4ifDtwYGQkKaW1wFqA48+2kdfKiYiIiMgzWYXaUefTN+mXZk2l4/vRzojUewnwxhHTvg18fuKSM3YppX1m9ihPvNGm+nkT8ObqRDNrAU6K6SIiIiIih2di7hGZCpdm1ZvU4/vDHr4X2Ar8nxHT3gHcP3HJedo+D/yOmc01sxnA/wX+C/gmsNLMLjOzRuCDwEbdqC4iIiIiYzIxw/dONZN6fD+WMyJvBb5pZn+Aj0q1EH+sy6uORMLG6KPAbGALMAh8DfjTlNKgmV0GfAr4MvBT4HWTlkoRERERmZ6OkeF7R5jU4/vD7oiklO4ws+X4MzgWAI8BN6eUJr1/F2l4Z7xGzvsBsOKoJ0pEREREjh0Tc2nWlDLZx/djOSNSPeD/yRFKy5SxF9gNXMNz8FtMBvgajwAn4CdVllLmHF7CdXyDTnwQrgIwEziNbWxg/hNiPAu4lT/lfcDpkM5mvZ1KI3ANHyfLJ/jCwbD/zQ/opMwCujgJ6II9J8Ps77Ix3QM7T6FvPviAYHluZDXwO8B6PvLxCvzR87gLgE620Q60AHvZAyzmUfoAWMJH2cef0cVuoAnYB1yJD5uwG7gL2ANs5H0cx5/zPZbwMrpYGfN31OXukXhfD6yMzwP48Aub6OQv6eYaLqGNH1PmHLq4ju9HymAFD3ITm4FsrA86GOQbNOKnt87Gx4/LVTzQEJAysS8oAB1RBcV4b+PJdxSdQBlSA9hMIAOVHGQawBb7vL4cFBog5SJePNw2oKUZrAJDecgk6Mv4KoeAnVZbzdIGyBSgYrDfYDswnIH2jJdpPspnHzAn4/92GALmZH2Itz1Zr5OFzXBzlNNwLDeEjztd3TsMNXpamoFy1tO3Pep0AOiJz9Uzwnvwf+jsBO6L+hrC01DAl10JdOFxLgBmRR0346cdB2PdvfF+Ud33BcCuCNcedVqdvgwfmqPaRn4ay3aRYQEV7o3pJ8W6CvH9dqAPWA7MwIf6OC6qc1GkPefVxADePn8DP9dcxv+1sy8+L4o4S/HeAJxSl8fZUc57I62NsXw55p0c4aptvtpGZ0aYwVh2IX7R7SLgzkg3eH2cADRU4MEMvKgMXY1wYjEKa9grpD/S1h/r5QGwVljT4XVs5cjsAchU23ofZFohlwEbhmwx2neChj6qGxyN/V4p5QYPc5vBhVkv1HIBsq1R+L2QKUVCDkQht0eFFiNMxEU50k8UQmcUah7ogsEc5C2+VwtulueVjro4G/FdWy4+98T0ZvzxWlX186saIv7Wuria6+YnLyN6Yl4B3xB2AN2R5o2xzEx8Q+vH/43VH+G3xjL9ni+WeB5K7V6W1hblcA6kgpdnbk3Ef2EkYyFY/ECkAthN+Ib363jjnRnrbKHWYLPAwgjfiW8My/D2ci9UZkFmKf5T81PfP9rdwKnRBhZEGe+KfGSB5+BjTi4DVuGN9GHgMkgGtgFSHiwX5Tovyhh8I56Jb0jbodwB2cWRz6q++F7xordNHsdwC+QGI06jdkdnJj5H++VEjzs1wHADNFT377vx+l8DXB9xE9Nuifqr1l1fXfn1R12fSG3n1Rrx7cbrv0htYP/6ttMBvAhvr8P4Dqg10tuBt4lslNdC/NqMG4GXeXH76DhL8F9Fr6fEapjRxX6DlsuhvwV2Gcxuh/aHgdme5NZG3w4zw74+m+/NcM0s4PzI4xpf973AgzSwiCG249/XDEa5leHnGXjOszwJKe9ZSc3elJfm/TerkPN9zXAOcllv05UCZPqj7BYBSz3/KQ92o7dLEli7t/mUgfxx/k4m2uzI0Uhb4VFgZRmY4ccczxmKetju60kdYLOiXlqB02GwExp6odQE+epQRKdDuQlyO6NuDFgNKeZbdX8zERITcUZk0m9WH2kyj+/H1BEREREREXlGqnAs3qw+qdQREREREREZzcScEZE66oiIiIiIiIxGHZEJp46IiIiIiMhoqsP3yoRRR0REREREZDSJ2mgnMiHG8kBDEREREZFnpol5oGGHma01s0uPcuqnJJ0REREREREZzcQ8R0SjZtVRR0REREREZDS6R2TCqSMiIiIiIjKaiXmOiNRRR0REREREZDQJGJzsRIzOzF4P/F1Kac5kp2U0ulldREREROQYYGZZ4DXAI5OdlsOhMyIiIiIiIqMpA72TnYhRvR74T+DKyU7I4dAZERERERGR0VSA/nG+DoOZvcvM1pvZkJl9YcS8mWb2TTPrM7OHzewNdfOywGuB/xhHLo8qnRERERERERnN0Xug4XbgY8AlQNOIeZ8GisA84EzgWjPbkFLaBLwJ+FpKqWJmRyWh46UzIiIiIiIih6M0ztdhSCldnVL6FrCnfrqZtQCXAR9IKfWmlG4Evg1cHkFOA37dzL4LLDezv3u62TxadEZERERERGQ0R++MyKGcDJRSSlvqpm0ALgJIKf1hdaKZrU8pvfsop2/MdEbkSfTSzjW8HjgO0oUsyPwZq7gbvvE2YDnQDvhQ0mU+AbQBfdD7SqCJz7Ke9cABzuEA/wLMgPQpOOXPgP+G20/hOp7DNVwG5bdT5lWUeRXeL4y7oHbcBTwfuBxmvwc4HlIbzP8rWgB4EGiBH98BvecDK+HVAE0xslw3C+nxPAALgC5+LZaFDD304kMqbI+19gDfBXYAd5BhAw3ACwBIzGAw5g0CncDmWPZ64C6gMV6zqY1udx7dAJzPdTHlER4BNnIpGwBYykZO44vAzQB8B1jGVmA9cG/EfyNrKGahK9LQW/C0Vxqimpq9GlITpA5IcyHNgzQn3udDpRkqbTDQBuVmGG6FnmYYboFUABr88s2UhUoO3zoM3/EAmRJki5BJkC9BQ9T8Hq9hZuDnSQFyFX8V8GcfLY95y2J+k9coi6M1tQCnxPuyiCuffPl5wCzgBE8iTfG9pQSFImTLno7csKdxaaxjaSybj2Wa8P1nf0yvtuQlsd72aCdzgLkxfSjWWQIej3hn4O1lcXw+JaY3x/u+WGcxvmf5RcPAOcB58X15vM+P9wa8nnvwewMb8Ta1G2/Rw8AiYAW+1bRE/jbg7S8H/CzW3QVsi+k3R/4KUf7twLP7vUxm4pf/AgzUpXVBLJuP94EI2x55nlkXthFvD41Rfivi8+Yoqzy+rn0Zz3Ou+mCsoZiZBTo93jJez+0AjwEPe74qObxNVk/WPxbLFfxrxQCD7CD0N3o7BBjIQjkLFt9TxjPcTC2+wVzEk4+4q08R3ge0UqvU6g/xUF3YoQjT5XngxCi8HBwAKtV4Z9a9iEIcjuWI6Rmgo25+JtKSi1f1l2srNR1R2K0RRzPekDtjmQTcDTwa+bkbTxjx3g3cAvwQ+Dq+czuAVx5epvTjFbMxwm/ydJfyMNAKNEC5CYqd/r2Uh3IrcL7vq1Le51ca/ZUyvp4EviFVd6InA7+Eb9iLIk/zIOWAlXjDOj7yuSziWRzhW/H2MMvznKplNSvmnR77zcaIuznK5yR8A1zl6aQbKnlfL6uAoYjrZb6f5biI752+Hz1oaby3RNlHu6Tsb/tzUC5EGjKR1khjqtbtsyE1elyVPBSzXv4pG/mEgzsEWxDf87H9/hDS9qif4ajHH0bdPhSfr8d3FtdGXW4EbogwzUAf3nY68A01H/lYHOXe5GVRaYzw1R1KAs6IfD+E7wSo7t862BvBWQDwHpjpTfjBTv9d2exZ8rR3wcNAdyHKK+9lQMazVWnAd5T/5fVQavTqOMCrAG8mALwU/21shDMr/ntIKxSbiF9nT9N+802wkvO492V8XSnnYcnhP06tUU8zIk2h1ALMhmLBf58xj+tg+8vj+4TYz5XOiaOdVuDcyPcCvK2VvEwrBbzdHgcsBE6I/VgDDOeiYE/y6AfjBznlI32DnoaU93KqNDAxqg80HM8LZsf9H9XXWJ6y3or/NNbbj2/9T0xqSmePId5JozMiIiIiIiKjmZgzIsPA7cC6lNK6MS7bS/W/4TXt1P6tMu2oIyIiIiIiMprqGZHx2Z9SGstZkHpbgJyZLU8p3RfTVuPnZ6clXZolIiIiIjKa6hmR8d2s3mFma83s0kOtxsxyZtaIX7yYNbNGM8ullPqAq4GPmFmLmT0XeDnwpSOQ26PimOqImNlyMxs0sy/XTXtDjLPcZ2bfMrOZTxWHiIiIiMgvmJh7RPanlK4Y5bKs9+O3JL4PH5J3IKYBvBO/S3AX8FXgHTF077R0THVE8LGVb61+MbPTgX/GhzWbh99q+A+TkzQRERERmbYSMJzG9zqMMyIppatSSjbidVXM25tSekVKqSWltCSl9JWjk/kj45i5R8TMXocPAnETtcGJ3ojfDHRDhPkAcI+ZtaWUpu2NPSIiIiJylCVqowc+feO5R+SYc0ycETGzduAjwHtHzDodYpRYIKV0P96ETn6SOK6oDqXG4+NvZSIiIiJyDJmYMyJS55joiAAfBT6bUnp0xPRWfHzleocab3ltSunslNLZzCmMnC0iIiIiz2QJrDS+F4dxadYzybS/NMvMzsSfuvesJ5l9zI23LCIiIiJHn5HIVcZ3VmNYl2Y9wbTviADPw5/l2mVmEM+VNbPT8AeFr64GNLMT8WeRbjnqqRQRERGRaS2Xxt0RkTrHQkdkLfDvdd9/D++YvAOYC9xsZhfgT7H8CHC1blQXERERkUnQYWZreXpPVj/mTPuOSEqpHx+WFwAz6wUGU0qPA4+b2W8D/wbMAn4A/MakJFREREREpq0MUGB8Z0QGdGnWE0z7jshI1XGW675/BZjWYyyLiIiIyOTKkGge58VVI0dQeqY75joiIiIiIiITzTsi437Egy7NqqOOiIiIiIjIKIxEYfy3m+vSrDrqiIiIiIiIjCqRpTTZiTimqCPypDqBc4Dz4e2nsC3txNKZ8PYEl7XBQ++Epf/DNayG974N/uqHkL4BH8/At/4F7hjkusLrYfaXOW7vAI9tb4brwB6okDiVF6y5gR9U3gH8FH63E/7+JVyaMbZzJrdV/oYyz490nAnnXgi3fAzYA5UOyOS4jkuBOcCl8K/AfRk450XQ5Etdx2ogRxcrgPOAU9jMdcCpXMdvAgOUOZ4/ZRXQQRvf4wC/CsBGuvBHrZwKzIUfX8x1z3sXMJfrKAB9QAvQh9FLYjXQBRSAPD/kNi5miDvI0MX5ZNnIzUAzAxzgH4EvcBcAz+Ea7geagdXcSS8n0EWWhymzl5XADmA2cBGwgY00lmB+DuYDDRWYlQGr1FVb8u8pg99RVgFLkCxmZyAz5J8zw/5qykK26MtS8tSQoJLz+ZW8h++JVVRykIn1lIFsTB/Cn5JZxKthfw7ayv7AmjzQUoGhDOyM79X/p/RH+CY8vuq0ZmDY/EE4PXie24B5wAPAcUBuEMoFyJSgJedpshI0JZhntfcisD3inhXrmgc8CpxRhtuzB5sOi4DzSrAsBx3J81ooQnMj3AycEulvjnSuBk6Ieqo+sGd+fB4CVgIrgJtieg44J8FtBp9kNeewgSVUOCXiOwUff3telFE70IiPNvESYABYCGyL9c6vwJZMLT3LIg1LgOXAuXgZ7ovvu/Eh9ZoiD0vxNtHT7K0abwYMAnfFOk+qq6/GEpycgwfxJlaMvFfbR3VrmBFpn1+BpoyntQA8jq9nSYTPlDwsAIsh5cEGPe6WEjTnPH6KnsF8tE1ShC0AjwELIBWglIeKxfyMt6ncsH/Op5hX9kIezkHOvMwxr5xcJdZlvj4bBmbig573RuV0RyER02cDD8XnAn4B9KJIHxz8lUkZag3tOHw324o3qEyEq74KdetsxhvBYKy3/nmz/fG9EeiIOBvwxlfAN9BCrKcCbKbWWO7BG1MRON8ruvI5T3O5muwyvst7ToSP8RYrkWTWeFzFbJRdxbfJwchzGcjmINsU9QYUC54kq8T+yqvL67IZbxxbvNxTBqwJbzQdsb1X85+J/O6FvmZonw+pHWx+rPgRKLVEuRfwMSRPBNpiWrX8Dd9IFwJ3R3lEFKn+kccvgZQDeyTWXa3Lbi+a56yKOM/2ab4zrZVXFs/TgQhWjTtlYt9c8jKyDGQHvf0w7HkeAtqMJzoT36ivj+9Lff/QGOWZw1eUuj0vB+ssspzpjvXH9+p0tgOvjgRvA84A2iHNjTADUT5Nke4mvA0XoTwDcscBgxHvkP+OOY+gBKQ1AO+GojevdcAbMnWj7nQDF/l+pylBKerQKmArokxzkFka6T3e0xJJO7gPexxIjfE7mY3frrKXWynjzar6GzdErcpKjR7tvAZfdmsWVsZvJA2QsmAzYLgBMmVvF+Us5M/xddwDnFuo+z2uZR9aPO2lvBcvTd5ue/AyZCW+813u++XOEtgBrwOW+vCnF+SgLwPN1W3/eBgwaE0w3OxtKdcJfR3QOASZfG37Gy8jkVNHZEKpIyIiIiIiMgojkdWTQCaUOiIiIiIiIqNKZA9ev/C06Wb1OuqIiIiIiIiMwoDM+C/N0s3qddQREREREREZVSIz/jMiUkcdERERERGRURhpIs6ISB11RERERERERqXheyeaOiIiIiIiIqPwe0R0adZEyoweRERERETkmS5hlMf1IkbNMrNLJzs3U4HOiIiIiIiIjGpC7hHRqFl11BERERERERnFBA3fK3V0aZaIiIiIiBx1OiMiIiIiIjKqCjkGJjsRh2Rm84BvAsNAGXhjSumxyU3VU1NHRERERERkFEaFLEOTnYynshs4P6VUMbO3AL8FfGxyk/TU1BERERERERmFUSZH92Qn45BSSvVjC7cBmyYrLYdL94iIiIiIiIyi2hEZz+uw1mP2LjNbb2ZDZvaFEfNmmtk3zazPzB42szeMmH+mmf0UeBdw+wRl/YjRGRERERERkVElODoPNNyOX1J1CdA0Yt6ngSIwDzgTuNbMNqSUNgGklH4OnGNmrwX+CPjto5Hgp2vanxExswYz+2z0Cg+Y2c/N7CV1859vZpvNrN/MfmRmx48ea9Hfms6EH/jHJdwJSw0+/E6YN0yybwN/y0v+5nXAZrD1UAB2JlJDE7z332CZ8di8Zph3LzwL2stl4H9p5ivAJpL9PZwC8DD7OJEmeuBP/s5XOKcbuJfzf/Zz4Fb4xr9B7jZgI3A/cC+wiJX/+hgMAZ8B5lSAmbyWDcCzgDzwfeBeNrIG6AfuBDYAnyXLRqCffpqALuBxjJ34PU5zPR13AdwXy8ynjfs5n1tZwmZeRhewgywP08ZGstzNAU5iWZTi+dzAC+jmd+nm3QwBj3I+N3ANa4D7WMXdwExgG4mlXMNqLqMb7nsb4Bc67gbWAwf4JKUM9HhpM5SBASBl4pWFUgukHBDTSD59oBVKjWAVn1eKVl9qgmI2pgPsgpYSWNmnWRkyRcgM+3ozJcgOQmEAskOQT9BYglnADKCt7OdBC2VoSpAt+/SlQKHo4avfh4EFQDO+J5mBzwdvRgBZ4Dp83f3AQxG+gK8TIDfoaS0UPX0YZBLsBAbMW3Ibtb1YQ7SKqvwQrAROBZYDa4B8L8zvh+Y+jzfX7+VSwuNbFemZGWlvABYBxwOdwHGRt4ZI6wx8HTlgL56+24A/YQMLgBa8Nc+MNFWrowmYjzfBZZH3R+N9HzAbaOqFs2J9eaAbaAT2xHpPjvDEesDrpjnKty3q+vhYfjHQHsuujnytAM5PcALQl/O8z4s6OC7S2B5xtwIvwrfQ4Zj2LGB+BVoqnoY+4I4oi5SBn0TFlFsjUVkvg5ZcJ/14G6PXM1Ixr3OGI+zKmAfc0Olt7l7ggdk+bR/eLsoFb5cQ7b3V40pZ38bAt518KSptT0zLUvuVmE9N9V9YQxG+ldpvc1TgUHss2+zbbCkfBVVtwJm6uKLtk424stQqrl7sminVza+mpZHahlGvDW+Yg3jh9+Mb1TCwLcI8DGz1aIcj+mqSGAYeAeZEmrM+vwKwo5aOoYx/r5gXxW68/K3iaSwWIFuEvoyXRbng+5j+alxtkYeF8d6GjxVazV9zxFXweSkb06u/aEvj/TgoNwEne/i+XF09tkKqltuMeO+M/WUH3uBP9u9GTD8uyvVRsBLwnJh+Br7TeJdvdxSAJZH2FcDFHNyZVZPKcV6U4GVQaoRKNX8Vj7eSA5ZBsQlS7KyKwHBz7OsbYh29+E/Tm2rlMxBl3k00x26vviFq732x6FC8DuDNvZ9a82IvcGKUqQHtdb8TeQ623eFIK8shtfvvAvOBV8b6V/ldw60A7KIfr06rwGu5G3o9C1Uz8P1mmUgckKvAvoy3q6rlxP6+uZbmTMl/pWErOXx/2oKnNeW97HLDUG6ENN/3w7Pw6bPxbXQHXv7V/VymBMMNvrlUGiIjc73dYjCQ9eIpF/y3FHxa9bd5oPrDk8E3mk6vr3IBflxtFLM9fTPB2/yJwFavmHuAA+0xPQ4shqiri9lRoFmvxxTl1N8IdPg+r5IDTq1rZxOiMs7X6FJKV6eUvsXBvbEzsxbgMuADKaXelNKNwLeBy2N+oS74frwqp7Rj4YxIDt+3XYQfTb8U+JqZnYHvb64G3gqsAz4K/Adw7uQkVURERESmp6N2RuRQTgZKKaUtddM24MfAAGea2V/iiRwEfvMop2/Mpn1HJKXUB1xVN+m/zOxB/B+ls4BNKaX/BDCzq4DdZrYipbT5aKdVRERERKarBON/oOFsM1tf931tSmntYS7bip+kqrcfP29ESulnwIXjTeDRNO07IiPFGMon4yMFvIPq2Uq802Jm9wOn42ciRUREREQOSxr/GZFh/CbydSmldWNctpfa1cBV7fjVadPSMdURMbM88G/Av6aUNptZK/D4iGAHe44jlr0CuAKAJSPrWERERESe2SbkjMj+lNIVT3PZLUDOzJanlKq3GK1mGgzTeyjT/mb1KjPLAF/C7916V0w+7J5jSmltSunslNLZzHmyuyRFRERE5JkqkUiUxvUCOsxsrZldeqj1mFnOzBqJIUzMrNHMcnE7wtXAR8ysxcyeC7wcP/6dlo6JjoiZGfBZfDCby1JK1QFrNuE9xWq4FuAkpnHPUUREREQmw4R0RPanlK4Y5bKs9+MDkL0PHxtuIKYBvBMfWHIX8FXgHdWhe6ejY+XSrH/ERyB9QUppoG76N4H/Z2aXAdcCHwQ26kZ1ERERERmrNP5LszrMbC1PcY9ISukqnjgQU/28vcArxpuIqWLad0TiuSBvx4eX3uEnRwB4e0rp36IT8ingy8BPgddNSkJFREREZNpKJCqTe4/IMWfad0RSSg/jz9Q51Pwf4I9XEhERERF5mtJEjJoldY6Je0RERERERI60RHlcLw7jZvVnkml/RkREREREZJrQpVl11BERERERERlVoqJLsyaULs0SERERERnF0XqOyDOJzoiIiIiIiIwqkSiONxJdmlVHHRERERERkVEkKgzRN9nJOKaoIyIiIiIiMooKZQbYP95oRn2g4TOJOiJP4iwWst7eA4O1aQ9bGW6rfisAkOwiSBfVAl0FXOWPNEl/Xf9okxWwGkgF4LuQanPS7xhw5ROmwXuiZq6I6d+GVwNcFK86T1guC3wF+Ar/AcDH6+Zd+SQ53fck00b4HTzNY/SXTzLtY4A1/jFpMIulN7DxuAo89hngZWT5GGXO4mv8JZy0nS+R4S1U+CVgNnAdgxSKsLgRmoGWEpySg8wQUAYrg2X9PWXBEtggUIB8CTIln0eCpiLYMGTyMFSAtgp+t9Qs6MtBPg8HGmFGD5TbIVuESuShUgCreDwV83gbclACtmZhIVDK+LzhmH4d8MYiVBr9qZub60q/C1gT33cZ9AH3AafGtM+xhFfSRQ/wUeBfgCbgQeCEal4rkB3wPJH19e/By2l+BfZlYGmC/QazytCRgUyC9gxkB6HQALdn4ZcGoasR5uyC7CyoNHi8bId8Bo7rhKVASwVWxt1lC4G2QehogIZhmJGDoQw0laE9C+3A/H6YU4Af5uAUoOkADHfAecAwnudTvKo4Hljm2WAe0ACsBO4HFgP9wBJgLzAAlAvQUYKbcz7/VKAHOCtBn8GiEuzIwQxgFfADoGkAZjRDay9YyfM5pwRbc7CgDG1ZuANYALTg8/IHYPMMeGERlhSgDGz0JsNdwI5opxXg5BL05DzvpYznrWEQBprg8YgXYBfQ0+zpZcjb8nAbFAbhUeB0uvk68IEi0ArM9fZySgEqM+B7jfC8CjQ/COl58I9AvuBluBU48QG4/Sy4qxVeXIJiFnIV/KlLsW+zEtwOtLXDzH4YKEC+CDwM5LxNDc6CxlmRhlnAbqAxKqzB2wfR9miIQmiCA1lojA2nWha0Ar2+bMqC5X09B58E1RrxtkZDHwRmAh2xjlZ8Wy1EPLvxjWxuxHM8cACvwPnx/a6IoxBp64tX1XLgHF9Hzw2Qj/o8JR/rXAWcFOtp8UUy3ZHks70xduHbAnOhMAAHWuEmvO6XACnylzL+M3Jx7D/At1OItGZjPdnIa0hZsDVQqf5i76lL/wG46Th4MVGOeyE73+uo7D9VDLVBQy9Ya+wjG6JMj/f3lI+62OLx2SwvqnLW94e0AefH+gY9H8z1dYHv017aDHTGqwHfQI6vywNgj8Hik2FXAeYN+v6z2AS5Yd+3ZkqR5r3efjoLXk4zKr6fs0rsxxfiG/uz8Ma+yut4CChGcjMAS6HykKdvPr5drcCbSvUG2Vy8svXpXA08AjwUM+cCFf9dwfx1R6PvD5tLwH1gPZA6IpKHar8ZjXibgmb24fuwjgL8Kp7mQbwpF/H0dyTfv2RP8/1YYQDaWr0cSo1QOAnayvE7NN/3g4UToZSHa3g98C76eS5z8LZlw57ZcjNsboTTu70MK+b72MEGuBdvp/MizdvwTR18/btbfV9BEQ7ep93hZVYEKlnfFNvynr99eD1mkqcrZ8AiDrbvvmjHJ+DlmjJeH8liu9oOLPY4m4pUD7l8P4nnfScwp+JxpoJX14nDvs5cBTix1maI/d9EqFBmcPxnRHRpVh11RERERERERpUojf8eEamjjoiIiIiIyCgSiWGGJzsZxxR1RERERERERuGD96ojMpHUERERERERGYV3RErjjUY3q9dRR0REREREZBQJKI+/I6Kb1euoIyIiIiIiMqpE+eDQYTIR1BERERERERlFUkdkwqkjIiIiIiIyigSU1BGZUOqIiIiIiIiMSmdEJlpm9CAiIiIiIs9sfrN6ZVwvYtQsM7t0krMzJeiMiIiIiIjIqCbkjIhGzaqjMyIiIiIiInLUHfMdETObaWbfNLM+M3vYzN4w2WkSERERkenFL80a35880TPh0qxPA0VgHnAmcK2ZbUgpbZrUVImIiIjItKHheyfeMd0RMbMW4DJgZUqpF7jRzL4NXA68b1ITJyIiIiLTSoU02Uk4phzTHRHgZKCUUtpSN20DcNEkpUdEREREpil1RCaWpXTsFqiZXQD8Z0ppft20twFvTCk9b0TYK4DqKAanAPeOcXWzgd1PP7VyBKhOph7VydSjOpl6VCdTi+pj6nk6dXJ8SmnOeFZqZt+NdY/H7pTSi8cZxzHjWD8j0gu0j5jWDhwYGTCltBZY+3RXZGbrU0pnP93lZeKpTqYe1cnUozqZelQnU4vqY+qZrDpRB2LiHeujZm0Bcma2vG7aakA3qouIiIiITKJjuiOSUuoDrgY+YmYtZvZc4OXAlyY3ZSIiIiIiz2zHdEckvBNoAnYBXwXecYSG7n3al3XJEaM6mXpUJ1OP6mTqUZ1MLaqPqUd1cow4pm9Wl//f3r0HW1nVYRz/PoFggSTqxCA6MioMoRHYTGBo1qCG5nVInTQ1ZSKnLBMn80KIl3G8zFTjaJYTxiW1NCUd8hJ5SU1Q0egYl0gN8wJqmlyEQO3XH2vtWBz33udA5+wD7ucz887Ze631/t53v+us8+513vWu18zMzMxs69QMV0TMzMzMzGwr446ImZmZmZk1nDsiBUk7SZol6W1JL0g6scj7lqS/S1olab6kA+rEkaQrJb2RlyslqcgfLukpSWvzz+Gd/NG2WZLOzMd7vaRprfLGSFqSj+ODkvaoE6enpBtz/a2QNHFLYzWzWvUhaZSkOZLelPS6pNsk9a8Tx22kg9RrI0WZyZJC0sF14riNdJA2/m59RNKPJf1T0kpJD9eJ43bSQdqok+MlLZa0WtIiSce0Eevs3EZW5TbTs8gbmNvH2txeara5Zpb/3kxV+q61WtICSYcV+T6/Nwl3RDZ1HbAB6AecBFwvaR9JI4ErgC8BHwWmArMkdasRZwJwDGmq4GHAkcDXAST1AO4EfgH0BaYDd+Z0e79XgMuAG8tESbuQZkT7PrATMB/4VZ04U4BBwB7A54FzJY3dwljNrGp9kH6XbwAGko7xauDndeK4jXScWnUCgKS9gOOA5W3EmYLbSEepVyc3kI7hx/PPs+vEcTvpOLXOJQNIx3Ai6Tlj3wVulvSxakEkfQE4DxhDait7AhcXRW4B/gTsDFwI/FrS//UQvQ+o7sCLwEGk71WTgFtzR87n92YSEV7SDfu9SJ2QwUXaTFIH5ATgiVZlA+hfI9ZjwITi/XhgXn59KPAyeaKAnPYPYGxXH4OteSGdQKYV7ycAj7Wqk3XAkBrrvwIcWry/FPjllsTy8v76qJK/H7C6Tr7bSIPqBLgXOBxYBhxcZ323kU6uE2AIsAro08713U46v05GAq+1KvM6sH+N9W8GLi/ejwFW5NeDgfXADkX+I8AZXf25t4UFaAHG+fzeXIuviGw0GHg3IpYWaX8G9gHuAbpJGpmvgpwOLABWAEg6UVJLsd4+ed3WcSp5LZFbRNZS5Fv7bHKMIz0z5rmcjqTzJM3Or/sC/alfJzVj2Rb5LMWDQ91Guoak44D1EXF3lTy3kcb7NPACcHEemvWMpHGVTLeTLjEfWCzpKEnd8rCs9aRjiaQDJL1VlK9WJ/0k7Zzzno+I1a3yXSdtkNSP9D1sIT6/N5XuXb0DW5HepP9UlVYCO5CGmdwOPAoIeAs4rHICiIibSf8lKWOtbBWndx7b2zqv3I61X2/Sf61K/zuOEXFFq7KV/PeVbSuWbR5Jw4DJpIeHAm4jXUHSDsDlwCHV8t1GusRuwL6k88muwP7AbyUtiojFbieNFxHvSZpBOu7bk0ZGHJe/sBIRjwI7FqtUqxNIx71WnQzo+D3/4JC0HXATMD0ilkjy+b2J+IrIRmtI40NLfUidkPHAaaQedA/gK8BsSbu2M1YfYE3uuNTbjrXf5hzHNUV+tbKukw4iaW/SFcSzIuKROkXdRjrfFGBmRCxrR1m3kcZYB7wDXBYRGyLiD8CDpGFW1biddLJ8M/lVwOdI5/eDgJ/VufG/Wp1AOu6uk80k6UOkYfAbgDNzss/vTcQdkY2WAt0lDSrSPkm6TDgcmB0RSyPiPxFxL+nGz8/UiLUwr9s6TiVvWDnzCekmxM542vsH2SbHWFIvYC+qHMeI+BepvurVSbtiWW15JpLfA5dGxMw2iruNdL4xwLfzLDIrgN1JN4N+r3VBt5GGaamSVu+pwm4nnW848HBEzM/n9yeBx4Fas11Vq5NXI+KNnLdnvhpZ5rtOqsi/u1NJEwSNi4h3cpbP703EHZEsX4a9A7hEUi9Jo0lDS2YCTwJflLSnkkNIYxn/UiPcDGCipAH5qsk5wLSc9xDwHukLQk9Jlf8APNAZn2tbJ6m7pO2BbqT7dLaX1B2YBewraVzOn0waL72kRqgZwCRJfSUNAb7GxjrZ3FhNq1Z95JlnHgCujYiftCOU20gHqdNGxpCGAQ3PyyukGZeuqxHKbaSD1KmTh0k3lJ+fy4wmzfJzX41QbicdpE6dPAkcWLkCImkEcCDVO42Q6mS8pKGSdiTN9jQNIN9jugC4KMc/ltQ5vL2zPtc27nrS7HFHRsS6It3n92bS1XfLb00LaWq33wBvk04WJ+Z0AZfktNXAYuDkYr2TgIXFe5Eu9b6Zl6vYdGaTEcBTpMv0TwMjuvqzb60LaXhJtFqm5LyDgSX5OD4EDCzWuwC4p3jfkzRt4yrgVWBiq+3UjOWl7foALsqv15RLsZ7bSIPrpEq5ZRSzZrmNdE2dkIb4zs3nmUXAscV6biddUydnAs+Szu/PA+cU6x1Y/i3LaRNzG1lFmqa8Z5E3MLePdcBfqTNTXTMvpKl2A/h3q/PGSTnf5/cmWZQryczMzMzMrGE8NMvMzMzMzBrOHREzMzMzM2s4d0TMzMzMzKzh3BExMzMzM7OGc0fEzMzMzMwazh0RMzMzsyYhaXdJD0paJGmhpLNy+k6S5kj6W/7ZN6dL0jWSnpXUImm/Ita9kt6SNLvO9gZKWidpQbH0qFN+maRd2vE5PiXpmbxf11Qe7inpaklL8r7Oys97sa2UOyJmZmZmzeNd0rNShgKjgG9KGgqcB9wfEYOA+/N7gMOAQXmZQHoQYcXVwMnt2OZzETG8WDZ0wOe4nvTwwsq+jc3pc4B9I2IYsBQ4vwO2ZZ3EHREzMzOzJhERyyPi6fy68pDmAcDRwPRcbDpwTH59NDAjknnAjpL65/XvJz0IcrNJOlTSXElPS7pNUu8i+9x8teMJSXtXWbc/0Cci5kV6IN6Myv5GxO8i4t1cdB6w25bsnzWGOyJmZmZmTUjSQGAE8DjQLyKW56wVQL/8egDwYrHaSzltc+xVDMu6Lg+9mkR68vx+wHzSE+srVkbEJ4BrgR9ViTcg70db+3Q6cM9m7qs1UPeu3gEzMzMza6x8BeJ24DsRsSrfYgFARISk6MDNPRcRw4ttHwEMBf6Yt9sDmFuUv6X4+cMt2aCkC0nD0G7akvWtMdwRMTMzM2sikrYjdUJuiog7cvKrkvpHxPI89Om1nP4ysHux+m45rVbskcBP89vJQEu1YsCciPhyjTBlJygkdQOeyu/vIt0fUg652mSfJH0VOAIYk4du2VbKQ7PMzMzMmkSeXWoqsDgiflBk3QWcml+fCtxZpJ+SZ88aRRo2tZwaIuLx4qb0u2oUmweMrtz/IamXpMFF/gnFz7kR8V4Rc3Le/ipJo/LnOaWyv5LGAucCR0XE2nYdFOsyviJiZmZm1jxGk2a6ekbSgpx2AXAFcKuk8cALwPE5727gcOBZYC1wWiWQpEeAIUBvSS8B4yPivrZ2ICJez1ctbpHUMydPIs1yBdBXUguwHqh11eQbwDTgw6T7QCr3glwL9ATm5GFf8yLijLb2ybqGfMXKzMzMzMwazUOzzMzMzMys4dwRMTMzMzOzhnNHxMzMzMzMGs4dETMzMzMzazh3RMzMzMzMrOHcETEzMzMzs4ZzR8TMzMzMzBrOHREzMzMzM2u4/wK9E+beKULzHgAAAABJRU5ErkJggg==\n" + }, + "metadata": { + "needs_background": "light" + } } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "b5NzHxQdtMJy" + }, + "execution_count": 42, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/Coordinate_transformations_with_OMNI_data.ipynb b/pyspedas_examples/notebooks/Coordinate_transformations_with_OMNI_data.ipynb index f54974b..ee812e7 100644 --- a/pyspedas_examples/notebooks/Coordinate_transformations_with_OMNI_data.ipynb +++ b/pyspedas_examples/notebooks/Coordinate_transformations_with_OMNI_data.ipynb @@ -1,354 +1,361 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "Coordinate transformations with OMNI data.ipynb", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Coordinate transformations with OMNI data.ipynb", + "provenance": [], + "collapsed_sections": [] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# Coordinate transformations with OMNI data\n", - "\n", - "**By Eric Grimes, UCLA - Earth, Planetary, and Space Sciences; egrimes(at)igpp.ucla.edu**\n", - "\n", - "This notebook shows how to load OMNI data, combine the B-field components into a single variable, then use `cotrans` to transform the data to GSM coordinates, and finally plot the B-field in GSE and GSM coordinates" - ], - "metadata": { - "id": "W-JRRN3tZWOZ" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "lLOVoMDziN1g" - }, - "outputs": [], - "source": [ - "!pip install pyspedas" - ] - }, - { - "cell_type": "code", - "source": [ - "import pyspedas" - ], - "metadata": { - "id": "kKKjk066iQoC" - }, - "execution_count": 2, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Load some OMNI data; we'll transform the B-field from GSE coordinates to GSM coordinates" - ], - "metadata": { - "id": "T_3-zMEKX6od" - } - }, - { - "cell_type": "code", - "source": [ - "pyspedas.omni.data(trange=['2015-10-16', '2015-10-17'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "vne5LqlSinAy", - "outputId": "d748827b-9316-4004-b75f-f3ba1f6392bb" - }, - "execution_count": 3, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "08-Apr-22 18:16:57: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/omni/omni_cdaweb/hro2_1min/2015/\n", - "08-Apr-22 18:16:57: Downloading https://spdf.gsfc.nasa.gov/pub/data/omni/omni_cdaweb/hro2_1min/2015/omni_hro2_1min_20151001_v01.cdf to omni_data/hro2_1min/2015/omni_hro2_1min_20151001_v01.cdf\n", - "08-Apr-22 18:16:58: Download complete: omni_data/hro2_1min/2015/omni_hro2_1min_20151001_v01.cdf\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Time clip was applied to: IMF\n", - "Time clip was applied to: PLS\n", - "Time clip was applied to: IMF_PTS\n", - "Time clip was applied to: PLS_PTS\n", - "Time clip was applied to: percent_interp\n", - "Time clip was applied to: Timeshift\n", - "Time clip was applied to: RMS_Timeshift\n", - "Time clip was applied to: RMS_phase\n", - "Time clip was applied to: Time_btwn_obs\n", - "Time clip was applied to: F\n", - "Time clip was applied to: BX_GSE\n", - "Time clip was applied to: BY_GSE\n", - "Time clip was applied to: BZ_GSE\n", - "Time clip was applied to: BY_GSM\n", - "Time clip was applied to: BZ_GSM\n", - "Time clip was applied to: RMS_SD_B\n", - "Time clip was applied to: RMS_SD_fld_vec\n", - "Time clip was applied to: flow_speed\n", - "Time clip was applied to: Vx\n", - "Time clip was applied to: Vy\n", - "Time clip was applied to: Vz\n", - "Time clip was applied to: proton_density\n", - "Time clip was applied to: T\n", - "Time clip was applied to: NaNp_Ratio\n", - "Time clip was applied to: Pressure\n", - "Time clip was applied to: E\n", - "Time clip was applied to: Beta\n", - "Time clip was applied to: Mach_num\n", - "Time clip was applied to: Mgs_mach_num\n", - "Time clip was applied to: x\n", - "Time clip was applied to: y\n", - "Time clip was applied to: z\n", - "Time clip was applied to: BSN_x\n", - "Time clip was applied to: BSN_y\n", - "Time clip was applied to: BSN_z\n", - "Time clip was applied to: AE_INDEX\n", - "Time clip was applied to: AL_INDEX\n", - "Time clip was applied to: AU_INDEX\n", - "Time clip was applied to: SYM_D\n", - "Time clip was applied to: SYM_H\n", - "Time clip was applied to: ASY_D\n", - "Time clip was applied to: ASY_H\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['IMF',\n", - " 'PLS',\n", - " 'IMF_PTS',\n", - " 'PLS_PTS',\n", - " 'percent_interp',\n", - " 'Timeshift',\n", - " 'RMS_Timeshift',\n", - " 'RMS_phase',\n", - " 'Time_btwn_obs',\n", - " 'F',\n", - " 'BX_GSE',\n", - " 'BY_GSE',\n", - " 'BZ_GSE',\n", - " 'BY_GSM',\n", - " 'BZ_GSM',\n", - " 'RMS_SD_B',\n", - " 'RMS_SD_fld_vec',\n", - " 'flow_speed',\n", - " 'Vx',\n", - " 'Vy',\n", - " 'Vz',\n", - " 'proton_density',\n", - " 'T',\n", - " 'NaNp_Ratio',\n", - " 'Pressure',\n", - " 'E',\n", - " 'Beta',\n", - " 'Mach_num',\n", - " 'Mgs_mach_num',\n", - " 'x',\n", - " 'y',\n", - " 'z',\n", - " 'BSN_x',\n", - " 'BSN_y',\n", - " 'BSN_z',\n", - " 'AE_INDEX',\n", - " 'AL_INDEX',\n", - " 'AU_INDEX',\n", - " 'SYM_D',\n", - " 'SYM_H',\n", - " 'ASY_D',\n", - " 'ASY_H']" - ] - }, - "metadata": {}, - "execution_count": 3 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "The B-field components are stored as separate variables; to transform them using `cotrans`, we'll need to combine them into a single variable. We'll use `join_vec` from `pytplot` to do this:" - ], - "metadata": { - "id": "vAwpABfgWb67" - } + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Coordinate transformations with OMNI data\n", + "\n", + "**By Eric Grimes, UCLA - Earth, Planetary, and Space Sciences; egrimes(at)igpp.ucla.edu**\n", + "\n", + "This notebook shows how to load OMNI data, combine the B-field components into a single variable, then use `cotrans` to transform the data to GSM coordinates, and finally plot the B-field in GSE and GSM coordinates" + ], + "metadata": { + "id": "W-JRRN3tZWOZ" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "lLOVoMDziN1g" + }, + "outputs": [], + "source": [ + "!pip install pyspedas" + ] + }, + { + "cell_type": "code", + "source": [ + "import pyspedas" + ], + "metadata": { + "id": "kKKjk066iQoC" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Load some OMNI data; we'll transform the B-field from GSE coordinates to GSM coordinates" + ], + "metadata": { + "id": "T_3-zMEKX6od" + } + }, + { + "cell_type": "code", + "source": [ + "pyspedas.omni.data(trange=['2015-10-16', '2015-10-17'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "vne5LqlSinAy", + "outputId": "d748827b-9316-4004-b75f-f3ba1f6392bb" + }, + "execution_count": 3, + "outputs": [ { - "cell_type": "code", - "source": [ - "from pytplot import join_vec\n", - "\n", - "join_vec(['BX_GSE', 'BY_GSE', 'BZ_GSE'], new_tvar='B_GSE')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 35 - }, - "id": "FzjJ0AqrWn0M", - "outputId": "a59a4362-34b5-4349-aa9b-a0becc8a8340" - }, - "execution_count": 4, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "'B_GSE'" - ], - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - } - }, - "metadata": {}, - "execution_count": 4 - } - ] + "output_type": "stream", + "name": "stderr", + "text": [ + "08-Apr-22 18:16:57: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/omni/omni_cdaweb/hro2_1min/2015/\n", + "08-Apr-22 18:16:57: Downloading https://spdf.gsfc.nasa.gov/pub/data/omni/omni_cdaweb/hro2_1min/2015/omni_hro2_1min_20151001_v01.cdf to omni_data/hro2_1min/2015/omni_hro2_1min_20151001_v01.cdf\n", + "08-Apr-22 18:16:58: Download complete: omni_data/hro2_1min/2015/omni_hro2_1min_20151001_v01.cdf\n" + ] }, { - "cell_type": "markdown", - "source": [ - "Now we can transform `B_GSE` to GSM coordinates using `cotrans`" - ], - "metadata": { - "id": "YrgOqphjWxS-" - } + "output_type": "stream", + "name": "stdout", + "text": [ + "Time clip was applied to: IMF\n", + "Time clip was applied to: PLS\n", + "Time clip was applied to: IMF_PTS\n", + "Time clip was applied to: PLS_PTS\n", + "Time clip was applied to: percent_interp\n", + "Time clip was applied to: Timeshift\n", + "Time clip was applied to: RMS_Timeshift\n", + "Time clip was applied to: RMS_phase\n", + "Time clip was applied to: Time_btwn_obs\n", + "Time clip was applied to: F\n", + "Time clip was applied to: BX_GSE\n", + "Time clip was applied to: BY_GSE\n", + "Time clip was applied to: BZ_GSE\n", + "Time clip was applied to: BY_GSM\n", + "Time clip was applied to: BZ_GSM\n", + "Time clip was applied to: RMS_SD_B\n", + "Time clip was applied to: RMS_SD_fld_vec\n", + "Time clip was applied to: flow_speed\n", + "Time clip was applied to: Vx\n", + "Time clip was applied to: Vy\n", + "Time clip was applied to: Vz\n", + "Time clip was applied to: proton_density\n", + "Time clip was applied to: T\n", + "Time clip was applied to: NaNp_Ratio\n", + "Time clip was applied to: Pressure\n", + "Time clip was applied to: E\n", + "Time clip was applied to: Beta\n", + "Time clip was applied to: Mach_num\n", + "Time clip was applied to: Mgs_mach_num\n", + "Time clip was applied to: x\n", + "Time clip was applied to: y\n", + "Time clip was applied to: z\n", + "Time clip was applied to: BSN_x\n", + "Time clip was applied to: BSN_y\n", + "Time clip was applied to: BSN_z\n", + "Time clip was applied to: AE_INDEX\n", + "Time clip was applied to: AL_INDEX\n", + "Time clip was applied to: AU_INDEX\n", + "Time clip was applied to: SYM_D\n", + "Time clip was applied to: SYM_H\n", + "Time clip was applied to: ASY_D\n", + "Time clip was applied to: ASY_H\n" + ] }, { - "cell_type": "code", - "source": [ - "from pyspedas import cotrans\n", - "\n", - "cotrans(name_in='B_GSE', name_out='B_GSM', coord_in='gse', coord_out='gsm')" - ], - "metadata": { - "id": "vXdMys8JioBC", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "a1d330db-d53e-4063-f681-7785a96e4bb1" - }, - "execution_count": 5, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "['gse', 'gsm']\n", - "Running transformation: subgse2gsm\n", - "Output variable: B_GSM\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "1" - ] - }, - "metadata": {}, - "execution_count": 5 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "['IMF',\n", + " 'PLS',\n", + " 'IMF_PTS',\n", + " 'PLS_PTS',\n", + " 'percent_interp',\n", + " 'Timeshift',\n", + " 'RMS_Timeshift',\n", + " 'RMS_phase',\n", + " 'Time_btwn_obs',\n", + " 'F',\n", + " 'BX_GSE',\n", + " 'BY_GSE',\n", + " 'BZ_GSE',\n", + " 'BY_GSM',\n", + " 'BZ_GSM',\n", + " 'RMS_SD_B',\n", + " 'RMS_SD_fld_vec',\n", + " 'flow_speed',\n", + " 'Vx',\n", + " 'Vy',\n", + " 'Vz',\n", + " 'proton_density',\n", + " 'T',\n", + " 'NaNp_Ratio',\n", + " 'Pressure',\n", + " 'E',\n", + " 'Beta',\n", + " 'Mach_num',\n", + " 'Mgs_mach_num',\n", + " 'x',\n", + " 'y',\n", + " 'z',\n", + " 'BSN_x',\n", + " 'BSN_y',\n", + " 'BSN_z',\n", + " 'AE_INDEX',\n", + " 'AL_INDEX',\n", + " 'AU_INDEX',\n", + " 'SYM_D',\n", + " 'SYM_H',\n", + " 'ASY_D',\n", + " 'ASY_H']" ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The B-field components are stored as separate variables; to transform them using `cotrans`, we'll need to combine them into a single variable. We'll use `join_vec` from `pytplot` to do this:" + ], + "metadata": { + "id": "vAwpABfgWb67" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import join_vec\n", + "\n", + "join_vec(['BX_GSE', 'BY_GSE', 'BZ_GSE'], new_tvar='B_GSE')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 }, + "id": "FzjJ0AqrWn0M", + "outputId": "a59a4362-34b5-4349-aa9b-a0becc8a8340" + }, + "execution_count": 4, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Set some plot metadata on our new variables" + "output_type": "execute_result", + "data": { + "text/plain": [ + "'B_GSE'" ], - "metadata": { - "id": "-e3N8P3YXbrS" + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" } + }, + "metadata": {}, + "execution_count": 4 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Now we can transform `B_GSE` to GSM coordinates using `cotrans`" + ], + "metadata": { + "id": "YrgOqphjWxS-" + } + }, + { + "cell_type": "code", + "source": [ + "from pyspedas import cotrans\n", + "\n", + "cotrans(name_in='B_GSE', name_out='B_GSM', coord_in='gse', coord_out='gsm')" + ], + "metadata": { + "id": "vXdMys8JioBC", + "colab": { + "base_uri": "https://localhost:8080/" }, + "outputId": "a1d330db-d53e-4063-f681-7785a96e4bb1" + }, + "execution_count": 5, + "outputs": [ { - "cell_type": "code", - "source": [ - "from pytplot import options\n", - "\n", - "options('B_GSE', 'ytitle', 'OMNI B-field')\n", - "options('B_GSE', 'ysubtitle', '[nT]')\n", - "options('B_GSE', 'legend_names', ['Bx GSE', 'By GSE', 'Bz GSE'])\n", - "\n", - "options('B_GSM', 'ytitle', 'OMNI B-field')\n", - "options('B_GSM', 'ysubtitle', '[nT]')\n", - "options('B_GSM', 'legend_names', ['Bx GSM', 'By GSM', 'Bz GSM'])" - ], - "metadata": { - "id": "fA15HfZTXegA" - }, - "execution_count": 6, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Now we can plot the B-field in GSE and GSM coordinates" - ], - "metadata": { - "id": "27fWT7MYYauN" - } + "output_type": "stream", + "name": "stdout", + "text": [ + "['gse', 'gsm']\n", + "Running transformation: subgse2gsm\n", + "Output variable: B_GSM\n" + ] }, { - "cell_type": "code", - "source": [ - "from pytplot import tplot\n", - "\n", - "tplot(['B_GSE', 'B_GSM'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "a1V_313cjdDA", - "outputId": "11af7a94-7b83-4f58-b954-34d052b7ebe4" - }, - "execution_count": 7, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "1" ] + }, + "metadata": {}, + "execution_count": 5 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Set some plot metadata on our new variables" + ], + "metadata": { + "id": "-e3N8P3YXbrS" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import options\n", + "\n", + "options('B_GSE', 'ytitle', 'OMNI B-field')\n", + "options('B_GSE', 'ysubtitle', '[nT]')\n", + "options('B_GSE', 'legend_names', ['Bx GSE', 'By GSE', 'Bz GSE'])\n", + "\n", + "options('B_GSM', 'ytitle', 'OMNI B-field')\n", + "options('B_GSM', 'ysubtitle', '[nT]')\n", + "options('B_GSM', 'legend_names', ['Bx GSM', 'By GSM', 'Bz GSM'])" + ], + "metadata": { + "id": "fA15HfZTXegA" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Now we can plot the B-field in GSE and GSM coordinates" + ], + "metadata": { + "id": "27fWT7MYYauN" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot\n", + "\n", + "tplot(['B_GSE', 'B_GSM'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 }, + "id": "a1V_313cjdDA", + "outputId": "11af7a94-7b83-4f58-b954-34d052b7ebe4" + }, + "execution_count": 7, + "outputs": [ { - "cell_type": "code", - "source": [ - "" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "Y7q1r1djusfW" - }, - "execution_count": 7, - "outputs": [] + "image/png": 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vvfRSZNm5557Lyy+/HLf+k08+yaxZsyIiBWDSpElc2DoLoKysjBEjRkSWTZkypRePXgqVXuMRDqPW2M28eeLC5HCIEJBhwKmnwrRp4sLVNrnSqTnRjUSh8skn8Y9DYR0HroQcFRCvZ1nJHRUQDs+sWWKQYjJCIXFsJSVQXi7a+dtCJV0KC4VQsR0V+8J9442i+ufkk6PrpkqmBSF0HCl8v88/FzlAsVx2mRCFdo5Mf5FKjGRkpJcjJJFIJN3BbqE/fvx4Fi5cyK9//WsALr74Yh5rvfOtr69n5cqVzJs3L27bdevWMW3atJT7vuyyy7j44ouZPXs2t912G3v27Ikss1vo2/9WrFjR7fcihUovYWHRRBkQTSLVNHHhtt2DrKx4R2XFCti+xYlu6pxxhkhkDZthXn890VEI6SYKGskclbw80bcjWXkyiMTOs86CxqaETQEhHNzu1uNrjjoqjaH0S1aKikRCaayjoiiieVttbbRqCFI7KjaKEhU6b74Zff7pp6NJvTaFhaI0OuaGYUCRny+qqSQSiaQ3sUM/69evZ+nSpVxwwQVYlsUxxxzDxo0bqaysZMmSJXzve9/DkepusJXTTjuNSZMmcfrppwNw4oknsmXLFi655BLWr1/PIYccQmVrW3Q79GP/O6oHKhtkjkovkcUwmpW9gGjGdsQRsGmTEAm2e5CVFXVUliwRy5uahKPy/PPwVdVXHP3o0Yx4799s3XA4gXCA6pZqhmcPRw+bYGlJHZVRo8RrGpaBU3UmOCrf/a5Ilj3/7wmbAkKouFyt4kCJCpVdDbvSDv1kZ4v3Zjsiui6qobxe4bRkZIjOti5X+45KWxYvFtOqs7KEmJo6VbgXscdVWysa0Q1E8vNFw7z9kg+8lkgk+yCPrX6MbXXbemx/o3NHc2HphWmvP2vWLKqqqqisrGTIkCFccMEFPPHEEzz99NM8+uijCesffPDBkcRZgBdffJFVq1bFTVnOz89nwYIFLFiwgPnz57N8+XKmT5/erfeVCilUegkPefipAeDrr2H0aFH5EwzGOyq2UHn2WREScR3jjOSo1AfqqfZXs19WOeEwbKzeyLvb3uWKw69AD1solkoyR2XWLFEizKGgKIklzAUF7Xd7DYejvUtMKypUdlY0xFWytEdGhnCL7NBPS4u4SNtCJTNTDCk87jg48sj2HZVYtm+HPXtEWbRlwWmnRZfZM4MuuUSsMxCxhYpEIvnm0BlR0RusX78ewzAoaD3xX3jhhRx22GEMHTqUiUkqIhYsWMDtt9/Ov/71r0ieSktLS2T5O++8w8yZM/H5fDQ2NrJ582ZGxs5O6WFk6KeXUC0Ppiqqd/76V1H943TGOyrZ2aJXCYiqoC++ALfDGZmr0xQSsRmXL4jfD3WBesqaRDgp4qgkSYYYNiwqgERpceeyN+3QD4BFVKh8uLqBNqHMlGRmCqFih36mTBFCzOeLdqjdbz/xczqOiu2YqGpyEVJfL4YygigJHz58YHaDLSiAa6/t76OQSCT7OnaOSmlpKWeffTaLFy9Ga70jLC4uZsKECVx00UVJt/V6vbz66qs89NBDHHDAAcyaNYvf/OY3XH/99QB88sknHHrooUyZMoVZs2axcOFCZsyYASTmqPzpT3/q9nuRjkovYQV9OPJF1uTMmeI5h0NcPG33YNgwMagPxAW8sdHC5Ygm0zaFmvA5fbi8QSw1yN7aevY2iXCSrltgqUlDP7EoKOh0LnvTDv2AyLVREMm0u6saks4nSobXK1wU21G58EKx3xdfFBOXMzKizec6ylEBkdfx4IOiYqmsrPW9xYR7WlriE5OHDxf5K/vvn/bb7hPy89OvYJJIJJKuYhhGymUtLS1s3LiRc845J+U648eP57XXXku6bNGiRSxatCjh+dGjR+PvhWoB6aj0EkbAi+aO/4U5HPGOypAhwlEIBFqrRBQTr9PLipU6eGq5c+WdFHgLcHhbYFExZ11Qjz/s57bbIBRuTaZtp48KQDCosty6rVPHHhv6sXNU3JqbsBJIO5fEbmpnOyqKEq182r1biBS7UVx5eceOyoYNYhzBoYcKR6WtC1NdHV+SnJsb7dDb17TX9j82iVgikUj6mrfeeosJEyZwxRVXkBM7+2UAI4VKL9Fc78GbFd+4zRYqtnugqrBsxxt8795b+fhjeOc9HZ/TS3mVzunn1vLBrg8ozizGcteCpx7G/pscdw7Xv/xnvtb+CWbqsE5lpXitmmoFT1ZnHRUrIfSjpJtF24bYFvogSp4/+QRGjhRzcGbPFiGvjhyVyy+P/r+xEd56S7grINyUyZPjK6jSnWnUG9jt85Ph9YomfxKJRNIfzJ07l+3bt3PVVVf196GkjRQqvYRpKZGE1WVblwGJQgVg/4P8fFbxMTt3wsjROk58WIpO8QghLqYPm47ubM2+HPcv6gJ1MHoZNcqmlFU/AHPmCJdBQUW3Ou50G0s4LvSTOD05XRQlseFbSYnozpuXJ4RKRoYQHh05Kt/+tgiVOZ3CqXn/ffjBD8SyzZvF/2MdFY9HOFX9QWNj+/OJ0nWlJBKJRCKFSq9x4Q+iE5WPe/w4IDGZFiAzrwUz6ENVwVR0HJYPgxA64qp794l3E1BahYq7iRklM+DApehmEFJU/YAIq4gQpULYSmUtJN/WCCsJVT9NTeB2dd5VaeuoFBTA//t/ImdlzBghVBoa0qv6GTYsfr/2Ni6XcFdihUpvOCo1/vTKdZqaxOcvkUgkku4jhUovoSjwxuY3Io8ty0pIpgUoGdXCIZN9/HrJP7GUMA7Lh6mECdHEku8twePw4LfEBTKDIRzruRrcTYTMIEo7jorbHR1cmFqoJCe26gfE9OQdOyA7u/O939t2llUUMWuouFgItnQdFYgKlalTRa6KzbhxotInNnesNxyVot8XdbhOOCySZTsSKrKNvkQikaSHFCq9yPu73scwDTwOD816c0IyLUBWXgtj9vPx108fxlR0FNOJAoRoZmz+WLBUgoooZynWxvG7O1QIZRAMB7HacVTcbnHhVlAJpQz9JHdIYqt+NIeJYSiRJm2dJdmsn1h8vvYdlSVLoj/bQuV734vvnwIiT8XrjT7uaUfFsixMq51Jjq2UlcEDD7QvVNzugVk6LZFIJAMRKVR6kbuOv4umUBOFvkKqWqqS5qi06C1kujJZV7mOmkAFesghOrnSTKYrE8OAcGsYaFTmON57D2gchm6F2s1RcbkgbFi0H/pJjmlGXRCX20QPidCPy0XSvi3t0Tb005aOHJXvfz/689y5qfdTWyvyXmx62lEJGkE8Dg+GmbrkD0QV14YN7QuV/syfkUgk3ww0TaO0tJSpU6cybdo0Vq5cmfa2TU1N/PjHP2bMmDFMmzaN6dOn89e//hUA0zS58sormTRpEpMnT2bGjBls3boVEOXJkydPjvRQufLKK3vkvcg+Kr1IjieHxlAjma5MmkPNkRyVrKzoOv6wn5E5IynJKuGm/15LKHA8nhwL3WjGo/kwDKhmI0Mzh3LO2P/jweHgLsojUAaKmXzWD7Q6KmEFxVLROylULCsqHFxuk1BQJdgMub5MmnUhoNKlI0fF6xU5HenkqJx9duplFRWi3Nsm1lHx+8V78vnSO+Zk+HU/QzOH0hBsIM+bl3K98nLx//bcJ69XHNMgqQyUSCSDEHvWD8Drr7/Otddey3vvvZfWtgsXLuSAAw5g48aNqKpKZWUlf/+7mLnyzDPPsGfPHtasWYOqquzatYuMmBPesmXLKExV9thFBq2joijKWEVRAoqiPNHfx5KKbHc29YF6MpwZtOgtSUM/uxp2ccKYEzhu9HF8uOd9qsPbRd8RNYxiOTEMuNFXwaicUZw4eTrnnw+ZrkzcTmero5I8HGGHfrriqEC0mZrDaWEawlEpzMoVVUdpYlkdOyqqKsRMdythDCNeELndol+LaYr5QD//eff236K3MCxzGPXB+nbXq62Fe+9NXZ4MIj9n797uHY9EIpGkS0NDA3mtlvMNN9wQcTyGDx+e0J128+bNfPTRR/zmN79BbT0xFxUVcc011wBQVlbGsGHDIstGjBgR2XdvMWiFCvAA8HF/H0R7ZLuzmfTgJHxOXyRHJTaZdnfDbipbKjkw/0CmDZvGH0+8lxFVF+JyKqCFsQwHhiHWz3BlMHIkXH01ZDvzycoEy0zdmdYe9qegEjK7E2cwUVBpboYhWbnU+mvT3jJZeXLSV0ijM21HxMzKAkR45dZbRRdcl0s4GClZvhz/E4/h11Ov1KK3MDRzKPWB9oVKOCxKqT2e1OuMHw9ffdXubiQSiaRb2C30x48fz8KFC/l1awOnW265hdWrV/Puu++Sn5/P5XaTqlbWrVvH1KlTI0KkLWeddRavvPIKpaWl/PznP+ezzz6LWz579uyIEPrjH//YI+9lUAoVRVG+D9QBb/f3sbTHyJyRDMschqqoSR2VbXXbuHyG+CM5e9LZ/PCQC3HXTIs4KphaRKjEhltyXYVkZllgtR/66WrVTyyWYgIKTU0wIq+IypbKTm3fkaMCnZuenIrf/z7+sc8nQkWVlSIcU1zczsYffsjKF+7lkU8fSbmKP+xnWOawDh2ltlVOydhvP9i1q/11JBKJpDvYoZ/169ezdOlSLrjggkiOoWVZnHfeefzsZz/rcOLxbbfdRmlpKSUlJYBwUDZs2MDtt9+OqqrMmTOHt9+OXoqXLVvG6tWrWb16NVdffXWPvJdBl6OiKEo2cAtwHLCwnw8nKQ3BBl75+hVuOvYmLiq9iJ0NO2nRW8htk0zbEGwg3xvfU72lBTIdEFQNLMNBONzqqDijMcCZB47j4z2roC61o5JO1U9aXVEU4agEAjAqv4QPd3+QzlYAbOQ1HIEgTudp7a5ni7GexOGAq64SzeXsIYZ+f3xlUAS/n4BTwamltn5a9BaGZSUJ/Tz1FCxYEHlo/77aIyMjvueLRCLZx3nsMdi2ref2N3q0aEaVJrNmzaKqqorKykqGDBnCTTfdxIgRI5IOJZw4cSKff/45pmmiqirXXXcd1113HZkxFQJut5uTTz6Zk08+meLiYl566SXmzJnTA28sOYNOqAC3An+zLGtXe23dFUW5FLgU6NXx022xLIsV21fwadmnAFx/9PXsqN/Bh7s/xOMRF6hYoTI6d3Tc9oEAOBwWihbGNDQMVazvc0YzQW866WrOeOo8TENDSTHrxw79tCdH0qvfMcFSURQYkTOcF9bvTmsrgEplLS16JQ5H+0LFNHunW2tJCcyYIebrhEJw7LHw8svinBH3erZQUVMLlUA4QHFGcWLo59xzE4RKR46Kooj8nQ8+iA6slEgk+zCdEBW9wfr16zEMg4KCAl555RXeeustli1blnTdAw88kEMPPZTrr7+eW2+9FU3TCAQCETfm008/ZejQoZSUlGCaJmvWrGHKlCm9evyDKvSjKEopMBfoMPBlWdbDlmUdalnWoUVFHTfq6glMy2R91XrmL5kfec7r9JLjyeHR1Y+Sle9n797oRbIh2EC2O77Xuq6DqoGlxueotK200VQVw1BR1FRCxYqEfrqFYqG0/pn4nL528zgSjkFzEwwHO7xw90SOSjJKSoQguOIKEWr54gt4/nnhWsXh9xNwEnVUzMQEZcM0KPAVdJhMaxgdCxWAW26Bxx9P841IJBJJJ7FzVEpLSzn77LNZvHgxmqZx9913s3v3bg477DBKS0u54YYbErZ95JFHqK6ujoiW448/njvvvBOAiooKvv3tbzNp0iSmTJmCw+GIy3OJzVG54IILeuS9DDZH5VhgNLCj1U3JBDRFUSZaljWtH48LgCkPTuHqmVeT58mjNhBNOs10ZfLutnfxntrIE094WdgasEolVDRVQVEMMB2cdx6RSp9YNFXFCKsppycrmgGmFhEZXaY19NMVXKqLkBHsUIT0RI5Ke9x0k/i/aYrE3nC4zQqKgmGawlFZuxZ+9St49dW4Vcb/4g423X09X1Z+Gb+txyOUT2vtczqOCsCZZ4r8GYlEIukNDCN5z6dUTkos2dnZ/OUvf0m67KSTTuKkk05KumxbT4a3YhhUjgrwMDAGKG399xDwb+DE/jwomzxvHm9vfRuPI77kw84v0RziD8e+YW8INpDhim+4EZlho2F0+xYAACAASURBVBqYhsq774rH1x99fdx6mqq2G/oxTAMFDaubjoqF2eV9uB1u0ZiuA9LJ6+gJXC7RBVfX2yxwu3Hp4nfz6tY3MNcnluQMf/EtvE4vutFm44ICMS65lXTfy9y5UF8P553X2XchkUgk3ywGlVCxLKvFsqy99j+gCQhYltUv96YVzRVUtYiLlF/3oyoqm2o2JUwbtnNpdFPnrLOiPTTsgX+x2OXLqhq9oGoaCeLHoamEdTW1ULEMVLQeCP2YKFYXHRXNnXbFUV/Mvpk9W7zOV5VthIjLhdtUCBkh7vjv7aibtyQ9IIeaxCrJyRHqp5V0HRW7jf6TT3b2XUgkEsk3i0ElVNpiWdZNlmX12z3pnz/+M3/68E8AfFHxBRuqNrCjfgfV/uqk6+uGzsKFMGGCKE3W1MRbb10HRbVwaEokRJHsDt2hqYRDKqnyiQ3TQFU0zO4qgG6EflTNxDI73vbUU7u0+05zxBFw//1wzHMT4xcoCpqiUdZURm1TqztSkzgpOalQycoSMwBaSTdHpTemO0skEsm+yKAWKv1NjjuHqpYq3t32Lg3BBvbL2Y/aQC3/++H/EtYdmTOSkBHi+OOhtBR+s/w3KEkqcuzQgaJacY5KWzRVxTTbESqWHfpJLVTS81os6KKjgqqD2fFV+3e/g0mTuvYSsShK0jzYuOWpZvBoisaO+h04TGg++3TYsSO6sPUz1JQkv4isrDhHJd18G4+ngyZ0EolkUNPZuWjfFLryuUih0g0yXZl8tvczlnyxhPKmcgq8BficPqYNS8zrvXPunehmNL9hbcXapD1QdB0cmhJpLQ/JhYqqqFimkvKiaJgGitW+o5LOn4vVDUcFVQejg7a0PYjTmST/pA222/H2lvhegQ5FY1PNJjQT9NH7wfbtsHOncFZCIQyXM7mjkp0d56gAKcVjLG632Ky9DrYSiWRw4vF4qK6ulmKlDZZlUV1djaeTJ77BVvUzoNBNnW112/hg1we8v+t9xhaMpfwX5UnX9Tl9hAyRWGpZFl9WfskJY05IWC8UEnfk6QkVFbUdR0XtwFFJi9bOtF3BUnXCob4VKuGwEAGpsIXKR288ypwT9ocXXwRAUzXe3PImM0wIjhqBvnUzrzz2K06fcBpccw1htxOHoqGpGoZpiLCdYYgclTZCJR3cbmHEuN3w6acwrd9r1iQSSU8xYsQIdu3aRaUs7UvA4/EwYsSITm0jhUo3aA41oxs6E4smUuOv4dzJ5+LSXEnXdWrOSMVIU6iJPG8ehplYPmZX/ahqNIchWc6D7aj0eo5Ka8O3rmCpOts2J/88egOHIx1HRXwemRu3w45H4I474IYbUFUNVVG5YtqlhApy2bBsKU1WAJYuhQsvJOxzo1lQ6CtkV8MuRuWOErGb4uK40E+62EIlNxemT++bZGKJRNI3OJ1O9t9///4+jH0GGfrpBi16C9nubN654B0qmis4dVzqrFCX5oo4KuXN5UweMjmu26yNroNuBXh+9x8jjclCSSp8NUXDsjrOUWlfqKRxdVSsuKofRVEwrXYSQeKOQWfsmL5zVObNS9EiPwZLC+JUXYQa67A+/DDSMVJBvK/hvmIMVaGqpZL9ckfBzTfDZ5+he904TBiSMYTR946muqVa9E/Jz4dAgEBYjCnYyftpHavHE3XPfIl/BhKJRNIp7rsPnn66v4+id5BCpRuYlkmmK5MsdxY5npzkOQytOFVnJEelormCSUMmJRUqoRDslzOcZqOB5mY4/PDUoR/T6MBR6YHQT9sclQxnBs2h9AbV+EM6bkffCZWDDmo/7ANgqgEytWzOf24D4Sceh5EjWb59OYqi8PD8h3FYCoamRCXchAnw+eeEvG6cpsKQjCE4VacYzuj3Q14eBIOMv388uxt28xhHp3Ws9nEOHQp91DhZIpHsw1RWwuefw8aNwij+xS+6FJUekEih0g0OH3E4ma5MvA4vwzKHtbuuS3NFQj8VzRUpHZVwGK6YeRkgbtjPOw++853E/amKSjCg4koRWWnrqMSGmQzTwK/700ySjQ/9ZLuzaQyl99cfCOm4+lCopIOp+Zlcm8GQOh2/S4EvvqDg36JT4yXTL8FhQFgVWTkKwIEHwooV1JfkoxkWxRnFTC+ZTmD5MnjjDVFGZJocPORgPt7zMT4K0zqOsWPhyCNhxAgpVCQSSc9w4IHw97/DrFlw5ZViMOu+EFaWQqUbnDL2FIoyilAUhWFZ7QsVp+aMhn6ayjly5JGcPuH0pOtqraU8LS2kFCKqotLUqKQMdbR1VIJGtGnHo6sf5adLf4pGxyLCwsSKSaYdljWMPY17OtwORBjL5exmw7kexlQCjPQLgRhwqXDLLYyuiy53mBBWLCxFQTVMmvUWPhnppHL/IThMUWZ+6bRLyVryPPz1r5G4zYySGRyQdwA+0lMdbrc4qeTni/9LJJJ9n3vvhbq6jtfrLLYYufhiuP12OOYYGDlStMJ48EGRB/f00+23bxjISKHSTYp84sI0NHNo3PPbr9oe99iluSKhn8qWSoZlDaMoo/2LWnNzR0JFTVne2tZRCYaDcdvWBepQrTTcjjadaccXjmdD1YYONzNMg+yCFvpwcHVKGoMxDdlUPz7E2IJfvPVL1hSEyYhJwNUsqA7VExg3huLN5SzdtJRTDlnHTncQhymGTF4w5Xy2e4Oih4rXi77sbT7b8SFVLVX4KEj7uP70J/Fv3Lgee6sSiaQNb7/d8Tp9wZYtUF4Od93V9X3U1sL/Wtt07doVHcFxySXJRcicOfDss3D00XDOOVBR0fXX7k+kUOkmo3NHA3BgXvxt8cic+Cu0U3Xy8zd+DogOtamqg3btiv7c0iJKbpOhKipNTR07Knbia6yj4lSdNOvNqGk4Km0bvu2XvR87G3Z2uNUbm9/g+b2/Z8KENF6iFzEtkx//+8eRxyEayUYMgnzyiyeZ+pdSINqEyGHCLv9e9HknsfqEqaytWMtT31vCbn85mmlBYyPa08/QnJ/F1oqvQdNwLv8vK9cupT5Qj4fctI8tK0tUN4vX76E3LJFI4pg7t7+PAJqa4LrrxD+3G264AR59VNyMXnQRnHCCmOx+7bXx261cKXJObH73O1iyRPy8dKno2fTMMyKEfOutia87caJ4zR/+EG68EXbv7r332JtIodJNrjvqOiBxaGBbhmQMoSSrpMP9DR8e/bmuLnUnVVVRqa9TUwuVNp1pYx0Vl+aiOdTcTuhHiWxnYsTlsnid3kiFS3vke/M7XKcv2F63nfVV6wG47u3rCNKE1/Jy90y4+JCLOWbUMfx9Vqstdc01uOua2NSwjbHDJrHhuMkEwgGGZw+nRm8QQmXvXnjxRZryMjjn8F2RuI2hiLJzFyl+Ye3gcCSZ6CyRSPYZVqyAyy+HjAz40Y/E2JC8PDj5ZPjud+G110Q/pepqEVG2J3isXBmt5Fm1Cg4+WMxBBeGi3HGHWMcwUjeaPP54mDwZvv3t+IbbgwkpVLqJPXBQ6aAdaZ43jxMOSGzwlooHZz9HTY24606Gqqi0NLfvqCiWhmkm5qg4VAf+sD+lo6KgRpyYkNWMR+38xdewDG4+9uZOb9fTrClfw9DMoViWxZ0r7+SRTTejhRXKvjObe0+6l3cvfJcdv71GZOHceSf73/MYS756jjH5Yzgg7wAagg14HB5aTBH6obYWNm/GUVDEh/uBHdtSLWgMNeLsglCxBxSmpLxc9tuXSAYhhgH/+he88w5MmSKeGzIEDj1UCJRnnoFTThE3K7fdBg8/DGvXwg9+IEJWDQ3CWQ+H4YMP4MQTxT5efhl+/GNxY3v66WJZR5SWwptv9t577U2kUOlDNFUjbKZ36/ydsWdQW9u+UHn55dS/PsMycKhaJG4Z66jYx6ApqYWKYYkqoRazAa+a3enQhG7oHDnyyH5vIf1V1VccXHQw4x8YT9gM81n1CjQDcjMK8TqjKk81TNA03OVVTCqZiktzce7kc7n/lPvxOry0WCGxTqtQySzeL+51VKvrjorL1cGAQr8fHnmk0/uVSL7p9Ofp5+WXRbnwv/4l8tCSncuHDUsM7997rwgDrVwpHl9+ufj679wpRA7ASy+JxFkQibPXt2/oA6LNxYQJyfNU/vxn+Ppr+O1vhbgaaEih0of4nD5RFpzGMBi3W9xItydUcnNS78cwDRyahh4W39TYcE3ICKGgpAz9qGiRcmYL0Ucl9pDTER+6qeNU+7802a/7KfAV0Bxq5sOFH5LvLqJEO5CZo4+MW08LG5FvqK6I96coCoqiCEfFConltbXQ2IizQJwxbNGnWqIBoJPOd28LheDVV9tZYfRo4QlLJH1If99k9AThcHrTzHsaXReOycknw//7f7BwYee2d7migmH4cNizJ1pYsWOHCAdNnx5d/5hj0tvvxInw5ZeJz7/5pnBmvv5a5M4MNKRQ6UN8Th/+cHoWfl6e+IPMzk6+XFVUVKUDR0XTOMA1kx8ddGtc6CdkhFAUJWXoR8URcVQUEu9K0hFaISOES3OJxnRpdrLtLbLd2cw/aD6HDT+MMTkTGKVMYc5BJ0aWW5aFpkdvI0LE31J4nV78hMVZr7oaxo1j7oyzuHPunQTCAV4dp/DeBe9gmiSdiN0RO3fCP/7RwUr7wEVDMniwLIsTnjiB7XXbO155ABMKiQt8X399qquFS7F6NRxwQNf2EXvMZWXR/MU9e2DGjK7tc8gQ0RiuLbm5sG6dSMG75JKBd7qRQqUP8Tq8tOgtad2pKIrIFLerQtqiqRpKTNJrWwzTwKlp+KwhTMs/Oi70EzSCQuhYyW81FGJCVIrVpdp73dBxas7IEL/+JNudTUNQzON57pT3cIQdcbdZISOEywD+7//E4zZCxak6CdhCpapK3JJkZeFxeKgL1PHSQRYe1cWuFXO6dHy//W009hyh7e/V74c1a7q0f4mkKzhUB816el2oByrBoEhg7WgGWCx793b/dauqoLBQhHa6yvr1ots2iA6zdvXSc8/Bu+92bZ8FBfDFF4nP5+aKa8369WKd0aO7tv/eQgqVPsTn9NGit6S9/rZt4kuWjHQcFaemoeuQ5cqhPlgfWRYyQmL7NEI/YHVJXduhH03RIu5MX9MUaoqEbppCTYCIB1t6vB+sKipaKBw5q1hthJWiKIRVhFAxTTGgB/A4PFS3VON1Z+BRnIziqC4dp6om6YEwbpzwYe1A9e7d8J//CAEz0G53JF3mscfgv//t76NIRFEULptxWafOVwORUEhUTiYTKjU1wvGAeHHygx90/3VtodId7rkHzjxT/Pz009HGkNnZkVNQpykoEGXMH30kHr//fvT5P/5RdMkeMUJ8HgPpNCOFSh/ic/poDjWnFTqB9v/QVUWN5FAkI5KjokOBu5jypvLIskiOSqpkWkuIC8uyQOnaH+xAcFSqWqoYlTOKkqwSfjT9R4DQJ1abwLVLc4kz2ejR7F30YwKexM8lIlRicDvcNIYaKcwcgk/zdPmLraptEtgMQzRPePJJUatomlBfL/zke+6BBx7o2gtJBhzV1aIh10CkM3O9Biq2UElWVffGG+LrBXDNNeLrvXlz8hyOtuh6dFuA004TPVFsekKoDBvW8eyyzuJ2i/b6//63ePzgg+L/ug7jx4u8miOOEENTNS25+9IfSKHSh3idXuqD9bi17v/1peWoOIRQyfcUUtVSFVlm56ikTKZVHBimgW7quFR3lx0Vl+bqV0clGA7idriZOWIm8w6aB7QKlVCiUFF0HVwudl31Q4JZiTXfyYSK7dQce8BxZDkzULoo6jStjaPy2GNiWqFliRT9//1PCJWqKti6VTZd2YfIyYm/wA0kfE7foA/9tCdUPv882pNk5UoxxO+CC0QZb0ff4y1b4A9/iDZoe+klYXja9IRQ6S1WrhTnm3AYPv442rPlwAPh2GPFqWb2bHjlFSHmBgJSqPQhPqeP6pZq3I6eESrtJW7aOSqhEDg1R5yFqxs6lmW1G/oJm2FCRgin6uxSjoq9bX86KkEjmCAKnU4SSgGcmhMDC0xTHLeW+LlcOP1iEfCOcbA8Dg/1gXo0zQmmidvdtdK+OEclHBYlQIcfDps2wYYN8MQT4uxh/8tNv/utZGBiWSLtyLK6buP3Nhmubjoqdq/3fqRt6Gfz5ugyl0t8nbdsgUBAnBtKSkQJb7t9jRBR2aFDoyGUuXOjU+43bRKuTEH60zT6HE0TSbXr18NDD4nPoagIvvUtcYq5+GKYN6935hJ1hQH6Fdk3mVg0kY92f4THkWJATyewQz+piHVUFEUkxtmYlolu6ikdFQXhguiGjlN1dS/0001H5eFPHu7ytrajEovDkZijkunKxHBqoOtMKZ7CQ/MeStjXDw6/VNx6xLQKzvfmU95cjupwRIRKuItCZa+5ltuW3yay5pqb4Sc/EbdpI0eKgR5+vzizNjSkLgWTDBrWrBFzWC69NHVH0f4mw5nRPUel3Zr7vsFOprWFx/jxorollnfegV/+UrgpixdDcXH7fY127BC5HffeGy0RHjEielF/6CGh0VLNaRsolLdmA4waFf+8YURPcwNFRA+Qw/hmkOvJpdpf3WNCpd3QjykavoXD4kQYu66qqNT4a/CQl3zfiNCPXWLcrWTabjoqP3r1R13eNpmjkixH5dLplzJt5OGg62S6Mpk6dGriztxu4efGNLYp8hVR1lgW76h0ISqjKFDHdv63839s27GGxkkHwWGHieEczzwDRx0F//ynONu++WaPXtn6uyLrm0owKDQp9E+fj3TobPJ/Ap3ppmxZvdJprG3oZ8gQmDRJRFSzs0WYZ/Fi0VRt8mQxDN3tjhcqW7fG7/M73xF5RVOnivUtS5ictlDx+eCTT3r8rfQoWVnC+bn//qgTZPPii3Dkkcm36y+kUOljAuFAzzkq7YR+QkYIt8MZcVRi3RdFUdjTuIdshifdNj7040oI/aTV8M0YODkqsTgcQJKqH9Xlbr+G0e0WmY+xQiWjiD1Ne1AdUaHS1fQRE+FAGb+5le1jCsWZ75prhB8L4qz45pvCbenBE/qIP47osX1J0scwhDkGA1eoOFRH2p20EwiHO1cTvHKlEOM9TH19NPTzwguiBwmIst/jjxdJsCtWxGt/t1uEgkC0iPjJT6LL9u6Fs84SISIbXYf8/Ojvc6A6ZLEMGSISZceNi75XG48n2i03MzMqqPsTKVT6GJfm6hNHZUP1Bkb4xkaESlvcmhs3yUMIduhH5Gt0zVGxcz0GWo6KooBqJmlXecghkbk9SUniqOR6cqlorsAR46h0JfQDYNA6Ubu+jlAoxV3sYYe1rmx07iLQDnubeqBphKTThMMDX6hoqtb1Zo3BYOcyy7dsiR8d3wP8858iWfS444S+t6t0jjoKbr45OnunLW53NDz01FPia3/lleLx++9HBY5NKAReL1xxhRBGg0GoFBeLIYgjRwpnpbY2+XqjR8P2AdDzTwqVPmZ41vA+yVHRDR2fy5MgVEzLREGh7Odlqffd2kfFTojtamfa/u6jksxRAVAtIzH4eumlInssFUmEiqqoBMNBNM1J0G9iGGCElS6d3A3E57Vp6kgaM1JcuV56SZwRw2GRyScZtAwGR0VV1K7fZASDSZoDtcP27aLspi2GIZJIOiIUis+URTgG110nvrIffABLl4pz4TvvCFGRCo9H9FJpbhaTjk86SbQxOv980fOmtBSuvjr+pV0u4aoceqjQXAOd4mLRAaGgQAxDTPURjx4t+nn1N1Ko9DElWSV94qiAOAHqevSabFkWzaFmMlwZSStbbBTLEXFUXFpi6CcdLCw0Vet3RyXlZ93Z2x5bqGTGDx0MGSE0h5Ov15t8+CEYuqNL79ckjFNz8t5J4/l86lBCRpKyA59PhIQCgdS3QJ15zX4ebfBNxu4dCANXqGhKHzoqgQCccUbiNrW1QmF0xGGHxcdoYnC54LPPRMKsZYnPu70kUbdbuC5nny2Sb6+/XuRyNDeL3iZtf1+2UAExc+f00zs+3P6mpESUINt9WoqLk68nhco3lP1y9sPn7PzgurZoitbhXBmHQ3yJFIWIs9EYaiTbLUI+yc4jr78ebaEvEmI7F/oJhoP8/bO/xx1nfzgqISPEOc+fk7xnTVdiWUkcFRClzZrmxNBNsrLACHUtrm8iko/dmpuX1r/E+qr1iSupqjhTVlWJ27du0hBsiPwtSPqWcFjcucPAFSqqonb9u9tZR8XpFCX5TU3xz1dVpZck4fWKcpxwWCSjrI9+f5xOUbB37bUiv6Qj3G4R2hk3Du64QzweNkwk0CYzfWKFyogRomnaQKeoSDR7s4VKZoqh74WFA8MhkkKljzl13KkcPvzwbu+nM46KXZ4cNsM0hZrIcIq+/MlMhRdfbBUXXaz6adab2VobTZPvL0dFN0QOh9eZ2LytS0HkJMm0ICp/NIcTM2ySmwuhoNYloRJGJFkv+tYifE4flc2VtOgtPLuuTdvSkhJxHD3QS2Vb3TZG5YzqeEVJj2MY4trqdg+cEtBYPtr9Ue/nqLz8Mvz+99HH2dkikeT++4XQ+PGP4e230xMq++8v1vv3v2HRIli2LLLI5RLGTEaGKKLriJkzYf580dDtO9+JPp9KUNpCxUgSUR7o2O8plVBRFPGekg0y7EsG2cc6+Okot6Sn9qMoSpxQcWpOdENPmbdhU1YWnZ7cldBPi97C1rqtPPLpI0D/OSqGZXDHnDsYmpmYy9GlVvcOh7gtSyJUHA5XVKgEHF16vy1Uc9F9K/A6vGS5s/ii4gvOe+E81lW0afpw9NHiLrOjZg9psKFqA+MLx3drH5KuEQ6LSF5e8g4B/c5rG1/rmRwVu6tdMj77TGSfglgnJwe++kokT9xyi/jOXX65KMux26emYuxYkXiyfr3YriraidvlEmEbZ+podxz2gL50qa0Vr/HRRyKcMpiwLyGphAqIiNzHH/fN8aRCCpVBiktz4VTb/+bFCRXViW7qSSthYtmzB7DiO9N25sLu1/18Xv45uxt3A/3nqBim0SO5QBEURZzt2kyJLPQVRkI/ubkQDHTNUTEJ01ich6IoXD7jcu754B6GZQ5LFKMXXigclZEjo9mYXaQuUEeeJy+tcnNJzxIOC0fFjuDddFO/Hk4cdguFHslROeGE6OS/thhGvE2RnS3CN83Nwkn56iuRILFjh2gF2xEzZghLuLExrk+A09lxp9mu4nDAZZeJr+SsWSK3ZTDSnlDZbz/YubPvjiUZUqgMUs48+EzG5I9pd52uOCp79sRX/bgcnQv9tOgt7GqIlhkqKFj0/YUwbIbRVC3psm4ZWm283aKM1tCPbghHxZ9eMm1FcwUf7f4oekwxX8Uj9jsCn9NHUUZRoohwOMQt3JAhiQ0QOknICJHlziJodM+ZGYz4/fDb3/bf69uhH9tRufnm/juWttQH6sl2Z6Mo3fju2o5KVVXiZD3ThJaW6BfRjp0UF4t2qWvWiHV+9jPRNvXII9u/UgaD4jWOOUa0l62txXr/A1xhUebvcvVYNX8CWVlCbM6Y0Tv77wu2bWs/AXjo0Pjp0v2BFCqDlI7yU0B0HLQ706brqNTUAKYIX/h1P27N0+nQT10gOiBCUZR+uWM3LANNSS5UevJwvj/p+wzNGR4J/QT8Go98+gi1/varcsoayyJhnbafj6IoXD3z6uSfm6aJO8aMjG6/Ed3UKfQV0hDsnjMzGNmzBx55pP9efyCHfhqCDeS4OxH7SIbtqCS7K/jwQzj55Kjo/+UvhaAZPlzEXRRF9DXytuaXvfhi9ErZ5m/e74fg3lrxQWqayGsZNgzlzTcY7RSursvVe45Kbq5ItD300N7Zf18wapSYmJyKhKGp/YAUKvsAs/42K+nzseXJ6Tgqui7cV4cmwhfb67czPGNU50I/4fi22f3lqIgRAsmz37rsqNhtLWMo9BVGkml9PjjqWw521O+gKdSUZAdR/GE/gbBwRDbXbibTGha3/JLpl3DkyCMTPzuHQ1RGZGR0++yhGzpDMoZQ4+8g/r8Psndv/7aiCYeF3d4m5WlAUB+s7341mO2oJLMzsrJEX3pbbO/cKZJhi4pE5c8xxwjhYZdFeb3Rdvz33Rf3PXzhBbjhitqo4lMU2LyZtZO+T5FHJOH2ZugnN/ebMXqrv5vYSaGyD/DBrg+S3n3Hlic7VSdhM9yuo6Lr4vvu1EToxy5f7WzoB+CZM0R6vaqo/eKotBf66TLDhiV9ev3XKnffZaJp8MMLHdQH6xMEW1sC4QD+sJ9n1z3LHf+9g3HWtxPWOX7M8YnOmaYJoWIPGekGuqlTnFH8jRUqKX6dvU5trShKyc+PmgYDicrmSgp9hQDs/+lWEaaJYdOmNHJqbEclmZ1hd7vLyRH7njFDJMKqqqgH/t3vRCgnVqjYYc6amrj+9aoK7pba+Co4ReHO+h+Rp4pE3d4M/eTm9kingAFPf6exSaGyD+DSXEnzDNqWJ+tm+46KYYgvnlMTlTqisqhzN+72WPizDhYNCxSla51au0t7oZ+eptmv0thg4nCIz7kuUBdxS1IRCAcIhAM8u+5ZPt7zMZlWNh9Xft6xqLMdFZ+v245K2AxTlFE0+ISKZXV7/nxLS0JedJ9RXQ1ffimGYscKlVWr0t/H9u1wzz29cwHZWLORsQVjAZj13Pvwn//ELf/sM9F+/bbbWp9INoHPFirJ7AxdF8tDIfGLiLW2xGAyIVLsD0dVo3/rliWSbZ97DhA/Fqi1cTE0y4Kvy3PIUaJCpTcdlYKC3tm3JIoUKvsAWa6shFCDZVlJk2lDRiilo2IY4ibHqUUTQhWlcyfDthe9gRj66WlUh4qKECpZriz2Nu3Fr3fsqNz47o3UBeooayzDG7YYWzK549J1VRVn5x4QKgAH5h/ImvI13d5Pn1JXJ0IF3SAQSMzx7Ct0XVw4DzssXqg8+GD6+3jiCTEBuKdzB2557xaqW6op8Iqrb/2QnIRMym3bhLH3o4lwVQAAIABJREFU1VcI1fW73yXuKBgUojqZStB1uOsuOPZYEe6xB2/GEuuoJFvW2tCtqQkKqBKdyVqpqAAtP4dsU4jZ3gz9jBkjZv/s63yqPMyiNxZR0VzRL68vhco+QKYrk8ZgtCmSaZmoihonVFyai5AREqGfVkdFVeMH8UYdFWekhbu9TrqNjGr8NZT/ojzyuL+SaXsl9JOCWKGS7c6mrKksLUfFbsBX2VLJ+f84ge/mzez4xWzl6HB0+yqloJDvzU/ern8gEwxGW4F2kUAg9XWwt7ENBYcjfgpvZ3IdQiGR6tGTIY2n1z7NfR/dxy3Lb4kIZn+2N2FcQ0ODEAP19Yh2r889x5IlbXZmV+KkEirjx8OkSe0LlWRxMUURH1zriau5GYb5t4pe761s2wbn/iiTArdwd12u1AMIu0tmpuhgu6+zmsV8VfVVvyXeS6GyD5DpyoxzVJpCTWS6MuOEis/po0VvEaGfVkfF6YxrN4BpCkfF4/BEQkmKItZJV6jopkjQtOk3R6UPQz+2UNE0IVQqmis6zFGxHZfh2cM5tORQfC2VYvJZ2i+q9pjvP+j6qNgXwf7dRZexHRWHI364XXu9LGJpaRGhH6ezZ4XKS+tfosZfwzGjjok8Z2pq3IvYhTwvvghHji0Hv59NY09i7do2O7vxRvEBxx6k/Xem69HuayeeCBMmJB5Me45KzLGEQsLdEf8Rz23aBHO/7cXZ+h10OEShkaTrmITxh/2RHMS+RgqVfYC2QqUuUEeuJzdOqGQ4M2jRW/CH/ZG28poW357ADv14HJ6II6AoiY6KQvp5J/1WntxPoR+7WiIdRwXgnEnn8PElH7PxwFPgqqsS1kv5WXc2eWhfwu/vdhZq29DPihV919TKFipajI6+8cb4x+1RWSkaFLe90egOH+76kPd3vY9bc/OP0/6RfKXbb2fOAVsxTdHGp7hyLdbFC1mfM5NhxW3+FvfuTXRUbrtNxKxihcqBByYvfSopSfwdBwJx7WXPPFM0sI1l/HjRG27MpNYE3KefFgsGmxgfYDgsL5v3VHcY0u4tpFDZB4gVKmsr1vLwJw+T48mJq/rxOX2UNZXx5BdPRmb9VFTA1KnR/RiGaHg699ioULFDP7GpE+3NAEnoCTIAG771NIqm8jcuFjkqbnHSTSdHBeCMiWeI9X0FSbtGpezsG5tg2EXs30tPjHToU/x+kaPTDcLh+Jbqv/pV3w1fC4WioZ/2SNVk66WXRAKnfSPSXZYsgcWfL2ZH/Q4uKr2I4swUo3SXLWNk81fs2CEeFld/yQHzJ/Lh13nkkaRvkC1UHn5YPA6FYPPmeKGSissuSwzvPfUUTJ8OCDGy4vnyhJzqnTtFmyHN7RC/5HPOEf+/884OPgVJeyiGhx1VVdJRSRdFUdyKovxNUZTtiqI0KoqyWlGUk/v7uPqTWKFS669lXeU6ctw5eL3CJlZVyHBl8Pnez6lorohcmNqG+g1DnP8njfNGLrTJHJXOzAAZiA3fehrVoVJMBZoG+d58Hv/u4x06KvXBeuqu6bhyxaEmmR309ts9GvoZdLS09Hhdr9vdc+5ER8SGfkB0mPf74/PFIH5eXyxXXdXaRqCHQj/vvw+7GnYxNHMo1x19HS4t5qQQ8zdmTZjIY5Xz2D9fVNMUUsW25iI2NxSh1bROrXv88eg2Tqc4wbz+unhcUCCSb8Phzo+M3r0bvvgCTjop8vAaxx/iZvJYlugZV1bWZttAoP+n6g1yFNON5a2iWW/ul9cfdEIFcAA7gWOAHOB64FlFUUb34zH1G6ZlkuWOVv00hhrZULWBHE9UqNiOyrrKdRRnRO+W2sbpDUPYz26Hu93QT2cGDaqK+o2o+gEi5cknjDmhwxwVwzTI8XTc/VNTkswOOu64Hgn9KAwyJ8WmBxwVG/sjzMgQiZl9QdvQz4oV4vptU1EhruXV1WJd+xibmkS7ERD5LD0V+gmFYH3lBn4282eUZJUkrlBfDzU1tDjF3+vNl4nKj9H7KxQUgJ5bhFbbOgTwBz+IDstUlKhzYhgixNPYmJ6j0pbyctEIrhXLghE+4eJomkjwra8X3fYjZeehkHgdv7/vfrn7KE7FDY4gP3jpB/3y+oNOqFiW1WxZ1k2WZW2zLMu0LOtVYCswvb+PrT8wTINcd25UqAQb2VK7hRx3TlzYJsOZwcd7Pua6o66LbNu2l4QtVGLFhX09bBv6MUyD8144r8Pjs3Ms9jTu6dN+Kn0Z+rFVnH2T6HV623VU3tj8BlvrtsY/mcIdcagpZgf1QOhn0NLNHJXzYv5sr71WXFu93r4VKnbHaBDXU10X3z3LguefF5Ur9fXird56q3BRVqwQ7c4tC6ZN67nQj2HAxtqvI2HLBO69F558kuoa2Dnv/yKZqUVFovu9WlKMu6Ysagl9+in/5Hvi51iVZcfbuiJULCvud65qCkMcohVCYaFodFtRAXPnxoxGaGgQFkt1tRQq3cSlicTmGn9NvwyZHXRCpS2KohQDBwHr+vtY+oOwGSbPm0ddoI7fLP8NTaEmCn2F5HpEp0Y7S9/n9GFaJt+b+L3ItqmECkTvtpOVJ9tTVZ/84sm4Y0kW4rFDP4tXL+7T+GZfhn6s1s/KoYn373F42s1RWVexjvOnnB//ZIo8EU1NMY35mxz6aWpKv0QmCU8/DU+2/umuXh1NpO1LoRKLLVQyMuAPfxDfy6amqFDRNFEAs3s3nHVWdLvOhn6qq+GZZxKft/VFpivFZ/rnP0NuLhUtWSgXXQjnnw9vvQXAlVfCrPMOJKtik3BSvF741rf4gsli25Ej4Y9/FG/KHj7YFaHi9caLU8uiUBVCxe0Wn1VFhZhrGMEWKlVVUqh0E5fqRjHc/GX+X/ruBjCGQS1UFEVxAk8Ciy3LWt9m2aWKoqxSFGVV5T4cn9RNnWx3Nltqt/Dnj/9MQ7CBsQVjI2EFW6hoqkbFL+Kb9dx2G8yZE30cK1RskpUnq4oa6VwbexENhAORiqLI9q3JtGEz3KdKvC9DP4ouqho0Rdw92gMgU5HhymBy8eS09p0yzNYDoZ/+CMn1CBUVouykixQViSG7ug4bNsApp8Cvf923QiX2e2Y7LLm58NBD4pre2Ciusy0tYllREXzwQXzflc4KlS1b4PbbE583TTix5BzmjZ2XuFBR4JhjaN68lz3BfDIPPxguvBDuvx8qKvB44Ke/8qIEAuIEkp8PDgfDKItun58v3oidFNcTQgXIsWph2zY8Hou6OhEdivuz2LFDlAFVVoqhQElmdUnSw625UMOZXDr90n55/UErVBRFUYF/ACHg8rbLLct62LKsQy3LOrQoWUOhfQTd0HFpLnY37ubsg89mVdkqpgyZgschrLrYAaZtRcSECcQlo8UKldjQT4Kj0hr6adsRtzHUSJYr3j62HRXDMtLOa+kJ+jT00zqHRG0VbR1V0ZiWmXZ+iEN1pHZUvqmhn9o2s106SVERHHyw0DvBoAgdzJnTeaFy//1de31dj88ltayoUNm9WxxHY6O4tr/wglheWBjt82fjcHQuR6WiQsw32rgR3ngj+nzYsCh2HESeN8UoZ7ebnR/v5aON+WSXZIpRuzU1kZOCohA9UYwZAzNm8AdlkfjztCyRT+T3d8tRaQx7MN3i/BUMisa0hWoN3HorHrdoVpygX4cMEXktVa35M19/3anX7Cybazbz1BdPsbF6Y6++Tn/gdrixtMQxLX3FoBQqirgS/A0oBr5nWVYvjZwa+BiWcA52Nezi3Cnn8uTpT/L7E6LlAqkmrSfdVzuhn7gcldbQT5Y7K64jbmOwMSHO3W+OSh+GfmzBoITT+zO0LCth2KBliVSAtvRmefKgxf6jTvaBpcHRR8Ps2eIO/IADRJgl1TyYplATm2o2Jd3P9dd3rZikrVCxn8vLE81aa2qEUHG7ReXP9u3ClMhroyM666hUVop9zJkDTz0T5OqlVxMMBwlajRBuJ+fH5UKtKGNHY57QJjk5Qu19O2aQpmXx0IcPiGzWK65gp2sMptHq2Hm9IjZjJ7d+9FGnhcq6LV4aW4/R7YZTz3ThrdsLZWU49x9Ofb3QIzGd9OHZZ2HECLHgoINE4k8voioqy7Yu480tb/bq6/Q1YTOMz5HJmK1J7Lg+YlAKFeBBYALwbcuy+qcDzQAhbIZxqA4uPuRiSoeWAsSVF5pm+l1lU4V+kpYnWwYeh4ffrvht5Plblt+SEOe2HZWwGe5TR6UvQz9NU45gEXemfXtrWmaC6+J0wjXXJKadJC1Phs4PYUrCoK36sT+7JA3y0qGgQFyw9+4VomXDhtQf5+ubXv//7H13mBvV3fW5mlFdbd91W6933bCNDcbEQACHDokTOnkJAZJQQyAhIaGXhJYQICR5eQMEQscJJKGFEggfxaYYUwwuGBvcu3fX27S7WpXRzP3++GlGM9LMaCTNFsKe59FjrzQajUYz9557zq/gyteuNN3PlCkUxFkosq0f9bnDDydLqq2NXIuqKnpUVxNRMUzCKJyo7NpFBKivD2jpiOF/3/9fnP7M6XhqaiWQtIn58fvh69iFjd3pNsGVlbSjr39d24RDwfWvXQc0NEA+9bsIBNKxL4yRojJvHg1GGzZk9lEA+pUgokqGTI2bHKIvv307Agd/BW1txENysp69XvrCf/rTgFf0m1g9EXfOv9OwePtvQFesC9W+UZjckWNcDBq+cESFMdYE4AIA+wBoYYz1pR9nDPGhDQkkRYLoEfGzr/7MdGIuVlFRYWf9BMQAFm5eqD3/2IrH0BUzFn4qRVEppf7KYFo/HAwxBB0TFY5cRWXsWI7f/jb3t1LTk1e2rjRmEn2ZFRWgYJL29NO5Bd0YI1HgmGOs39cWbcOokHk8TF0dTf6FLtT1NVRUqPdeVRXN64sWUXjFKaeQqlJXl9sSR2/96NObrRCLkfXz6afAK69KCIuVeP7z5+nFhEXGD4Blq/2Qe5di8n5polJfn1OsRGYSKsUycI8HySR9B+G1V4CVK7UaCIl7/gQsXAjccovzMrxpRJUgonIAW7akVazycuCkk4CNG+E94CtYuZJieHIgiuSlud0YyQJBMZi3NMEXDe397aj21w1ZbyzgC0hUOOdbOOeMcx7gnId1j7/lf/d/H1RFxQqFEBUz9cXO+jllxik4bdZp2vMXzr0QJ804yfh+5ilaUeHgRHSKICyDmvXDgRSMAQN2x2wWo9I0ATjttNxt1fTkk/9xMrZ0b8m84GJl2i8kursLWpX//e/A0qXG5xYvpnALtTaJ2X3SFm0z9K7So7YWWLaMKrsmCrDvzRQV9aesriaXpL8fOPlkCnj3eqnx3VlnGd+jV1T+8IfcgnEA8OGHRHre3/4+GKMisWPHAn/+i4SLZ/5Gi39S4tZE5aDDfajp68OjL6SJyj77UOVYHVI8gcbwODzxLwnJJGUwiR+9T02B+iiOzd/eBR6NGlMNHWJZ7VHoRTneeIPEHJSXEwlJ/6hbt2Zl/KhQiYrf73wgLAFfuCrPaby/3boZUnt/Ow7dvw7Tpw/d2ugLR1RGYERKScHrsfZ7S1VUPB7rrJ9s1IfqUROsMTzHGNVRkRW5KEWl2IJxtgTO5bReM6JiN2Bxzo2vP/44xO2bMXZs7rZqerLCFaNC9GVOTwYKTlEOh2m+6u/PXONOiqN2xbssg0xraqgB3nPPAU895fhQIEm5DRHVCaCpie7XmTO1avEasu9NPVFpbjapyApg9Wrg44+Brz5o7Mzt9acg8qAW/M6S1kQlCQGVcWSybjwe4Ec/MmzTydZjUrgJn2zsw6uvEhdJNU0GLr8cmDcPiQoiJzzaVxxRCR6EaNKLnTsp4xj19XQSp08HQKrWHXeYvFEQSEoqsdv2fzPiqXjO9aFHe387po6rQ3U1ncqhgCVRYYydbPcYzIMcgTXyKSrZxdrsYEZU1KJSZtaPExisnwIVFXVyLkZRScpJ+MXBaY9rRlRst8+2fp59lpa+JlBjVPyiH4mUbtn+ZW5KCBRchr2sjFbiDz1EZUCcIiknTRcCRxxB6sfGjRQb6sR6USFJuRxL/Smbm4G996aMopqanLcaoFo/ixdTAK5Z1tK2bcCll6WDvXXjABMkQBG1vj5emFf6VRQgWBPPu6JdixchKgKmzVLw6KNk/XAw4LzzgFAIXU30OR6F44PWj/PsLRfxOFXn10je4YcDjz6qvd7dTUXwciCKzhorfYnx67d+bft6e3876kJ1CIWGrhyN3fV3XPpxLijD5oz04wEA5wz8oY3ACfLFYjzwgPMAezOiIgjkqecrof+zl3+Gd7e/m7NPQzBtoYoKuGYzFYpEKmHsWWI8qIL3Z4dCiUqO9VNVRSm3JhCYgLs+uAsbuzYiIeuIigvWzxc2mBYomKhUVtKqe/duYOLE/Nu/8gopEVbX38KFNBmrBMXi5zOFWtxND/WnLC8Hfm0/b2iYPZta32zcmHE4spFKAfWjFPiUCiSQCfJkogQoXlx24GWo49OxcZ3flGyt2wCMHp9/dqrFFOxduxfgIwtGFAGuG1CSHgXSP6mT8Q9fKLwWhyTRWPaufojRDUqWQc2iSDLACFGxRCQesX29vb8dtcFa1NQQIR4KWBIVzvnZnPOzAXgB7Mk5P4VzfgqAmennRjAMkE9ROeMM56qnWR0VVVGx6p6scAXXvn4tvIIXb215K2efmqLCi4hRKcH6ScpJ+AVzRcVtx4RzoLzKeT3znPTk8eOB+eZ9NTk47v/4fnDOjYqKC9bPFzpGpcBaHF4vUFHhfPeM0fxmZXMC5IS0t1MdMc6JbFh1PM6GlfUDOM/SE0W6txOJTE01M9TUySiXJyKCrZknBQlM8eKCuRegDKOw6DU/lizJeiPn2LWDo74hP1EpRwOmVe2BFFMwfjxlLkGWNYKQ8jB4p80AgJxihzEphg2dG2z3v99+lBFl9Rs2N1u8URBIjim0wNx/OTjnWnZSJBHJCe7X45o3rkHQG8To0enfdQjg5JZo5Jzr3c9WABMG6HhGUCBkxb2gUStFJdv60XdPPmLiEbjlnVuwevdqPHzCwzn7NFNUuuP5uwYDaUWlSOsnIdsoKi6Dc+CHFxWoqOiZX02NZRv61r5WjK8YD8aYUVH5klo/Bx+c/k+BigrnpH447WXo96cbB5rYnOrlGAjQClMN4rziiuKIyl57Ff9Tbt9O83BtrbUsX16uIMxGIYaMZMIECZBp8hbgA1J+nHceBaVqSKWQYgJqxvRh9iUz8h6LV2ZQBI5Zs9ILm1RKG1AUwaORhUlVk/Dsmmcz36FnO17Z8Irtvv1+4JFHgJ//PO9hGKG3fr6k94wZdvbuxKw/zwJAcVhWi13OOX51yK8A0HXe2jpoh2iAE6LyOmPsFcbYWYyxswD8G8BrA3tYI3AKtZS9K/vKIiqcc1Oiord+Dmk6BI+c8AieOOUJnL7X6Tn7VBUVWaHKtGs71uLSVy7N2Y5zjv3v39/wnMKVkqwfqxgVtwPzOQd4Aa1sc2JUzBhiGgpXsO/YfVHmLctVVL6Eg64m/atEpQASyzlVY3YCValQuJKjqEgSWUnBIGUTqddTOEwJMQ8+mF9c06ucDz5Y/E/58MMUe1Ndba2ohCtklHtGoR/t2nNMSIErNDl54EVtlR+trVlF7yQJkseDqlFRRGryZ1iJioCUR8G3v028uy8iG4mKKGpl7J9ak4k+jqVijvqAMaYjqk4hisTkRJECcAdhpv0iWKoJOQEGBlmREYlHLBe7PYkerR1LQ8OAl6KxRN4ZjnP+EwD3AZidfvyFc37xQB/YCJyBgblWL8Rg/aTtCdP0ZJ3142Ee/GCfH2gXc87xZSkqa3avQWs0d7DYEtmCDV0bcPVrV2vPlWr9DKaiwkSRRvkrrsi7vRajsmEDpWXYEJUfzf0RLj/ocpT7y3NjVL7MWT+SRJbZ9u2O31JRkVuLxAo+H9De34G6UF0OUY7FaD+BAPCd72SeV3+Oc8+1dxo4NxKVsWMpFbkYTJ4MvPMOiXJmigrnQP1oGWE22kBUuEevqHjxldlE6m+/XZdqLUlIMgHh2ggqfNW2yiYHh8g9kNOXcTwOyEkdURHTiko6tW1tR6acfUyKIZocoChN1foRRfKPXn99YD5HBw6eU09quOHGN29E0BvETW/ehKgUNSgq+mNXA2kBIsN3311Y2wa34Ggpzjl/hnP+8/Tj2fzvGMFgwcM8A2L99CX7tHL4nFtbP06OT5/1k5STWh8iPSLxCG449AZD7yBVeSjG+lG44prSlPezFIALIjVqeeyxvNtr6cl//SstyW2ICmMMfsGPcl/5SNaPHqkUcNhhFlW+csE5ERW7Xob6y8zvB9pjbWiqbMq51uNxIipBm6rz+aAnKuPHA1dfbb2tHU44AXjpJWDMGOvVbn29ggCvolL5KtJEpbOTFJXrr6N7ctMmHeGRJEjMg0BVN2qDdXljzETuQcpD27S2AgJMFBVQXN3Grkz1vVgqhqhkT1SK5uR662e//ahJ0AAjKScx5vdjBvxzSsHq3asxJjwGr2x4BdFkFF7Bi93R3Xhry1uYdtc0tPbRYnJ3/27UhzLsfvHioYlLtktP7mWM9Zg8ehljPYN5kCOwhod5SpqQ9QOAfr7sSfSgwl+hPZ8v68cKDFRHRVVUrJSOR1c8iul101ETrNGICefcoN64ggFQITgH3b3r19tE9em2V62f3l6aPfPEW/gEHyr8Fa5m/ZRS9Xcg4eSwOAedMysZwQSMAcceS6TACXw+oCPWjtHh0ZC5DM6pZP7atSTiqIqKimi0IHHHtbIeavZQbW1ujQu1htIlv5AR8gcQS+r8KI8ELntx1VUUo1JZRopKd7eRqNSOFdE0vRN7Tx6FpGzSDCkNBgYhBcge+gGPOQYIiLJpjEpTVRM6Y53aNTjgioqa9cPYoMyyc8bMwdxxcwf8c4rFhS9eiI7+DkyunoyPdn2EqBSFwATs6tuFz9s/x9TaqVp/K72iAhAhHgrYZf2Uc84rTB7lnPMC4udHMJDwME/J1s/f/04DlJ6oRKWopnzogvcBoCDykN3rJyknEfKGIMlGE/+P7/0RFf4KNFY2YmuEIvrUGJVCrJ9lu5bhwY8ftN5AlqG43ANIIyotLTRj5IFm/fT0UD6qjaICZIiKmyX0B7Vpo0Nccw2VureD15uuwCpJRPKsAjPSaGvLpK7OmpWbbaOH3t70+YCuRDtGlY2CwhX09lJtsXvuAebOJRl8gi6l4NJLqfCbEzA2MPXHsmOv1CbTlVUKqsoC6O3XEQ1PCj3dIjZvJqJSUebT3qOd0mQSFdVlaIltwbjKeluiAqQVFYGuyT32AAQm4+OVdK/JoqARlXPmnIMbDr0BkQSlxeZTVBSuIMbaLV+3PyhdjMog4X9m/g+OmnjUoH2eUyTlJLpiXXhy9ZPY0bsDE6smosJfgWiSrJ9+qR/xVBx+wa8titr721Ff5tAvHUA4WoozxuYxxs5O/7+OMeagEsEIBgOlWj+M0cD7z3/SAKVmRYyvGI+2KOWi6YL3tc8stOCbzKkyraRIGFU2yjTzp9xfjsOaD8PjnzwOoDjrpyPWgb9+8lfrDVKpgSMqfX2O/AAtPbm3N4eofPQRsC6rS7xP8CHsCxvJXYlNCSVZglcYXimb27fTKbT7WuXl6YDPVIoiWvMQlZUryWErtBiq3w/0JrtRFagCQBP41KnUsPlrXyPLZdq0zPZjxgALFhS2f7ehxpOpaG8n5UdWZIwf50VHV+ZF7pGwcZ0XqRTgRRnKQjQVdHUZFRVBqMbnHZ8j7AvbEhUODkHxQPZkyLNHSeGJfwr0PkHQyILoETGpehLa+4l8xKSY7b4/bfsUv2P1eHdbbp2mvFCtn0FIT35t4/DOMVnRsgILVi7AhXMvxJ71e2KfMftg/pT56Ev2wcM82BrZik93f4pVbas0m3l3dLdBURkq5CUqjLHrAVwJQHVRfQBsZoIRDCYEj1ByLMaUKRTXGfj4XdR9+DIQieDmw2/GRftdBMBEUSnE+tEpKj2JHu3C70nkuodBMYgpNVO0pl7FBNPmaykwUESFe30kMTvo3KWlJ8fjNGPp+hw8+CDwalaXeL/oR8gb0vqyAChZUZEUCV6Pd1jF49bVAWefDdx0E/1tdmzl5elgz1TKkaLS2Qn86lekgBQCnw9IpDLXUlcX3SfjmvsQal6Fk07KfY9FKRwDOKdS9z4fxYG5aXlUVpJIpyKRoMtL4QomTxJw5hkZyYUzCes+96K5GfAhjGCQyvdnWz+ipwY9iR74BF+OCpoNQQZSOqLCFBl3LtiBfe7ZD15/0EAW6kJ1GaKSimnq7QUvXJCz31Vtq9DED8XyluUFnhHkVqz0egtrzFQA3tn6jvb/4djzJ5KIYH3nejRXNeP0WadjUvUkHD3paChcQSQRwV0f3IUNXRvQEevQFJWoFEWZt/CWB27DyQx3EoDjAUQBgHO+E4B1Y4gRDCrcsH4AoIpFcNqfDkb4kbuAaBR+0a8NHtmKSjEl9D3Mg+c+fw7XLbwOFf6KnA6jR048EmPCZIB6PV6klJRWR6WQGJVoMoqwz6YHTCoFxWXLg3Ogb8Z+wKGHOiIqarNFCEIO2Ugkcm0Bn+Aju0zRxxiUSFRkCT7Bh//7v0FpKpsXyWQmxmLjRuCNN3LayQDQKSqSRCcqD9NSq61WVRV2PD4fkExliil+9hlZPz+6YjvWJt4ubGc6dHdTY0CfD3h7y9v4YMcHRe9LhZqyW1lJnZFVqDXxyObzwOfLnCvFI2HXdi8aGoDZ+B6CQWDJErqk+vuBeHcckCR4hErMGTMHPsGXN0ZFVDyQBEVTQD1chsyANZ0r0dFZbklU+pJ92mS4YOUCrRAZALy15S0s3bkU/4N/oqM/Uwfmwx0fGq1QK+hbTAMki33wgeu14LNV3+EYA/Zp26dY17kOlYFKhH1hBL1BBMQAKvwVULiC9v52dMe7tcD9c56jAvTjzAodAAAgAElEQVTDgXQ5ISpJTmedAwBjbOjp1Qg0uJX10wTqzMuSiZwJ0ExRUbji6GZUFRWBZZSfSn8lYpKRqMybMA9BL9kmo8pGoS3alolRKeCm70v2ocxnc4kOUIwKY8goJA7AmI6o6AaCZNKcqJR5y4yKSqnWjyKhtcWL1tbhkTz04YfAvfcCZ55JcSXr15t3AzYoKg7iDjo7KX6kUEXF7wckHVH58EPioQce2ofmqflrfmSjv59IijpnTpgALSagVLyTXshXVpItpUIlKjkNLQH0ye3o3V0DQQBGYZb2foDst/dOvBWQJFR5ZuCP3/hjXqICAIICbEi9h3uX3gsA8IBj/3n0nmXvNRhWO3qi0hZtQ22IYruaqpqwNbIVW7q3gHOOpTuXYkPXBvhRidvfvR3PrHkGAPDk6iexqm1V/pMjCMYLqbmZ+g/dd1/+9xaA7ArhajPR4YL2/nZc8solWN+5HtWBavxgnx+gqbIJQW8Q5f5ycM6xu383ERV/OZ5e87Sz8ztIcEJU/skYuw9AFWPsfFCxt/sH9rBG4BSlZv2oqOijQkyIxXJmLtMYFS47YtqqdSN4BHTEaEWUExiahdljZmPJtiVFWT9RKYqNXRvxWYdFGuIAWT8aUXGgqGjIDiqAOVHxC36U+cpctX6SchKb1nmxa9fQl2PhHJg3D7j2WiIVo0dTT57sVGK1/oiigC5KBzJ+Mkn7NG1YZwOvF0jKmcmnvJx4kRjqw+FHF05UPv4YePNNOp7x44GLLiLLww2ioiL70tMUFYWKQurv1454Kw79ymjD9mp41caNgChwIJmEko5jckZUPOhEi3afA8BxJ9Pv0y/VGwh5XagOS3cuxfvb30dTZZNWJM0n+JBSUtjv/v3Q0teCrZGt6En0QIAPlx14GVa2rgRAabNrdq/Jf1Ky+xFUVtJJaS8yONcC2ZZzUAwaywkMMZ5eTVHqR048Evs37I+QNwTGGAJiQOug3d7fjt5EL8p95VjTvgaHNh3q6vVZCpwUfLsDwFMAngYwDcCvOOd/GugDG4EzuGX9fHXPHvR970JagmZNnmZZP7IiO1NU0unJAhPQGaOOVmFfOMf60eOAhgPwwY4PirJ++pJ9OKL5CNzzzXvMN0ilwF0qkKdCIyqJhGG2yHt+1NWebrtkMleUCXqDuGreVcYYAResn1TSi1hs6ImK2j9k/nyq7NrUZN7KR5bTMRcKaANRdJQTPHZs/k7E2WAMUHhuH62eRI+jKqrZ6OsjHptMAjffTM+5paioyLbwkkmdomKiui5caPxb5RFrP+cIhmiHKQ+x5tpQLRZvW2z52TO3bUPZRx/gpOrbDNdp3Vi6z5f4DzdsH/aFcfeHd+O6hdfhnDnnaIsR1fZtrmrGlsgWbI1sRTwVBwPD9Yddr72/zFtmIESOUVFB947L3fWyFZWAGLAd4wYbO3p3YPE5i3HPt+7R6mMBRKjK/eXa+WeMocJfgda+Vuw9em+D3TaUcFrw7VXO+eWc88s456/mf8cIBgulWj8dHVSWvM7fi/D8r9ETJoqKmfXjBJr14xGwq5daRgW9Qdzy9i14faN5lUjGGHyCryjrJ5qM4sbDb9Sk5By4YP1kWxIaUVEnT8CQ4mcJkxgV3S4MCHlDRmXJBesnlfCiv3/oiYoamxK2CS0CjESFqxflpEkDdlwKyyUqJ/z9hKKJymmnZUJrAPeJynHHAVddlflb/azsNhvbe7Zb3x8AIu0SAuU+IB6HnFYJDms+TLt/zbDX1q0ILnwZo/zTDc/XjYnh+I43sXz01w3PM8bwmyN+g5/s9xND9plqmexZvyc+3vUxknIy5xwpXEFVoCpv119TVFYSSbEpB1AMJEUyXCtBb3DYqBEALRgPajwoR30/qPEgfHPKNw3jebm/HPFUHJOqJ2F8hcPCQwMMu4Jv76T/zS78NlLwbRhBH/tRDHbtooKq6O2lGiCdna5aP2owrcAEbIlQHExADKClrwULNy+0fN+48nHY2buzYOsn7Avbnw8XrJ+ZMyneQIUuaUf7T5mvzD6jIx4nf6O1lWaxNBwLJS4oKtIwISrxOCkeKlFROVj2cZ18coaodLSmsHGbly5Ml2p6Z3+eAiIq3VmZ9MWslNWfWB8sHZPctX48nowal0pZx6i8teUtzJ9inqI0fz4Q7UwgWOEFvv51cNE8g2717tWGvy856yx03PoAehumG+5Xf1kc114RxOm5bcBwzdeuwQnTTzA8J3pEpJQUmiqbsKlrE/xiLuGXZAmnzjy1uEKQasvr2lpX7Z+UkjIQroAYyInDG0pYjdWCRzAkH8RTcZT7iKjsWb8njp589GAdoi3sZrjvA6aF30YKvg0jlGr9qKU80NNDN68s5w+m9QiIp+L2acBpqIpKVIrisObDAJDcGE/FDUpQtmrSWNmI7T3bC7Z+Lj/4cvsNXCAq0SgQ0S3mNKKi+w5hX9i+LPhnn1Ee8quvAkuXak9nx/5lQ+EKZVy5kJ6cSvjMQpIGHbEYxaWoRKWsjK5LveCUSlGpeJWo3B/4KcQxdfSETZyK3bnMBw5SIj74kMgUQARa9fQLgUpUenoGTlEBMpfgKadQkK0+RkXFtsg2NFY25rwHoHNcHUqgYlQAfNIkLUYFoGy17T3bsWDFAsy5b47hcz9raEBs9le1FY0aTxVLxRDyBfPGmAfFIPqSffB6vHh769voSfTgzL3PxOmzTjdM+Jxz+EU/9h69t/NslHLd78UYXS/z5gFrHMS4OES29aOOcV8E+EW/Nv7GU3FUB6ohKRKqg9U4qPGgIT46gh1ReRIAGGMD38VpBEWjVOsnGk0Xw5LlTFWsPIqKwNJExUHBMFVR2X/c/nj+tOdRG6x1JIuOKx+HbZFtRff6sYQL6cnV1cCiRZm/NaJy4onac2XeMkPfohz09tKJ7egwdHS99FL7yfWOd+/A75f8vmTrJyknh5Wisu++FD4A0PndYw8K91EJws6ddHmqROXPlVdR7RobotLSovXAcwSzeY8xBilJdVQA4Lw559mnv1tAJSrt7Rmi8uu3f+36ZKZ+B0kitdQsRqVf6kfIG9K2z/7e42oTqBwdQHt/iM5xGnWhOryx6Q1c8sol2GvUXjmfre8JNvb3dOLjqTiCYv4iiPuM2QdLti1B2BfGS+tewidtn2D2mNk4YPwBBkXFJ/i0IFXHWTW7d+c+N2kSsHmzs/c7gCRLwzpGxQ4BMQCFKwiIAcRTcezfsD9OmHZC/jcOIuyIiocxdg2APRhjv8h+DNYBjsAepWb9VHZuQsP7lPKnjaB5gmk9zIN4Ku6oOzFjTOvv4xW8aLmsBVWBKlx58JU52+kxsWoi1neuL7iEfl64EKNSXQ2cdVZmgteIypzMKrPMV4anVj+FFS0rzHfSm64V0d5uaNJSV2fvZHT0d5DC5IL1k4wNj2DaWAz44Q8zWSc/+AFwwQX0dyxGq/zFi41ERSuPYUNUOjpIqXGKSy4xfz4pZWIvGWNF1ZVQy3aoRKU73o2z9jkrfxxTEeCcMnfa2jJ1VNQx4rWNrxmOP5XKJSo/OT8Bb9gPnpTAfJnFSFNlE9Z3rkckHsHo8Ggk5aRhEaGkL8uqQJWWehxPxeEX86fsN1U1YU37GlQFqtAR69C6sQfEgCF7ZmL1RGzu3gwgE3ibF2ZyToGdt/MhO+tHnfTdxPFPHF/Uoq0n0WNLFv2CHw8e/yCO3eNY3PmNO3HB3Avwr9P+Vcqhug67Ge40ADIAEVTgLfsxgmGAUq2f+XtuQcWEdDUsn4/093yKikdATIo5IypgiCaj2gpO9IgIiAH8/MCf276vOliNrniX+00JLawfSXI+76sWRTKdrWmIUUkPJGXeMvzf+/+HO5bcYb4TlahEo4ZMoXzWTzwVp0J8Llg/Unz4KCr61Fqvl86nSlTefht4+GH6WyUq2nmyISr9/YV1OLYqCidJhjCioqCe49//nm6zLd1bcNwex7mqFnLOISMJSQI+/5wUpewYlZfXvWz4zIkTM9exigk/OBzw+SAzL3yeDBFoqGjA5u7NkLmMulAd/rbyb1jRmiHiakkgtXAjAMsmpNmo8FdgR88OVAWqEBADePpUSqf1C37EU3FNqTlp+kmYWE0dXMaEx2hdfgvCXXfRBedihdoc62cAgmkXbl5oWtE7Hx5e9jBOnXmq5esBMYDpddMxvnw8fnrAT0s5xAGD5dKSc/45gNsYYys55y8P4jGNoAAITCjJ+vnJCduAfQ8EVnEa9Csq8mb9iB4RsVTMkQSuqi8qUSkEjLEBsX5klnvZv/oqKSUHHph/F7NmUZ+X/v6cCvjaf5JyEsdPOx6RRASc89xVuEpUFMWw7M8upJkNtWnYpu7NmFgCUelN9EL01A8LRSUeNycUKlHx+ehcBwImREXvD2VB37uqFChK6U0EBYECVVtbaV9qCwM3q36ualuFdcJniMf/BwBdYvoYFc45IomI4b49+2wTvrt1KyCK6Ao3wsMyF0dDeYPWVbcuWIfOWCd29e7CPmP2AZCxfkaHM36bJEuOYtkq/ZXY2bcTzZXNBpUkIAZQF6qDkFak1KKQABGnnb070VDR4OwEqfjxjwvb3gHM0pN3R00spxIwNjwWu/p2aWqTU3TGOjVyZ4a9Ru+FCn8FTpph0hdimMBJHRWNpDDGXsy3vZlNZPLIbegwgqJQcsG3jg4iJ2qlMROikt3c1y/40Zfsc2z9pJRUUapPMd2T8yItD+ltm3icFlfZK0srBIPAjBmZNjMGopLGMZOPwf3H3Y8jmo/QmjsaoCcq48ZpT+dVVOQ4BI+AJ9c8XRLDOPEfJ8Ln9QwLRcWqRZJKVICMOlKIohKLuUNUAoF0mm9WUGqhqK7O2KiyIrtS/0gPSZHAPUntnKlERR+j0pPoMZAjtUCyBvUm6OrCn7/5ArobM7EoY8JjNKIS9oWxYOUCtPS1aK+rioraxO6tgxuJkDmIZQt5Q2jta0VVoMrQnsMreLHq/A2m2cR7j94bizYvyrtvS7h44fcmewc8mHZMeIzhfLuFPWr3wJjwGBzSdIjr+3YLhd51Tqjr5QDCMLeL1MelBX7uCCxQcsG3VIpKZn796zTo19XlVVQCYkBrVJYPDCynjoMedmqJWn/FNeunowN47DEIflGb29avB554guR9Jz1vPvqI3JpQyJ6oMMYgeASMLR+L1qiJPK16CbJsiPgUxfzWDwNDXEmWZP2U+8px5JZFqOhvgaJgSFMpYzF7RYUxOl0qYeB8YKwfKwSDAPPFKIOlCGUwEqEEk4oKsg13dXXjna3vuNL6Qg/KBpMQjwOzZ2cKvqn3H2Msv3XQ0UGBppKE/oSA6bqyKIwxbdHQFe/CitYVBhKuKioqMbnxh1MdKyqMMXTHu1ETrMmNO+GCKVGZUDnBPrNuEHHggwfmpie7HExbbO2Y4dCrp1QUSlSWOdhmAef8Js75jVYPAMMrUucLjJJ7/UgSDU4HHEAzwZVX5g2mVYmKo6wfVVExOcbKQCUeW/EYdRNG7s2kNu9zzfrZvRvYtg3eoKitOhOJTMVQJ0TljDOI3GQTlexK3SqCYtCcBKjnWJaBK67Qns5XFiSeipOdJuf2ZCoEvzjwF5jc50Et2sE58Nt3flv0vkpFd7d5L55AgAiKINBvJIqFx6i4oaj4fMAzU2vQL/U7ymAxw0svUa2xX/0KqGnoxCdtn7iuqKSUFCBIePppCkbOrqOiWj+2WLAAuOUW4KKLcP/9wDHHGF++a/5dGBseix29OwAYa8qoioqqLHTFuhwrKgCpEo2VjTlEJVvRdQ0uT+D6xVhADODaN67Faxtfc23/Ff4K9CZ782+YxtbIVry77V3XPn8oURBR4Zyf42Cz9xzs54p824zAGUq2fiQJOP/8zIguinmDaf2ivzBFxUIyb6xoxIKVCyArck4FUAAICAEk5IR71k93N9DfD29A0IiK2rU3H1H5zW/otNTX0wpZT1Sy+goaEPQG0dLXYk62zjiD3qxTVBzVUeEyKSolEDjOOcpT3ShHLxTOjeX5BxHr1gGbNpkTilCIsmTKyoA77yQyU0jWj1vWDwMgszhiUnGKSmUlqXCXXEITf129DEmRXFVUVBLCPUn8+990flRFSX//tUXb7MeLZ56hE86YKfn+zqzvYGz5WESTUSy/YHnWMRBhV+/l7ng3FK44Hp+aKpswvmK8KVGx6z+p77ZcEFIpY0GkEqHPTgp6g9jZuxOftn1q847CUOGvcBRMu65jHc57/jzc/cHduOb1azB79GzXjmGoYFeZdipj7BHG2B8YY+MZYy8zxvoYYysYY/vZ7PO6ATjOEVhA8AilrczU5am2w9yy7tkDhegREUlEtNbsdmDM2vrZa/ReWslsM6IS9FJjL9esn0gEiEbhDYkGopJPUXn9dco8aW2lzJDubpoA7Kwf7TuIQZz4jxM1b9+Ahx/OYSX5rB8GhngqjhhPlFbNDEC5EkE5esE5xTcMNnbsAE49lQQ9s/M3bhwRmVAIOOkkixgVm+yNUq2fbBrYL/UbgjkLwd/+BoxJJ8MoXIEkS64qKitaV2D+3+aDMwmRCCkpnKfXHboYlY1dG7HfOJvhe+fOvCetKlCFl894GbPHzEZvolcj4dmKSne8uyA19LRZpyHsC+cQlUQit++TijJvGa5941rHn2HA3LmmVnex0NtQATEAD/MUlaVjBT1RefyTx3NeT6QS2N6zHRe/fDGWbF+C59c+j+5497COPXEKO6r7MIB3AewE8D6AhwDUAbgMwF0Df2gjcIKSrZ+cHeamvWYrKgBFktv1C1HBYB1MO71uOr7a8FVLIhPyhhBPxd2zfrq7gWgUPhPrxy5G5dxzqfvt5s3k/b/ySjpzI729LVFJT2wPL38490UT+URv/VxpLDWjdZNOpBLo58kSiQpDWI6gAj0AZ3k745aKgw/OPdzly+lhNS82NBBRUesQ6nv9GKwfi6yfnp5METk3UGyMCgBDCXmZu6+oaNapR0Jvr3Fhod5fKgGYUDnBeke9vXk7gFcFqrS4hz+89wetrkm2ohJJRPDMZ884/g5n7XOWVkJfj0jEOnW8sbIRu/qsexDZ4sQT6WZrcSdAVd8ywy/4NfXTLahJDJe+cimue+M6Q9AxALy+6XX8+KUf4/7j7sctR9yCn3/153jx9BcdjdPDHXZEJcw5/0u6e3KMc/4k5zyebkpoV8FnOmNspcnjE8bYSncPfwQlWT8PPQR8miVNmhAVM4+4o78DtUEHRIVZWz/q69m9SFQExSBiqZi71k80Cn9ZYYrKxInkzvT00HmorzcSinyKCmARA2KirasTcCwG/PGPuW9hjBSVfp4sqceNogDM7yXrR8GAWz/Llxvq2gHIVHu9wCIHUBBo3sxLVCwUldJjG7jhVjjv+fOKjlHRQ1ZkpJRUaZZtFtT7h3sk9PQYFQj1/lLJqGU6L+cUFJRPUfEbWYPMZfD0udIrKgpXsKptVUHfw4qoVFpk5H5r6rcwqaqExpT/+Q95jyXi+GnH48hJR2p/M8Yws35myfvVgzGGlr4WrO9ajwPGH4BPdxvH7tW7V2PBSQvQWNmIE6afgB9+5YelNRVUFFetsVJgd6foZ6ts/cpOK9sE4DiTx7Hpf0eQja4u4MYbi3prSVk/CxcCH36YtUNPztL3xz/OlV47Yh2OmLq6krNbPVr52IUqKnm36+4GBAG+oGBJVG6+mawIPQ45hDidfj7UWzR2RCXkDaHcV46DGw/OPljT7dX9bt0KNDfnvu5hHiTkBKJKwpaoqCTACpIEyOEqVKNrUKwfNYNnw4bM2NfVRarJXrnV2DX09WXiTFIpWuw7JSolH3OAGRoSru9cX7SioofMZdetH/X+UhgRFVEEfpqu3aUuFBJyAoc1H4ZKv8Wsn0yT3zxEpTpojHxWlYRsRaUYmBGV7m5rRaXcX46AGICsyMV1U5440ZVS+nPGzMGUmimG5z658JOS95uNXX27cO6cc/Gn+X/Cv9f+W3tekiVs6d6CCr+LEuKGDRQcNgxgR1RUZeQTGFWSTwBMs3lfknO+xerh7uH/l2DRolzC4BAlWT9qt2TDDnMVlVtvzR27nBZxU60fu9WjFVEpJEYlmoziz0v/bL2BWjDF6zVVVCSJ/v/AA5kSJ3r4/XSq1NW9vjBbPutH9Ig4atJRxhesupmmlZqurtxMGMaYFqPSn4eo1NRYvgSAvi8vr0AFegaVqLz3XmZe6O4momI3L6pl2dVjVgvsDQpRCXLD7RH0Bh0FkOeDrMhIyklXrR/1/uFMQn8/XZ/qHCNzGQIjReU7M79jna6qXvh5rJ8z9jpD+//M+pnY0bsDAVQaFBWzLD4nED1izrVop6gA6eKKfz8eJ//zZPz05QIrq06YAGwZmGlpINKCt0W2YVz5ONSF6gx1Wp5Y9QQWbVnk7of19hY9L7kNO6IyAxklRP2/+veeNu9b7NrRfRkwaRJ1D2tMdzN98smC3j533NziJeTa2txZ2SSY1gyXHXiZo49wUvDNyhoqxPpJyAl0x7utN/jNb4DHHwdSKQNRSSSMWT9qSqfxO9B8+PnnGZWjEOtn1qhZeY9fhcdDMTArVpivItUYFZmhpBiVZBLw+tItI7m71s/f/577XChE51mS6Jw/8gj9O3q0dWo3APzrX6RoAcbfxknWT6nw+YkwMg9df0dOPNKVyUeLUXE5PRkg6wcwXsOJVAJ+0Y+knLSvaRKLUafhPIrKnLGZnlb3HXsf3t/+PsowWiOVokdEVcBCAskDgQnYd+y+hufsFBWACswt3bkUXbEu/H2VycVnh0AAuO++IW8h7kQ1ZmD4xpRvYM4YY+dqWZGxbNcy9xWc3t7chewQwXKIsFNF7JQRzvlPAIAx5meMnc4Yu4Yx9iv1MRBf4guNTZvIa6hN2yinWvdkMMPx044vfvA0G5Ac9pD53TG/c/QR+Qq+CUyApEimr88dNxfHTD7G0U0syZL9ZOv3A2vX5hAVtRBnMgn89a/mX5/zXKLi1PoJeoN46+y38h6/CsZofNi0yby2iBqj4vMFSkpPlpJcm8zcVlT+85/c51RFRSUqmzfTua6rs99XOJxZ4OuJipMS+qXC72Po6AAEgS6IBSctwNxxc0ver6ykrZ+0ouJGsLgatKkwuqD1wbRqv53eZK992wtJoujjAlKlynxluOmtmxBAlcH6ybaHnCLoDeLts982PJdPUTlg/AHoinVhWcsynDbrtMI/9OabyeYYImzs2ohDHjkEV792NXb07LDd9vajb9cIrugRIckSFm9bjKMnH+3+gfX2UqpadnDZEMC9aK5cPAfgBAApAFHdYwTZyC79OlgwGyBLbHaXDbuCbwBVsUzKSVOiMnvMbJyx1xmOrB9Jkew7qXo8wD//SUQlZIxRUe2EDz6wrmNSrKJSDI47jrJEs4mKlvUjJ0q2IL75j0Xw+j1oaIDrikp2bCLnGaKSSmUEkD32yE9U9DAlKgOpqPjSqdMi/dBuKSB6RaU30Yu595dOftR7ROa5ikpSTsIv+LE1shXT6mxc+2SSFN4CiIpq8XgR1KwfgQmoDhRHVMwQjWYsVzPMmzAPL3z3BTRXNRf3uVOmULvpIcLrG1+H1+PFrYtvxdqOtabbmJHZ8RXjce0b1+KGRTfg6EkDQFT6+sgayxfwNggYSKIynnP+Hc757Zzz36uPAfy8LyZs0isHHGbNbUyCaUtBPkVF9IhIpBLWWUFgjqwfSZbsVYG+PuCUUwBZRiBstH78/kzTuY4OY+iHOj74/dQVvr4+fdwOFZVicNRR5AaaKSpqk0c7Cd/JAr1x8y6wqkocdSTxUrfSk2MxqjejIhIBvvKVXEUFAM48kyq1OoUpUbGwKmXZ3lJyAp+PCs7Bk3IlNkWFXlHpS/Zhe892V/YJAPEk3QNmisrr33/dvvhXMgn87GcFdWDce/TeOLjxYIgIaooKYww1wTxBUgUi3/319Slfx/S66fYbWWH8eLq5BwnZC68dvTsQEAM4bo/jLFsCpJRUToXfqbVT8c7Wd/D69193XP23IPT2fimIyruMMZt4/hEglSJtO7uF7WB1iTPLxzUb+J94omj5L196stfjRUK2JipOuyfnVVRUAz2VMhAVtRejOrBHo0aeFo9TfIXKJ9UB02kwrYpC5P1gkFKhs+eLjd0b8c7WdyjWwGZgsquUq31GXxxCTSV4IAhvXILMZVcK67W2Gi8rWQZWr6bg3mjUSFQAuvydQiMqnOet4GtVlr8Q+HxUTTYly7jliFtK25kOekVFUiRHXcjzQf3t+pMSQqGsGJW0Ahf2he1tYkkquE00Ywz1ZfUGRQXI1A+679j7CtpfKZhYZd0h2BZjx5KEOQhYs3sNfvnGLw3Pcc5RFajCWfucZVllV+2arse8CfPw4ukvDlwvn0gEaGqi7NBVhaWZuw27yrSflFgPZR6Ajxhjn4/UUbFAIkGjqdp5Dcjf7GWgYWb9LF5MfXKKgF3BN8De+gEydVbyQZLzEBUVqRQCZUIOUQEy8nIqlRG5urookM/vNwpQhVo/HubRvschC94iHwkwTUvXdw3W44lPnsDWyNa8WVR2vYe0z+hPQKyrglIWhi+RhKzIOQWkikFLi9HOUYnJfvsBy5bR35s3F5eNrxEVxoxExYQEdnTkz3zKB78fOP54YMZMdzsd6+uoVAeqUe4rL32f6RiVoN+DAw7IVVT8ol3pqzTi8YKJCkAB43pFBaDiZPFr4zhv3/MK3l+xuHj/iyF4hMKvY6+Xuo3ec8+AKivnP38+Xlz7IlJKCi+ufVF7njGGCn8FmiqbcMkrl5i+N56KIyDmZmOVpFx1deXW0dKP/aqi8umnJPEOIeyGM7XuSbH1UOYDmArgmALf9+VBPE6zYDxOg60s003jpDveQMGMqOzcmVtcxOnu0nVUBtz6UfIE06qQZQh+UTvFiQSNzYylZX7aRIttVjMOsif+Qg5dVHYAACAASURBVK2fulAd2vvpAxrW7AA++4xeMPE+AgFzonLunHOd1aVR8hOVQCIJb10leDAEb0KCwhVXFJWWlkypeCBzKc+cSedLkuirz5tX+L5VoqKWhtf4vMnJ7+zM/IbFIhgEnnsO8AjmvaiKhVZCnwmoDdWi3F86UVF/uz2miLjmGmPwqWr92OLjj6mDulWtehsExWCOohIQA/CLfleL2uXDjPoZqPRX5m+8aIaWFhqHr7jC1YWiXknd3rsdf/3kr7j1qFvx/vb3DdtUBarQWNmodaPeFtmmvb6+cz264l2mRKUkbN4MLF0K3H8/qSYAcNNNRuJfXZ05N0MI17N+GGMf271fv02xYIzVMMaeZYxFGWNbGGOn53/XMMKKFcCzz9IsWVGRuQimTqVZZrgpKj09RROVvMG0blk/ThWV9Cx+882ZP9XqpYEA8NWvZlKWOQduu808NVKvqGzdmp+oNFY2aoNPf2Uow4pMYKWoXDnvSq0Xim1dGgfWT0d5OXzN44BQGXwJsn7cKPe9eTOpxSrUc3TssfSvJFH36XvvLXzfpjEqwIApKiryEcNCobd+aoO17igqaRVBYAKOOoqGEgB4ad1LeODjB+zTkgFaNZeXF6eoeIPwIpSjqAwFqgJV6I53Y83uNYW98ZRTgF/8gppKLV9OfuWSJTROl4iNXRvx1OqncGjToTh60tFUD4kZu8LfcNgNhpTuW9+5Vfv/C5+/gJ5Ej/tEpa+P5p5336UI+FSKxiXVm5UkGvxaW4cvUWGMbWKMbdQ99H/b5XLNsLCM9AXjCoj1N8XdAJIARgM4A8CfGWPu1iseSCxeDPzud/Tj9/YCo0bRzNLaOviKyvvvG/82C6atqio6nz5fMK1q/VgViHJs/Sh5gmnVmXvRIqCsDN/6lvlm115LP0NDA92vjz2WiXXQnyq9onLPPVnEwGTibK5qxnvb38Pu6G60Th4NPPig5aFaZdyKHlGr3GlnRThRVJZOmgT/3tPAgyH44u4oKi0tlAFeV5c5N/E4pX2rUBUVPZlxCkkCvIKiWT8tLcAnFqUjzArmFQur7t6l7E9VVPZv2B/NVc0l71P97bKvi01dm7Cpe1P+OIZ4nC6aIohKyBuCmKWoOLKaHKKQkL3qYDW6493Y8x67Ul8muPxy+nf2bOpdMWcOcNBBwMrSohUYY9jRswPPrHkGc8fNxR3H3AGA+i1t69mm3csBMaCpXolUAhu6MlNsb7IXz6551v2ePdEoDXLqCqCxkZ6LxcgCe+edDFEZoMw6p7AbzuYC2E/32B/A70Fdz5fbvG86zC0jvXV0ULEHzBgrA3AKgF9yzvs45+8AeB7A94rd56Cjs5M8hXicbobvpQ/d66Xl9GASlf33N/5tFkybHaBRAPIVfBM9on2MSgFZP7aKijrafeUrgCBgrkVGqChSocopUzJ2dXl6was/VXrroa9PR1Q8HlqhZEkis0bNwsUvX4yHlj0EWRSAffaxPNSyMuCYY+j/J5+s+0w9UbFZ4SeT+YmKoqSzUENk/bgRo/Lcc9QRORjMEK0bbjC6CakUjXuFBNGq4EkJXo8M7hEgCBTm89575tsmEnkLrDpGihuv31LrnugVlTlj56A+VF/qIWpqWLZy4rjbcyxGF3URRGVa7TSICBgUFddX/w5R6a/UCj/+6MUfFb6DpiYKpvrHP6iTZltbyeNxT6IH6zvXG3qjHdx4MB5a9hBa+1oxJpzxSu+afxc6Yh3YEsmYFrIi44DxB5h3QS5G6di4kb5TNJopy805fVeVqKxYAdx+O80H8fjwVVQ45x2c8w4AXSBysRDAgQC+xTk/xeZ9tpZR+lFKxNIeAFKcc33C+QoAXxxFpauLetDH48ARR5DfANCIHggMvxiVfCkWNmBwkPVjE6NSSNaPqaKybl2GCOqPi5mv1AQBeO014BvfIMIyfz5VTzXbzpKovPMODE1i0t/jsZMeI9k3T7RrWRkV0QWMyrPABI2o2Fk/v/61s9RcxujDfC7FqNTUALfcQkqGmqKc3ck3FAJefbW4/a/oaIAXEhQmoKqKxlsrR1KSSitNpHBFU/lkRXbX+skq+OZG1oaVouKYfKp194uIUTl333PhgWBUVFyyfpyog3qU+cq03kMvrXup8A/0++lcHHQQDRAvvEABVlYTdSwGbNtm/loakUQEG7s2GvrwzKifgcnVk3Hb4tvQWNGoPd9U1YSHlj2ELd1bsDWyVXv++GnH57YsUUs7F4rbbqN4pCVLMorKa69RXQSVqGzaBEyenPmc4UpUGGNextgFAFYD+BqAEznnZ3LOVw/a0ZkjjNwmiREABqOXMfZDxthSxtjS3UVmrAwYurvpZshe9oni8CMqaoBvsUSF5bd+7GJU1EqsALCqbRUSKXMJ0lJR2bDBNGNJXydMT1gEgXhkYyMRlZ//3DzWQW/9GAZTj8fyxj5z7zPRGesEU5wVXrnkEnpon+lQUenvL2BwDwbRuGyzKzEqySRdKqNHAz/4QaaPkn7uY4y4ec57HdRxqeTd8CoJcI+AcJh+ViuikkoVNedqiCajWtqwzI3WT6nEYiBK6KuEJNui6kn0WAfS6lXSRIJ+nCIUFRV6/n3+V84vej96qHWOnCLsC6Mv2QcAxTeQbG4mtt3TQ5P29deTB2yGhQutXwMt1K5+/Wp0xDpyGgZ+b/b3ICsyJlRO0J47dg8K5oqlYrjnw3vsj3P58kwwkhOov/fmzaSedHbSDSoINNjNmkUxKr29wFVXZdL31Bt5CGE3nG0CcDWAewG8BGBvxtjJ6mNQjs4cfQCyW0RWADAkoHPO/8I5n8s5n1tfX7q06irUtI543HgX+nz02mAF0zqpTNvbSz5lCYpKvmDafNbPEY8dgadXP41rXr8G//rsX6bbWWb97NpFKRAh46AVCABvmVS2VwmIxwOce6515dTs02RQVNTf1gQ+wecsfxh02vXZG3qiYqeoJBJ5dq8oUNLHm5gwFZ71PZCV0uuoqFb3qFHkfrW3G4mKlYrVFm3DfUvz19tIQYRXjkNJX0vNzeYNJIHSiz33JHq0iSVfTFChyFZU3IDCFSz6waIcUtKX7EPv1RYn6e67MyReUYqqo2I4Bh1hdyPuBshUjnYKPVEpOk5m333pou3qAvbeGzj8cOu05Y8+Arq7IUjm42OZr0xTRsw6G985/07sWW+Mp7nukOvw0Q8/QlWgCre+cyve2mrRgqO/P+NLO8Fl6f5satjB9u10o777LjH+yZOJsKxdS8qKOqglk/T3G284/yyXYTecvQaye2bDPM5kqLAWgMgY01PJ2QA+tdh++KG2FvjOd2hCUxUVxmhkHcwYFbOVYXYwbSJBXkQJikop6cmqnfNJ2yeoD9WjN2k+6Eqyeb8gtLTQec3KVQ0EgBNOICtWfxpUl0vlNZMmWX+33/42839tH3k8XYb81o8VVKIiKRJEj2hpieXN+kmlIKc/3xMOYV2oBie9tbvkGBWVqEydSqd7924jUbEqERSTYkjI+YP1UsyrKSoAzSEVFTD9sqVaP3qi4nowLZfBwd0lP1w2VU4UrtDzZtejmvWhQpXEioSTbLNCoZYPcIqwL6ylJxcdJ/O7dB+zt96i6PpRo4h1X345kQM9kknghRdwwNPmwVIz62firvl3oaG8wZQ4iR7RVKHbd+y+iEkxbOjcYN1sNZmkgcrpfLFsGXDppfQjnXkmlZ14+236t6uLaqZ0dtKgqF/FJRK0Inj7bet9DzAs7z7O+VmDeByOwTmPMsaeAXATY+w8APuAegoVHaA76PB4iL329FB6CUB3o9oUZSitn+xgWkWhYytS5dHqftgUfLOzfnoSPTh1JjVqDHlDiEnmFXIlRTKv1ppIEPPIGu0CAeDoo8manT07s9JXg2SPPx6466487eV1yrlBUcnj6bIia+6LHhFejxeSIsEn+MC5Yporla98/G2LfoOq9Pnec0+guQlQ2uKuWD8+H1llTz9NRCUWy8x94bB5VnY8Fbe09PQorxbBUglNUfn1r6kv0ro6AVOzJJRSrZ8cRcXlGBUArtYYUbhieo9pk2BdHRETPTo6gMMOozgugG4Cl6wft1Co9VPmLcMHOz5AdaC6+DgZtV7BpEmZlcodd1BMx/vvk8KigjHgwgsR6TCfxOdPnQ8A+NHcIgJ7QSrM1BoLeyeZJNm1v984UHV3U1bhN78JzJhBqdYrVlDs3MyZpJg8/TTwl79kFqCJBO1LkoiQ/PKXuZ81hPOSJVFhjP3C7o2c8z+4fziOcRGAhwC0AegAcCHn/IujqADEhDs7M4pKfz8tD92OUcnX0Ssb2YqKOskPYDCtnfUTiUdQ4aMJI+gNol/qN91OkiXrWhGXXZYzAAeDdKqzx2593PCPf2zxpUxgICrxuG06H+MoSVGJpWLwCT4oXDGVRPMFIP560U24zWNsYuaTSg+m1dc5qayk+U+vqITDuecboBLvTmJUmCgC8TiUtLohCJSevLQ+gKnxuCGVyE3rR+YuV6blmZonxSIpJ9GT6EFdiLxJq3tMU92iUWNlwkgEuPNO+r863hSZ9aNiIBSVQq0fr+DFk6ufxMGNB7vanwmhEDB3Lk3uKlG58UayQx56CJ5H37R9ezHXD2MMlYFK6x5GkkQ3mp6oJBKUAXDCCcAf/kAkJZGg4kUASZ0ffUQxONnK+ZQpwEMPUT2B7JQ5SRqeRAXAHaA05JcBJACLQhdDAM55J4ATh/o4igbndOG3tWUuiOXLKXU2uyteqWhspKh0p2QlO8OnVKKSp+BbPusnkoigMlAJzjkCYkALrM2GpaICwCwXWRQzDQbpOOnfYhOccoiKXfBZoakM6q6ZB17Bi5SSgl/0Q+HmA0e+3YsKNOtHhS9ZenqynqiUl2ecBZUwlJebx5TEU3FnTRG9XiAe16wfgG6jcH26Qp6OqJTalHCv0Xtp1oGjyq4FwCpDpxB81v4Z3tz8Ji4+4GJtn/p7LJqMGoNJy8ro5Fek4yT0jEKdgARhWCoqhR5S6pcp3PTmTfi45WNwzt3rhVNZSSq4Cs4pPY9ziBYxKqWCc45z9z3X/EVVUVFLIdx6K1WfvPxyqmsQjdLfH31E2wSDZPNMnEjHXltLc1BZGZ3oMWOAs8+m7B89zjpryBUVu8tqDoD/B+BbAJoALAZwE+f8Rs55EZ06RmBAMGhUVB54gC4utxWVZLKwikn6dBagZKLiYR5IikX8CPJbPz+a+yNcd8h12r6saqrYKiomOPlksnYWLKC/s60fp1Df55SoeAUvFFkuaunJGENADCClUDdfxeJcOCEqStYG/mIUlaw8Y30sZjhM49uuXUbyYtaINZFypqhAFIFExvoBqHic4jcv5VvK/DQmPEarFNqb6HWleqyKbOuHc45LX7m0oPO/vnM9Fm1ZpO0rO7Pu6AVHY1nLsswb6uqMKVJ6e1evqAzDGJVCFBWACKBf9GNseCw6Y8UVqnSMCRMAnw9CaoCICri1RZhMZhQVgFYGzz1HqccAEZAZMyge5fzzKcxAjdVjjBaxAKXp6ecc9XkVDz885IqKXR2VFZzzqzjn+wB4EBQHspoxdvygHd1/KxijpWBXV4aojB6d8SPcvCDMCrjl214/U6sxKqUQFdk6FTOf9VPhr0BVoCqn5HQ2JMWCqFi8h7FMTFmxOP/8zGlxGqPiF/yQ5VTRS8+AGIAkS/ALfsuJzY4HKVwxV1RSSmExKp2dwLe/bXhKH4upL+imPnfoocB9Jsk98VTcUTCtSlT0igpjQEq0KOXrEnqTvYZ+PK9ufBWvbXyt6P2Znee7P7zbUi00w9bIVkyunqwFm2fHqHTHu43BpNkM3Iyo+P2Z+IwiYKeoOFkrcZ4bw1So9aPCJ/gwpWYKtvXY1zgpGKNG0eqG88w59PshJIeg7YkkUUrxNdfQ36JImTxW6vneewNf+1rmbzU+sqYmf/foRGJIW7vkHS0ZY/UgdWUvANtBcSEjKBVqjEp2erLPVxixyAezAm52sFJUSrhI7VYF+awfPewkXEm2sX7yQF94t5AgzHHjMu8zEBVZzs0OUD9L9EMpgKhkp/Sqiopf9EOxsGoUBZif+BelGmYhnoojLARyiEpAguX+TLF6NQXmmRwvkOHfixZlFnHhsHkWldMYFTNFBQAkX1lO8EuJxWMNyFZUrj/0eutMDAfItth29+9GY2WjFlC8qWtTXnWlJ9GD2mCtlpKfHaOSc89le5pmRCXosIqtBUpVVN56i1ru6FGM9QMQUZlaMxVbui3b0hWHAw8Evv99YlTqReb3D5j1Y4tkkmxtfZVrux+gthbYY4/M30cfTcSrrAwYO9b+s4arosIYO4cx9h8AT4LiU07lnB/NObcoWj0Cx1BjVLq6jHeh1+s+UWGsNEWlROsHoNVesdaPU1gqKg4QCmV+Bn2chRPkEBVBoJveou6CX/BDkSXHI3o2z9RbP7Iim87IigKU8x58+5Fv5rzWL/VDVIAkMw46ogLIUgFtEnbuJKZmAfXrHXqosZuyGRxbPyYxKgDQWz4u/4qwBOgDawGgobyhpMDjbEUlnopjdNloTVU6/NHDsalrk/0+FBlBb1A7b9kxKuoCgFkFXykKcM459H+XiIpdMpuTyz0ezyUlxVg/AHDkxCNx1KSjjPaXG5g7F3jlFeo4PH48PTdA1g/n3L4qtyphFhtY993vUgaQEybo9w9PogLgAQDjQIXUvg7gAcbY8+pjUI7uvxWq9RONGlfWKlEpgRTkwA1FRRRLWqJ6mMcyUFO1fkoNeCtFUQkGM2N0IABMtwiyN4Op9WPW2DENv+iHrDhXVOyIiuL3mWYXyTIgMAVr2nKLSMekGJLJOD4T/pN5knOICsALGYhaW/OW737mGWe7iqfi9g0lVaQVFZkJhokvUkEB43PmZJ5zM1Yi2/oRPWJJgcfZ7w2KQdQEazTrpzpYjY5YR17VRk1VBzIxKurE5vV40dLXomUFmRIV9aL/4AP6N1RkJdc0YrHSdiHLuc6TmvJeKGaOmmn4zVzFkUfSWH3ccfS3KMIju7i41MF2XFRPTm0txR8VM0b7fM5WZuXlw5aoHA7gYlD2zx2ghoT6xwhKQTCYaw+MHk0pYkNp/ZjFqJTgWwPARXMvsixnna8poR52q4uUkipJUVHH7L33tq2InYMcohKJUIqfBREhRSVVtKKixqYITIBcETZmIaShKIDIZHhMTlcsFYOoAF9lVxmeFxVg4+7PHR0TAPCODqzh9i7wSSc521dfsg8BwUFxrjRRSUgCNm/OPB0NjwZaW7Fc1yrVTevn6VOfNmT9CB7BvgFmHmQrKkFvELWhWiRSCShcQVWgCm9segPHLDjGch+MMfgEn2b9qDEq6sTmFbxY3rIc02qnpQ/ahKio/tz992eKTZaAvr7imk3qD0k/1Fx9NWXKlnhY7kMQKLNGVRStSi4PNNTo9XnzqCBUMVAXx/kwXIkK5/xNzvmbAN4H1SrpAPC+7vkRlIKKitxczYYGalDolqKi3vmFEJXsCbTUPE8Alx50KRoqGkxfc8v6MYXD5ZieqBQKfb8fAJloQIuBK+QNkVxfJFEJikHNSkuFy4gYAfRd0zO1opCiYkZU4qk4RAXwe3S9ARiDqACPL3PO0Hb37MJrm90pqS16RIyvGO9gQyIqRxwt4P33M08r8ODTT0vsaKzIuOCFC0xfO36aMX9AYEJJxfHMFJXaYC0ScgJdsS40VzWjX+q3JUOyIsMreDXrJztGxevxYvG2xTiw8cD0QdsoKlu3GmXFIlEqUclWVHp7gQ8/zB8+kQ9t0f/SsErV+pk9G1izprh9CIKzNuPDlagwxkTG2O2gANpHATwGYBtj7HbGWAk1H0cAgFLAPv449/kSOhXnIB6nWbgUhcZMj3UR+bonq2DFlPHp7XXUC6OUMVo9tdpP1tEB3Huv5fYNFQ2WbQDMYGb9qOXX5XCIFBU1XeL557Vj8jAFgsnPnpSTEBWAeYwKl5czKEkHmTdpdCcimBUJmJeaLRCWdSKykY5RGTdBxJIlmac5B556KvN/oHDrpy/Zh6m1zhq8CR6hNOvHRFGpCdYgkUpgd/9uTKmegta+VgS95hdlb6IXrdFWg/WTHaPiFbyIStFMddbscUVfhXbLFpqsXLB+nMx5VlCz1Xbvpv/X1FBP0azuFwVj9B1FdBgeaDzySN5NIokIehN5xgo1fbHI2kxgzFmNrfLyYZv18zsANQAmcs6/wjnfF8BkAFUgK2gEpcKsWWKhCogdYjG6CIczURHs05NV+EV/3oDLHD/XYVVeNxQVbQ7o7aWaFRYzZWNFI3riuXaNFbKJyrwJ8zRFRS5PKyrTp+OBt+9E5/Z12rGISOUqKq2tlCquAMxj/MJehVn77K2tOU/FlCRmrYvA4LeUAEcxSunKtEwUDBXDVYu9rpajTV08FyjF9yX7TJvGmR6GRxwwRWV3dDcm10xGW39bTq+afqkf3fFu9CR6MHfcXIP1k11HxevxIibFMinLZoqKGqWaSLiiqBTZGcJwSIJAiShvvklz49VXu1+bZVjgoYcy/7e4VqsD1VjbudZ6H/r36Yv5FQqnRGUA54F8sJsdjgVwPudco3Sc8x4AFwLITScYgTuwCcQsGMkkLXFKISouxKjYQfSIjqwfv+AvqM4EABqAHSzxmpuNWXuFQJYpeULrsvzggxScYTH41JfV49t7ftv0NTNkE5Xjph0Hzin1VCoLUmDf2rVYtuEdLF31Knb17qLFlRBHSPDjbyv/BlmRsWTbEuC226ihoQIwlkVUOEOZxyK94o7cdUlciqGsXwJ27HD8Xexgm92gIm39ZF+P5eXAqFEMi+P7Yu0HFIC670f3A5vsM2f0iEpRhH3OfAuBlRajkp0xtO/YfTG+YjwSqQRao62YWDURHf0dOb1qFm5aiMc/eRxRKYoyb5lG8nf07MDO3p1aHA3nPDf2y6yOit4WDQZLVlRKhSwTMWlsJHFw//2BW24Z0kMaGHBOvXfUIoVXXUXNU7Nw/WHX44XvvuBsn1VVeYPbLeHErxs3rngi5ALsZgfOTUYPzrkMWJTEHEHpcFNRSaVo1VSqouJ2XWwdnFo/RQUwxuOOiEpTEwXRFgNFob5uWgplKGR7vjzMg4nVEx3vP5uoMDCyfpiAxNhRdAzMg+Ub3oXQ1Y31nevTKnASQebDBzs+QCQRwVOrnwJaWiDJaaLiMa6iRM4QZv7Ml9KjvZ3KcK9YoT0VT8URiiYHNC04BxZE5ZJLgGlfG4Wm+OfY8iFJKrWd68zr9VugL9nnnKiUaP1k49DmQ1EXqkNUiuKHL/wQjZWN6Ip3Gbrt/uSln+DYJ47Fu9vexebuzSjzlWnWz6LNizChcgLqy+rhYR4oXIFX8BozqewUFYDuk4nOr0szlKp8yDLNhTfeSDVVGszD2gpCUBxukbig63KvvYBVq4i0vP02sHGj8/eb2UY33QScfnpxx3Pttfm3OfZYaqTrZqJHAbCbHVYzxr6f/SRj7EwAnw3cIf2XI9/K0U1FRY0KL2V/A2z9qAQkH1Gp8Fcgkog4W3mriMeLK8JQACx5nEt6dQ5RSe/XwzyQaquA+nokxDKEk4CSTGBT9yY6JpaEj4noTnSjo78D4fVbgFWrICkSBA4wnXoysa0NE7ZGUKYSlewBqaMDePZZLQYGnGutDLhJ6Xo38OjyR3OfTFs/Ztcjm9CIqK8a3/oTlQ+v6t5E1p9DFERUSgymNbO5AmIAf3zvj+iKd6E+VI94Kq5ZP0u2LcF/1v8H+43bD3cccwduWHQDwr6wZv0k5ASOmnSUdmwKV4jEyAUQlWAQuOiior+TG1DDLM4+m5pN2pTpcYzKgE37cxfBOJzbjfvtR0Tl+eepD9vBB2c6WNvh4Ydp8Xn22SUdaw6cKmnLlwMnDk2LPbvZ4ccAfswYW8QY+3368SaAn4LsnxEUg3xGrtuKSqnWzwATFSDXXzfDjLoZ2NW3y7KUvmkPIIfWTykY6NNjlV2urpxx222ICUGUJQFfeRU6Y53pAV/CfY/3oDvejaU7l6L50x3AJ58gKSexZyyM3opMP4/GdA+YENJWQEeHsdJre7vROojHkfJ78fq5R+B/3/vfAfneb299O/dJQSDybXLCA3s0Yrt/Mqq7NwMAQrFOy+rAZhhKRQWguh/fmPwNzKibQZlwqYRGVD7c+SFuP/p2nDzjZIwJj0FKSRmsn3gqrtlEHuaBzGWjosK5M0VliKG/l264wR0nSv2dClrgFIHI6Eoqnqa31/7yF+quDBDzevddqmo7aRLJgLIMXHABdTu+8ELz1uJ63Hsv9dcKhYYmHdqq/fkgwC49eQfn/AAANwHYnH7cxDnfn3PujjH9ZcGf/5z5fz6iUoiisnmzfcqYJJVeUXAQiIoac2GH/Rv2x4vffREhbwixlMNV/CAoKpYhPC4NJHZEReYyEA4j5vFjDAvjkFnfRCQeSacnJzGuW0Y8FccvF/4SgQipC1IqiRsbv4fOminavqrTg08ZSxOVigpjfZaODopYVa+jWAyST8QTx09Ev+ScDNghm4Du6tuVu5EgUNyVyQkfe/BkvH7ozXj7oCvR2gpEESpIUcnpNmwD0SOWFKNitc8r512JZ7/zLACqd6PWlumOd2OfMftoNVHUz1etHz2pETwmioos032QTVREkQK0gEyV1SGE/l5y4kY4QV+Sru1SFDAn2DVlDHD33dQzQkVbW6Zx52OP0Zc64ghSuadNo86oEycCBxxAOdjZRCcbY8ZQGlRzs8GGHTRMmgRDFPsgIm/wAef8Dc75n9KP1wfjoP4r0NubCebTS6rFKio7d5JCcN99mYv5l78EFi603pdq/dx8c+HHr6LYtLdCPsKmxL4Kxhj8oh9hX1gbfPLi448HRVEZyNNjRVTUCWnlxjCingCqZC9YeQUgy5qigv/P3nnHSVHf//81Zfvt9Ts6HBwdBAREUBSJCgoYWT1DegAAIABJREFUFUVsP3uJXxVTNBFbYowlMXajxq8m6lcjSuwNsSQ2FAUVlS795Hq/7bszvz/eOztbZndn+x18no8HD253p3xmdnY+r3lXAHajHfu798PSSYJCcjogyBwkXlT3ERQIR/SbTm/Y7ZFCJdqi4nTCZxLx1va3MKlf6sE9WimXZtEcESxd352aUKk5xI5fvToHAdGEfz3QjN2egSlZVJw+p26hkqnrBwAWjlqo+f6YShIjbr8bVoMVi19YDEmWMKJsBE4dRxX0/nnyPzGl/5QI148Sz8JzPDx+D6wGq2pR8fnodxAtVHieAkGqqjKOT3nhBeDFFzPaRE5+S+dNPg9Xz7haX4uGDGgaXk3n8Pzzyerg8dD92Wik9O+//pWKsl1wAXU4Bqgc/yOPUNbN229TYM6vfx1/JyUl5Cr67W/phOebefNUYZtncjsDHcy8+SaFsEc/WadrUXnzTeDHH6nctZJpYTTShRsPJZhWKQqWDnmwqOgRKgpFxiJ8tFtnvcHf/a5wrp9gzY9M442SuX7e+W4Q6sVyVMEGDBqEnr1urF1LFhUAsBltcPld8HASMH480N0NgRciLsvFv6Gb4+EVQdFRXEzipLsbeOIJun6UisU+H7BtG/wmKtGeaplyh9eBIfcNiXm/wlKBFmcLHl//OIA4FhWejytUFKqaN+HqvwzBgt9OTMmi4vK79AuVLLh+3jz7zYSfG3gDyixleGXLKzFuizGVY2A32TGxeiJ+Nvxn8Pg9oYwfgRMw79l5KDYVqxYVr5diULSEitlMfalEEZmwd296Nce8YfohF7eaAfYBGF46POdCJWAUgV/9ih5K//EPqhYLkGCZMIFOTqKDGz2a7vFbE1SHLi6mE92vn9qqI5/Mnl2wzB8mVHJFRwcpYL8/8gJN16LictE2W1oQqh+erOGg4vpJ4ckyBuXukUOfaCpCxWaw4Yx/n5Hc56zcAXPo+uH5uCETZKadPx94Q2d6YYJ9xHX9SAFsNU3CWstInDLoOGDIEAjN5Bbjgk0HiwwUd+ESJODaayG5nOD5yEnJJ3D44WeHqNeJKFI3wXXryC9eUkIHet99ZCV8+mn4TAZ8e/m3AMdhb8cerN78lq7j6fZ2R2SzKFTZqtDoaMRn+z6DLMtod7XHTi6KRSXBpBoQTegoGQr+yFm92qKSjIZrG0JxJ/HS8k2iCZ6AJ6JTMs/xWLd/HUpMJaEmh3EtKhxHAiadZjpRlJamvs62bep8rgwpF89E4fVmcs7/+39kHRk+nLJzdu8ml0+y+gccB7z0EuVkx8NupwfTkhL6DXhzK740KVBRGyZUssWePZHmuM5O+vVGt+NNx6IiyxSM1dFBilYRKsn6+Ciun0wyMxShksMLNCAHdFee7fR0RvwfF6VZXw6fOjiOdKjmLvr1o/rfGT6pxvuKt28j14/TCXh8foiyAaiuhqWbJmcBdGO2GSkN2S9RYLXsckKIEoUyAvj83DnqdXLssXRzXb2aWshXVJB1CKB4ld274S4yY3L/yRA4AR1ffw7zK/r6lPZ4e2A3xlphqm3VuP+L+9Hh7oA34EW5pTzWRZTA9aPw8uJn8fAvNgITU7OoOH1O3amsmTbQ1INRMMIgGGA1WBM2J3zgiwciXiuCpdRcCo8/iVDh+awJ+UBADcfQy/r1FPYQvo1c/FzDWw3knKFDgVWryHVaVUXX4Wmn6TuwkhL6nT3wgPbnJhNZv6qqgHPPBY4+Ortj10MvTE9mpEJ9PfCXv6ivOztJVKQqVLQsKg4HFRJrbyef8r59alfjRBeO4vrJxKKShxgVWZZ13/wPG3gYrp5xNeq66hIv6PMBs2ZlXn87ATwfazALMW4ccPvtmZ17xBcqy64m14/DAQQgg+MEoLwctq5Ii4pFtAByMFDVYoHsdILnI7sPy5AQsIRdJxxHB2Uy0f+Vlar78KOPgF274C4il5pBMKCnvRGyw6UrZrvH2xMST+HUltVi9Y7V2NOxB42ORtSW16LLE1XBN6EJK3gsMiAJBpqY3foLBGbSfTtXGHgD+hf1R7u7Pe4yVoM1IqBZqURbZilLbFGRZdX1kwV6eqhNWSrU10emIOfKy2wUjPq6c2eTLVuAUaOomFsq1SR/9StEdNyMZs8eEkOjRpHFNt/IckEyjphQyRY9PZH2T0VIZMOi0txM/3/9NcUZ+Hw0qRQV5c/1k0PKLeVoc7XpWvaQfofgsmmX4fWtr+P7xu/jL+jzkRm2rCxLo4xFsahonp7aWqpQm8JTvRbxhIooUNaPwwEYjBIg8UBZGaw9bkB0g+f9wTFygLsUIh/sjut2R/SEAQAJAUgWs/Z14vGQ2Gtro/O5fDnkujoESsgqYuAN6Olqxs7Nbl1VRONZVPoV9cONR92I3R278fm+zzFvxLxYoaLDotLSEuxMkaLVIx9WEgW9qbIGwYDaslrs7dwbd5lKayVanGq/JcWiYjMExaDfT9egxRJbmTaLQsXhSD2duLOTcgHOPZfqneXK9WPg82hRUbjxRmDkyNQtqgMHAvffD3z2GXDEEVRrRQn+kWXgzDOz4qpLm7POKohVhQmVbNDdTea+9evVvHllhlE6+Cpfrh6LSrRQaWoiUbJ9OzXCUGJTDIbE6tbvp333cqHy4pIXMX3gdN3Lj6sch/u+uA//+OYfEe9z4NTy5NECMQcoFpW4Biebjdw/Ge5DU6jwquvHYJQAmeINRI8P+G1lyPUj8iKw62eosFYAZjOmPPWOputHMkcJFeUadbuBykq07t9BN6kXXgCMRhjLqSouzGb4W5thCOizXnR7ulFuKdecOJYdvgzXHH4NGh2NGF0xOi2hMmYM1dJKlVzX2QinpKEDeFqjoF0UBt6AaQOmaWe5dXUBGzeiwloRIWQUERpqaPjMM8DVVycOps0S6Rhev/2WkmGefTZ3rh+jYMy/ULn00vTd5WeeSanL48eTP23jRvWz55/PzvjSZfz4gvT8YUIlE7Zupbz2tjZKLXO51IlJqTvh85HIUOzieiwq0TNTczM91TY00P+yrM/1o1hUshGjkkMGFw+OacCWCIEXcOrYU2Ez2iL6pkRkY+RBqCS0qAD0iPnooxll/mhdDg/M/QdEgVw/LhdgMAQAmdq1C14/YHSAD7p+TLwReOdBarhnsWDEVzsgRAXTypAgWTWEiiQBHg/kigps2baG0hPPOANN9/wR5grqKyIX2YDmFog+d8JJZlPzJgBkUTGJJuo9FAXHceA4Dl2eLgwpGZKW62fZMmpp0JsZvPkn4K3kwccGwYAqWxW+u+K72A+//BJobsbcmrl44AQ1pkGxqITibcrL6QEnxzEqO3akv+6DD1LoU05dP/kKps0Gzz8PfPEFlcT/6is1IP+A7M6oDyZUMmHHDooX8fnUbJwHHwQ+/VSdYRShogR3AqlbVJqbgbFj6desxFwoFpVcC5UcNyVMl8cWPYZDqg8JTYBAVDZGniwqCedNpRttIp+zjn1Ef8Wn1V4Ig0hZP6IIiAYJkIOTjtcN+Mzgg+nJJpkHugeS4c1shskvg4+6/iQE6FwptVM4jiY2lwtwu9FTYkGlRwgd6O6T56DcTp2/ZasV8+59FXB5ECxwq8lDax8CAHgCHiybsQxvboufnusL+FBhqUjLopIu+XT9lLR06SqwZuANMAkm7Yy4774DJk9GibkEE6onhN4WeAFm0axaVPx+9fvMoUUlPCg2FS66CDjjDPKa5yocLq/BtNli+HCKbREEYO7cjF3IfR0mVDLB61WtJs3NFDz72mtq1UBZjhUqyUzMWsG0TU3A6acDjY3kgH/zTfJh6gmmNRozS2PLdUWzNOE5HvNq54UmQCDKouL15s2iEvf08Dxw6KEkMhPVR0iyD0miECjl0vH5AFEg14/ZDIjGcKHiBHw2cEGh0rQ7LHA2zvmQIaGxUYzsIWK1klDxeNBcaUF12H2yvqceA4oG0IuiIoh+CZzHk7DEwuqdq7H4hcXw+D2oKa0JpQL/z1v/EyE2Ffddsak4c6GSgjsnn64fc49bVz6vQTCE6qPE0NGhuQ2e43HciONwSHXQ/+V00j0gnlBZtiydQ8gaTz5J//t85EE/YIJps8HAgVRA7oILgG++KfRoCkrvm4H6Eh6PWgRLCVibPp1cNMrsoCVUUg2mdbmASy6h/ud2OwXVbtig36KSCXlw/aRLmaUM/Yv6h14XwqKS0PUDUGfUpUtJrKS5j02bgMmT1XuVzwcYgq4fu12JUeEBoxHmgBGwtoLnyYr20cslahkcZaBR2TAyAvhmPU8BHgqKUHG70V5uRZkjgB5vD7wBL5769ikMsKtCBQB4vzehnm3oaaAeNsEqqkcPOxod7g48uu7RiPolNqMNDp9DW6goBd8yTPkuNJwMiiTdti3S0hqFgTdo1pzBrFnBDcXeRwROQLGpWF3P6aTfQTyh0q9fBkeSPVasoAr0B0wwbTbgeeCyy+jv998v7FgKDBMqmeDxkEA5/HAKnIy+U3McWVhsNtWqkU56svI6vPSjxaI/RiUeep4i8zDhZ4teF6MC0Hd/ww1p34F5nmLpGhpUDx5ZVCjr5/DDgcoqCbLEAxyHSp5s8B7DXjgNPPoHbBBFgAMP/8gRePuqE+jRNQwZEqRA1PgsFuxr2Aa43egS/Njf34Ynvn4Cv3vvd9jeth1VVnL9KELFJ8S/pv2SHyIvYmjxUHj8HpgEE44dcSz++c0/6RQZ1HRlu9GOHm8PrAYrHL4oc3eqFpUU3Dn5dP1Alsl1c+yxwHXXAQu1y+kbBEOo6FsEX3wRtyK1UggwhMNBv4N4WT8Fwu+P1JsffkhlRHLxNeQ6mDaf1riDFSZUMsHrpRuB2x26YQNQbwCdncAtt6RmUeG4+AIifD2jMblFxevN3Aft9/cZoTJz8Ez1SbI3ZP0ojBkT2+8phX3s20f/u93Au++S508UBDz5D4kuCU4CJLo2yrjhQMtocLwbDpsdQ/1lEARA4ES4/W54bSZNoRIIRF6TXpOIzrZ6wO1GJ+fB8kcWo9hUjDZ3G5ZOWBqq18EVFeGFE4bAY4yfm3rKilOwZPwSWA3WiL40KzetBICIrsV2kx3d3m5t4dCLXD+ZTE6cDIppa2qioNg48QdxLSomE3DSSZrrKD2gAKD5umayqIgiuaXDLWkFFCo7dwJ//nPkLbOoiE5DroRKLoNpU6msnTYFql/SW2BCJRM8HvUx1x5WG0IJRPz6a/UzvUJFi+gbisFA20tmUUnWPVjPOHw+2k8v/ZEcU3NMaNKYOXim6kboLRYVgBYoL097H88+q2aZv/ceXVYGkcebbwW/e06CJNE1IkmAYHGA59yQrMMxRBRDQsXj98BjMca0aucgwB/mFpBlGV1jarBzbDXg8aBTdqPEXAq33412VzsG2QeFluXtxegyyUCCG3WRsQjTBkwDgIi+NN6AF6XmUjXja/t2DNrTjnZXnAJnOrJ+8kmMWHnlFV3rSQJHIsXrpQJe/ftrLmcUjNoWlWHDtF2JwS7kilCptFbSBer1UjxLtFApUBZJczO5eaKFSo/OXqOpkutgWkmWYmoTZR2lyvhBChMqmeD1qimd4b+6AQPIVt/WRr0bUrGo6GHzZtX3nEyoZHpxKxN+IktPAZk7fK7203dvyPqJRwrfv9dLOtdiIQNdZyeFj4giD3CU9cMLEvw+GkQgANjLHZBkDxyWShTLHbQMJ6DH2wPJHFsAkIdAJfYBnP3S2Xh/5/toH1CGd06bTEIFbtiNdrh8LjQ6GjG0ZKi6blExeoxI2AJhTMUYXHHYFeA4LqIvjVk0Y0TZCPX7e+IJjPl8G7r3U9fxGMHSi1w/HMfh9k9uV9+oqwMuv1zXujLPk1CpqKDZOc51OmPQDMypmRP7wVlnUT2LcJqagGeeIddPdB+iH3+k4mMRg5ALZlHxeNTQPQWTKXeta3IdTJsXi4rHk/MGq70ZJlQyIdyiEv6rKy+ncvffByunWq2ZCZXo5ZVqs8ksKtkIPFQmfJMpYeBfoYl5us3DE0jSrJ9w0hR5PT1UXNcYNIR0dNDlZBR5gJNgMpFQ8XpVi4rD50A1PwZOUzlsvk6c4l8JASJ21nfCHOBirGwcBPglCW6/G93ebphFMzo9nXRznz4dXk6CSTTB4XOgsacRw0qHqSsPHIDXZ1dDhvbx+QI+vLr11bB9qdey1WDFiLKwvNaGBpQMHY0z39oDgPrVhL5XWc5ZevKGhg3xs2viIMsyNreExYzddx/w85/T308+qdZNirMu/H5KUXa54v5GTaKJLITh5yDedeR0Ah0dEDghorYQAOCqqyItvkBBXT/d3XR6woeUS+NOrmNU8iJUklnHD3CYUMmEcItKeJWp8nKEikosW0a9UvQG0+pBqSKaTKhkAyXqLZe22QzR7BWUh/RkXVk/GdLTQ5eTJJG1RJnXDIIAcBKMRoAXZHg9dPyT1v0DvoAPQ8XZcAtWGOHFue4nUbazBT8/+yc4agYCS5ZEHgdE+AMBmEUzXp3zGAKQ0OnuJCvLq6+ip8IOm8GG3//392joaYgQFwbBCFN5VVyLSrOzGd81ahQsA1VPvevYu8IGwsMiC7i8dikAqqobsg4cfzxZLXJwwr/a/xXOnXRuyuvt69wHWfn92e3UhwsALr444bUXEnU2W/DLNFBqeHscl9fTT1OG0OefAwsWqG6f995ThYvXG3qQiBHt4T3IFAooVLZvp/jhfBXmy3XWT96ECrOoMNIi3KJy2mnq++Xl5PYBgHPOAaZNy67rR7GoJLthZyMAi+Pon83Wa4sOuf3u2Mq2vSlGJQPChYqyL4+Hsn4Ui4ooAF4Pfc9rZ1yNIi8AXoSXt8Db48VQ748oa5PAT3wZ0oTxdE2GwUNAQPIDsgzh7r/C1O1SLSpBlEaCTdc1UVn+IAbBQOX549DuaseLp78Yeh1uebEarOhXFJYea7MBnZ0w9rhC2w4FQW7frqq1LJ7wB754AG9uezMi7iYhPh/Q0ACO49DqaoU083Bg/37dv2tvwAtRiWewWulYRBF46inq66JFfT2wdy8Fd9xxB5VYBygQV8nk8fkArzciWDkhBRQqv/oVaadwI3QuOSCCaQvUtbi3wIRKJoRbVMInxdJSKvSlYDIB//d/JGqyaVHRc8NWLnA9rW21UIROL7aoOH3OiFocAGg2z7GpVHfWD5D2d15dDUyaRF+Dsi+Ph4JpwQfoPSMPr4ssDx5zCdoesUPmeXh5MzpbfKg0dUHyAO7Bb2POsNiYBx4i/FKANnz//TC4fejydEUIEiWFuNgUWdXNKBhRbo4fKNzmakOZhRpDCpwAr8cF3H03ACrzHir1DtDE3dER6tQs8qIqlhSVluXYil+++0v8etavQ1lMSfnqK2o2CepbJLe2qllUOh4KXD6X6mayWumfcu+IV9pXqXrd0kLWWYXwYo4+H+DxwO13R57TeBRIqMgy3b60eoV+8EFu9plqMO3T3ybvwwQAezrIRZkXobJgQcad2PsyTKhkgiCoF0+4aBg4EPjXv9TXJhM1c3M69QmVZDc8USRToJ4bjbKtRPXN9dCLLSpOnzOiFgcAEoUWHTfsDOA46qKgq2aWKKYVLXjxxVTrL9yi4nYDBlHA0GESPB6AE3lIPhIqblMJDN0OgOfhFSzg/D6YAk743X5A9EQUyAsdhxJMazYDRUUwur3odHeixFQSWiY8hTgcAx+0qMS5ZttcbSi3kJA5fPDh6OhqBH7/ewBAmbksUiCYzVTGv6MjtG0lyDcimDvLAQ1DiofoXzgY9SnLMi5Y64G4c1dKvwu/5AenTGolJWo9JCD2N/rDDySMzGaqRN3SorbQAGKFitcLl8+VuG/WJ5/Q/wUSKhs3UvsrrU7LP/tZbvapxKhE1JdJwAWvXZB0GZfPhVEPjQKQJ6GyZEnBqwgXEiZUMmH5clWoJGo8pzzZ+/2pW1S00gg5jm5qySwq4Tf35mb9+9SiqCim/kZvweFzxFpU8iBUeJ5Ory4T9ogRaXduMxrp8lK8Hm43YDTwmDxFwm9+Q+muXDCA0mMuASQJZc3b4BUsMMheCJIPss8Pc6Ba0y3AQ1Rv4suXw+jyosvTFWE96V/UP0K4KNiMNowsHxnzvkKnpzO0nXm18/DI/AdDE/Ol0y6NXJjjyKoTtKiEXD/bt2v3wMoCMwbNwKBinW4fIEKQjWiVELCYVaHi9SZ9yPBJPnVSKysja4oiVFpaIhd++WVyB/E8pST39ETO8MksKk5n7G/gH8GO4wUSKh9+CJxwQn73aRSM+Pv6v+OGD27I2jZbXa2U/o08CZWDHHZ2M0EUVaGS6AaVqlAJ/zyeT764OPmNRolRsdkyFyoTJwLr12e2jRzh9DlDMRQh8mRR0e06njABeOYZYN26lPdjMES6fsiiwkMKBprKHAcuKDS6grEWZmcb2u1DYRQCECQfWhr8KApQWrEsR46bh4CAHLRcnH02vp87MVRNVmHWkFnouL4jZmyl5lIKRI1zTbt8rkgRGVaSdGylRi0Qny9U78PAG8j1M3q0dnfGDPFLfiwatSi1jJ9gmqjIi/CaDNiy4mESEBwHDB1KAa/x+Pxz4PvvVSvSggVq4UYg1qLS00PnShTpWo5qfRAhVLxesqj4wywq9fVUKiGc7dvp/wIIlffeA665Ju2SQmlj4A1o6GlAQA7EtarsaKOHCL1WlxZnC8yiGc9//zwTKnmAnd1MEEWaED/4gCaieChpsulYVOIJFb1BhZJEQiXdDsrKWCsqYp/4egmaMSp5iJJPae4cMwa46y7gP/9JOcBZsagojazdbsAoCpA52rnM8+CDoqWp3yHA7NkAx2PtmPMg8hJ4yBDhh8E1BK++SjGYkyer2+dAPZIkCUBNDX44dmLE/hPVSEmGy++KjJlIFn0cFgQt8qLq+smBRSXaaqSL4HUl8iKMggFuk0AWFVkG5s9XhUA0d94JvPsu+C1b1Ult/nz6cpXzofj3FHw+KkW8YAH9/qItmtEWlXXr8D/vtOKqGVcFD7CL3EsKLhfw00/qvvIsVDZupHZl+a5bxnEcOI7D29vfxsJ/LdSsKvy793+Hmz68CV/t/wqH9j80rmDZ1roNy99fjlZnK/oX9ceDXz7IhEoeYGc3EwwGsqgks/1XVgJPPEE3k1SFSrwbu9LVONmkJ8vZq6ak5VhOxKZNdKPNMZIsxbol8lDQKiWLitkMHHJIWgG+4fOR6voRIIEmNYnnsHN7APX16r4kwQBJAow8BaOK8KOkbgm2b6f5K7wYKg8REgJxjyVejRQ9uHwuWAxRQkVRXuHv7d1LJzSsiadR5tVsjSwLFV/Ah3ZXO0rMse6sCH76iXoWKATrWQi8ACMfFCqffQZZlvFw/evaXZFlmcoL33orDF99DZMjrB6RxaIel8lEKTEKRUVUrG3aNNquLcpqGC1UmptR/MEnGFISjLlxOCLXaWtTly9AZdr9+4Ejj8zrLkPYjXZsbtmMd3e8C6cvNih1QtUELBq9CJe8fgkm9ZsUN/i2rqsOn+37DC3OFiwYtQCjK0YzoZIH2NnNBMUOr+cRwWbLrkVFebxOxiGHAL/4RfpCJVwICULkE18y6uqoqUeOOXrY0Ths0GHqG7IMPPRQzverRydG8M03VCsjxQnCYFDnP0WomHgr/BxZyWSBR0dbAHv3BlcwmxEwmEmjcqpQseyfFyq2FX7JHooLMbDu6pBQ6VfUDx/t+SilMcY7EW6/O7IMvN9PBxOewVBXR7ETskzXaVUV8PLLOOqGx9SsHyU1OUs8s+EZXPz6xZpxNxE0NlINk9ABuQGLJWhRMaKz0g5s3owmuQd3rr0bOPnk2G00NVGvp8pKlD36T4x7dpX6mdUK/O//0t8mE/Dpp+pnPA8sWkT/l5ZGWkeAWKHS2hoplKKFyv791Hl5y5a8V6YNBOiyv/DCvO0ygipbFcZXUTXfmK7cIKvLzMEzMbJ8JEZXjI5bybbJ0YS6rjq8se0NXDr1UgwvHY6AHGBCJcews5speut1iGJ6FpVErh+eT76t4cOBpUuzY1EpLqbHcb14valbYbJBW5taxyaHpGRRAVIXekEsFmrkpswtHg/QtN8CazFN9hLPQUBANdYEhYokAYYwoeL1UkJNdC08G6phcA4OHcvJY07G1tatAMhnn2kfk4hifH4/Tbjhqe5tbSQGBIF+I5WVwO7dEAKS6vr58cesChW/5Mf+7v3JLSpdXZGF2BTXD3iIohFuQQJqavBZ+wYsHrtYexvl5cD55wP79+OHPevw3iv3qJ9ZrWrsSUUFQmax//yHvqi//51e6xEq3d2R5V6jhcpPP1ENnZtuogeIPPZM2r2bqv7Pm5e3XUZQZa3C6IrRMAkmdHo64fF7sLl5M65dfW3Ecq+e+SrsRntci0pjTyN2dezCqh9XhbLZJFnSn97OSIs+I1Q4jjNxHPckx3F7OI7r5jjuW47jTiz0uJQnrKSIYmEsKkDkDS1VwsdaUpKaUClU2WfFD59jUraoZICSGKJYVM5YwqF2JO1c5jjwkNQOB2EWFQNHE70IP2SZwoy83lgjYLjBotpWjSZHE4BgjIkh+fUtx7mmYyoG+/00OYfX9WlvB774gkS1z0cWlbo6SDYrfD7VTbKvfTcAYHtrnDgQzYFpf0E93h4MtA9MblG55ZZI0dvRAZjNMLv8kIps8Pg9wNCh6Nfiil/4zmAgN47BAK+Bg3NsbWR7DeW3uXQpcOyx9Pdbb1EAvKIoBwwARo2K3G50MC1ADxMAqdmVKyOFyuzZZFF56SXqRaYrrz477NpFiW+FospWhSHFQ1Blq8Jj6x7DqIdGYUvLFmxp2YLTXzwddqMq8OIViLvr07vQ4mxB1/Vd6PH2wCDQd8NcP7mnL51dEcA+AHMAlAC4CcCLHMfVFHBM+ptFGQzpCxWtXiCpBMNlIlTCJ5Ti4lCNC13koehaDHV15OffsCHnu0rZogJkpG5jSJX1AAAgAElEQVQ4ThUqS5YAxXYOq35cBT4gQbQY1KSQ8nIEjCRUjKDvz8iTUFFcP9FGQCVYF6C04CXjl0CWZe1A5VQJz1bx+0nYh1+PbW00aY4dq7p+1qyBt7oKASdZXlpPPAZ7WncBjzyCh798WN9+RTGuFcbhc2DagGmJg2klieqOhAexXnUVYDbD6vRBKrbDE/AAV12FL06fFVrklc2vxK2E6pf8NMFNDAYshwuVCRMow0mSyOUUnqk3aBAF1YYTbVEBVIvK/fcDK1ZECpWHH6bgpO++I5dwcYqBxBmglYCUT6qsVbj2iGuxbMYyPLD2AVTbqvGvH/6F8VXjUW2rxsVTLw4tG94bSJZlnPDsCbj5w5vx7HfPYk3dGthNdiwYpX4XTKjknj5zdmVZdsiy/AdZlnfLsizJsvwmgF0AphV4YPom42y7fnJpUVFm4EAgckabNIniLPTi8eQ/xP+HH8jMPmlSzneVluZQLGsZ7NPjoa+lydGEmz68CZzPjxNPChMqf/qTalEJEyqvvgrU1NDcq2VRCRddK05fAQC4424nTHxyoRLvipZlmYSHgmJRCb8em5qA00+nzCjFouLzgbOYISkuIouFUrCvuAINjoak4wGQ8FxLsoSlE5dioH1g/PUVoaBYTH0+KlZnMqFibzNQUgKP3wO31YjuSvWJfE7NnIjUbgVZlnHMU8dEfmax0Ik/6ih64FGaf7a2Js+yixYqf/gDCZXbb6cUGyA2ABcgkXL66Ym3nWUaGiIDuPPNkvFLMLRkKH5zxG/w90V/x2tnvob/Pel/YREtqLJWodSsxvaEV7L9rvE7bGvdhie+eQJHDT0KF025CADw8tKXQ8szoZJ7+uzZ5TiuH4DRADYWdCAWS+4tKpn6klMVKkqGhZKhoVBbC3z7rf7tFKKRVn093fTzRMpCJbwPVBooYS4cB+zq2IX19eshed3gzUZVqFitkJRgWtEPWRQhyn7U1AD33gu88UasRUUrVlWSgP9b4YTfrcO1GedESLJEE68yOC3XT1MT8Otf0xP+gAHkYuzsBM/x2FZH1xtnMoELkJKq767XTDGNIYFQkWUZMwbNiK2/E05HB/XWqa6m19u2AePGAZs3Y9hnP4ArKYMn4MEdn9wBt1+1GpVbymNdXqA0epffFSlUlBiuo46iL9dsBtauJVfRWI06M+GE/6737KHKpWYzxaAUF5PrJ57V5LLLEm87yzz4YP56+2hx1DC6J/Acj8umXYZBxYNQai6FT/LFiEqjYAwF076+9XUsGLUANx11Ex5d9CjOmXROzLaZUMk9ffLschxnAPAcgKdlWd4SZ5nLOI5bx3HcuuZMi50lwmLRb1HJplDhef3BhakKFcVkHlacCwCNW6tJRzz0usWySV1d3h7dnM40YoUrKzOqRxOepau4FwIeNwRLmFARBLiLqyDLwMTRPnA2G4RgKrPBoG3oCnf9KIiyDSUDWmGA/oN0+pz4YCc1bQlIAQoyLC8H1qyhBbQsKv37q7+Jf/8bOOkk4J57wIPH819SJVXZbAIvkTjp8nTB4dNRtt5oVJuBpkNHBzBlivr727iR3DNOJ8xdToj2YngDXnS4OyhWJQmdnmDFXT5MJSrVz5TfmclEVdH69weefDLxBidPpn8ffwzceCP9NpWsn4qKvFtNEnHxxcmXKQR1XXUxbSUMvCFUxdYb8GJi9cRQFVotmFDJPb3m7HIc91+O4+Q4/z4NW44H8H8AvACuirc9WZYfl2V5uizL06vCTc/ZprhYO4Ykmmy7flKpNqbsO5p4T6XKY3u0UEmVQsSoTJ6c84q0Cg5HGk+JkycDX3+d9j4FQf3aq230pC953BDMBlx3nbrcdyfdRJdawA8MHgxBVi0LWjEq0a4fALAJ5RDL62CQdQiV4DW9v3s/1tdTBeOd7TtRW1ZL38eDDwI336wdo3LFFZHbsdmAM86AyAtoa6uD3K8ffKUlEGTah8PnQLdHRzsHszm2mmsqdHREpvs2NZGAcLlgcHlhstrh9rspiySQWKis3LgSt310GwBEPsHfECzrrvzOzGaKUzn//OTjE0Uyjz31lPpAUFpKYmpk/LYGDJX7T7gfp40/LeI9o2DEa1tfQ4e7AzzHY8agGRhdMTruNphQyT295uzKsnyMLMtcnH+zAYAje+qTAPoBOE2W5dz17taL3nrQqbh+ZJnKbXd1xS/4lkyohK/HcbH7TDSOcItKJm6nbAiVVAvG/fznme0vBXp6tEMAEjJmTGStjBTYtg1YtUq1qPSz9cPZh5wN2eOGYDVi3z51WY7nSIf6fMCtt0YIFa2sHy2LiglFEIobIeoQKl3Yhze2voEmR1PIurC+fj0OHXAoCZO2NuBPf9J2/cTBYrDC4PbD9eTf0XXUYRCDulrkRXz505dJ19csO58K0UJFee1yweh0w2C2wS/50emmdNc2VxvW7FujualNzZvw2PrHQuMPofwGwy0qgkBF3vQwciQweLD6urSUMocOP1zvUR7UlFvKQ2nGClKwb1a/v/aD0+fE1AFT6TqOAxMquaevnd1HAYwDcJIsy2nWhM8yel0hqVpUli2jmemww7TFQvijtRbJ6rtEV/2K3rbfHz/jSC/ZKNOtt4OZxwO8805m+0qR6DIVuuC4tNMf2ttprlSEyuyhs7Fk/BLA64XRFvtddnaCvuOKCvCyeq0kS09WkANG8NZO8FJyC5UDTfj35n+j2dEcsi5sat5ERbasVrVxn5brJw5FxiKUuQGHiYOfkyEED+G0cafhmwYdQd1mc/qtIwBg3z7KtlFQLIxOJwxOD3gTWTEUi8pVM67CxOqJmptSqqHyHI+ArOGyVX7jRUW6RFyI+fOph9Tu3fR6yhTg2mvJKsNIi0WjF+G6I67Dwyc+jIWjFyZdngmV3NNnzi7HccMAXA5gCoAGjuN6gv9io5vySSpCJZUYFUVo9PRo37iSxahEC5VoN0+iQNd4MSoAWXn++Mfk4883XV0UhJhH0hIqGeDx0Pyu6NPTxp+GSmsljAHAXGzE73+vfs319RT7jKKimGtUK2FMy6LCBYzgLJ0QpOQWFaNsw0BLPzQ7m+Hxe9Duaocsy3QDt1jIbaJUZ452/cTBIBhwXL0ZbRNrEeAAIcyioos4FhVdgbgAXVNawaguF0SnB0JQqHS4O+AJeDC6YrRmunOHuwPv/PgOzphwBmYPnR0ReBtC+Z2NHZt6jNWePdREByBhpfzNSAuO4/Dn4/6MS6ddimNqjkm6PBMquafPnF1ZlvcE3UBmWZaLwv49V9CBHX20vuVSzfoJd7uEV/FUSNWikopQSRSj0tIC/POfyccP5LeXiMulPrXniZkz82thd7tJrIR/7TaDDVvGVQFTp0Ysu2dPsMCWzaZLTGvFqMh+I2DqAB9ILlQqhz6DUT/Uo8nRBIEXcOXbV6rVOi0WUk7FxXRd6nT94LjjcKo8Dl0BJwI8wMuqyNAlNjRiVHa278Scp+agyKgjuEi5fpUu5Mo+nU6IThe4oFDhwCUMpi01l2L1/1uNa2ddC7NoTixUamtTrzP/0kt5rTJ7MKCVtaW5HDgEJFZCP9ews5speiPrLRYquKRHqCiVvRSLidYEPHKkWtxJy5KQK4tKZ2dsKe/egNOpLehyyBlnULHPfKEIlXBsRhvWzq4BjjwyIiRoxoxglrZiUXnlldA6v/xl7LY105N9RgQMHeACyV0/+wcdjlF7urGvcx8MvAHP//A8uX0CARImgQBdNym4fnDkkWhbdgm6vd3wQ4IgcQjIKZT013D91HXVYVfHroRZHDEYjZHCyuWC6HRDNJrx1va34PA5kgbT9i/qj8MGHYaVS1bi+BHHxy4QXnp4+nT9YwOAxXFK9zNyjlk04/oPrtfsH8TIHkyo5Ithw4DjjtNvUTEY1Juj1gT88MNqK9Jbb42dZaKFSvQ+E5W3T2RRuf761OuU5KPOfAEsKvlGS6gUGYtCrpA5c9SCpxddRHW9cOaZJFZOOSW0zn33aW8/xqISMMIrtkIM2LVXCK7T2gp4zCUYbeiPz7a+h/7/XY/fz/k9Th9/Og1YCTgfMoSuKZtNn1DhOMizZqHb0x10/chYs28NDIJB3xOvhuuny9MFb8CLKlsKmYA2G1mElBSvl16CAQKmDpuJdfvXYUfbDt1P1MWm4ti+MJdemrxmCqNXUmwqxoCiATh17KmFHsoBDRMq+UQxH6ciVEaMoJoIibb53XexRcT0CBU9FpVok/KsWYnHE29buaYAFpV843bHaj6bwRYSKiecoJH0NGWKrutNK4lM8hnh53vIBRSHfftUT2B1UT/cPfMWSBu+wQkjT6DJ2+0Ghg4lq8TEiarrR2ddH7vJji5PFwI8IEjAE18/AaOgs9qxhkWly9OFJkcTakprEq8bfqKtVmoSqPj5Fi0C5/PBZLXj6GFHIyAH9I9Ji8cfB372s/TXZxSMcks5rAZr4sKBjIxhQiXfpCJUvF7g3HOBK6+Mv9zXX1OEf0OD2nkViLWGRM9wiYqxZauOCpBxyXjduFwkVg5gtGqX2Yw2/cGlCdASKrLPCPC+hJqipUVtLsxxHOYPnYuujgZMGxBMr3W7gYEDafB2O/XNqajQXYit2FSMLk8X/JwMXgb2dO6JLJiWCKs15pro9nTjwikXklsqEeERx1YrsGkT9R9QCLag/tfif+HoYUdnJlQYfZZyS3lqbkRGWjChkm/0CpVgGmTSXjlvvknpiCtWUKe6PXuomUuy9GQ9FpVM0pMVYZRPoZLoeA8AtEqCiLwY0fk1XXie5uJwfG4DApwnqVC5444wY5bXC4sXoc6yEdcZx5FQ6d9ft5vObrTjqneuws6W7ZB4Dns79+oXBRUVMZbGLk8XHjrxoeSumvBr32YD7r47Mq08KFQGFQ/CyiUrcfPRN+sbE+OAosxSxoRKHmBCJd+kYlHp7k5egv6WW+hJ7+WXKQPpp5+op3oy14/TmV6Mil6am6lHSr6EitOZt4q0hUIRKnPmRL6fqGqmHmSZvvJnnyW919hI77t6yKKSyPihdAPweIIb8nhgDU/ocbkir+GeHroudFq/zKI5uFobfCKHJkeTKoKSYbdTinEYurtBa1370UI4aHGptlVjUr/cN8Fk9D5qSmswY9CMQg/jgIcJlXzCcfqFitGoT6jceivd+Bsa1LorLpd21o9i5ZAkCmiIVwQkUdaPXpS+7vHK96eCnmDcQjRAzDM33kjz7n//G/n+VTPidpLQjdIwe/Jk4C9/ofdcPUYE4E1YM03RAR4PQtfsKUPnqQtEfy+SRNel8p2uXg38+GOCcXH46IKP4HJ0wiOQ0NDt+uE4YPNm4LPPQm/JkPUF4oZf+x0dwHnn6dsn46Ci0lqJI4YcUehhHPAwoZJPwlvfJkOxqOgpQV9ergYYdHdrC5Xwuis7d9L/9jgug2xYVHp6KEsiU4uK3p5GhegrlGduuCH+V5YJHEeeGLOZ+gEq9cYkvxF+2ZvQ+OFyAX/+c/Ayqa0FtmxBfz5skG63tqVLluka2bs3qcC0G+3Y1F/AnWcPRYWlIrV4kF27gO+/17+8Qvi1v2AB9SliMBgFgQmVfJKqUOnp0Tf58jzZ68vL6cavJVTC050bGuj/eLOeHotKMiuH0ggnU6Gi1yJzEFhUcoUkUWLOL39JX5nDATz0ECDAAK/kSShUnE4ynJlMAEaNAn74QXXr+P2R34skRWbh/PWvFEOSpF+W3WRHI+fA1sFmDLAP0O/6AagPzv79+pdXCL/2+/WLbfK3RrunD4PByD5MqOQTQaBJN5lQ8XrpKbSlJbIpWiLMZropb9mSXKg4nZTJoMeiolXx0mJJ3kNFaS2cqVAJH3ciDgKLSq4wm8loMG0ane79+4HXXwcMsOK2ubcl7X1pswW1iCJUHA76zn7xi0ihsnKlWvtH+Q3oiC2yG+3ocHfAYrBgoH1gahaVOXP0dxmPPrBE1sRZs1LfJoPBSAsmVPKJMmknEyodHRR3Ul+fWs2SQYOArVtJ6EQLlXDB4HRSymi8CSKZRcVkSp5emg2LiiRR3IOe9ZlQSZuSEvqqJAk49VTq7djZCfR0mLHs8GUJ1+U4Ou1mM6hEfmsrMG4c8PzzwMaNkcG0Y8YAC4NN3trbQ52dk/0eSs2l2Na6DWbRjIH2gTDwBv39eq65Jr3y8tlIzWcwGFmBCZV8otf1095O5uZUhcrgwRR/opT8jmdRcTjIlB1vHMm6J4eX949HNiwqgQBNcnosKj4fm1jSpLiYhIrJRDXZrrkGuOwyCu/Qg8kUphEtFuCss4DbbwfGjyfBolgFX31VFQ233UZq6O67k29fNMEsmkmoFA0MVab9pl5HB+UodAscJlQYjF4DEyr5RBEAyWhvp4jGn34CKlPI0R80iCYHjqMn2XCLSbTr58Yb429HsajEm/z1CBXFoqI0Y0wHSaIZUO/6+WyCeABRUkKeQIVrrwVOPll/E9+QRQUg909lJbBtG7l5vviCBHQ0xcUUK6WzdLxf8sMsmjFz8EzUltVClmVMfXxq8hXD0C1SgPhuTwaDkXeYUMknel0/ra3kmtm/X3+MCkDbffRR+r+hIbJAVbTrZ8KE+NtRBFV4+/joz/VYVKzWzC0qJpM+iwoTKWlTVhYbrlRZSW2CAPImJgrziLCojBpFLzZtIrXz/ffxv5unn6bgGJ2IvIhD+h2CYaXD4Jf84JDad97l6UKJWWdDTWZRYTB6DeyXmE/0un5eeYVmj4EDU3+qGz6c/m9vjxQ50a4fa4KiV4pFpa1N2/WUTKh0dVHtCp7Pn+uHkTazZ8cmcXGc2n5m+nS6ZKLFzM6dpIeNxjCLynnn0TWTrKIyEL+Ojwb3zLsHa/atgc1A6+zv2Y+B9oG61weAZmczqqw6mxFmUpWZwWBkFWZRySd6hcrgwXQTj06JTJXw/YQLFbc78USijJOPc3kkEyo//aTWatErVG6/Pfa9VF0/eiw9jBg4Lv5XDZBrqLMz9v1XXqHLqLKSmoMDICueHpGSIudMOgdllrJQ87dd7buSNxYMx+3Giu+fh92ksxANs6gwGL0GJlTyiVITRK+bIlOhEr3v8Ak/0Rg0mrnFbCuRIOjoIIuQ1n7jcdNN5OoK328qrh+AJkidXXkZ+ikujqlED4C+mptvJl2dj+a/C0YtgEWkuKtnFz+Lo4YepW9FiwV48kl88+7T+vsiMaHCYPQamFDJJ6kUfAMSB7ymit56JAAV4Gpvj1/ULVlQcHs7ua0A/ULFYqF0k4oK2m93d+pCRek4zcgqJSVAU1Psqe3ooM/yxRFDjgiVvx9cPFh/PZV+/YAtWxBoaUKRsUjfOkyoMBi9BiZU8kmqQmVgaj74hChCpbub0oYTUVpKYiMeyVwsHR1qwxi9QuW3v6XAXY6j3i/XXZe662fGDDa55IDiYuCUU4A33oh83+8vbMNqXT17AGDAAEg/fA9zRw9z/TAYfRAmVPJJqq6fdFFSg6P37fdTcYza2sTrh/cFivd5IqHS3p666wcAqqroEf3tt1VRlUow7ezZKQVoMvRRW0v19Ppstu6ECcDatRgtlzPXD4PRB2FCJZ+kalFJF6VzcTiKRaWxkUzhekhUEC6eUHG7gauuUjOOUhEqy5cDl1xCwbhnnQWsXZua64eRE6qrgcce045T6RMMHgxfRRmOLZmCalu1vnWYUGEweg1MqOSTfAmVrVupnkU4ilBpatInVBKNMZFQUXoAKYU19AoVJR5m9WqqrTFjBvDhh8CIEWoGEaNgnHgiGbjCSaV+WkHhOKxa/QhGFY+ASdTZZoEJFQaj18CESj7Jl+vn7beBww+P3bffDzQ3k4tFD4mCaZMJlej96uWNN4BjjqHAiJ4etX8Ro6DY7cDf/lboUUTCgYMk62s42OZuR/nHXyVvpqlQUpLfSGEGgxEXJlTySb4sKtUa5m3FoqIVv5IqyYRKvGaIiVDOSfjYa2qogMcVV6Q9VEZ2MJuBzZt7lxfOKBjhDejL8nL4HDCv/5Zcn3o44gjd5f0ZDEZuYUIln+RLqGihCBW9qRqJ7PrJYlSuu059nUll2pISyiCqqaHX779PHXkZeYfjgAceoHI3AF0eieKt84FJNMHjT9LFO0iPtwe+//174mw2BoPRK2FCJZ/ky/UTb9+pCoZ0gmldLmDWrMz2q1BSQhGcskznbeVK4OOP09sWI2MWLwaee44ygL7/PnG7qHxgEkzwBPQJFbffDXHkaBK+DAajT8GixfJJb7Co6EWS4gcTJhIfLldY45cky4ajZcEZNYoaNMoycMcdVIiutVX/+oysMngwcO+9wEcfkX4cN66w40nFoiLLMriKcqrRw2Aw+hTMopJPCi1UUrFsuN2RgiOcRJVp3W6qMqugR6jEExnz5gG33EKNaGQ5dbHFyDq1tVT8bcWK2Az4fJOKRQVAYqHLYDB6LUyo5JNCu35SmeSjLSPhJHP9pCpU/H59jezinTeWSpo3JkwAXn0VeOklakZYSFKxqHgDXkrLb2wEzj8/xyNjMBjZhAmVfGKxUNO9vuD6SWZRiSdUPviAUooVRJEyjdatix+B6fXqC/CNd966uyl/lpFzzGYydH3wQeKOy/lAr0Wly9OFYlMxXWP33Qc880zhI4EZDIZu2GNoPrHbyblfKKHidtM/PUS7cMJJJFTKyiILyokiPcX+5z8kSBwO4PjjI9cJBPTVZ4/nIurqororjLyRj27JydBrUflkzyeYNSQY4H3GGVT0sLub1UlhMPoIzKKSTwopVESRCqdNnKhv+XQtKlr77emhf93d2kJJkpILFY5ThYosU88iBWZROSjRa1FZs28N5gybQy8efRRYuJBl/zAYfQgmVPKJ3U4FzAplUdmyBRg5Ut/yemJULrqIKt2GE231UISKw0FuL69Gga5AILkfoahIreG+fTtwww3qZ93dzKJyEKLHotLt6Ua3tzuy03JpKf0OGQxGn4AJlXxiMlERikIJlW++0Z9Tqkeo7NgRWYDt1FNjLRuCQCLF4aBtagkVPRaVuXNJrAgC8OKLkWZ7v58yOhgHFSbBhLvX3J1wmU/3foqTRp8U+ea4ccBnn+VwZAwGI5swoZJvZLkwQkUQaL96/fL79wOTJ8ffViBAVozwlrqbNmkLIbebrCqZWFSmTgVuu4322dREJc7feIM+O+oo4LDD9B0X44Ch2laNJkdTwmX2de3DuKqoa3LcOGDPHuCRR3I4OgaDkS2YUMk3klQYocJxQEuL/uW/+067ZxCgphwrlWMVliyhNrvR+HzJLSp6U0iKi2lb554LfP21vnUYByRDSoZg8bjFCZdp6GnAgCKNgi+7d1MGEIPB6PWwrJ98kyibJtfoSQHWs6zRSOIj2qIiCNqCo7SUrCA9Pdqf63H9KBQXU6UxpQgcg5GAgBSAwGtcW9u26Y/XYjAYBYVZVPINzwNWa6FHkRlGI1lGFKHy2muJY2+qqqgcfmNj+q4fheJiYPhw+vvFF2nCYRy0+CU/fAEf7vzkTgBAu6tdX0flyy8Hpk/P8egYDEY2YEIl31gshbOoZAtFqJhMlHFz993AO+8A8+drL19VBVRUkOsp3WBahfHjgTnBVNMXX2TFuw5ybv/kdtz/xf249aNb0eZqw+/e/x2e+PqJ5Ctefrn+a47BYBSUPilUOI4bxXGcm+O4Zws9lpSxWA4ciwpAFWd9PuDbb4GZM7WXr66mrByXS7s6bioWlcGDVZP9xInAn/5U+BKpjIJiNVhx4ZQLcf8X96PSWol9nftw/fvXY82+NeA5ndfGRx/RNcxgMHodffUO/zcAXxV6EGlxoAmVHTuoAQwQ3/VzzjnA2LHkHtLq+5OKRYXBCOOeefeg29uN4WXDUWGpwAVTLkCRsQiNjkacsuIU9C/qH39lh0O1xr33HjUxYjAYvY4+J1Q4jjsTQAeADwo9lrSw2chl0pcRBAoKFkWqbVJRkXj5qiqKLXE6aUKIJhWLCoMRxrLDl2H5B8tRYanANTOvweiK0ThiyBGo66rDmRPPxKR+k+KvfMghaoqyILDgbAajl9KnZgeO44oB/BHArws9lrQpLy9MenI24Th6Gi0qIreOwwGsWpV4HaX2ypo1sZ8xiwojTUSeEhcrrKpYnjl4Jk4fdzrOm3weDh1waPyVx44Frr4610NkMBgZ0tfSk28D8KQsy3Vcksme47jLAFwGAEOHDs3D0HQybFihR5AdFKEyfDj1TVm7NvHyLld8lxezqDAy4NGFj6LcolYmthgsuHz65clXnDAB+PnPqR0Dx6WWvs9gMPJGr5kdOI77L8dxcpx/n3IcNwXAcQB0VWmSZflxWZany7I8vaqqKreDT4Xrry/0CLJDdze5sS69FHjuOaqTkoh584Dnnwf++MfYOJVUCr4xGFEcP+J4TKzW2WwzHJsNmDYN+PJLEt0MBqNX0mtmB1mWj5FlmYvzbzaAYwDUANjLcVwDgGsBnMZxXN8qT9rX3T4K3d10c58+nY4pmRgURSr8ZrMBbW3AlCnqZ8z1w8iA2vLaCItKShx9NFVYXr48u4NiMBhZo9cIFR08DqAWwJTgv8cAvAUgTvEORk5paQEqK1Nfr6iIypc3NQFvvklBucz1wygUxxwDvPQS/a0UEmQwGL2KPhOjIsuyE4BTec1xXA8AtyzLzYUb1UFMUxPQr1/q69lsQH09PcWuWAHs3Uvmd2ZRYRSa888v9AgYDIYGfUaoRCPL8h8KPYaDmn374jctTERREfDTT5SuXFtLooVZVBgMBoMRBzY7MNLj7bfTC0CsqgJ27gTsdqpbwfMsRoXBYDAYcWFChZEexx+fXmDwgAHUSNBoJIsMzzOLCoPBYDDiwmYHRn7p35/6Aw0bRnUsRJECaplFhcFgMBgaMKHCyC8WC9VemTmTmgoWFwOdncyiwmAwGAxN+mwwLaMPc+ut6t/FxUB7OzBoUOHGw2AwGIxeC3uMZRSW4mu9z4IAACAASURBVGIqwc9cPwwGg8HQgAkVRmFRLCrM9cNgMBgMDdjswCgszKLCYDAYjAQwocIoLMyiwmAwGIwEsNmBUViYRYXBYDAYCWBChVFYFKHCLCoMBoPB0IDNDozCYrUCXV1MqDAYDAZDEzY7MAoLxwF+P3P9MBgMBkMTJlQYhUcQWME3BoPBYGjCybJc6DHkHI7jmgHsydHmKwG05GjbheZAPjaAHV9f5kA+NuDAPr4D+dgAdnzpMkyW5SqtDw4KoZJLOI5bJ8vy9EKPIxccyMcGsOPryxzIxwYc2Md3IB8bwI4vFzDXD4PBYDAYjF4LEyoMBoPBYDB6LUyoZM7jhR5ADjmQjw1gx9eXOZCPDTiwj+9APjaAHV/WYTEqDAaDwWAwei3MosJgMBgMBqPXwoQKg8FgMBiMXgsTKgwGg8FgMHotTKgwGAwGg8HotTChwmAwGAwGo9fChAqDwWAwGIxeCxMqDAaDwWAwei1MqDAYDAaDwei1MKHCYDAYDAaj18KECoPBYDAYjF4LEyoMBoPBYDB6LUyoMBgMBoPB6LWIhR5APqisrJRramoKPYxeSYuzBaXmUoj8QXEpMBgMBqMXsn79+hZZlqu0PjsoZqeamhqsW7eu0MPolZy84mQMLR4Kk2jCX+f9tdDDYTAYDMZBCMdxe+J9xlw/BzkTqybiuiOvw7HDj8XT3z5d6OEwGAwGgxEBEyoHOSIvYmjJUJw46kQ89/1zaHI0FXpIDAaDwWCEYELlIIfjuNDfv5j+C+zv3l/A0TAYDAaDEclBEaNyILN7NzBsGBCmN9LGZrDB7XdnvqEs4PEAJlOhR8FgMBj68fl8qKurg9vdO+6jvRGz2YzBgwfDYDDoXocJlT7OP/4B/O53gM2W+bbMohlf13+NKf2nwCyaM99gmqxfD5xzDnDjjfQ/z+x+DAajD1BXVwe73Y6ampoIazWDkGUZra2tqKurw/Dhw3Wvx6aAPo7PB7S1pbfulpYt6HB3hF6bRTNe3/o6GnsaszQ6/bS0ALJMf7//PvDpp8BrrwENDXkfCoPBYKSF2+1GRUUFEylx4DgOFRUVKVucmFDp4/j96QuVm/9zM97d8W7otVk0o93dDqfPmaXR6efqq4HHHwdcLqC+HqisBC65hFxbDAaD0VdgIiUx6ZwfJlT6OH4/0N6e3rqlplIUGYtCr82iGW2uNrj8riyNTj9jxgBffw3MmgUsW0bvDRxIooXBYDAY+hAEAVOmTMHkyZMxdepUrFmzJqX1t2/fjkWLFqG2thbTpk3D3Llz8fHHHwMAGhsbsWjRIkyePBnjx4/HggULAAC7d+8Gx3G46aabQttpaWmBwWDAVVddlfExMaGSRY4/nlwW+SQTi0qpuRSjykeFXptFM9pdhbGoyDLwwAPA2rXAiBH0nijS8TEYDAZDHxaLBd9++y02bNiAO++8E8uXL9e9rtvtxsKFC3HZZZdhx44dWL9+PR566CHs3LkTAHDLLbfg+OOPx4YNG7Bp0ybcddddoXWHDx+Ot956K/R65cqVmDBhQlaOiQmVLOH1Av/9L3DUUfndbyZCpdxSjtPHnx56XUjXDwCYzZGZPoIABAIFGQqDwWD0ebq6ulBWVgYAeOWVV3DsscdClmXU19dj9OjRaIgKAnzuuecwa9Ys/PznPw+9N3HiRFxwwQUAgPr6egwePDj02aRJk0J/W61WjBs3LlQF/oUXXsAZZ5yRleNgWT9ZYu9emmitVspW+fRT4KOPcr/foqL0hQrP8Thx5Imh12bRDEmW4PLl3/Wj5bYUBECS8j4UBoPB6LO4XC5MmTIFbrcb9fX1+PDDDwEAp556Kl566SX87W9/w6pVq3Drrbeif//+Eetu3LgRU6dOjbvtK6+8EkuXLsXDDz+M4447DhdeeCEGDhwY+vzMM8/EihUr0K9fPwiCgIEDB2L//sxrczGLSgaEu3k+/5wCQKdOBe64Awi69HKO1Qo4HImXaW8HTjoJuPtu4D//UbNrPAEPjIIxtJzFYAGAGIvKttZtkOT8KwaeZxYVBoPBSAXF9bNlyxasWrUK5513HuTgTf+hhx7CnXfeCZPJhLPOOivptk499VRMnDgRixcvBgDMnz8fO3fuxKWXXootW7bg0EMPRXNzc2j5E044Ae+99x5WrFiBpUuXZu2YmEUlA9auBSZOBEpLgXXrqEjZsccCq1blbwwcpwoPLW7+8GYcI9+GJUuATz4BfvtboLERqK4GAlIAAi+EllVES7RQOfyJw7H96u2otFaG3nv7beCNN4BHH83u8YTDXD8MBqMv89RT2c1crKkBgl4YXcyaNQstLS1obm5GdXU16urqwPM8GhsbIUkS+KgiVRMmTAgFzgLkLlq3bh2uvfba0Hvl5eU4++yzcfbZZ2PRokX4+OOPMW3aNACA0WjEtGnTcM8992DTpk14/fXXMzncEEyoZMD48cDmzcDMmSRWHngAGDsWuO66/I4jUbbX6p2rMdF+Gw47DDjvPOCJJ9QAVa00sX8v+XdMvx+70Y4eb0+EUFm4ELj4Yu19/va3wF/+kvJhxMCECoPB6MukIipywZYtWxAIBFBRUQG/34+LLroIzz//PJ5++mnce++9EQIEAM4++2zceeedeP3110NxKk6n+uD64YcfYubMmbBareju7saOHTswdOjQiG385je/wZw5c1BeXp6142CunwwoKyO3Sns7/b1kCYmXc89Nf5vv/vhu8oV0IskSNjZtRH2TF5VBjXHssWT5icfRw45GQI5UB8WmYnR7uiPeO/544Msvgc8+i93G3XdnOnJCEACnE6iry872GAwG40BHiVGZMmUKli5diqeffhqCIOCOO+7AUUcdhdmzZ+Pee+/FE088gc2bN0esa7FY8Oabb+Kxxx7DiBEjMGvWLPzpT38KpR2vX78e06dPx6RJkzBr1ixccsklOOywwyK2MWHCBJx//vlZPSZmUckAu52CaDdvBqqq6D1BAM48E3j22fS2uXrHaswfOT+ldWSZxMe33wKHH66+3+HuQIm5BC1tPpSVkVvn4osTCxWRFxGQYoVKl6cr9FqSgCOOAG69FfjhBxJqixbF32ZDA5lAr79e+3NJ0rYK8TzFAb30Uv5ifhgMBqMvE4hjhr7llltCf9vtdmzZskVzubFjx+Ltt9/W/Oy6667DdRoug5qaGvzwww8x719wwQWhjKFMYBaVDLDbgUceAWbPJouKgllHm5x4hdq6vd2xb+rgxReB++8HmsK8Nh6/BxbRgoAkQwxKUpMpsVAReAF+KbJ4SbGpOGJcXV1ASQlQUQHs3Ako9XxkmdxL4W5PWaZxvfyy+joarxcwGmPfVywqVmuiI2cwGAzGgQwTKhlgt1MKsihGChWLJfF6V15JfWwuuij2M4fPEWPRSEb//sC77wK/+hXw+9+r7/slPwXIcqo6MJuBRG0WBE5AQA5g7Vr1PbvJHmFRaW8HysuBPXuAL74Axo2j9w85BHjlFSDcZenzAX/+M1BcDKxZAwQz5SLw+eILFZdL+7O+giwDL7wArFxZ6JEwGAxG34QJlQwoClafnzo1NYvKI48AP/4IjBwZ+5nb74Y34E1pHGefTeJgxgxg0iRg2zZ63y/5YRAMkKGmFodbVGQN84bi+nn4YeDpp+k9o2CMGFNbGx2vzUbHMWgQvW+xACefDNTWAkrqvM9H/5eXAz/9BHR0IIZAQLtDsiJUwovAFQpJlnDUP/VX89u5k3oVLV4MXHEFkKW6RwwGg3HQwWJUMsBgoP/POw8YMEB932KhSVbRAVrxFy4XTfTRuP1u+CQfLEhslmlrI4sOQG6YO+6gv+fPpzTk0aODQoU3AFAFiclE+6ZxxQ5Mcf3s2QOsXg2cfz5g4A3wBXyhZZTgYYCsSRUVFB8jCMDf/06xK4MG0fH7/cAf/kBipKlJHXM4kkTrRsPzNFblPBeSn7p+wo9tP+pefscO4MIL6bhsNlWwMRgMBiM1mEUlQ2SZXDklJep7ZjO5K1atAn7xi8hJKlHNE0C/ReWtt2gyjKayEmhpob99kg9GwQgZka6fhDEqQddPSwuJoYAUgEkwheJWfD5g40aykABkydm1C/if/6GMIpsN2LqVrDsACZXychIdzc3axemSWVTy4fqp66pDs6M57ue7O3Zjcr/J6HR36tpeSwt9F2PHUoDzccdRnE5XV/J1GQwGg6HCLCo5wGJRXSyPP04xIYobRZJoUpZlbUuL2++OsF7Ew+fTrjFit6uTYShGJcqi4kzQyofjOMiyjJIS2o7T50SJuQQ+icb04ovAL39JbhyAuh4/8AAFvCrH869/UVyKMk5RpOPt6UnNoqIE04aLQD18/DFw9NGprfPZ3s9QbavG3OFzNT93+pyYOmAqtrZuxYxBM5JuTxEqpaXA1VfTtTBjBgk35gZiMBgM/TCLSg7o1w+47DJykfTvT5Pzzp0kLBTrQTzLil6Lit8P/GrNEjjk1oj3w8WPVoyKKALJKhvLMod584AjjwRaOt0oMhaFLCo7dlC6cHU1Lfub35AVJXy/Npvap8fvV103Vivw/fex+0tmUQkPENbDPfektjwAtLpa0e3thtPn1IzdcfvdmDNsDr6o+0LX9sLdYwAJxF27gDgZgQwGg5EVBEHAlClTMHnyZEydOhVr1qxJaf3t27dj0aJFqK2txbRp0zB37txQtdrGxkYsWrQIkydPxvjx47FgwQIAwO7du8FxXKjeCgC0tLTAYDDgKiUtNAOYUMkBHEdWlfZ2Cm4tL6eYkUGD1Johfj9ZWaKtInqFis8HfN/+JbxcfFeEEqMS7voZO5YqxyZq9ud2kzVg/nzg2w0SjIIxJFT8fgoQVdKdlYyfaMrKyHWkWFQAEiOKZSkcPTEqYd3DE/Lvf1MhumQxIfu7IxtltThb0O3pxiGPHoL6nnrs7tiNa1erVRvdfjeGlgxFi7NF1zgUy1k49fXA9u26VmcwGIy0UHr9bNiwAXfeeSeWL1+ue123242FCxfisssuw44dO7B+/Xo89NBD2LlzJwCqxXL88cdjw4YN2LRpE+66667QusOHD8dbYTfqlStXYsKECVk5JiZUckh3N3DNNSRMli+nirWBABVLW7KEXAI9PZHryLIccrOE889/Rr72+YAisQQexA968AV8Ma4fjiPB9EUCw4DLRUJj0CCgvl6GUTCG3FGJyvWHU1VF7o9wi4pCIECpyuGvtSwqHEc1VsxmRKRLJ2LTJupllKxR452f3BnxutXZim2t27CzfScCUgDnvnwutrZuDX3u9rthEk2a1hYttM6TzQaMGJE8TonBYDCyQVdXF8qCpt3zzjsPr776auizc845B6+99lrE8s899xxmzZoVKp8PABMnTgwVbauvr8fgwYNDn02aNCn0t9Vqxbhx47Bu3ToAwAsvvIAzsuTnZkIlhwQCwIIFNDEJAqUzBwLUyfjQQ8kl1B1V3y06FVjh668jX/v9gFUshgexBeJkOZhxE4xRCbeoAGThOfJI4KuvtMft9dJYBw4E9tdHWlT0UlVFwbOKRYXj6N8tt1D2z8KF6rJa1ofw41TWj+bbb2ObIl55JXDDDWqMTDx2d+6OEB0GwYCXNr+EOcPmwOFz4GfDf4ap/dV2526/G2bRjDJLWUwvJC3iiRGbLXGMEIPBYGSCUkJ/7NixuOSSS3DzzTcDAC6++GI89dRTAIDOzk6sWbMGC8NvxAA2btyIqVOnRm8yxJVXXomLL74Yc+fOxe233479+yMt02eeeSZWrFiBff+fvfOOk6K+///rMzO7s+X6wXFHR4o0ERALNixYMJaoUYMxlkRN8rOk+I1GTYxdk280xfLVqIkajahRiRglEY0FFRGVokgXOOB63b5TPr8/3jvby+ze3u2dztPHyd3uzOxsm3nN690aGyGKIkaOHFmU52QJlQHA4yFRIop04jbCHGVliULl3XeBzjZyLyJTtQEAr72W6oAoCuASyhFOI1Sqq6lfSbocFYASO887D/BmcB00jXIqyssBnz/iqKRxebJhVB8lOyqyTCGh+HlVmpY+9GMQL1L+85+YCHj22Vi/FoPaWsoLSrpQSKHN1wafEnsBnJITn7d9jisOvgJv73wb80bOAwAs27wMy7ctjwqVOfVz8O6ud007K8nU1NDzt7CwsOgPjNDPpk2bsHz5clx44YXgnGPBggXYunUr2tra8Mwzz+Dss8+GJGWvpznzzDMxc+ZMnBU5IZ100knYsWMHLrvsMmzatAlz5sxBW1usWvLkk0/G66+/jiVLluC8XMmQeWBV/fQjxgl2924K92zbRiLBcA/Ky2Ohn6efpoTbcIAclZdeim3nzjtjTdwMVBVwiuVpHZVx46hrrFqW2kcFAM48k/JPvvNo+v3WNCoJZgzg0CGw/PVsRQWJMMMRURTK23E6ScCUldE+ynJ2R8XAeC2ffJKmVVdU0LqzZ6dWUHV10Wudja5gF55a/xQuP+hyPPjRgxCYgLaft+GDxg9w/0f349MffIqP9n6Ej/Z9hM5AJ6ocVXBIDsyom4FpD0zD+43v456TMmftZgqRGUJlzJjs+2dhYTH0eXzt49jZvbNo2xtfNR4Xz77Y9PLz589He3s72traUFdXhwsvvBBPPfUUlixZgr8m5xOABgq+EzdY7aWXXsKaNWsSpizX1NTg/PPPx/nnn49TTz0V77zzDg466CAAgN1ux0EHHYR77rkHGzduxMsvv1z4k43DEioDwJYtwPjxwM6dJFQM9yA+9PPCC5RbYTvWlhL6cTpTk0MVBbAzFxSk2iKHH05DEaeerqQk0wJ0ssw2gVtVY91gGeNRodLcnFjJko2yMhJhRujH76d1nU4KCZWVUd7OccfRrKRsjko8u3ZRUmpFBf39zW/G7jNmBl1+OS2TDUVT8Ms3f4kP936Ize2bceLEEzHMNQyyJKO+rB6SIOHQ0Yfita2v4bsHfhdXv3Y1bjnmFrjcLmy/ejsuWpp9Omgmw8VyVCwsvj7kIyr6g02bNkHTNNTW1tL+XHwxDjnkENTX12P69Okpy59//vm466678PLLL0fzVPxxseo333wThx12GFwuFzweD7Zv346x8TNTAFxzzTVYsGABarKdZPLECv30E6oaO/k+9hhV/9hsiY5KRQXQEynamTiRSnclUUrJBykvp0qc+JOfqgIMQtoQRH19xM1I00fFDEboB6DW8YZQWb48+5TkeNxuEipG6OfAA0mguFyUo1JWBoweTb9nSqZNB2Op4R6AXkejLHnECEoEDmconuKcY9GkRfjs/32G48Yfhw/2fBB9HWVRRkiljninTjkVD3zjAYypGIM9vXsgCvSGVjmqMK9hHmY/NNvcTsdRWwtcd13eq1lYWFiYwshRmT17Ns477zw88cQTECMnoxEjRmDatGm45JJL0q7rdDrxyiuv4KGHHsJ+++2H+fPn4/bbb4+WHX/88ceYN28eZs2ahfnz5+PSSy/FwQcfnLCNGTNm4KKLsl/I5YvlqPQTPT3A5Mn0u9GlVZISHZWRI4EPPqDfXS4SF/WiBI0n1iyXl5NIMaYWA+RUcM5S3JJ4Ysm0WWqR02CEfgAK/TBQHOPLL2lcgBmcTnJRDEfloosoxPPii7Qdt5uqeQKBzOXJ8XR0AA88QCETwy2J12g+X2IF1ahR1JRuwoTUbfkUH8ZXjUd9WT3OmHoGLp59MRwSDWhySA6EtMTWvbWu2pSy5IbyBqxrWWfuxYijpiZzErOFhYVFX9HSdQKN4Pf7sXXrVixevDjjMlOnTsWrr76a9r6f//zn+PnPf55y+/jx4/HZZ5+l3H7xxRdHK4b6guWo9BM9PbHwhIEk0VW+4R4YlTHGyRoAbKKI1/6T6KgYww+rqujf226LhII4S5iMnIyqq+CaDaqan6MSH/rh4Ak5KmadD6OpneGoMEZipLycBITDQb8LAoWUcm13yxbgyiuBgw8mRyXesQIo7yW+JNnorJuOrkAXqp0Uw6qQK3Dc+OMwzDUMAA1lTO4M7JAcKcnEshiblJjsamUbpFhEN9TCwsLCNCtWrMC0adNw1VVXoTLfdt8lxhIq/URjY2rCZLKjIgjU9+PPfwbWrKHeIjZRRFOzhnhnzu1OHGB40010ouacIVNYp7UV6PUqCPhsmLJ/4aEfDj3t8EKzxDd8A8hFWrOGEn6nTgWOOQb47LPcjsrVV9O/V1xBztOKFbHX1+ej0FK8oxI/JTqZJZ8tgdsWe0HHVY1DnZta7aq6CklINRqPn3B8wt9nTz8b18y/Bl2BLsx5eE7CfUb7/HQ4nUCkWtDCwsJiwFi4cCF27dqFn/zkJ6XelbyxhEo/0Vz3FMbsl9gww8hRiT8pH3wwzaZpbKRmYAwSwFTE5yc5ncCxSSNoDEclU+jnhBOAvc0qbKywHJXYIEBeUNWPQXJ58siRVN1UVUVCxe0m4ZHLUfnGN2hCtbGtVasonATQ9oBER8XhoLyedKzetxoHj4rFVY8aexRO2/80AOSoNJQ3pKyz4sIVCX+7bC4Mcw1DV7Arpa+Kx5PqpsVj1pWysLCwsLCESr8hH/s7eB2Jg10MRyX+RDW8PoQ2fytEEWCCDoHboCMxxsgY8NJLwA9+ELstpGgkajKIELcbCIVVSII9a3goHYmhH8pRCYViISizMJbqqNTWkqNwySWUQOx2U4jGTNVPQ0Q/cE7bNV5HWabEXLOOyvRh0zGpZlLcfrKoGDto5EF46byX0q+YhENyoDvYDVlKjPN4vfm/VhYWFhYW6bGESj8xsWYidnTtSLjNyFGJPykrY95AcNF3sXYtwJkKkcvQkZijwjmt29BAHWolCfAGQpC4nNFRkWUgqKiQmA1g+SfTJueo9PRyjBuX12YApDoqjNEgw7o6EhpmHRUgJlRmzyYnymDKFNpe/PyibI5KLsw6SIZQcdvc0HQSl6pKbk8uoWK10bewsLAwhyVU+olyezk8ocRmbOkcFXdND8Y3VKLd3wYIGkTuAGcxR8UYYghQOOHuu+lk6PVpEJDazM1AloGwqkJkmZfJhKrxaOhHlHRoGoPPxzF8eF6boW2piY5KMi5Xdkfl2WdjvxvdmM86K7F/CkAVRk5n7O9sjkqxcEpOdAe7UeeuQ0+I6sybmoAHH8wuVGQ5c+m0hYWFhUUillDpJ2yCLaVSJDmZFgB6Q70QBRGT7psEzlRwVYZoizkqmhY70dfVq3jzA+oWFgxxgAsZHRW7HQgpCuWo5Bn64TqLPqbDwaEqQnT+T74kh36SyeWoxM+0Wrgw83Z6ehKb0fXFUTGL4ahUOiqjvVdaWoDNm7O/VgOxbxYWFl9PRFHE7NmzceCBB2Lu3Ll4P34CbA68Xi9+9KMfYeLEiZg7dy4OOuggPPLIIwAAXddx9dVXY+bMmTjggANw8MEH48svvwRA5clHHXVUwrZmz56NmTNnFuU5WUKln0g3XDBdMm1vqBcTqydiYvVEcKZCC8uw2TUIArkp8XNwtKotcBz6FO69F1AUEirZHJWQokJkdrB8hQqPy/9w6FDCApQwg8uVf7wi3fTkeJxOyukwk6OSbRBnayuFfwziHRW/P/c05UKQJRmXvnwpqhxVCKrB6H4A2YWK00klzBYWFhbFxpj1s27dOtx11124/vrrTa976aWXorq6Glu3bsUnn3yC5cuXozPSSvvZZ5/Fvn37sH79emzYsAEvvfQSqoyeGQA8Hg8aGxsBAF988UVRn9OQFSqMscmMsSBj7KlS70s6ZCnW4dQgXejHp/hw6pRTMbdhLsJ6AFpIhmhXo/Nx4oVKxfBeTJq3E8OGAZXVOrie+e0zQj8Ss4HnmaMCxMJNRuiHqzLsrvziFUbSazZHRRBIzPS1EkbTEgWRwwHs2UO3P/kk8LOfxe7rS7l1PN+c+k0cMuoQVMqVUaHS1QXcf3/m8mSAOufmavFvYWFh0Vd6e3tRHbGab7rppmjH2lGjRqV0p92+fTtWr16N22+/HULkgDx8+HBcF2ml3dTUhIaGhuh9o0ePjm4bAM4991w8G4nVP/PMM1mbyuXLkBUqAB4AMGh7fMY7KkYDsXTJtL9f9XscNvowjCofhYn3j0VI0SDZSKioqtFenuOaf18DR1U3avfbBVkGxo/PHfoxclS61T6cFRkHgwA97IQo52cDMJbbUQHMdabNxbXXJiaoyjJw++00X8lu7798lZAWQpWjCo99+hgAer6nnJK54RtAZdlFvuCwsLCwABBroT916lRceuml+FWkcdOtt96KtWvX4q233kJNTQ2uvPLKhPU+//xzHHjggVEhksy5556LZcuWYfbs2bjmmmvw6aefJtx/9tln48UXXwQALFu2DKeddlrRntOQFCqMsW8D6AbwRqn3JRPxQuWm/94EINVRCakhXHv4tQDoKl/jGkJqGKJNg80WEypcDOHeVfdiyWdLwDmHwwGMn5A79KOoOgSIeLX9/sKfCNOpX0vYCSFPoQLkdlSA/Gb9ZOI3v0n82+UCFi+mUExLC7kY/YGma3DZXLjng3ug6VrO5GEAGDuW3B4LCwuLYmOEfjZt2oTly5fjwgsvjHbP5pzjggsuwM9+9rPoxONM3HHHHZg9ezZGRqoYRo8ejc2bN+Ouu+6CIAg4/vjj8cYbsVNwbW0tqqursWTJEkybNg0ul6toz2nIzfphjFUAuBXAcQAuLfHuZERgMbejyUuORnIy7Z7ePRhdMRoAwCL/hdUwRCkW+uEc0ARqHPdF+xeYOmwq5szVUD1ax7tvilnLkzWNBheqvHA7gTEOxgRAcUKFP/cKSZhxVOLDW30hPqIjSdTNdvt2atkPUF5IfGVQMRhXNS5azhzSQlBVV06h4nL1T86MhYXFIOPxx8nWLRbjxwN5zM6ZP38+2tvb0dbWhrq6Otx8880YPXp02qGE06dPx7p166DrOgRBwI033ogbb7wRZXEJd7IsY9GiRVi0aBFGjBiBgwUn7QAAIABJREFUpUuX4vjjY127zzvvPFxxxRV4/PHH+/AkUxlyQgXAbQAe45zvyZZrwBi7HMDlAFLGUA80Lb4WAJQ34fPFTsodgQ7Uumj8tkNygIND4WEIUsxRUTQlKlS2dGzBDUfegMe23YZDak8C14SMibJ2OwkAcAaVF14Ly5kO6Aw25kJQy89REQQSZrlO3LreP91aR46kfiu1tST6jjkGWLoUmPj94j3G0vOW4uOmjwGQQ6aqrpyiizF6zh98AMyfX7x9sbCwGGQUYSBfX9i0aRM0TUNtbS2WLVuGFStW4L///W/aZSdNmoR58+bhl7/8JW677TaIoohgMBh1Yz755BPU19dj5MiR0HUd69evx6xZsxK2ceaZZ6KpqQknnXQS9qUbc18gQyr0wxibDWAhgN/nWpZz/mfO+TzO+bzhhTQAKSIt3hZwzlFXR0mUxkk5oASiM2dafC04dNShUBECF2KOylHPToUH9IZ3B7tx+JjD8dbOt7DPtwu6JoAJmR0VVQWAvgkVBspRkbgTASU/oWKzkYthRqgUw1FJZuRIcqSuvppGFGzYQB1+FSX3umYRBTE6eTmoBhPKybNx++2U5GthYWFRTIwcldmzZ+O8887DE088AVEUce+992Lv3r045JBDMHv2bNx0000p6z766KPo6OiIipYTTjgBv/3tbwEAra2tOO200zBz5kzMmjULkiSl5LmUl5fjuuuugz02g6UoDDVH5RgA4wHsjrgpZQBExth0zvncEu5XVrxhL3yKD3V1ZXj6aeCyy+h2v+KPTvH97Qm/xTMbnsFPPvw3GNOiybRdu0djx4SVAGLzZZq9zQjqfnBdhJDBUZEkQOcAwKChD2dmpoMmEDkRUPMTKun6xqSjGDkq2TC+j7oOSDae0MG2GMQLFTM5KgBw3nk0vDAZTdcSWvpbWFhY5IOmaWlvz+SkxFNRUYGHH3447X0nn3wyTj755LT37UwT3ho/fjw+++yznI9phqF2NPwzgIkAZkd+HgLwLwAnlXKnMnHL27eAc46AGoAn5Il2ezVOlAE1AJeNEo4kQcLiAxajYc3DgEChnz29e9DrXIdObScAYL/q/cAYQ1gLI6T5oWUJ/UThAhS9DyUvjJJ2ZeaGN+zNvXwcRvgqF6raP45KMrIM9HpUMF5cfT6ukmYLBNUgepR2U8/luOOoSd355yfevmzLMryz652i7p+FhYXFUGZICRXOuZ9z3mz8APACCHLO20q9b+mYNmwagmoQdtEOn0LZk+eeCzQ30/1+xQ+nFMvulAQJWtANUaSr8o3tGwBHD7p1ygYdXzUeAGATbQjqPuiqAGQI/UQpQo4KgwAHqtAd7M5rXSN8lQvGBmb2zbHHAhDUyDDH4iFLMp771nPwK37cFhxhylEx2ug/80zi7Xt796LZ2xyNC1tYWFh83RlqoZ8EOOc3l3ofsnHVIVehJ9QDh+SINn+77DJEZ+YElJijYmA0P7OJgAgKKewOr0WFXIExFWMA0IyZkOaHqtSAsfQ2HwCwyP/7lKMSCf04UI2uQFde65p1VE4/vbB9y5fDDwd+93sF3TxHGVIBlMvlaPY2w4Eq00IlXW+XZm8zlm5eisk1k3HQyOzlgxYWFhZfB4a0UBnsVDoq0eHvgNvmjnYujZ9X41f8KUJFUSgMIglAMDK5rlKqw8TaEVg8kzr9OW1OBFQ/uD7MRHt8BiVDebK5/qwcjAtwohpdwfyEillH5e6789psRoxqmkz5LowBDpcC1g9CRRZlbO/dDgevNpVv43Ckb6N/8KiD4VN8WLFjBQQmYPm25bj+KPMtsC0sLEoL57xo3a+/ihTiFg+p0M9Qo1KuxD83/xP1ZfUIaYli4e2dbyOgBuC0JTb2iAoVCfCGfUCgGj8a9QjcdjeOGkdDn5ySk0JJeuaqHwPGGRQ9vaNi5uPCI46KCHu0w65ZzDoqxcJmMyGMRCUydbq4OCQHmjxNcKIaZo5RskzDGB2OxNtP3/903HPiPegN9eKJdU+kfG4sLCwGLw6HAx0dHVboNgOcc3R0dMCRfODLgeWo9COVjkrc+OaNuHzu5VFHxeDvG/6OhvIGyGJir/VwmBwBXQhgXef7wCMfYsJjk+EKxpwXt92NgBoA10UTjoqQ0VExA22/sExXSQK680tr6ROGMMrWvp5JCoR+cFRm189Gk7cJDphLhJVloLeX/v3oI2DGbD9avC2YUD0BjDHccfwdeGbDM/ii3eq1b2ExVBg9ejT27NmDtrZBmTY5KHA4HBg9enRe61hCpR8wWucfOfZI3HPiPegJ9qQIlcbeRjSUN6RYhIpCs31a1R14q+UFQPkZJAkJIaJqRzU0XQO4maqf4jR8K+QCwWYDli0r+KHzxlSoSewfoeK0OSEyETaYaxttCJWqKuCQQ4B1zduweu9qXFoda7a8+IDFuPmtm4u+rxYWFv2DzWbDhAkTSr0bXzms0E8ReWXLK9jQsgFH/uVIbO/aDoBKV0dVjEqZpNzY25jWHlQUQBCBLm0PWkONQNiNUAhwSbETYJWjChycpidnESocnIRKhtCPOajhW6GcfXYfHjpPTj3VRIt8oX9yVAAqTxaRxc6Jw+GIuWcuF9AT7IFfyX9EgYWFhQUA/OlPqVWEXxUsoVJEfrHiF3h87ePwhr14av1TAIAzp52Jo8cdneKo7OlNP5XOmK7crTZBh4ZD51TAZkt0VObUz4HOdUAXswoVBgZKpk0vVMykexlVP4Xkhvn9dBIeKCZPzh72AdDvQkWCudirsZ/19VQF1h3stoSKhYVFwbS3U/ftzZuBO+8ErrmG8uC+ClhCpQ9wzqOuyK7uXdjr2YsNrRsgCrGcDoEJcEiOaB8VgLqPKpqS9sRklCdrjByYC77DcPrpiULlkjmXgHOOUIhBztmpuI9vMTOmNOfPQAsVMzBRAdP7R6iEtJBpoTJlCnDkkcDo0TGhku+IAgsLCwsDxoBJk2g0x1FHAT/+Mf18FfJ6LaHSB97a+Rbeb3wfALDPsw+cc+zq2QVJSEz9kUUZly27DK2+1uiy+w/bP2NLeoExgGk4z/1gtJvtosmLUpbz+QQ4nLlzVPoCh17wNgajUIGoAv0kVPIJ/djtdFCprSUnqCeUOfRjVRBYWHw1+MMfgK78ujyYwjhEfO97wB13kFAZOxaYMwd44AFg7lzg6adR9PEhA4UlVPqAJ+xBb6gXAM3zGVs5Fk2eppQyXqMEmUWCLav3rsbCCQtTeqjEw5mKqdp5UaFyzPhjEu4XmAC/V4TDkbuPSsbHyLEmQFU/Ro6KJEh5lShPn05fmMEEFxRA758c8pBq3lEBgPvuo7jylCnkqNjEVAElMIHCfBYWFgXxn/+Ueg+I7duBtjbgd78rfBtdXcC779Lve/YAi6m1Fi69NL0IWbgQePFF6sp9wQVAa2vhj11KLKHSB4JqEN6wF2ub18Ib9mJUxSh4wh4cNTbx7FwhVwAAVJ2aijR7mzF9+PS0QqWpif5lgoZQQIItw8U/CRUBchZHxUim7Quc6dHQT5Ujvzb6ixYBZ57Zp4cvPkL/hX4oR8WcowIAZWVABX00oGhqWkEiCRI0nrn7sIWFRXZOGgST4Dwe4Je/BG64gRL+f/lL4LHHAK8XuPhi4MQTgeefB667LnG9994DtmyJ/X3XXcBzz9Hvr71GlY5LlgBjxgC33pr6uNOm0WNecglw883A3r399Qz7F0uo9IGgGsQ+zz5c+/q1OOu5s1AhV+DWY27F/536fwnLGZNwDaHSGejEuKpxaYVKfT39qzMVvd0iysrSP7bABPT2CnD1KfST21PhoGRaAKh25t+ddrDB+1GoaFyDUEDFvyTR1dBv3vtNiliRBCn6ubGwGEh8YV/uhSxM8e67wFVXAW43cPnlwFlnAcOG0cXcWWeR6Fi/ngaVPvww0NlJ633wAQkRgPotzZoF1NTQ35dfTl29V62iCfSZCh4WLgRmzgROOw3Ytav/n2t/YAmVPhBUg2jyNuHT5k8BALcdext+teBXGZc3TjiqrqLWWQu3zZ1540xDd6eE8vL0dwtMQNAvQs4a+ims/0nCFiLJtJxT/5Z8BxMOJja3b8bPPjoVXOsfoQJEXKw8kWU60Oz88c6oqDUQmWgJFYsBR9VVnPTUSVbYsY9oGrB0KfDGGyQyAKCujnJGzjiDXJRFi6jS87bbgIceAjZtIpdlxQpyYoJBKrJYtYqcF4C2+aMfAaNGkdBZtSr3vhx4IG0zG4M1Hc4SKn3AECrt/nYAQENZQ8ZlG8oaoOix/I4xlWMwt2FuxuU5U9HdJWYVKn/9a/awjsAATc9VvpwdDh2cxzkqeQ4mHEw0eZsQ1kP95qgA5l7TZOx2QFU5xlWNS7lPEiRq7mdhMYBIgoQrD7kSG9s2lnpX+kQpT7wvvQSsWwf861/AjBlI647X1yMlvP/73wP/+AfwPtVp4MorgUcfpZyUujpyTv75TxpwCwBHHw3cdFPu/RFFCgWly1O5/34KMd15J4mrwYYlVPpAUA2iydOEGcNnAEDW5NjfLPxNwpVxlaMK88fMz7g8EzS0tojRHIaU+8FQUZ4lUZZzCAKdAPtEJJmWMXJUhnLop8nTREKin4TKt2d+u6D1QiFgy5b076UoWI6KRWmY2zAXnzZ9Wurd6BOqClPTzIuNopDTsWgRcP31VI2TD3Z7LDl25Ehg3z5ECyt27aIKnjlzYsubLVqYPh3YmEZ7vvEG8M1vAlu3Uu7MYMMSKn0gqAbR4mvBU2c9hVpnbUL/lGTcdnf0hGNmsqbs4GjczbI6Kslhgng0rtFJrq/nOBYrT87XUfl438f4oPGDPu5A8Vi9dzXGlO0HrvaPUJlYObWg9fbuBTZ8lv4+K0fFolTUOmuH9IUJQA007faBd1Y6OoAHH6S8k/32K2wbnMf2e98+CvMAVHBx+OGFbXPECKo8SqaqCvjiC9r2D34w+EJAllDpAzrX4Q17UWYvw3D38KzL5lvayxjg8wGVlenvF5iQNcyg6RokQYSSxVEx91mMNXzL11HpCnZhn2ef6eX7E7/iR62rFmC833JU7ryzsPXuuAOYmOFgZlX9ZMA4ig/VxhBDgK9C2DEUogTWnDPA4jAqL/tCezsly44YUfg2Nm+m1gUAnQtOOIF+f/554M03C9tmTQ2Fo5KpqqJzzaZN1Ntp7NjCtt9fWEKljwTVIJySE7XO2qzL2QRb3lfGO3fSlywdAhOyOjM61yGJYp9DP/EN32RJjg5cNIOqq+gJ9fTp8fsK5xzn/eM8LN20FKdMPgWqrgD9mkybP4IA6BkuYUQmIqgGraTGeAIB6py1YQPwwgul3ps+8de/xvpiDDa+CmHHcJhyQ9IJlc5O4NNIZCtenFx0Ud8f1xAqfeEPfwDOOYd+f+YZYOJE+r28nI4ZhVBbSxdGH35If7/3Hv1bU0OPV1dHpc6trYPrGsASKn3gnOnnRFvkD3Nl/1QWYuHXZtE+5kI/QlahkknmJKzBOAr9mKi6Gm2IVyp29+zGyt0rsal9E+Y2zIXKFXCtf4LWhdqlggBk0iGSIOGFjS/g89bPC9+xrxoeD/10ddEI6iFMVxddIQ9GRCYOeTfPECrhNNdX//43JakCwC9+QWJm2zZyFXKhKMCf/xz7+/TTqSeKQTGESn29idlleSLLwBFHAK++Sn8/9BD9q6rA/vtTnsphh9HQVFGk0NVgwBIqfWBG3Qw4JSecNmeKUHnwlAcT/pYEKaHqJxtmWqabDf2oBRxnEreqFzw9WdVV9ARL66h82f0lJtVMiutlo0DvpxwVxlCQpSKKmUWOJEgQBRHLtiyDJ/QVmTDWV7xeOrJeeil54kOYiorB+xS+CqGfbEJl/frYxeD77wM//znw3e8Cs2fnvujYsQO4555Yg7Zly4Dly2P3F0Oo9BcrV9LzU1XqzdLRQceuyZOpg21PD3DccSRmXn+91HtLWEKlj7hsLjgkB0a4E4ORPzr4Rwl/28T8Qz/ZMBv6UZS+h364Xlh3W0VTSu6o7PPsw8jykdG/VV3ptxwVox9Kvuzo3oYwTz/3SRRESIKEG9+8MTor6muP10tn923bgN27S703BcE5zcLivHAbv7/5KoZ+4ru82u10gt6+nXJZbDYKe0ydml7YxLN5M1XjrFlDf594Il1wAFQ5s3Fjdke81AgCJdVu3kwN5gASVocfTibl975HFUvdg6Rt1iD9igwdqp3VEJiAm4+5Oety8aGfXI6JmaogM6EfSRCgahRTKPjKKG7WD5DfgLzBkKPS5GlCQ1lDdL8rHVXgav+EfmQZULX8heFd792OLfzVtPdJggSR0REw0xDLrx1ebyyp4J57SrsvBbJ+PXD88dRd1MTXvSQITCiogeFgIhRKdFRmzKDUJgPGKDH12mspN+WJJygBNhTKvM2dO6lj7B/+ABx0EN02cmTspP7ww3S/Pedk+9LS0kL/jktq36RpiFabDhYRPUh2Y+hS46R+xukGysUTL1TMCJFcmAn9iGKs6iefJNh4OEucnpzPvqu6iqAaLOhxi4Un7EG5PVbjvelH2yCoGWq++4gso6By8MNGH4bz8Ura+0Qm4o8f/hEADb60AAmVYNznarDVUpogFIrlNJSiz0cu7l99f6l3oSiEw1SQYAiVujrqENvcTFUus2cDTz4JXHEFtZl3Oul7HC9UduyI/c459Ud5/nnq9Opy0W1VVTGh4nJRSGUwU15OhuQDD8ScIIOlS4EjjyzNfmXCEip9pMZRY2q5fMuTc2GEfjI5HDrXYRNEaJEr/JCW5RIhKxycF/YxUXQFklDaozDnPKFaySnb+t5bJgOyDGhq/iJU0RTYkX6oU2+oF7Iko8xeZs1eMfB6qfLn8cfp72BpxXAhaBrlAgCDU6gY3baHOj09sdDPP/5B/UgA6tB6wgmUPPruu4mulizHPlJeL4kYg5YW4NxzYz1NANp2TU0sr3uwOmTxjBhBrt6UKalfH1mOfSbLyihvvdRYQqWPGI5KLozyZDOhE1/Yh1veviXrMqaqfkQhmjMRUlOFihlbN748OV9UXYVN6L9SYLNUOaqi/V/68yBCoZ/811N0BQLSv06tvlaMqRiDOned5agYeL2U4OF2UzetwNALialq7MQ22ISKpmsFjYIYbDz/POWQHH88pTQ98gjdvmABcMstwAEHpF9PloHPIg0Yn3qKEmMNsfLBByRw4qfCh8PkxFx9NbkqQ0WofPIJ9UvZsiU2BDGZ8eMHxyBDS6j0kRuOusHUcpIg4YUvXoDO9awCAwC2dW3LuT0j9JMpFKPpGmxxfVTShX7MHIx0qAVNBAYiQiVHSKy/YYxBYEK/Vy8Eg3SVrBXg1iiaAjGDUJk1YhbOnnY26tx18CmWowKAhEo4TNmP1103JIWKpsWuVAebUAlpITgkB4D8ctIGG599BtxwA7kCq1YB//kP5VysWEGTjDPhcNBQQJ+PBv+dcgr1FTn/fHJfZs8GfvKT2PJG99vqamDePErOHezU1VHop7YWuOsu4L//Tb/c+PGUk1NqLKHSRyodGVrHJlEul0eFipEcmYlTJ5+ac3tmqn5sohhN7kwO/dBVU/q3P/7QpOhB2OBMvN/kwUvV1ZzPtb/hnKM31Gv6fSqUdeuoiVI+YaW/fPoXPPrJo1kdlRMmnoBTJp+C4a7hVujHwOslkWKz0aXsEBQqqhprqDXYhEpACcBpc+ZeMBdffNH3bRQBu50au11/Pb3mkpTd9ZBlGvR3zjkUIrrhBuC++0iQjB6dmtNhCBUAOOYY4Fvf6renUjRGjiSnyejTUl+ffjlLqHzNGFk+EjcceQM0ruV0VL4/9/s5t2c29GMk0yaHflRdhcBTT47xvQAAIMyDkJgj+rdNsJnuB6NoSskdFQD4zgHfwY8P/XG/PoaqUoKaYlKobOnYgh8v/zF0rkPRlKyulSzJqHJUFZwQnY0h2fHW76ezhd0+pIWKI/K1GmxCJagGo45KnxL/n3qqSHvUN2w26hVy7bXAt03MDZVlyl2ZMQO4+276u74eWLIE+NnPUpePFyqjRgFnnFHc/e8Phg+nRFrjM5ipA/qwYYPDIRpkX5GvPpquZR1eaBYzVT8U+qG/kx0VVVchsNS3f+lSgMWpa0UPQkKsPaLT5kRACcAu5q69U3W15Mm0ADCqYlTuhfqIplHmf3ivueV9YR+8YS+Gu4Zjb+/erO+lLMqolCv7pafF+D+Mx+6fDsFeJJo2pB0VTaNdH4x9VAJqAE6pCI5Kthrf/uTDD6khCqh/kt1OuSNuN7Wiz8Vhh9F78p3vJN6eSVAaQkXTUt2WwU580mw6GKOvWWsrhYtKxSD7inz10bhmKhxy4YEXZr3fXMM3AZrGITEp4Wq81deKzR2b017F70uaIcjjhhICgENymO7nUepk2rAWHjBHR1UjQsWk6WG8Hzu7d6IzkCGTLYLL5sIpk08x7WSZ5da3b0Vjb2NRtzlgGDkqDseQrPpRVSpjra4u9Z6kEu+oFAznA/++GGVUDz4I/Oc/0ap1u53yTWwmDwVVVdQx2AyMUSKq3Q6sXk0dXYcimYQKQOXYRmO7UmEJlQHEJtoQUkOmHJUnvvlE1vuNJNFMaFyDTRLhDEzCSWO/lRD6WbppKW5757a0CZz79lGOipGHwlhim4pKuRLdQXPtClVdLYp7VCjt/vacM5iKharSSSds8iLScLhWfLkCnzZ/mnVZURBx7IRjyVExq4RM0OJtKdq2BhTOqSZ0iId+nE4qawWAm24q7f7EU5QclfgknIEgGKQXMRikF7Yn1mjSZivq1yYBUaSKoPZ2YP78wdd/xCzZhMqYMUBjia9nLKEygNhFO4JqMGeOihlyhX6MZFq3fzoumnpVQuM1h+SAN+wF46mOSlMTwHisI6XAWIJQOWLsEVi5e6WpfeTgRXmuhRLWwn2/MjSJqlIDKbMHREM4Nnma0OZvy7l8tA9PQ0NfdjOBKbVTcPUhVxdtewMGYyRU+hD6CQSA22/vh30ziRH6MRyV224r3b4k41N8fQ/9hMMD24hv7lwa2PP668Dq1eD33ouyIPWCsYsa7t59fr88bHk55XEcemi/bH5A2L07ewJwfT01yCslllAZQOyiHQE1UJRKmFyhH03XIIkCXblJLvgVf/Q+p+SEJ+RJG/rp7ATAWSzJkiVeGI0qHzVkrsTDWjht6Kk/jp/RHJVw5iZ88YS0EOyiHU3eJlPzkEQWmbuSqeFBASj64Eh2Lggj9FOgUNm3D/jLX/phv0wymEM/65rXYdaIWX3bSDg8II6K3x+JMMkyZcx2dAD79oHt3o0xDroAkFkYJ3hf7JfHr6qiE7nRSn8oMmYM5eVkQhQH1hxLhyVUBhC7aEdACRQtmdZM6EdRQF1N43pwyJIMb9gLMSmZVlEoNisIQlSoMCSe2G2i+aqfUvdgUDQlbdJvir7T9T57w8aJ56C5gqlKmrAWRpm9DJxzuGyunOKJMQZbOK5UpAgomjIoGvIVRB9DP83NRTWn8kZVyW4v759pDgWztWMr2vxtGO4e3rcN5euorF1bUKe0F1+kIdqor6eM2Y6O6ItaVUmPb+NhKKx/Bu/kk89iUTiWUBlAiu6omAj9hMOA2+ZO6GrKOafGc0k5KopCV3iSIMYapDE+FEepAMgjmfbPf6ZmCQWyZg3w/e/TlccZpwnQeO7mciE1hHJ7OVRdTZjunA2nJwheXQ39iccpKN7HWQBD2lHpY+inuTlz74j+prOTBuHV1NDuDyZuefuWnOHSrVtN5NTk66gYU7AVBVgZF1pW1aylOqIY+RqMH0+tZpuboyOSq2Vyke0II4z+Eyo15pqTD2lK3W3XEioDiE2wIagGi1eenCP0Y5MEKArgTpoTY1ScJId+jPCFJIjRky0HL8j245wXvUolXxQ9vaOSgtdbeDxoxQr09gJdXVTqJzBzjkpIC8Ftd0PVVYwqH2XqQFDe3ou2Mgbh4kuoqcNek7XQGeCccohK7XwVRB+FitGBvxR0dlIvtO9+N1Go5DPIbtcu4Pe/L34Y84M9H2BO/Zzo3+k+G2vX0k/WHJ80joqiKZm/Gy0twE9/CuzZQy1kDXw+6taWAZ8vkgg6YgRdbHz0ETgYvmQTUGmnz0V/C5Xa2n7ZtEUcllAZQIqdTGs29OOSXAmhH0VXqGoojVCprAREUYyFflhh8cmVu1firpV35b9iEcmUo5K6YDjWojFfTjgh2jtBkqhCJ5/QjyFUzDBxzQ5sm14PTRKpqkHr+1gAWZT7MLCyhHR20qVsgeXJwWDhb3lfURT6yB18cKJQeegh89v429+AtraifAQS6Ap0oVzOHo/auZM+65s2ZVlIUVKEys1v3YyH1zycfvnmZmDyZBIq/lg+HbxeUiMZ8HqBSjnyZh51FBAIoKUFeLri/6FCou3YoFApY7e5asV8mDgROPHEom/WIglLqAwg0RyVAQr92CNCRRITT55hLQyBCZCYLeFAZzgqYmQ2jtGcTtMSm1KZuQJ32pw4dFRpU+Ez5aikEN9aMl/sdtgifWXyclTUEGqcNVB0Bb8+5temHkoKq+CairBbpol2RThLuWyJidZDhnCYRIrNVlAILBgsarpPXigK9UKTpMQpvPnkOigKpWIUcxI45xyesAdl9litajrXtreXGoAZFcArVwJ//3vSQkmhnzZfG1p8LdjTuyf9Y6sqWRN79iQ6ZD4fqZEMeL3AcKmLYtYuF/Dhh9i5Exj7vYUY7o4IFR7GJ8NOBD7/PPsLUABlZTSB2KJ/sYTKABLNURng0A/1QomJC0VTwMBgl6SEA52uk6MiiRT6MRq2JQsVM221VV3FzcfcXMhTKxqmc1T6IlTq6+Hopto9UaT3ZU/vnpxDEENaCPVl9VB1FRVyjjNUIABcfjk4AyRfEGF3pE9EEc5SRqfhIU0B8Y9QqPSOiiQlDrfL1ssiHr+fQj82G22rWATVIFRdRbk95qhD9nMGAAAgAElEQVQYx40/ffinyN90PHnpJaoIBoC33kqjAZJCPy9tegmPffpYtFN1V6Arel9jTyPWtawjpdbYSE/woYeAJ5+kIVoZHBXO6WHKlc5o+RTnNGzviBNcsGsBoKcHkh7GN/5nGiXXWAxJLKEygBihn2I5KmZDP4whxVFhjEESpIQR3kbox0imNVrgJwsVMyiaEj0olSoHwnSOSrxQ2bKFJvKaxeGAFOlRYzgqz2x4Bh2BjqyrecNeHDX2KHOzdjweOjMAsPmDUCrcVN1QBEfFKTlNdxoeVPRx9nyyo/LOOwPX1MoQKvHt1n/9a/Pt11tbaWhesYWKJ+yBLMoJjgoHR1egC69ufRUARWd0nWbFACQM9u1LU0GV5KiMcI9IuPuGN26gN6G9Hb2hXnL1KirIUfF6gX/9C3jvPeCFFzIKlW99i/rPOINdUaEyZQrpkfHTXSR46upoX6ZOjSbZWuSPqgLPPlu6x7eEygBihH4GquGbXaKqH8aQ8JiKTo5Kb7cNc2J5c9A0YOxYYMZ0ChUpugJbRKjkm/VN69pMh0L6A9M5KvFKzOOhOfDJZErUkWWIkeRkQ6gE1WDOAYKcc3xvzvdy75uxT5GSy8+nD0egvpY6832dQz9jx8Z+L6AkQVUTZ7dcfz2wY0cR9ssE4XAs9JONpqb0ty9dSlESSSpO6McI23hCHtSX1ScIFQD4svtLtPupeZqixDSiINDHculSirokYDgqv/gFEAqBg+PWY26FN+zFm1++iQ2tG6JT/vyKnxogVlRQ9c++fZSA43QC776bVo298gqVJvf0AI5ATKjs3UuhKbHMGct18XjIPjPbQ98iBZ9fpzLwEjHkhApjTGaMPcYY28UY8zDG1jLGFpV6v8ww0KEfp0OA35/qhhiOihaWEiIemkYHnPo6IRb6EVNDP2YwJieLzFxyaX9gOkfFbo8dDB2O9FUkEyakX1eWIUWSUQ2hElADxZ103NsbTWB4edEEtBx9EJ3FrNBP0ZDl4uZ7ZCM+9ANQUUsgkKqF//d/06//05/SeblYjsqqVaQpPGEPfnLYTxKESo2zBls6tqDaWQ3OgenTgdGj6b5hw8jsaG6m53PBixdE19v5P/fRRp95BmhuRlAN4pwZ5+DT5k/x4hcvYnvXdhrLO348CRUtRHbujh1Uer9jBzBzJvDcc6TKDNXW0wP4/fjoI9IxFRWA298GDB8Ozinnp7kZdCDz+SjhuqWl8NCuBQDgZce3wCa9XrJj+ZATKqCJz40AFgCoBPBLAM8xxsaXcJ9M4bRRR9iBCv24nCL8frrgjBc1Ro6KqkgJcXpj+qdYjNBPnKNipq9IsVF1FZctu8xcjkr8MBBJSu9UGH0ekrHbo46KKFIH2YASoHb3xSJyRajZJITUELjLCV9z49c79FMkDHHgdmctLikqyaGflSspkmfQ0kLLdHTQv8bb7PHQXBmAnIxiCZVwmISSJ+TBzLqZCceKOncdCRVHNdrbgVNOAe6KFPMddxyFgM6peh3+UAhPb3g6ul7o48/oxY3sZEAJwCE5IDABTd4m2EU7dFUBBBL2UUdl1y5SjDNmUMvUI44ALrmESo0Aylvp6YGmRQYkA6j27UFvxWj09FDhT3k56IKjrY0Wammx3JQ+4hP3QD3gsYzJ0P3NkBMqnHMf5/xmzvlOzrnOOX8FwJcABn0T47GVY/Fl95fFc1RMNHxLF7ZRdAV+xQ/dX5nQSyIqVFgsmVYSJOh6/u664caYLdctNmEtDE/YYy70I4qxs0G+s9plGYKS6KgEtdyhH+NkcNqU03I/Rm8vwDlCbhkcHEGnDHtQKYoF4LK5vnaOyvlxY19+8QvqZ+JwDKxQUZSY+A+HY39zTiGNXbvobTdmEv34xxQFmTiRlpkzp3ihH02jx2ryNiUk0gKUW7KlYwsq5Ups3gzsv3/svmnTgGt/EsY9vh+iN9SNYa5h0e96FbppRyUJUJToROYzp56JoBrE9OHTEQDtvF/xI6yHKZu4t5dySYYPjyURjRwZG+ve3g40NMBmI0cHAIZXq/iyUUJrK7BwIfVvBGPkvowbZzkqRUBmZeDu5oR+XAPJkBMqyTDGRgCYAqD4tWdFptZZi1Zfa/FyVHKEfqiZV6rI4JyjK9gFzVudXqhExAWJjb4l0wqRUueBxnhMU45K/AuUr1Cx28GUwnJUAODlxS/nfoxx44BhwxCSbWBg6BlRCZuO4jgqNufQzFHpA889Bzz1FP2+di3NsmtsHFihEo8hVNxu4He/o9QKj4fOs4EAfRydTsq/iB8el6+j0tGRvsmrpgG72tpx45s3plSgjaoYhac3PI0qRxW2buWYNClx3asWrIfQUAe/vxWTayZHc1nsiOSoRHYyqAbhlJy44pArUOWowgG1M+BV/QDnmPK/f0VZQKcn+rvf0b+yHBUqe5wKVq7+Bz1gpLGTLeSNdhaWnQzd3aRH6uridq67m0ROT4/lqPQRh+CG7moq2bFiSAsVxpgNwNMAnuCcb0q673LG2BrG2Jq2ttzTaQcCxmjY30D0UdnTuwejykelFyqRTP67b67GwoWx241ztCEuDEdFVQsP/ZQqR0XnOu498V7T7emjaBrw2WfmSl45p4NpiBwV47UzI1Ty4oADgMpKaDIJv476iti+9gEOjglVE7C2eW0RdrKE5NmVcNgw4OKL6SS/ZQuFM26+eWCFSrwWNhyWqirg4YdjQqW3l35XFDIYVq2i865BvkJlxw7gt79NvV3XgWP/OR7bOrelNHubOmwqptROgU2rws5GJaULq/zM42i48ES85fsxJtZMRLOXSvVtiMxiiuxkT6gn2pp/P2EYjm11oUeknR//6nuo9pK7cljl8zSk024HHA54Qh68uu9t7GuOKy32+zFvzUMYESkkcjgYenqoGipBqOzYAUyaRNVFhlAZil2YBwGy6ILqbE5oHDqQDFmhwhgTAPwNQBjAlcn3c87/zDmfxzmfN3x4HwdsFRFVV4sS+mFgWZ2ZNn8bhrmGpRUqDAyKrmDWdEdCk6lMoZ++JNP2NUel0LCExrXCnCvjhGd0swIyH9yCQaCiAixMQkUQYkIl2/gAzrmpXjTJj6XZJDDG4HEKOOuH1UXx/cvl8qJ8HktKRQWd2U0yfDilQLS2ksasrQWOPTZ/ofKnP+W5nxEUJbHih/OYUNm7N9bjzO+n6lzOY+XA8evl2+uutZXmG23eDPz737HbNS02TqOhLHVS46YrNmH3lzLeeDuUOkSxpgZs0kQ4Ql7MrZ8LT4jeBzvC0CVbVKjc8vYt0cT2c7WpOO7mJ9AlKYDPh876SpQp9H3whr3Y3bM7KlT+sfEfeLd1Dex+KfrVDIkubFvvw1ln0d8OmaO7m57fiPgq6C1bqCzZKLFyu/ulO+3XAYfogm7rtUI/+cDoKP8YgBEAzuacl3aoTB5oXCuKozKuahwqHZUZ7zdCQ/FCJdYWn+H5c55P3bc0ybRG6KfQ8uS+5qjU/LawiV9GV92MbNxIiQCGCDH+1TRg8WLykQ2Sa1kNgkGqVIgk4hpl4AEle9XP91/+Pt5rfC9xfzWa3ZKRYBCqnRyVkBoCt9mK3z99qFJVRcOWTLJgAXDMMfQW77cfiQK7Pf8B2r/+NZ0c8yVZqBi31dSQedbZSbrL4aBIyK5dVOUTqcCNEkn/ME1bG23jhBMo/GWgacBR1YuxYNyCtN8ZxhjCARkt7aHECxbjO1NRgSnhuThi7BHoCfUAnMMOBbpkhyaJ2Nz0WXQ7AHDAxPmwt7Tj/o1PoE0Moa2hEs5QLFSr6mo09LOzeyfaw13obBOxu5VEhuwUcPaZPOoGOxx0XdHenjR3JxymG0IhOrAdcACFUS3yxilSjoDlqOTH/wGYBuA0zvmQygTUuV6UK9ijxx2N+rLc4191na70JUGK5m1wzvGt6d9KWTbZUTHyTApxVIxk2r7mqATV/Oe4ACYE4RdfUL+UmTPpb0OJaRr56y0tlMDX3Z25c20gAFRWRh0VwFx5MgfH1o7ELpllZcCNN2ZxpkMhqHYJDAwhLQRmCZUY1dV5XSnX1tIqzc3UOG3zZqN7c34PO2lSrBglH5JDP8Ztxx5Lib1tbSROKitpP2tq6MdIHjXIN/TT1EQCyOejj7fRmV4QAKc2Am9d/FbGdcM+B9q7k2ZCdXXRjpWXwxUKoUKuQG+oF1qQdkoX7QgxHR/seAe/XhA3JoJzML8ffhvwvmcjdh88BZ+cQm1uRSZSxVzEUdnVswuekAdtfDOu+s8PopuId05kB0NLC/Dll0kCsKODbggG6d9jjwW+8x3zL5gFADpnuWxuiFoZznn+nJLsw5ATKoyxcQB+AGA2gGbGmDfyMyQ+gaquFiWZ1ixGxY4kSNC4Bp3rGR8/fTJt4X1UJEEqWY5KNkeF6RodrZcvp6NbPLpObTZbW4FHHqHWl6FQeqEScVSMZFoAkCUZ3rA3q1A5dNSheO07ryXcdtBBwJ13pnGudu0inz4YhGoTo46KIBU24+YriQlH5fnnqW1HPKIInH46cPLJhT1sTQ2d/JM/QrmI76FiYHzHqqoocfadd6iq5uyzqZ/KsGFJ+RdIDP20t+d+3ECA+oxs3EiNX40Gd+Xl0TSrtKxeDXBVxrxDky4aGhup/LeiAu5QCOX2cvxixS8Q9pFQ0SQ7wgLHyh3/hSzG9UGIqKvrb3odbwu7MeL407Hx2JnRY4aqq+jhQWzx7UZnoBMBNQAFfjhZJbq7OKIph0uWAABEgWP9etrPBCoq6E02Qj8OR+qLaJGTT5s+xf7uQ7Ho86aSzW8bckKFc76Lc8445w7OeVncz9O51y49k2smoyfYk3vBPJj353lZ7zeEiqqr8Ia9KZ0nDQz3JT6Ztq+hn1L1UcnmqEze9hpw0UX0pC6/PGlFjYRKSwu9IE5nbABecsKmIVTiHJU6dx06/B05+6hUOaoS/j7qKODb306z4IYNZIMHAuSoMEZjGCS75agYVFXldFSeew74+OPE21auBObPj/UmyfczPmwYNWtbsiT7iT6ZdKEf46NlmENeL3DmmVSaLElUFnzRRYnrxId+/vCH9B+H1auB//6XfmeMRuiMGJHYDr2iIsv+/+1veOrQP0EUBIz79m20c8bObtxIHYKHD0elz4cKuQK7enbh2U+opEoX7QgLOpq79lDeSfwL8Pe/Y96Mhbjgxmdx2NHnY8H4BXjzyzejoZ+VwS24ffXvYBNtCCgBTOn5f/j4i+fwz70bYzMKFy+ObnL37gwaRJJioR+Lgtjn2YdvHDkWB+xfhjuPu7skVZxDTqgMdf56xl+xaHJxG+l+3PRxxvuMHBWRiVB1Fb2h3oxD8NIl09rFAqt+jM60Jeqjki3EFjaE2n33UQfL+MtRTaMjnnEb5+S+uFypZ4JI6AdxQqW+rB4dgY7soZ80ybSyjGi5ZQI+H+1PKATFJoKBUWfhIoZ+SjWLqWiYCP2UldHJ3+eLnbP6eu6qraUBeP/8Jzk2ZlGUVIPOOPePG0f7NWsWuWzxJO9vfOhn3LhYq5F4Nm4EPvkk9aPicADr2tZQfxNHFnNu7VpIUNHL9+Lo256k17oykhu3ahVw4IFAQwOGeTxw28px4L88eO+TbQAATbAhxHT89uhbccmcSxJfgMiHfW7DXAhMwOiK0Wj1tcIm2KDoCj46+zD88oTbcN6M8xBQA9CC5bj74zF4o6EOo0YhMamTMezaBdxzT5r9j3dULArCp/gwus6Nqirg0BHHlCT5PuPphzF2VrafgdzJrxKiIBY99CMJUsYToyFUjBwVv+KHy5Y8mINIl0xrt0kIh/vYmbZEfVQyvc6C4XbIMjXUeOCBuBU1OosYMbMZM+ho73SmHu2jjkrstW8oa8CBIw6kluAZ4OBZS8sT8PmoWiEYxDZ/I17f8TpCWogcla9r6CdZWJkI/RhC5S9/AS68sO+7sGABnbN37CDXorPT/LqKkjop2RAq48eTSPnTnyi0lA0j9LNyJT19f5oWF3v2AP/zP+S4xGtjLgbx09WnYV3zOoBxcKQXq5rDjRq7F3OC12DytCPpRsPSqK6m74osQ9I0hMPAWaeWYdMGFUHBCU1nCIvAlLsfwSGjDkl8AZL6mpTby9ER6IDT5sTP/v0zbGrfhCm1U3D0uKPhV/yQg91gnRdgV+0wcCGE/33/d7TiD38IcKr6iZ9bFiXZUZFlstbik+WLxBs73sD5L5yfkn82FOgMZP4A+8I+uO3u6FSCUpDt9HNa5Of7oAqb70R+HgVgcpqaxUDgtrlTysaMq+THHqNjghH6CakhyJIct1xsnXhHxchRsUtSQhdNsxilzSXLUckS+hH0yAlelilPJX6Mrh5pPGUc1cePpzLHTI6K2w3ECbFKRyX+fcG/syYB51WebAgVux3v7XgLnYFOBNUgBFvxQj95l0oPNsrLc5YnV1ZS4mtHB72luVi+PDVUFM8779BHoqODvht5FB1Fm7vFYwiV8nJKizLDrFnAokWUIyOK6U8iqkqG3Natid91JoXREW7GnSvvhA4VLS3p81xeXS6gqlxHKCChvLIOmstJd5x6amIoNFJhKNs5qhwaumx14P4AdMYh7UoaS51OqMjl2OfZh2pHNbZ3bUdXkF5Qp0SzqIb7d2PJmolobKSZaecfEAn7vPACMHp05mHahlAxHJWFCynG+nTxMwUOH3M45jbMxRtfvlH0bfc3tb+tzXifT/HBbXOjpiY/QV5MMp5+OOeXcM4vAWADMJ1zfjbn/GwAMyK3WQwS3HZ3xrKxxYvpokcUKPQT1sKJiW1xJDR8i4R+ZBsJlULOZYyx0uWoZEmmFXQ1eiWIqVPJGYmumJQ5PHkyJbM2NCQemJcvp+QGpxP1S/6AyQ3e6F252tIX5KisXImPy+k9DmkhCPk20fgqkfxhNHrPZ0GSKBfDbJRLEBI/FulwOOjkvncvbVfXM088TkZO+grGf7TMXhRIEp3vg0FyX9I5KpxTiCr5eYsSfSfbfG1Q4MfmL0SsWpW6/sefkHhSVaDM7sZfbj6D7ti0CYHP1yV8znUd+N4fZ+HKNW/jkXFHoObR32Lyik9jO2KQRqg4JSdafC2ocdZgUs0kLP/Ocrrd5sRw93DUlQdw5EInKqRadAQ6Yjle3/gGcNppCcO0E5+omOioGDXe/dBPxWlz4ofzfhjtJfNVodXXCrfdjREjCivHLwZmvhJjOOfxX78WAJk+FhYlIJ2jknyVbFT9hLRQwkThdN3j40M/coGOikGpclRyOirDhkUyh5OeWHIL/eHDKfQzfnyig7FmDR29a2sh+Xrxf/fGDti52tLn5agEg3RGHDYMz577HGRRRkgNfT2TaVUV8+cXvnpHB7kgZpDlzH1VjHOuw0FXmEYS589/bv5AHi9UDjwwr8a6CTQ2xprWZbLly8tJ68Z/5ESJHrDN34YXsBhQHfje99LP3iwv56iupuPMDr0dnVUyVjna0bLmbSzbsiy6HNd0DG/+DOWShv/O/3viRjwe4M03gfXr0woVxhg8IQ9qnDU0NDWys3bRjq1XbYVul/HjXzjx/dNmoivQhVpnxAEYOTJDcleEZEelKiJw8rHA8sBty3zROFS54907IIsyRozol4iZKcycft5gjP2bMXYxY+xiAP8CsKJ/d8siH1w2V8qXIzlBMlPoJ57kZNqgGoTDZs9LqOhcx9rmtdS0CeTODLbyZFFXklpYxq8YeRHiX7+rr6bqhnhhEArRQTJylmJi7AUyXutM5OWoANEzzKGjD4VdtBctmTavfRgMjB6N1asKf86cU8mvGez2zJUwRhdZp5OqiQwBUFZGouOxx3L3N4lPpn3kkcKFyhNPkAaork7vqDBGTlKj+58JH2lB0nBo5Rlo87VhG3sNZU4ZbW3pxVl5GVBTpcMtl+ELrQU7K4HOMhF1HYGE3AY9EIIq2iHOGYO3JgB6/OcrEABefx145ZW0QgUAekI9qHZUpziwAhOgSk4wlxNXnXocJtdOhmjkn6WbCRCP0UfFuPiorKTucIW+4DkYKmFUX9iHV7a8AgC478P7Mh4LDMeMMYbRo0kYl4Kcpx/O+ZUAHgZwYOTnz5zzq/p7xyzM47a7cw6LMk6eZkI/hqOyp3cPxlaNzqs82a/48ccP/4iHP34YAEqWTJttppKgq4m1jLNnx60YyVGpqIi10b/2Wrp8jhcGjJHLEkk2EJB44Mt2wDLlqHz2WcpNIhOj7yMTizQ6dyjR2UnD7jKV62R5PTint9RsG41snWoDgdhw33PS9L/6/vezz8DjPFGoNDQkDhvMh4kTaapyTU16R4Vz0uSfi39LuF2UdIyRZ9FcHQD7jaU8rd/8JlWglZcDDXInXPVjsKHMhz/MCaHaUY07//YDdAcphMLBwVUNqt2FctCT6wFVF/IHHyQVVVdHllMGocLAMK5qXFqRr0hOUoZxT+zNixcAr72WsmziE02q+rHb6Xs9YkRh3fpMMBQuADoCHfjBK9RAb0PrhozDW5u8TXj0tEcBkDi///7SHHZMXSdzzl/knP808vNSf++URX7Eh362d27H69tfT1nGKE9ODv3EE5+jonMdXcEuVDmqwLl5RyWoBrG7Z3e0V0zJHJUss34EXUXCNMZPI3H0E06I5agccUTiEVsU6T5dp6QEtxu47LLYNmH+OXLw3JVfBxwA3H13grMjCVLMrZG+hkJFkuBAML1Q4Zy6DBvZfvH9PhATKmbHfqUL/RibCwYpchh/3syXeKEyejRw3XWFbef00+lcXV+fPmxjCJV2fAENsSckSBps3BWt9jn3LBIqX36ZKnjKy4ERQhswfDgWTlgIjwxUqSKEqqrEHBVVh7+8HpW99Di9rAwfnT4PrLaWhIpRnZVBqJw741wcUHdAeqFicybG7ZxO2EIqfWezYTSbiT+AhcPUpXZr/1TnZKqgGkz8cdUfo0Mi2/xtkIT05dv7PPswtjKW6bFqVWkqvbOVJ3sYY71pfjyMsd6B3EmL7MQn07b527Cze2fKMkZ5cj6hHwYGxlhenWlDagh7evdEh/IxsJJ8cXMm0557buodK1bEGm3MnZvYyMIQKk1NNGp3zBjqvx6B5SHGdK5nv+oyxEkgkGBlxQsVnu+glyFC1mRXSYKMELiY5khpt9PJ0AiiH3kkNTmJwBhw2mkkCsyQHPrRdWDKFCoAa2yMOSoGPl9+tni6RseFYFQP1damJv8aFxi/+hWgCB60eGMJBqKoQ9RjJ/4yBx0TursThcrU/YFJJ0/CUaEVQF0dfnPCb8DKyyH7w3h+Y6x5DAMDVzV0101GeTudHhwuHe8tPoIERiBA3x+j+UsaoXL5QZdDluS0zRLVZEeluhpObzC3WyuK6QX9hAn5txT+CvFe43sY5hqGD/d8iHZ/O2wCvR8613HP+/dExeI+z76ECfSlauybreqnnHNekeannHOevmOYRUmId1R8YR+avc1w2xPrH7OFfpYsoQNUcujHCE9oWvK018xnk6AaRGNP7IgtMKEkDcWyJtNqaVqDGvGtX/2KXgS7nTx8A1Gks5XHQ5euVYmdZZOFSrbnnDP0s20bUsfU0vsSFSq2vgmVwdjk7frrgX/8I8sCkoQKWxAqT/O+TphA79kNN9DfNhvg8aC1NXY+mjEjtdomE8mhH6+X8lvuvx84+GDKCYmfb3fNNcDLL5vbNmPFEyrJ242nq4v2s6qKklLbe2LuhyBpCHnjhYojuk58rkv9CA75wKmwb94AVFWhylEFVl0NW48Xl8y+BLe+cyvafNTTnqsa9uy/EPse+yMAwCZq2NfKSKj4/bFRFOFwxthYpvwuxeZKESpVfh1t/raUZRM3mMF5rK8vXWZoibns5cvQEejA0WOPxmGPHYaeYA8kQcL2zu14ev3TeHrD0/ik6RMAqUKlVJi6TmaMHckYuyTy+zDG2IT+3S0Ls3DOEzLN/Yofe3r3pHSflQQJiq6kDf0cfDAlBfr9dEwxHBUDVTXfxTOkhRBQYwdExtigS6YVdDX1QKlGbmtuTm8fCQKJGY+HumjFCQnVWZZfjkqWZNo1H3H0/s+tlP/Sm2hcJjgq9jwn0iWh6ErGuHSp2LuXruYzaihJQo0riJCWxlGZPJlyjZYuJUFZUQF4vVi/HnjyydS+JblIDv10ddEQwvvuo3EHZ55JDotBfX1+rTnMCqZ8MD6iBu3tFKLinMMl27GrMfZ5EUQd+xrtYBHRV+EioZLsqACg70Vvb1QotE4YARYIYNowykw2jj26ooGLEqTKiIjXNHyxOSJUXnklNtyzoyPjG5JJqHTWTk5cZ/ZseI44BE2eHPXg6UrXn3+eBMzXrWouwtLNS7GtcxtOmXwKFs9cjN5QL2yiDd3BbnjDXlTIFdEL365AV8q4j1KQU6gwxn4N4DoA10dusgN4qj93ysI8GtdQIVeg1deKBY8vgF/xo7G3EZVyZcJyskRlrelCPxMn0sA24wpMluSETrfJjkq2k3BIJb983kiaP1Sy0E+u8uRkR0VR6EAazpCsaYR+vF4SKhUxIdh58Ml5hX6yOSpPPKqgfZcPOO64lIRaSZCis1AyWtomUTTqHDyYjJXhw4FLLgFuuYX+Ttk3mw01riCCapr3Z/p0Snq+6SYKz02ZAng86OykSJ3RPsMsyaGfri7SQmPGkCg544zUdU46Kfd2jRSn/nBUKisTtW0oRIKIg6OqXMZ9D8YLFQ2NuwWInARKhUvGhAlphIph/8QJlfKKYajYsRcL96M8r2gif8SStQk2uhjSFXz0qYDWNkaTFQ0nxZihlYZMQmX9rAsS19l/f7Af/RCbOzZnf1HSfc8KzVw2yWBOpg0oAZwznTLAq53VOGTUIegN9SKoBvHkuifhCVMPmPjO2oOhksmMo3ImgNMB+ACAc74PQKovbVESVF1FhVyBbZ3bsKd3D/yKH3s9e1McFVmUEdJCCGvhtMm0TicdpCoqaNn4zqr5OCrGeqr5JMQAACAASURBVB9d9hEA+pCXIsyQbdZPWqESf9L//+x9eZgcZbn9+aqq9549yWQnBBLClgBhhwBeNmUVFBBkEUS4CihwQQkqCIr4UzZB9AooiqKIsisECasJEogkBBKWhCyQTJZZMjM901st3++Pt7+uqu6q6uptZrjMeZ55kunprq6u7q7v1HnPe14vopJI0EnbQlS6DjyhbDOt28mMJ1MI6GkKsiq47JaZnDdFK1IAvIoWy6yeRUAO4Oc/HxlWl0zGXCDXrQOefx64+OKCOykKmiMZpFUHRSUWA/bPxbR/+CGZkQcG0N1NN5VLVAoVlVWraDDgD35QXYtmXx9w3321JSrCKtXURDElAsIKYnADYSWMYNhCVBQD3Z0yxrM5aOHT0RgN49VXiUMkkwV+F0FUcuWh1kgrGsNNiASIOAxkKezQUHVwSUZADmB6y3QwQ4POGLpaZuDjOcfTAV20iFRLFwjl1w/mtM/Biq0rSt9xiMHBcePLNw73bhRhxdYV+OUbv8Se4/bE7cfejlgghmggiv5MP1JqCm9ueROvbHgFr2x4BRktg98t/91w73IefohKltNKwwGAMVamiDqKekI3dISUEDb2b8Skhkl5dlxEVHKKiohDLkRbG5VsJQkIK+G8MgIUKypeKJxxM5xmWrfOGtlw8KioKnDOObk7lFBUAFvphzOpdh6VVAqKnqaMlhtuAI47ztwFi0clKAerKqmphoqtmwPYtg3QjeGXVZYuBX79a5rDs3Ur2XSKeJiioDmcRlr1YM2JBMW7H3JIXlH59reLLEUlUehRefNNmu9z8skkdpWLZJJUGcGHrf6WavHyy/RvUxNwxBHm7YKo6IaOkGxXSYMhHclBCc2YihbshLASznPvgQFqODPvXExUBO4/+X78bvnv6Duea+0PSAFEA1EwbmDKdAm3/a4Vv3lrX/r+rFkDXHON62tRJCWv1Fjh9HVijOW7VbqSXXh+7ciIrt+c2Izb/n3bcO9GER5e+TCWb12O5nAzDpx8INrj7YgGovnOzG2D29Cd6kY0EMWijxbhziV3jpgOJj9E5WHG2K8BNDPGvgYKe7u3vrs1Cr8QJY7VPatx/Izj8a+P/oWQHEJT2F76CSthpLW0a9ePotBCYb2vQKGiwuDuOymccTNcikrJ0o+TR0X0rjp5VARR6e2llC3LyudEVLzgqqgMDOColT/Hx4eeRc7NuXNNlQBkTA4r4VxicAhGFScRVVex/sMANm/2HytfL3BOTTrXXUem1AkTyF9R2GHAFQVROeNsphVgjEwpO+8MDAxAVYErriieRFwKgYCdqMTj9B1pawNuuqm8bQFEdF55hbY5dSrw9a+Xv41SsHYhAcWKilWpUAIGdt9dRhANkBFAWAnnKytr1xZsK2dMFjceueOR+T/tMW4P/GrprwCQogKZFBVFUiBzjt33YHjsMWAiOmjDIk/F7TUoYTzxpSd8v+aAFMD1L16Pg39zMG79963oTnb7fmy98J1Dv4OzZ5893Lthg8EN3PSvm7Bi64o8UWkMNSIaiKIl0gLGGDYnNqM72Y3GUCNe2/QaTtrlJKzdvna4dx2Av8C3WwD8DcAjAHYBcB3n/K5679go/EEM/7v5yJtxxUFXoDfdi/Z4u2vpx21Y3oknmpJ2SAnZlBGtoFLiFYtvVWKAEdyeXKiaqKpJVJzUDtH1090NnHWW7YBwJtUm8G3WLIzrW01RoC794IKo1EJR0bIBpFIA+PDWoEXs/LHH0qC9qVNdOlhzREVnHvLezTcDn/88lYIGBsA5eUrKLf3Uuiw/MEAdutms6cGpNQotS3lLCDeK2n51Q8cN10sIogESFISUUP41v/8+ETIgR2KFopIrRZ48yzToiLbWIGI2j4rMZEjcwON9/w+cAyexp4A//MF07JcJt/djTHQMbnzlRqzuWQ3VUDH5dp/95wAdnDvuqFkekSiBTW+Zbkb8jxC8sO4FTIhPwMSGidhv0n7526OBKFrC9OVIZBPoy/ShMdSIzYnNuGjuRbj64KuHa5dt8Bv49hzn/GrO+VWc8+I0sVEMG8SCfPbssxGUg3junOfQFGpyNNOu3b4Wt/z7FtvtXV3A4sWULyEyJsQ8mfxzFJR+vELcUloKtxxtPsdIVFQAFJ/5VJUu5d0iSUVLha5Dg32hNFC+ouJYlrrwQmQRhAL3boSQEiJFRQ5VR1R0FVomgGRy+BWVVK5JrLARpHC/uKwgJlN7suvaIswfIywQb2CABoSqan2MtABdbMyfb/4unksoKjaDfO77sQMOg5RTVAS6u02iAsB0FjuwhfY4jaIIooEUFUmyKCoGdEavu0exjKzwa3jzgbExurj46VE/xcK1C3HCzBOK73Tnnc4PPv104Kqr/E+SLIFbXr2l9J2GCa9+/Cq+O++7eOyMxzAmOiZ/e2OoEW1R881mYGgINWB7ejsmxCdgzvg5w7G7RfAKfFuU+7cw+G008G0EoXBBZoyhKdSEhpDd7xySiagULm5btgAdHfZtMmZXQQpLP16x+D2pHpwz5xxzWyNQUXFcmbXcROUHHig4S+cgSj+gPA7r8FXOJEhlTIj2CnzTlDBYxn3ysq30UwNFZSQQFTH9Nx6n3xlz3qcPNyiISKSoHH543YJFi1CLXDBhbRJRIvUAY6YKpWn20k9IDtlKP8JsPgsnQ4KSJyonnECf7TFjzG0iGHR1XI+Pj8dJu5wEBSGboqJICiQAX5l7AX7xCyA0sT4Kw7E7HYsDJh2AvSfsDQDYbcxuxXe6zGXiy4wZwEEHOUf6lomRmEtkhW7ouGT/S2yEFAAOmnwQTpx5Yv531VDREGxARsuMiG4fAS9F5VzAMfhtNPBtBEGUfqw4YPIBRbcJRaUQiYRjtpgNhYqKzNxLPz2pnryUCAxz14+XolIIEb97xhnOB8RCVJJJcwwQAHBJrll7cn94LLw2VbPSj65CzVDpp07z2XwjlaKYd0FUYjGqNIhqG0ALb0+/gqiUhgYZGzb4yyKpRVTGL39ZnPpaLgRR6e+vH1Gx4tRTaQZQIEAXM2ElXFT6EaqehEA+BPKpp6ihbcoUy+ei0LBTgIgSgYwguEZdP4wxhJUwZG7g4KmHEvFUAmTSqTEaQg144ktPYN7UeUUqsi/cc09NJu2Vfb4ZIWCM2ZorEpkEGkONtiyskQAvovJXAGCMjQwr9SgcofNi5eCiuRcV3S8kh7Bi6wr0XdNnu31wsHQYlqOi4qIgaIZmCxIbzhwVt64f7qRmlCoVWIhKSwtNrBeopPTjpqi033sTPjz8AtfH1tSjkh45isrcuWbHd0sLMGsWeTcFQdi0CTAkBRGWhg7FMcerEIkENU9Vi8FB6tipBoKodHXVl6gI/qvrpJa6mWnFwsoYIOc8KgLjx9Nxu/VWQGKlB32FlTAkBGCoOphCJ4pIIALZ4IhGiPQbkkIG9J13rvErpvJTSAlh61UVJM1OmVITRUU1VNvF4XANY3WDlzoSDZBnKCSHMD4+HuNi44YlpNMLXp9AiTF2LYCZjLErC3+GagdH4Q0nRcUJISWE7entRSZbL6IilJAiRcXDTFuongxXhL6ql5m86peocI6WFuCCC8yFsuyuHw9Fpa1dgWa4fy1Dcsj3e+4FVVeRTZOiMtxEJZWi+Y6i6+S884CLLqLfUykKNV28GDDkACKMPCp+LCipVHmzSa64wvn2wUFz1mGlEBkx9SYqAL2fq1eTSdla+in0qEhMokBmFrV9nubPJ7Wqq8vfjK+wEoaMoDl5HKSyAEAsZCEqgQANS6rg9fhBSAkhIAdsr7Mk4nF6oVWi8HwTCURcGxeGA17n4GggipN3ORn7TNgH6y9fj6ZQExaes3AI9640vD6GXwKgA1BAAW+FP6MYAdCNEqbRHBRJwcNffLjo9iOOoCsoLzgpKn4Z93BF6KuG6jol2okjGJJCZkA3iCRYxvIlCqGGO3X9eMFLUSmV7B1RInmiUo1S9dkHPwt1BCkq1nbYQIDeI0FUFi8Gfvc7MtOGWAYaFKvA5QpVY2VNOG5yqRwkk6YiUinEMb7llvoTFVUlomJVVAq7foRHZfp0QNHjtsdPm0b/ahogyaV9CkRUAuCanj9RCC+EmDlmSAq98Ap8D4bhfyhqW6QNPakyWWUk4lna8oPCi4eIEhkx5ZNSF4oNoQbMP3Q+Dpx8ICQm4fy9z8eR04/0fMxQw/WyjHP+PoD/xxhbwTl/Zgj3aRRlwKn044bTdj+t6Lbbb3e+LwODWEsL25PLkTWHq/ST1bP51slCOH1vN25RoK7WsJPbBhWFrrxiMeyxB8WcJJO5iPIyFRXAXYotlYwvun4USakqmbY/0w9FGhmKSjrtnKguiIoYjMwlBWFOioovoqJW1AlbBOGzrgaKAnzucxRmV0+ioihmuSyRcC/9CI/KV74CzNl8luO2cryccOmlrs9JHhVmIypCURFzYnQ54DqIsBR03X+jUGukFd3JboyPl7j6smLOHGDlSmDvvSvaPyA3O0uyKyopdWQQlQVrFmD/Sfu7/v34GccDQD5peLexDobkYYafHJU8SWGM/b3U/Z3KRA4/heHYo6gQtSgDlELhiUKYae947Y6Sjx0uM61X6cfaVcI5LYYaZBhZD4YQDJKDNhpFJEJx6mLKbLkeFS+UWoC/dcC3TKIiFpHOEhNk3Z4roI0IRSWVKg4rA0yiAuSIiqIghAxU7k9R0bTqicp7Xe9h85S7qiYXnJP3ppyU50qgKOYxE0RFN/Si9mSrR2Wfic4tqJpmUTLuco/OOmLaEZAKFBWx6O0xbg96PlH6qQDlEpWeVA+Wdiz1/wQ77URhdFVgJCsqiz9ejONmHOf6d8YYGGOYNWbWEO5VefApqOUxycd9rgYQh3O5SPz8T5nPOwoX+C39VANHRYXruOLZ4qJ+oVIwXIqKV+lHls2Bc2vWAA89BGTCTUX5KDYEAkBvL9ZtjWJw0JxcD5Rf+nFEruuoVOmnPd6ez2HhjJEuXo4RwwIe7B8xXT9eigpjOY+HLCPE09DhX1Epp/TjhHc730VX4/NVEZXeXrpgb2wkS0S1ZSQvCEVln30KAt/kgsA3D7O5QCZjtil74didjyUF1sIopjZNtd0nX/qpAOUQlXgwjqSaxH737lf6zgI77FC1obbwwigaiJrDGmuEq/9ZWfiaIikjqtW4EpRLVJb5uM8fOOc3cs5vcPsB8HgF+zoKB5RT+qn4OTzMtIUloEL1ZLgUFa/STyBgXnVmMnRif/OUH2H9URe6bzAYBHp7ced9UaxZYycqNVFU/v53QNNKln6EOZmBQY9F6bK5AswaMwst2AmcD7+iIqZ2FyISoUVdluk94pKMALJQDbkkoQNqU/oZVAcRUWIlO+O8IEnAM8+QB+b66ym+o15QFOCvfwUuvLAgR0VxzlHxwj33kNjgF1zT8xLMpfvbS0UGGxpFpSKC0NxszxuoAJqh1b30c/cbd2MwO1j6jv8HURZR4Zy7902aeM3Hdr5dzvOOwh0MrO6lHzczbUOwIR8b7bV/lSoqguBUQnRU3V1Rscrj2Sz9P6MrUHX3r8Pd9wXBt/ci2BwVFSCTqFTgUSnCyy8D/f0llQIxZ0liEoxo2GwnKRNn7H4GxrM9AQDGMDKVDz6gQDUnQhGJ5G1BuPNOQAnKCPJs3kxbquunJkQlO4gg4rZhf+WisZE+K1dcARx9NAUg1wuKAjz9NP2bTNIxdOz68RjaKeDXwGpu1GxPLkS1iorfcpmVqHztya9V9Hx5ZLO+0/4K25PrUfoZHx+PrYP+W7DTWhrbU1X21Y8QeCXTzmCM/Y4xdhtjbDJj7BnG2ABj7C3GmJeu9r067OcoXCAxaXhKP4aOhlADElnzit5p4GE1ikq+xFEB0Sk8cVhhVVSyWbpaz2Zdwzfx3HPAkv8EkNrcC6Uphu3baQHIl35qoah0dgLJZEmlQBwPxhj0SJjqChVcqXLO82UR17cnlQL+9Keyt+0XmzYBp51Grb9OyvTEidS9Eo3S1GKmyAhwUlSGovTDOc1vCSKOs5z9pr7x0EMUaldvKAqFygUCtP+KQkSl8LtQj4Ayrhuu0odRhZm2nDTfaCCKQZXI+0sbXvL/JP/4Bw2buvde4O23gUsuAb71LeDRR309vDA/qh6KSnu8HZsTpeP+B7OD+OUbv8R9b96H61+6HmOjY2u6H8MBL858P4BXAXQAWALgtwDGALgKwC/qv2uj8ANZkutS+rGSAzczbUOwAYmMSVT6M/1FOS1CUbl/2f1l5wpwzqvKYXGryzqVflTVnah87WvAspVBpLf0YuqsKBYutKeKV9L1U4Rt24BUyqYUXO1QkhavSWISjEiYVnk/Ea0F4LCoDZxhdbdDHn0iUbOc+gMPLCYWy5cDK1a4k4lJk0hxEWUXHRIRFZ9m2kzGDJGrBIwJolJF3SeHM84ovq0/019SkSwXikJvm/XCwsmP4sejUhY496zRaHKoAomG0Nfn3jpeiGggis5BMpe7KaqOWLoU+H//D1i1Cnj9dYojXrKEBh95IZsFtm7FBU9cUHdFpTncjL6Md4mKc44rnr0CT77/JO5+4248/t7jOHbnY2u6H8MBr09OnHN+T256copz/lfOeTo3lNDrzDiLMbbC4edtxtiK2u7+KCQmDUnXj/UcI8y0zeFmbE+b0uKT7z9ZTFRyikpHosNm5vODahQVLxSWfkopKtOnA20TguB9fdBDUbS12duIDRTP+pGZXN7r7eoCksn8ApxKAT//ufvdGRj0aJhOpE4tMyXADZYnAIYBPPDWA8V3SiZN2ahKvP22ecwFRNrrf/+382NkmRbdPFHhMhSeheqzPZnz6ubfMQb0ZxII1ik26tWPX8Ubm96o6TYVhRZ2q3jh5EfxnIUlUOYFgrXrpxCdVbS89vWRjcQPYsEYXlz/InYbu1u+RdoXrrkG2Gsv4LjjgDffBN55h9hRqaS/5cuBBx/EGx1v2Dwq0UAUiz9ajC0DW/zvQwnEg3FPYvv6ptdxzB+PwWE7HIZL978Up8w6BQ+e+iB2bq19GvBQw4uoWC8RC4cQel0+rgNwosPPCbl/R1FD1Kv0Yw0ku+wy+4lPmGkPnnIw/rXhX/nbL3zqwqJ9EYqKZmiusftu4Jx7zhWqFG6ln2wWuOGG4ouoefOA2+8OQE70Qs3FTVuTUQ2HWT+xYKy8KypJAlKpfOlnwwYzeMvx7kyi0k9PjyNRKXUhaPVvcE7SdRGSyWJ2USFEB8+aNaZvcft2Uk322MP9caLDCqAWcsXIQjX8KSrVorkZSKZ1SF7dYFUgq2eR0TOl71gGROlHUYDLL6fbhKfJCqfbilCGi7Uh0QGls8PVo7J87/N9bccJvb3+FZWAFMDz657HMdOPybdI+8LNN9O/06dTi1Y8TgfyrbdoloDbh23DBuDDDwHAdn6LBCK4Y8kdeOr9p/zvQwnEg3FPM+2yzctw+QGX4+zZZ+OEmSfgx0f+GPN2mFez5x9OeH1ShTLyNuwqydsAdvF4XJZzvsHtp7a7PwqZ1af0A5gm1h//2G5KFGbaxlCjzWEfkAJFpEKUblRDLXv2RV5RKePKbsvAFry15S3P+1gVlUyG/i9KP7/9bXEjDWNAMBaE3N+LQJNJVMS5y8mjEg1Ey3PoH3UUcN99eaWmt9e5E8bcJwY9HCJm5VD6KdVWqqqmUuFKVFKpmikqgqgsWQKsX0+39fYSUfHykXDLqBndkKAYWd/tydWitRXIpCVw1OeJMloGGa22REWQ8EDADHN0IiWFU9cdUQZRmb5uIeLLFrkSlWpQjqLCGMMzX34GsWCsaFKwL0yeTPXGaJQuAjo6gN/8hqY1OmHDBiAYBDNgOxdGlAiCchDdqRJXDGUgFojlFRUntXbzwGbPvJRPMryIyq4wlRDxf/G7l463uGZ7N4qSGIrSj9NzOpGO+YfOx9mzz7bdJiL0K1VUyi39LN+yHFc9d5VrRD3gbaYVLZ32/QCC8SDkgV5M2ImIirX0w5mE2H/sk2FjgVh5bZLBIDBxIiQJePZZUpS9iIrEJKhjWuhEWYGHJ5u1KyrW1tU8KlRU/vzn4tuiUZMQZjLA/ffTv+3t3taFxx4DDj+c/q9xGbKWgSEpvmb9VIuGBkDNSIBUH6JSL0XF+i9gEhUr4fdV+imDqMQHtiLYsY6mJAtUO8kxh3IUFQD47M6fRUgOlVf6EQiF6HVHo8A3vkGBNH/7G9UunZBIAPfcg28tKSAqgQgMbtSUiMaDcfRl+nD5gstxwZPFDbheM8Q+6XA9RXipIl7KCOf8UgBgjIUYY2cxxq5ljF0nfurxIj7NqFfpRzXck129yjFugW+aoZWtqIjaejmKSkAKQNVVT3JT6FER/z7wAC2aTgFooaiMUKYfk3eJ5bchrugNSGh85iHb/aOBKJZ2LMVHfeUFSTFG5771672vIhkYMhPGAv/zPzTUxQ/+9rf8f32VfipUVBYsKL6tkKhs2EDHupTyE4+bgpHOJch6FlwqQ1GpovU6GjOQTjPIivlEPakevLLhFY9H+UdGz9R8cJ0TUXFqRd46uBXtsRJtSGUQlZ9e3Yn4yiVIT7IEr/iVQUqgHEVFIKSEyiv9WDF1Ksl8V19N7WbTp3ub2I4+GpsaYDvGYnhoLf11ITmEzYnNeOL9J/Dnt/9c3vDFTzhqaPsuwhMATgagARi0/IyihpCYVJfST0pNuV6RCDOtHwgzrR9F5dk1z9p+5yjfo5JUk4gFY56kKKBwG1EJhWg9W7rUPcI+FAJkrmOHnYm8FSoqSs822/1jwRjOe/y88qK8czjpJFKcSykqnHPgi18E9vOZwvnyy/n/Xnn9/YhGgYMOAiRVNwfEADQ5j3MiKYZRduePKO0IcE42mlSKjplIBd5lF3/JpwIqlyFpWRiSP4+KwaqrD2nBToTVSZBkcxtdyS68s+2dirdpRT1KP+I6ochMy2TbRURfug9N4RIyRRlERQ3G8J9HNlTcguwFq0/JLypWVABK5BMy31e+Qh/eiRPp/06xwj/6EU7d/Qs4b855+ZsYYzhn9jk1DbtkjKE71Y0ffuaH+O3Jv8VrG83IslWdq9AeH4L+92FCPYnKZM75GZzzn3LObxU/dXy+TyVkJtel9JPSUogGnM8O1mRaAEhkEniv6z3HqaV+FZXuZDdOffhU21VCJaWfQXUQMpNd1SCg2KMSCpk5DV1d9pIC53TyF1f1Y8ea27AqKlLKrjyE5BAaQg3+FqJf/AJ4//38r0ceSUTFU1ERU6kPPBCFaWScA9OwrjgMzuKwnfnBR4hGyX901D+X4PgHLd0n111HB0isEL/8JR0oHxNmk0kavCfQ10ez3kTujKqanOjLX6akVr/QDBmyloXBSisqug4qQ7hdBfsACydgDLaAyeZnPaPVTgWpR+lH+KucSj8CGS3jry26nEhYAJm2iZV2IJdEuRWNuRPnoi3SVhlR+OIXi2/7+tcpV2XhwuIdUxQoRrGa/MApDp10VaI71Y2x0bE4ZqdjcPHfL8Ytr96CD7o/wF1L7sIFe/vJYy0DyST5dUYA6klUXmUsF305irqhXqWfpJp0lU6FmRagL+eYn43Bz1/7Of6w4g9F9/WrqGwZ2IKJDRMx+bbJ+dsqMdMm1SR6Uj34rx3/y/U+gSCzKSrBoHliTybtC6CYQyOIijgXWT0S3KF7wuAGjt3pWHQlu0rv9KJFwDJzOkUkQg0HXvEoXgTOMIB5WARs3Gj/Q0ErUCxG65Cs6dCYRbVqbibGtnEjuV23bgVuuom6H0pg61Y70dN14L33yJgqiErGsjaXE02vGRIkzV/pp7cXCMWrIypGoB9/ur8Rum4e57SWrglR4ZzjXx/9q+aKSm8vcctCRcVKVJ798Fl8cTeHxbgQhUmPJWAY5RMKP6iEaxw69VCMj4+vLKfm1FOdb997bwr+KdwxRYGk+yuFV4uuZBfaom0YHx+PeVPn4TPTPoP5z8/HtfOurcw87IWPP6akwhEAr2Tat6vMQzkUwH8YY++P5qjUD3Ur/WglSj85deTBtx9EVs+iPd6Onxz1k6L7+lVU9vzVnjh4ysGY3jI9f5tQVMop/QxmB3HabqfhoMkHud6n0KMi1JSGXFyGppnWjN5eWrdDIeA4/CO/DVuOCi8+GR05/Ujcd9J9+OaCb5be6eZmeqIcIhF7JcYJIkrfCYYBKEwvNtsUEJVolBRuSTegWl9CczMNahscJJOI8MD4UFS2brWXcwQx2X9/4mKqSqWhG24ouSk7Vq8GNziYz9JPdzcQagzZWVGZ4IEEDt2vEfvsY96W0TM1SRxd2bkSj7z7SM0VlTFjSGRzU1ReXPciNvVvwo4tO5bemJOz3APWDq2RgOkt0/FBdw0VgUDAzsK/+U3gxRcBWXYlKn4uspZtXobvveAv0P3dznexWy6T5p4T78HciXPxyOmPYErTFF+PLws1DHysFl50+YQqt/25Kh8/Ch+QpfqUfjJaxnW7Vt/Ia199DfOfn48VW1fgB0f8oOi+fhUVDo6L516Mf374T9ttsiSXVfpJqklcdsBlnuRNksw1V8RzM0bhsJEILYBtbURmBFGRJOAZmK1/1tIP05yv2sUVTuEI+CJMnQrMn28+LlyaqHgpTZwDAUkrXslFeFWOwESj1Jgh6QbUkGVb4mTMGP2/qwt+22y2bAHGjzd/F4LG7rtT4KeqAmvXmp08vnHssRib3RuSYpZ+vHanpweItUaqy4EJJXDbze34h+VcXQtF5b2u93D5Ago5qbUh8owziKxYy4bWFNp/rP4HGoINpWPVN22iA1wGUamXolIpdhu7G4584Eh0/E9H7TZqfYGSBJxyCqAoYC5ExQ+eXv00VF3FFx7+Am4+8mbMbJvpet+NV250LcnXHAMDxarsMKHmXT+MsTe9Hm+9T6VgjLUyxh5jjA0yxjYwxqqcxPHJRb1KPwdPOTg/M8PpOQXpaIu2YVXnvu/QRQAAIABJREFUKte8gHK6fhpDjbbFt5IIfZp2W9pE96Mf0b+GYV4FhsPAwQebsfqck4fDydRqXSg7N7pfFf/6hF9j64DLILGHH6bglmiUjHo5RCLeswbDStj0qDjAMAAFBYrKXXfRgDVdB3QdusQQjdLrYLoBjVmO8cyZwOzZZgtSMomSzCCH9euJdwkIonL88ebva9YAd99dclN2ZLNI8TCYms23J5dSVKJVEpX+TD8aQvZU2lp4VLYMbMGijxYBqGzgZikceSSwsyWM1No915/p9zU5GffeS29WGaWfkaao7Dp2V1w096LablSWgc25eTvNzZSqV2XpRzVULNm0BI+++2jJLsEx0TLc59ViYKCi1Ot6wPVTyBhbB9guZZnld845dxsAvmuJEg8DUEZXvCPuBpAF0A5gLwD/YIy9xTlfWeV2P3GoV47Ktw/5tutJtNBM+8SXnkBLxLlFxa+iIjEJjaFGNIeb0ZPqQWukNd+tUI6iEgvEfJ0cTnDRC+fPp/LF5MlEWB58kBReAHjD4je1LpR/fySD8wHTeWvBmOgYdCW7MKlxUvGTLV9OJo1QyLYglFJUur/djVc/ftXTo1JU+lm1iv5NpQBZhi5JiMUspR/Jsq199wXmzqX/9/aaXoUSrcqbN5MneMIE04eZTgN//CP9nTFSst57zzt11xGahgwPgqmmR2XLFrIMzJ5dfPft24FIlUQlpRYbytNauuoZLgY38u9dLT0MWT2LlJoq6uaxDiVMZBOYgBLjm8X3vszSz0hTVOqCnXYCTjyROuh8eFQKsXVgKxZ/vBiz22fbou3b4+2498R7az77qSoMDFD3gOg4GEZ48d99Aexn+dkfwK0gorHc43Gz4Byhbw2MO7jSHWaMxQB8AcD3OecDnPNFAJ4EcE6l2/wko14eFcD9JFoY+NYWbXON4/arqJw480S0x9rxuRmfw62vkmlTlH7K8ah859Dv+LqfWIcB+8lVUSjjY+edTdVTeFf23dd+PyEwfJiZDG38JEfFwXM4mZi2VnDlGosBn8sVTj//+eKHRQNRT49KJuNAVIQslAsz0SQZ4TCRCfKocGdi2tlJJytZ9h4+BArv3LzZ7rH5wQ/MtY5zOkRbt5ZnogUASBJ0zvKKiiwTKVqyxPnumQwQaKyOqKiGapvfAtB8nmoVFc45DG7g6bOermo7hXi3810sWFMcYiM8Kowx9GcKp6E4QBCUT7hHpS6YPZs+eE8+ad7mk6i8uO5FPL36adz671sx734z2p5zjuZQM2aNmeXqqamH8lYSAwNkpu/zHoQ4FPAq/XRzzrsBbAeRixcBHATgeM75Fzwe51kyyv1UU/iaCUDjnFvf0bcA7F7FNj+xkJlcl9JPqef0Sx5sEfoeispe4/dCSAlh1phZUCQFnPOqpyd7gTHnbgJZpg7Ez32OCMvxx1N6qtP9BC95O7kT+s+7zLHDJBqIYu32tc4kTRCVAi9ALGaqEE884bz/XsflRz8CAqzAo9LUROFwySSgadAkCYyZioomwfk97ekhklNYAjAM4C9/sd3U0kLNQS0tpv92YMD+0GgUeP5559fkCUmiK/YseVRaWsjr4jbTSFUBKVYlUdGLQw9ve+02z9Z3PzC4Ac555YFkDljdvRpnPnKmY8KwNfDNOu3cFaLVbQR4VKyl2RGBPfek2uUzz5gLuKJAckqJLMDlz16OP779Ryw6fxEu2sdekhoXG4dpzdPwnYXOF1olfW7VYMMG84tklXL7+0la7vdBbusMr66fAGPsYgCrAMwD8HnO+dmc81VDtnfOiKN4SGIfYB9xyhi7iDG2lDG2tLOzc8h2bqgxXBH6fomKNULfbzptS6QFveneuk1PBkjJtDaEiDVflqlsMHkyfX+/9S1qrS2ELUfFAFjAuRU2Eojgy49+Get71xdvJJmklbtwPHUOV14JXHGF8/7bPCoFhCWVclBU0mmKA8+lrum555MkIJXg0AuJimByiQTQ2GhfgcRY4ptusj1vNkvrWns7WW7EeALrWsdYUeyLP0gSuMHzG4nFyPzc5dL9rWmAHPPhSvaAaqgIysGi2xVW3fdNlH5qeYExqA7i3a53HWfAiBIqQKWfkth1VyIqI0BRGQFVh2K0t5O6eF0uaL2EopLVs9jUvwnHzzgeTaEmMMYQD8aRyCTyFxs3fOYGtITdEx6zehYh2eFA3HFHVS8FAPDDH9KsCgC48UbzfCKIykhWVEBTkOcD+F8ATwOYzRg7VfwMyd45YwBAY8FtjQBs30DO+T2c83055/uOHVvC4f4JRj1LP17P6TuZ1lL6eWXDK7auHjccOPlAPLPmmboqKuEw8NJLxbcLAiLLwFe/6p6cWhS170JUhMfh+XUOMoK1x9bhUrSxkX4cn7+QwA0MkDEXLqUfzkmqySkqumVF6dgCwDCcyefChVQnE8rEsmXA6aeT5NTSQpNmcxDrWns78OqrRCIKiUrFcJhtsOOO7qZjTateUcnq2aLSzymzTsHYWHXnE6Go1PJ7K2ZbOSkq1vZkX4qKqN9V4FGpNVERydEjDi0t1BoIeBIVzjlWbF2BG1++EYftcBgePeNRAMDMtpn4oPsDJLIJNIYaITEpf67gnNvGNKzvXY/+TD9CSsGB2LAB+ElxJIRvdHXR91l40J5+msiJOI9xTobhEU5UFoLKPXPg7DMZLnwAQGGMzbDcNgfAp85IC5CxdchLPznfiB8CYTXT9mf68ed3/oybXrnJ8zEHTj4QqzpXVRShXxK5fQ6HKddp+XKxn/Sv4A4isnsnN8s4zM4hAK5ERXQgXfz3i4s3UMUIYJtHhTGSgb7/fQC0YMiFXT+AOXBH02DkVhRFATRGORC24yz2bcIEylLp6yPWtmgRPddhh9GqZEnUVVVq9d55Z2DcOLK3WIlKVYMEZRkNEfux2msv0z9UCFUF5IZoVdOfnUo/s9tnO6os5aAeioogIk7tzqI9WTd0fLj9Q28DrzUrp8yun3qUfkR8QKWQmew8x6qW8MhRAah77P3u920t4fN2mIcH334QWwa2YHyc+vkZY/j+Yd9HRs/g/uX35+/72LuPoT/TX/y527CBOvQqxUcfkRtdEJWHH6bvi1AhGaOS8bZtVeUR1QJeHpWvcM7Pd/mpcVavf3DOBwE8CuBGxliMMXYIaKZQcSzqpwDDOT3ZT8eCVVHpz/SjI9GB/2z+j6/nqCRCvyQMA5BlRCLAUUcVJ2KLxfTEEyk53k3RAAo4RmEYVA6ePoRSPbYeEAQwj1Qq71DV9ZyiUrhtS469liMqu+4KtE+VIOmGXSWLWNSIaJSutK64glqgGhupHtbeTie7HETpp7WVznmdnbQJQVTicTPivSxs3AjIMk4+0b4Y/PCHNNT2aQdPqqYBytiWqib46lwvIhO1UPcEIayloiK25VT6yWgZhJRQXm05aZeT3DfU00Mktb+f3qxPeOlHlFjqCkkC8/hY9Gf6sa53na3VvTXSil3adsG3FnwrT1QAoD3Wjv5Mv81Um8gm8G7Xu8WlH5FWWelnUpASQVTWrKHbMhn698476bv+5JMkkQ4jvDwqV3r9DOVOOuAbACIAtgH4M4Cvfxpbk4HhKf2Uo3KIBVViEhLZBDqTnb5MhI2hRvSme2tf+sldJYbDdAIsLB1YRY6vf72M7SqKa+knokRw9uyzix8jHLkVvL4iAjc4mCcqhpEz0xaWfiyKimZ5obokQdIKFBVr647I9G9qoro856SufP/71L6c239rpUAoxlZFJR53nulWElOmAKtXgxV85iQJeOcd4M9/Ln6IpgHKmOaqiArnvOYR6ICFqNRBUXEq/Qh/g1BbpjVPc9/Qtm10lT44SC1nw2ymrbb00xBq8OfLqSPW967HR30foTFkv+q5eN+LsW1wm22YYFu0Db9f/ntsTmzO32ZwA39Z+Zfi0o+qEpGo1Ic1OEikRNOA//1fYPFi87aVK4Hbbx/5igqAWwCcDaANZGBtKPgZNnDOezjnn+ecxzjnUznnfxrO/RlOHDj5wCEv/ZRlps0pKjKTkcgk0DnYibBcOkRoSuMUbOzfWHYybUnkOhkUxb2bpyKRw8Oj8o39voGdWhxqSLUq/QBFREUu9KgwZioqmobeWCwf269LUnHpx6qoRCJ0dd3QQPWWjz6iVLfdc4123/0uADtREepJOm1WDxoaKlRUBBw6K+Jxe8CcgK4DUkB2fEylcCQujz9e9nasiorBDbzb+W4tdg+Ai6KiZxCUg8jqWZw480RP0yYuvxy4+WbgqqtoivAIUFSqKf00BBvqr6h4gDGGK569Ir8vhVh0/iLsPtZsWP3SHl/CwnULsa53HX699NcA6HPXOdiJplBB/Fg2S0Si3PLm9u2UG7BqlamoiCyGwUG6bf/9gXnziAh1do5oorI3gH8COB7ADgAWA7iRc34D57zcSR2jqBOOm3FcXa76vFCWmTanqMiSjEQ2gZ5UD8JKuKRK0h5vx+aBzbX3qORkzlNPpaHFf8pRXEt2U1k+ivzLCDoTlaAcxC3H3OL8egVRqeD9K1KaCohKUTItYCoqqortsZitt1dke+RRWPpJJoEDDqCT14YNNAuIHpgf1CY8KgARiPPPJ1+mWOsaGmwjjcrDZz/rSOpWrXK3UVT7tSj8XmX1bLFPQLzIMiCIt8xkbE9txyG/PaSq/QRM8lPoURnIDmDb4LY8UTlh5gne54sPP6TFLxAwf/zuQ508KtUqKnv8ao/a7VCZsJZrnKLvI4FI0fvxyOmP4OjpR6Mz2YnH33sc73e/jysPuhJHTj/S/mBBVAoN49ks8Ic/uBvJv/c96vLp6MgFDuUc8NdeS6REnBemTaO/iSuOYYSXR+Utzvk1nPO9APwG5ANZxRjzKHCO4tMAWSKDmug08EKhotIUbkJ7vB19GW8n+fj4eGwZ2FL70k+OqIhzw5lnVr6p//5vS9OOi6LiCVkm1/4D5Y+DL4rQtxAVXc+ZaQsX9rFjaVHde+9iogIPoiL+v8suVPJZtcpshzIMMtQmk3mPCkBERUDcdvjhwK9/XfZLJcRijuoIY0OXhppUk8WLzcSJ7mEuLhAt+rIkI6UVp99WAvHeFZZ+3tj0BhasWYCQEnLsYipCT4/pJC9zenK1igrntE5aUW3px1M9GgJMb5mO5855Dk+d+ZTvC8p4MI5nz34WmqHh8fcex9KOpThuxnHF05FV1a6o6DodsClT6It2+OHA2Web3+PbbqODvHYt/d7bC9xzD/C3vxEZaW+nMs/mzZTLIN7MdHrYFZWSn0LG2FiQurIngI0gX8goPsWQmISMlvEVfCUWVFmSkVSTaIu0YUJ8AnpSPWgON7s+bmrTVKzdvrb2ZlqHToZQyCxJlNOR2d5uaZIoQVSKTlLLlhFBGTOGxqm7Ps4xmb98jwpAC1DuykiTJHOBZQzghj3jJhYzDTyiZCQwbpz5/54eMuGdfjqw79/z+ylGhLz8stnFGY/bCYwvCLJlKVUNFwSp6E1b9qO5fB+M1aMyqA4iFiw3ptd9m4Wln6SaxKbEJgTlILant7uOugBAxGRgwIwNDoV8TczO70OVisorr5AF6uWXzduqLf04jq4YQpyxxxkVPU4o0fFgHJMbJzvfSSgq4ntx0UX0Jtx1F3DaaaR0/uUv9L1fvBj4+9+pzfGtt+jA7rCDWfIRRCUQIKJinRoqApGGEV5m2gsYYwsA/BUUm3865/xozvlrQ7Z3oxh69PeXNHfKTEZaS5e+OgMpKgPZATSHm5HSUmgON6Ml0lJypkU0EEVKS5UdoV8SDleJ0ahJTsqMjrATlddeA87yOR/zxRfpSqeEu9QhPgSAg0elszOvcuTbk++4ozhVMneVJHOeJyocvLj0M2aMmabW1ORuLhFXXZGI7WMjFqzDDrNPUy4bmQw9v4uiYoXjx/aJJ/L5MtXCUVFpyXUWdXVR3R8AfvMbT9Jq9agkMglH70K5ECSzUFFJqkls6ieiYm2FdYRY8ARROeigsuSMaolKOl1MSqot/UyIl5hrVCvUJT2bguFmtM5wvkM2Cxx9NHDNNfT7xInUnXPccfRGzJlDU1UffZRue/FFuuDYtg04+WSaZWHdVksLReb/+9/2SawjQFHxEuruAzARFKR2LID7GGNPip8h2btRDC0SCeD++838cxcokoKUlvKlqEhMwmB2ELFADAEpgLGxsWgINvgevuW39KMbOlZ3ry69QYdY8EiEfgAiLbvu6mvX8psDABYMUAnEb/lHEIgS93cjKkXHRcTxw9Ke/M9/Ol7ta2d+Cf/c6wBbrOuuG5L2ke5jxpg6fFubeYAKMWYMkbMddyz6UwU+02Kk06RaWIiKk8IEkM+3CNls2R4SNyTVpH0yt67TsentpZTebTmx+atf9WS7Vo/KQHYA8WC5MlMx3DwqSTVJ31UpgP0n7o8dm4vfpzxSKZMUAlQ+KCOnI5Uyq0aVQAQtWlEtUQnIAZw759z6Z6nUCbFADJfuf6nzH1WVrgLm5eYGiVyjQtny5JOJsACUiyTLwLe/bQ9yU1X6njU0kL/FOn5bjJMfRngRlc8AuAzU/XMLaCCh9WcU/5cgGPXixSWvXINyEIPZQV/BV4wxaIaGRJb8KeOi4xAPxn0RFZGo6af0M5AdwKPvPlryfm6KiliH99wT+P3vS28mv4/iUCkKlUHcEsgKwTnlzOs6dVq4wFVRKfSoAHQ5ms2aigrgOKdD3WEy1k3YKa+SMDB0tAagvL2S9otz8rMIotLcTL87Ydw4it2ORovIw8knu74sd3BOrZICgqjE43SstmxBKgWsW1f80BUr7JsBQG2WNboaLFJUEglayDdtovddUXyVgWyKSjZhy9eoFF6ln9ZIKxhjuOu4u2ytsEUQ54AK2cbgYAWlPQtyEUd5fOc7NL08XLpJ0BN7jN2j6kGSJVEHoxTnHDrXMWf8HOc7CFNYKORNJCQJ+MY36CJ03Di6gCnMClBV+ttXv0pXGJMt5SZNIyXGKcp7iOBlpn2Zc/4ygCUAunM/Syy3j6JWyGaB994b3n3YtIkWgnXrfBGVgeyA79KPznXsNmY33HL0LdixZUffRIVzMuH6UVTELKHSd/QmKuUiP+9HDpRHVADgV7+iDdx+u+tdPBWVQgK3ww7A6tXeRCUchpZJIcDsi9H9x4yFtGVrTo5RaHV46in6oywD06c77+DXvuYd31sudB34wDJvNJ2mxVMoKu3tuPBC4I037A8rmI9ookZuW4MbSKkFxtfeXpLbe3tpwTjzTJLNndDXR8pOT49ppmUy+jP9Rfkale4fAGjc/h1Iqkn30kEhslkaXFkhURkYqI6oFCoqg4PA66+TCFANIoFI/YnKcEAEvk2YQOfvUhg3jkj/4YdT27FQVKJRIirTptFn2OkKY3CQTETDBC+PisIY+ynIQPt7AA8A+Jgx9lPGWC2md4wCAG69lRjsVVcN734IQ2cm409RUQd9m2l1Q0d7vB0HTTkI8w+dj3gwjqUdSx1H0js93o9HRTM0x7CrIjiYaa2ln3IhiEpmz32pfdeDqBQRLh85Kr49KgBw8MHA669TezLLLViFRCUYhJ5OQoH9MnVbowxpUwdw/fVml8Axx5h3uPrqotdy5bNXltUV4gvZrN24m04D++1HV3i5AzFjhp0PGAbwpS+J/aJ/a3GBa32/pt4+lUo/1rBCUW778ENSVnbZxU6yrDjvPPIMLFoETaPyjCzJ6E52oy3SVvW+irgAqeCUnlST2Ll1Z6eHFCObJY9ChQcvlapO/RBfhW3b6P+trdSg0lbl4QkrYaTUymc+DRdKdgmJPICjjiKVpBTGjDG9Jw0NpqLS1uZdgp44kT4b5XY11hBepZ+fAWgFsCPnfC7nfB8AOwFoBpWCRlELXHUVSexOqVVDie3baaxtZ2fJxTMgB4io+FRUNEPLh9IJg9idS+7E4o8WA7APTbMiokSQ0TK+Sj9lKSoF/oFqFBVBInSm0AneZeEWORZ5MFYVUbF5VMSd4nFgcJBEEaGoFJpgg0HomTQU2F9wVuJEUn/8Y+chZDPsV+Uf93+Mh1c+bN5QKzOhE1GZN4+uBnMHgjH7aAPxdo4ZY/oDa+1t3JTYhK2DW4sVlaYm2uf2dlpZz3ZIIB4YoJz/zk7g5JPRvuQdALkclfR2z+43v3CL5de5jgMnH1h6A489RqWBalpsUB1BNAwz0uOll+g9/t73qiedYSVcf0Wl3A/c/Pk+N+uxXU2jc8iUKZSJUgp77w2clEsXsR7U1lbv7q6PPiKSMkKJygkAvsY5z5/pOOf9AL4O4Lh679inCtu3kyQ3nEgkqD7Z1VVSUQlIASTVpH9FJTcUTWBsbCw+uOyD/G1WImNFWAkjo2d8lX5UQ6249DNtGl0MVwJdBy68MNdws/vurvcbGx2LbYMFnf0+Qif8eFT6B3OEJ9dSbBiABJ0ubx2IipFJFSkqBjdgBAP0GB8592t61mBGm8+Sgl+88AKpi4VEJRymA5EjdWktjZ8sMqfGNjUBs2cDs2ZRxEutUHhFu7RjqV2d6Ouj721rq5kr4zRuW9OoG+PoowEA2RB9/gSpcCLppdCd7MaSjUvyv4vPgtPcL1czphXbtwMLFlRFVKolh7pO6/eUKTReZr/9aJ5TtYgoI7D089BDvlKpPVUVq6vcT4kzEHAeXtbYSDO83CDLI1pR4dxhheCc60Atgy0+hVi2jPwMAqLWOJwYGKCTrOaQv1EAWZKR0TL+zLSg0o/1ZCwxCRMbJuZ/1w3dcV5RWAkjq2drr6gUEJUddiATbSXQdWrBDYVAWSIumNAwAVsGvLupnODHo7L4tdydIhEKkNM0yDDowZoGPPOM+cBgEEY6jUCBokItygbVqH3k3Pel+2qiBNiwcCGZEpyIimzG4Z//xPn4xeu/yN/lm9+kgNgpU2pLVArx1b2/aoZuGYapqLS2etcnmpuBffcFbqBAb0Onz6nMZNx+rLs/yQtretagO2UGzXkRFV9QVXpNw3ge0nWqSPzwh2SHmFSjCJSwEkZKG0GlH6F+itHtP/+5e4qsF6zEpBKD0J/+RD65QID2wQuaVsXo8+rhRVRWMcbOLbyRMXY2gGF2fn7CcdVVwH/+Q298LEaSex368MtCImF2dviYj5LRM/5KP7muH6/BiU5TaoGcoqJlfHtUShKVnh7gd7+rqa/CMPylcU6IT8CmxCbztfh8v/14VFIZyQyx6O1FQ6YLnEnIMoMWoIceMjt4gkHwTNpUVHL7kS8lXXEFXcqWQF+mzz57pBamkJ4eOtlaiYoIILMciIfeeaiIJLW10S5sq2McpWgj5pyTAfr73ycScvDB/owUBxwAAJDS1IUkSzIuP9C948sLH/V9hKlNZrlYGHQrJirpNB3jKohKtR8B8V067zyaij1xYunH+MGIM9OuW0ct/Q8/TC/0wQed29jKQTBYvkHozDOBc87xFxw1gks/lwC4hDH2EmPs1tzPywC+CSr/jKJSZLN02SBaL63tk3/84/Ds0+AgnWwVxZck2Z/pR1O4qeT9RNePl7zt5lEpp/Tji6i89x5w773lJbqVQFH2g8u+zmybia899TXcteSusrbvx6OSTEu292zawNuI8QQ0xokML1limjyDQfBMhjwqlvRZiUnQ4lGSlnzUz/vSBUQlGkXQZzaOK0Sd3Hp1uW0b+VMspZ+IEilKWB0/nvwpgjTaFk1J8vWZLgVb3omiUO2+qQn44hf9LfCSBLz0EuR0zkxbxTDRjkSHLcys5ERmp8/lz35mKrs1ICrVwvpd+tGPqstksWJIPCql0NFBPy+9RF033d1EymfPBq68ErjvvqL3yPW853T7j39MybTlwu88p5Fa+uGcb+KcHwDgRgDrcz83cs7355z76IUahSviceBf/6ITcnOzvQf+nHOGdl+6u6mFgnNi5M3NvhSV3nSvL+lfdP14ERXOuStR8Vv6UXUfHpXt2+lMWENFpYiouFxWNoQa0JXsAgfHnAXL7eFqHvDjUUmm7VOC71h5DD7T/yQ4Y3RySSTMFTwYRDrZT4pKWxu9/7k28G3/7f+z15/pt+d/7LYbxm5b6fvxjohGyfdhJSoLF5LSZzkQExsmYkzU7gXZeWczqG/LFntlNT/DpEqIqHvGGJV7gPJJ77hxkDJm109FSKUwkB2wHX83M20eTml4v/iF2RWWTtNndxiJijVHRYSt1gIjouvnM5+h4/2d79B7cdNNwCWX0Ofyv/4LuPPO/HdRoDHUiMUfLy7e1pxcroqVsFRKMhXF32dY00YmURHgnL/AOb8r9/P8UOzU/3mIFlZBVDKZoZusVoh168yyQBlExa9HobDrx4p4MI5EJgGDG46msXJLP04j7m3o6qLXNwylHwC45pBrYHADu7+8yqxPl0Apj8oLLwDJjOVO11yDDAuhI7gDDAY6wRQQlY+6PiSPypgx+Rh9iUlljSrQuW4vMxx2GHZc94LvxztCzPMRq9XmzRSQEgrZPCpn7nEmZo+bbXvojjvSiBPOKcHe5lWZPNlznlIpiOMSC1hm8lQaGBKJQE6RglqJiRYAMHYssnoWC9YsyF91G9zApftd6l6Ofecd54Xm6KOJbfOc+lYhUXnoIY8sG5/Q9eqGGrphWM20qRSRkG9+ky4M7r0X2GMP+ky3thIJHzuWjvv69dTmlMNlB1yGma0FycCaRuWiWkGS/LU8hkIjm6iMog4QREWEWQlF5bOfHfp92bzZTFSKRCi8y6eiYpP+XSAxybX0M6FhApp+0gQOd0WlrNIPL6Go9PbSYlhPRcUDPz7yx+jP9KO3vcn0A+2wg+djSnlUnnwSSKYkDKT60Jfuw7vn3ozf83PRHRhPREXUlsUKEApBVnXI3KKoMJZ/n/yiaHJ2YyMUt8Wg8MTq1koppkOKxXLtWtMIbDkQsiR7dkOoKvDss5YbpkzxrWA5Qfg/bF1uhkFXxeUiEoGcU1Ssn/m129cW3/dfmLZDAAAgAElEQVTNN4FFi4pv1zQE0ipWbF2Rf890ruPcOee6KyqTJtmPezJJpas1a8wFyDr+ukxs3FhZZqW16l3Od6kcDEXpZ7AlTvH1VmzcSK7gzk7gy1+mML3Zs8nwbgVjwMUXUyr4u+/mbw4uW4G7j7/bvF9HBykwEybUNtLeD1GJxUasmXYU9UJTE/2kUtQaJr6tw5H8ZyUqoRDJkT7q+YPqoK8ZJcJM60REBNExuFG88AHYZ8I+OHanY2vX9TMwQK+xRh4VSaJzvN+TqyiDbZ/YAvz1r3TjWocFquA5vDwq/f1AIinj/W3v4vqXrkdPD/BDfB9pKUZHzTDARd4CAASDUDSdPCqCqMAh56UEXN8TcQVpxezZ9r+7pdwyZnbAqSqpfUK5cDsQDpsojGKvVlHRDK24w03TgM9/vvyNRaNQUsWR/o7epe5uc8K1FXvuiXl/WoQdV3yc/8yLCeWFyJP83HgF2/4LiNur6D6sJF3h/feBQw81fy9632qEoej62bJTOxE/Ky64gMzp559f+gDdeiuR8o4O8/z7s5/ZowIuuIAMuKeeCtx2W+123o8ZKBYbVVQ+dWhooPkuqZS926aGJk/fGBykRUD4AmTZ14JwyX6XlE5OhKX043ASPXGXE/G9w77n6lGZM34Ovrznl2uTo/L88yR/e4SylQvG6HxfjlzNGIOs6uaCUOLBTusz58Dy5aSoJJNAYlBCAAFk9SxUFRhAHCk5DmYYAOdg1p0MBqFo3PSodHUBnCOkhMq+6iwsyzFw8gHdeKP7g7JZM7I7h7SWxrLNy8y/BwKkwpxzjnkSrcYQ29pKibslSKEbdK7jh58pCPQQowbKRUMDggPFi+a2pIOHJpVyvnI++mh07TAWm/eZkS93uhnS8ygMF7T+XxCVKtqTVZW+YuXgzTfts+/qVvoZgq6fbDRkT4HmHHjuOZo15UbMrZAk4NhjKWX2ggvoto4Oe9JxWxulIB9/PK0btbIL+CEq8fgoUfnUQZjWenuBffah/G/OzZPEULYqZ7MUtPWFL9DvPq9cf3HcL0reB3AOfLNCeCPc/l5OhL4nUXn8cbpiqXSBcYCIKSnnKlBiEmTN8E1Knd4OVQW+cCp5VAYHAc2QoGsaetO9SGc1DCKGlBIH49xckHIrgK7ICAqi0tycT6EVfqBy8Oh7j+KZ1VSa0TRgW9MM8t44jREQn+lslhQO4YsChZe9tP4lU1GJRvPdSPmTqE8C7fjVYYwyTCzPWQ40Qyv2fpT7xlt3R9fRXMBVisIAASIpTvkawSBenTcNASlgU1Ss36FzHjsHqzpXmbcpil1FsR7LbJYOnCxXTFQGB4H99y/vMR0d9jk+n+TSTyYWsucPDQxQB105ZOKKK6jdaelS+qxOmADcfbfZutzSQqW6lhYiLS0t3tvzi6OOKn2fUUXlU4pYjK5mP/c5coQDdJIQnRpDBTHee+5c+t0nUfELp8C3QriZacXja1L6GTuWFmWHWT+VQigq5ZxcOedlOXDdiEpAIQI3OAiEIhIMTcW8qfOweXAjVASxsvFgMIObi1Pu+dKT2rHTdkBijMiSqgKMISSHcMPLN/h/ISCCIboS7rsPuPGpvYDXXqMTqHWBbWgwrzazWfrdYk7I6BkqO3FuKoxbt9L3QRAVUdMpgc5Ol0HP++7rPBrAB3RDL84nqYLwdk1pQ2MBJ5Q3fFwsSQhF5Y9/NBer9euRzibBGIMiKfnPfOF37K0tb6FzsBMzNwwAt9xSHDug68Bpp9H/haKiKFURlXLbifv76SWfeSYJBfUq/YTk8tXCcpGJBO2KSn8/cKmPRGAnrFpFk9WPOYYyVl7OzQBubiZVeNIkKjs6dXJVAr9EpR5vjk+MEpXhAOckpXV3m0YmsXAUyOJ1RTJJJ6njjzdPujXKnBDIB755ZEa4mWnF4/2aaT3vJ/7mkExbKYSiUq5c7adkZn0OJ6KiKORRSSaBYFSGoRuY1jwN21KbAQAvtZ9hmmnFhgCk42E8eu0p5saeeAKyriOshMsKC2Ng2J7env89EAA+wExSVI49FvjHPyg2HiAflrjaFETF4pfI6llkM0nax/Xrgd12I6Iydaq5+vkkBrvtZrfE5NHcTApmBdAMrfjYVKGoqKEAogVfcaOrE7wwVjeVIvPkOedQ2erDD4H//V9sP+8MzGybaSMqhYpKVs+iL9OHCYOMFFMnRUWcewRprIKoAJWVbVasIGvegw/Wr/TDGMMfVvwBL1TbleaBbLRAUenvd46r94PeXvIOfvWrxACFwVZRyKA7aRLVzA4/vPod94tYbHisCTmMEpXhglBUxMlCyQ21i8W8B0TVEhdfDDzyiF2e9Cmx+4XfwDcnMy1gj4r3gqqr3gutYdDltqrW7Avnqqj09NTsGDoRlWzWVFRSKSASlQCdY0LDBHSlN+cfNxCWzMUpt5MpLYXMSZZRXcuXoymVQlgJ+zJHW2FwAyE5BICOhS6H6CQ7dy5J1sKrEouZpsBslki6VVHRMmjYuI1OvvvuS5GkmzZRt44gKj6VsEsvdTl/W8pcfmAlvY4eqyoUFTVsJyqcc+jZNNStBd1Q6TTlLX33uyT5r1gBfOlLSIxpQCwQKyIq1osBRVKwZWALWjMSGfdl2U5UdN08tt/9Lv0bCFRMvtavr+hhAIA77qBrtnqVfgDg476P60pU9IBMw6YE+vvpuFeCpibgpz81B5eGLSnS//hHfdhcKbS30xv03HND/9wYJSrDA0FIurrssceBwNASlba24m6IWpd+qgh8A+xR8V7QDK30kEQxy6iGiopj18+hh7r2avpViKzP4Vz6IQKnKEA4KoEZHK2RVvRnSeVYtuvNmP71bH5x4kJR0dLmvBoAOPNMNKZSCMmhfKCZH3BwXH/49fnf+/ro44xslmrry5eb0nQsRovsI4+4ln7CW3uIoLz8MsXMfvABKSri+1Ht+9bUVJaiYlVRijJjxP5UoajcvgC2N7ZRiiC7pYCopFL0ObrgAuA//8H299/C26E+vL7pdcSCxUTFmlYckAPoSHSgOcOIpBWaaa2KyquvmmW2Cg2aJbrsXXHhhVSBEvFN9VqDm8PNZeUEVYRTTyUysWYNcN11lRMVwF6OsZZOjxumecAnnkifjxUrhuXpR4nKcCEetysqK1dSEFA0OnREpb29eABdHTwqXrN+xN9rUfrxFUleQ6Li2vUTjZLcbhhFxzIkh8rLK8lZMxIJs3pFohARuHBYEBUD0UAUSY3m5GTCHyGrAFs30qU7zx3flJpCRLHkJlxwARpSKQz0la+o/OCIH+T/n1e6Uyl6/YccQq3gosx53XUUNS8UFctnPKNlEO7pJ4ICENFZtYpaNsXBrfZ9i8V8DVsUUA01b6At/Gxt6t+ETb0fV6WoHPYR8h09HByztwdhbKOhlX9b9Tf0pHqIzG3ZQlL/xIno2PAOvr/8Npzz2Dl5RUU16P0VqqUoKwakALZu34TGNKcFs7D0o+vmuWfzZloMa5VZXwbuvZf+VVX6DNVLUWkMNfqaTVYVFi4kBWzBAvKSjBtXm+1+61sUvT9coaACVmV0iDFKVIYLhaWfK68EzjhjaBUVpxNtHTwqXqUfRVKQ1bOuvg2JSXht42sln8eXogLQwL16d/3E48Bll1GNuSAbJ6SE8gFifp9j5UpKzX7zTbpNVYGATFfTjY1ArFEGdI5oIIpUjqgouenIy97IKSrMRVFpbkY8nca61SHEA/6Iim7Yh0hyzqEaWeIU4TAtsDffTIrdli3UHizCsJxKP3oG0Z5+Is4AdQWtX28f9LfrrsVBWeWAMZqv5TP4TdXV/OepUFF57L3HsGTdoqoUFQBE6lauRLBrO27402YYfb3Atddi/vPzsXVgKxF0TSPCJ0ngmgopR/ijgSiaN3W7elQCcgBH/v5lRFTQ4708KgARFT/BXzWE9Sv/0EPAL39ZP6LSEmkpyxtWEQ4/nHKo1q0D9t7b/DxXi0AAWLasNtuqBq2to0TlU4fC0s9++9GJeSjNtE5Jg/XwqHiUfgJyAKqhepaGrnruKgBAT6rHVb5VDRUK80FAnn+ejn0N4OhRsRoSjziC/CovmLXxoBwsHUxngSSRuLB1qxmpoapAUA5A1VXsvz8wew4DDJ5L8qU7KZyujkOSCgMMHC5EZa+9cOW5Z4PpYd+lH+s2ODje63oPq/A3+uNvf0vK4J57kufk9NPN0LamJtr5AjNtRssg3Ddotls2NhbXElpaamMe9PndKlRUrESlL9OHiByqXFGJ5D4fqRTw0EPY97HXAQBZxoGbb0ZzuBn/Xv0iHnn3EeDjj3HTKzdhtdKPTPc2/Oak3+DQqYciq2exwz9fh54iYioC38KJFPD66whIAUS3D0IRp/jCrp9CohIOD6miUlgyfeEF+njUi0u0Rlpx279vwwfdH5S+c6UIBsn43NNDfpVKxyw4YSgjK9zQ1jZKVD51aGykwr712yrqxEOlqDg9T41LPxKTPMsyeUXFxUzbn+mHIilYu30tznv8PDz1/lOO9/NUVOr0JXfs+lEUYOZMquUecgh5DM46K78P5ZZ+JIkCLyWJiMqCBcBTTxHBe+wplSJ5jDQywQDF4Ov0PPEImVzDsooUIjBE6UdL2YmKoqA/HAD0IL55wDd97VMh2cnoGejIfZZ23908QR93HIVdCZNhS4uroqIZun2VKuyAqRVEPksJqLqaT6MtLF1qhoYoghVf/veOb8bPDgYRlWnTMG0lqTwZRgS2MdSIL35+PrLd24DJk6EZGn7XtRBPd7+G5nAzrjnkGsxomwEjHgPvJ4OwUFQmvt8BXHUVAnIA8f40XQAkErTIuJV+AArqGyKi8uGHJI5Z1/GGBnpr6kVU2iJtSGQTuO7F62q+bc65ef466yz63Asz7P8lHH54zS7yysUoURkuTJxYLA0OtZnWaQGvg5nWy4MSkChR1e3v3clunDv7XDzw1gMYEx2D7pRDpDhcWkgBKny/+WZlGd8l4KioyDJJ7XvuSWT0uutIYdhxRwCkqJRT+mGMWjeDQeomX7iQVOCgHMC/XyN1IJzuRTJMxMQwiBu0NhFpCyk60iwCnlto01oakYBd4jeggesKJjdO9rVPVrLDwJDW0jCYi1JhGFS2uekm6ht2MtNqGRiFnV31OMmfdppvopLVs2bpxyFHJSIFK1ZUDFnCa5ORz5qZtYJMtOunNoEHg2gKNYFlVcQMes8YY5g790TstPuhYIzh+JnHY3LjZPCGOHiuk0moloG0Ct7cjIAUwLSOQbDx40mqGD/eWVEZP56mCR511JCVfrq7qcxjJSr1tj+0Rmja9V9W/qUsRdMPbGW3yZPpc1ZrV/BIUFQOPniUqHxqID5wsgyccor9b8Hg0BIVJ9Tao1KiPbmURyWtpTGpcRIAmoLqNq7dlaj861/kWK+Vsc0C166fpUvp34YGOpa3354P9yCPiv8TpVjXIxES4Pr66MI3GJAARl0/MbUXA7kSoq4Db70FhBilwwag4iNpmnvpBwCHDhj+F10r2QkpIZqADZfX1N5OC+W11xKDuvTS4tKPnoEil7/oX//i9aXvZMUll/hXVDzMtD//7M8RhFTVYpRSQETFonK88V+z8Pgps9AaaUU6wBBTafsGN4A5s/HusXNt2+ANcfBcN0hXsguxQAyhjAZEIwjIAUzozpIRd8IEeh+cFJWJE6k8N3PmkCkq6TTtipWohEL1Pe3tO3FfPHr6o5CZjETGv6naD0rFL9QEmUxVGTc1Qw0vYsvBKFEZanBuXi1ee639b42NFKs5nETFyaPy+OPOUd4+kA98c+n6Ccjeiso39vtGvg3Wa1y7a47KunXmFWWN4dj1099vGmjDYfrjnnuSuQ5kghSdGn4wMEAVk2CQ/t/bmyMquXNWKAREs73oCxL5MHLp/CEphgONK6FwFbfEfoAP+z7Eli3U9VNIVISi4hfWbYTkEBLZBAy4vCZxRQ8Af/87qSvWQZwAJv7hCUzdWn5y6I2veMwUckIsVlbpRygqnclOjImOyf/tpF1OIqNrFapPKgD6Tlk8M/08jZVd72GvMXtiMMAR02j7nHM0x9oQbimI3G1oRPOCl4DzzsNpu5+GpnATghkNPBJBlCsI6JxI4dy5VJIrNNMGg/QBEhgiopJI0Mu25qHVu0rylb2+glN2PQUtkRYksrUlKm4DIWsK0U033Nhrr5peyPrFKFEZanid4GbMoKv/YRyn7Vj6eeIJYMOGyjaX86h4KSoZLeP6d1mS8yeBSCDiOgXVcR4LQIbljo7axU1b4Nj1YyV0jOXCRUyMj49HIuNf4x4YILO9YdD5IZWiioPIrAsGgeQlV+O5vecAAHSDIxAglYQbCrRgBANKMzb0b8KuuwIPrHjA3p4MIiqG5p+o9Gf60RiiVSashNGf6YfuRlT23ZfkcIDeh8cfJ9JmOU4T3vwAYzv9EYiqUA5RMUyPyuru1ZjRNiP/N5nJvkIIveCkqByw46GIxpuxd+tuSCgGIhryV//N4WY0he25HLyxAbFVH2DtwMf5Fv5QRoex807YecMAJRMLojJjRnGEviTZpfyDDqrqNfnF++/TaW4og1UF5k2dh/5Mf+k7loGSAyFrgWRyyLuyHPGFLwxLlP4oURlqlLoSKwxmGmo4EZXNm4tHmPvdnA+i4mWmLbyvW33ZtfTDORkzra2uNYKjRyWVAu66y/xddLLstRfwve9hx3c2YaCMKzorURHPlcmY9ohQCIjOmIieHPngnN5CDg3QFQwaEXQMNKJXG8SYsRwvrHvBWVEx/J98+jJ9aArRohmUg7nSjwtROeIIc/Lcli1AIIBkWKbL6rVrgVQKEx99Dn/8yZd9Pz8AJNVkPhXXNxoafGepZPVsnvg+f+7zaIuYnx9ZktG4bnN5z12ARAi0L5qWl8c+t9tJuOLwa3BI+74YUAzEVIZLn6F5MVMap2Cv8XaynZ69G/p32RGJ1hhCySywbBmCaRXaZw7HHqu60B2XzPpKYTKtGKxjvUr//Oerek1+8T//U2ymHSpcPPdidCe7sXDtQtf7dCQ6XP/mhCEhKg0NFY+A+L+AUaIy1BhJRIXzYgLi5FFpaal48ixQnLthRUAq3Z5Mu+p9BetZJ540ydd+lgvHrp9k0lmiPekk4Kab0HbXbzDt8JN9P0d7O2WoiEgNSSKiIhQVTQMicRVa1l6/NpgOGP+/vTOPk6Os8//76bvnnklmJidJyGEg5IJwhvt2dZcbF3BZhF1hV1Y5BFl/HIKsq4CK67qAKwIiKAsqKkgABQKIkZtwhCOB3JkkM8lkrr77+f3xVHVX91T1MX1MT/K8X69+zXRV9VPP01Vd9anv8z187Aj5Ofi4BgaIMn6SsuT4PZk3eIkkkSjc9r4rvCtlUfG6vQzGBp0tKlYaG5XP0Y/2VoM46yz49rcZl/QTaQjQPdRdcNbenaGdtAaLrB7b1qY8OQvAOvWzeOLiDB8qdyTGrKdfLW7fWWyrR9XxicXST8o+HyIQgHCYAU+CupjkLxv+QjwZp72+ncP3OjyjDY/Xz9bDFxMTkra7H4T//E+88SQ79p7E7A972NLsTleytitK6HJVfTpBSjVcu8K/zz1X+f23Blt55L1HuOPVOxy3mfy94q4X+TJvl4ULLnAoYrVnoIVKtakloSKEqqeSvX+rRUXK4Re5Isn1xJHPmdZKvpuYbRsVnPwWQoVaZgRvOQkVtxuGhnA9/jinX/mTgvdx4YUqb5zVohIOK6EycaJU7kzuCDJm1NxJWaaSuKSXIRFENDYwSJymjl4uO/iyYVM/Ljwkchzfzf2b+ZfH/oX+SD8vrn+Rlze9nJqG8Ll9DEQHnC0qWUQTURJmLpzzzlM+PePGIaXknF+dw5kPnwnAQ+88lLOdcCI8bBx5qatLJ6PJg9WZNhvfmrUk3aVdOt/6+nolmuLxtFDxepWJbMcOtgWSBENxNvZtpHuo27aNJn8T8UMPIpGIkzzrDNh3XwSCa//6Ldp3hNjUJDKFip1FpcpRHO+8A3fcYf8TqcZU0Ky2WTz20WPMa59Hf6SfLf3KMvar936V+r9QNvVtAqpkUVmwAD796cruo4bRQqXa1JJQsSN76sf05izBbybXDzmfM61JxbNKjgCXK50hPsW4cc4ZKYNBuPPOzPpOBeDzqVPCLNoWCqlls+eohMaRRASvyGxTCEC6iXr8iMYGfrPfOET9NpoDzcO+SxeenA6+z3zyDL2RXn7/4e/50h++xO1/vT019eN1eRmMFmhRITPsl7Y2lRzL4LAphzG/Yz4AT6x+Imc7kXhkmGWonFgtKtm4+wd49HsXl9T+pJapacejQECVfTadW19+mWUL63nsziuZ1DiJrYNbbdv41PhPceS0I4nLBL45+wDqd7JlYAse6eKWo73psHy7ooSjYFF55hk4+eSq7jKDtmAbVx92NWfPO5tLHr+Eu167C4CXNrzEt1/8Nre9dBuTGyfnfSgKxUKpnCzZBSE15UcLlWpTbaHy+98XJzLshEpzc8lCxckrPp8zbS1j1uHJ4Ec/gmOOcf7QxcXf4Lze9NSP1aKCYT0Jx8O4Sd+039n2juofbl7Y6wx+OmlvXmhdTyj4MaDasvbbjZeEdD6+721/j9lts+mP9OMSLn599q9TWWzNqZ9CLSqxhGGpMOv4DKnMqtniad2u3M7bkUSkeB8VKDgfhdWZNhv3UJhIoAxlGD75BH72M3UwTz9dWT0CAVi+nLtv/5hEx3iOmHYEb219K2czu5p8+HtUPhWBYCA6wKP3/TsvdobT1xq7zLTZPioV5qmn4LLL7Kd9qsm/HPgv7NexHwLBxr6NSClp9Ddy+8m3850/f4eTZ52cNyljT6iHP2/4M4+890h1LCp7OPrbrTbVFipnn12wuRsY7qMSi6mLWQlCRQjnCshmwrdCnGlrzapimxuvAn00LSpmdVkzpYK5p0g8gkemLSrz75iPECCkm2f3eYJB91ZYfj3diY9ZtQr++tfMICgXHuIy5pgiwevyIhD0R/uJJqJMbJyYsU4JlcLOj2giqgTA44/D/vvDVVepMbp9GefB+l3rcz7V2uWDKSfN/mZaA/Z3VFcoTLgcQmXVKiVWvN6001F7O6xejW9cBz63j7nj5vLGxc51Xn6+8uesPnAmbn8AjCrkoViIhvpW4tabrZNF5R/+ofRxFMi776qC2LWQDgTgp6f8lMmNk1l450LC8TBCCB468yFmtc0imsidIqJ7qJvB2CC3r7hdC5UqoL/dcjEwAD+x8T2QUs3FW99XU6h4vcWJjGwflWhUCZUS+tQWbHNMsmT6qFTkh26bja182FpUKoDPl06tY1pUPB5SSiUcD/PKCj+bN5MRNtsYn8668f/Losi/wYvXsCu5hR07JP39mbNTLrwqRDnHWB7/6HFuXH4j4Xg4leUTDItKdBAXhd24TUuFPOIIlbH3oIMAmNQ4STnTGv3vi/Q5hpFKKUc+9SMEvPJK3s0OnXoonxr/Kdt17sFQeYSKac3weNJhXJMnw4YNgBJvQW+QloBzVuUNuzawqSOoptFiMQQqc3B29mHq6lLWKyBtUZk3r/RxFMjmzaqqRK1gWszmjJvDIVMOAeDYGceqmlnxiO1n3ux6k3N+dQ49Qz1cfMDFLOhcUJ2Eb3s4+tstF++9B3fdNXx5IqFKg5pUW6gU6wibbSaIRpVvRQkWlWfOf2ZYaKWJ6aNSEWtJb29F7cymj0ql8XrVfQiyhIpBJBFh07oA69eDGx8elwchYHr4ND6z6WX2CV8IwKYpP2Br9BOi0cynWhceksSyfKglP1jxg9T797vfZyA6wLredUxuTEdFeF1edoR24KUwp8xoIkq9r36YT8zM1pnMapuVet/oa3R0IjXHPKKpn5YWVUW5mAP3v/+bsb0rFCLiK4MANp2bvN70AZ00SZkdUNFZdd7cUzOTGiexecAIp50wAeFyq8zB2Y7GdXXKlGZOPZrmuSph+lddeGHVdlkQQgjmtc/j1Lnp0GzTumfHpr5N7AjtoCfUw+n7nE5HfUd1Er7t4WihUg6kVE9B1noyyWQ686TXm7ltNYVKtsm3kO2tFWbLMPXT6G90FCIel6eg8OQR0dWVvsNXgGpZVIJBWL1a/W9O/WzeDE1N6uYZjoch7sfvhyBtNPoaU31rdU+lLapE4vRXHmIoNjjslFRCJZ5x2oXjYVbvWJ16f++p9wKw6kurMqosm9WvC5m6A+Wj0uxvZig2lLH8wMkHcsGiCwAV7tnZ0OkoVIQQquLySKZ+OjpUiYNiMi2/+27Gb8I1FCLkL8P5agoVvz99QIJBVfYBw6KSJ7Jp0YRF/Hzlz9WbCROINdYRitlYVADefltNNUmZnvqpEmvXqqTExx9ftV0WRDwZH+aP4nf7M4SK+Tt4d9u7bOrfxKa+TTyx+olUbh099VN5xsy3K4TwCyHuFkKsE0L0CyHeFELURrzWW2/BmWeqpyKj9gaPPqriSmOxzMfXUoVKsen1i7Wo+HyZQsWc+qlQttxCE765hKuoYn6ACumroFCplkUF0g/cpkXl7LNhlmGAiMQjkPATiRhCxa9CUqVM+7cAuGLNDMT7hllUWpiONzQ5Jbre2PIGfZG+VBZgIQRn7nsm1x95fUaGVlAWlWKKvEUTUZoDzcNqNgU8ATob1HzUbS/dRlImbYWK6bdi1hty8n1ypL1dJTAsJnnW0FDGtIkYChH1l2Hqx0xC2NxsW+DQ5/bltagsnLCQqU1GioHOTuJNDfYWFYBbb1VJ3TZvTk/9VIlPPlGlnmqNLyz6AmfPOztjmdWiMhgd5MtPfJnP//rzHHHPEfx14185ZvoxPPvJs6kpUC1UKs9Y+nY9wAbgKKAZuBb4PyHE9FHr0ZNPwvLl6R/8smXwla+o//v61FNS9l1hpEJl9WqV/vu664p7GszOn5CPKguVfNWTTQKeAJGE/byxLeZddzewqC6qtx0AACAASURBVFgxhcqZZ0Kj8UAejodpawqkhMr6XevZGH8DKdXD+pVXqiz27mgr8URimEVlAefRse5LqbF8f8X3Wb9rfcrqYYqDG4+5cVh/vG4vsUSs4JTysaS9RcXKYGyQn5/2c9tK2QmpkgdGEhEavA15nR6HMWcOnHNO8ULF8psTySTSVYapynPPVX+bmzMPiEFbsI32+vZhy7NZe9la9c/8+WxfNIdGfyMd9R1MapyUueGpp8LcufDRR1W3qGzZkk5QXEvMbJvJgs7MRGo+ty91rVmxcQU7wzt54O0HmNo8lVc2v8J3TvgOWwe3ZlTX1kKlsoyZb1dKOSil/IaUcq2UMimlfAz4BDgg32crxh//qOZ9zaehI49UN0YplXNtQ4O66VuflkYqVJ58UomV7dvVE1GhjMSiYrXaRKMqZLJCuV0KDU/2u/2ODm627Nqlnp53E4uKdZ9mZlohBD95/ScMRAf4wa0NhMPQwX6017UzKHekLCqTJyuh8tQ9B3J27A88//zwyItkMi26Vu9YzfJ1ywnFQ1x/fe5DX0zUFhgWFX+zY80mUxQ1+ZsYiA6viZRIJnC73ClHyKLOCYBp01SWT0v+lrxYhcq6dXBTkcUQnTj8cBWWfOCB8IUvDFu9aMKiYdlo7Uj9dtraGJo+mcP3OpyZbTNZf5lN2YvZs5VQqbJFpaurInVBK4Lf4+erT30VgBfWv8Ax04/hx5/9MW9c/AbLPr+MOm8dR+x1RGp7nUel8owZoZKNEKITmAO8O2qdSCQyhcBzz8ERRyjxYgoV06Ji3tFGKlR6e1Umyx07UlEBBfXP61U37UIxrUAm2VNXZaZQZ1qXcBVn5u/pgUsuGZ55t8xUW6iYLkdCqJv2P//+n9k+tJ2OxnGEw9DIRPZt35e4DCOlelj3+VQC0unTBT/4boDHHhv+AG/mHrv5+ZsJeAJc9fRVrO/dwJ13ScJh52NjHr98mAIklojREmhxtKhEEsr3pM5bx2B0eAFB06Ly8FkPs2/7vsVbVACmT1dOE4USCqnX44/Da6/BiScCFD/tZMevfqWy9vnLk7zOOkVq6+A5eTJs3Fh1i8p///fo1PYZCV6XlydWP8Frm18jnoyzoHMB7fXtuIQrZaV66h+eSm2vp34qz5j8doUQXuAB4D4p5fsO23xRCPGqEOLV7SXUqclJIpEZ7iiESlCxapUSKvX16kZv/oWRCRUp1T66u2H8eHjfdsjDCYVULfX/+I/Cx5Tdt+ypqzLjcXmIJvNP/TQHmtkRLuIpuKcHDjmkbDcAO5yy5VcS6+lx/8r7AdjSv4VOQ6iAIR5kCCnhmmsyM6V7vek8LFYSCRiKhtkR2sFJM09idttsDppwBO2dMVzSPkMrFO6jcvPzNwNpHxUnoRJPxmn2N1PnrbPdxrSo7NexH03+ppEJlRkzlNNEoZg+Kh9/rB5Crr4agGm3Tyt+3xXG7XLnFlCmGbDKFhUbg1HN0hJoYUHnAm5+4Waa/E2csPcJOS1bWqhUnpr5doUQzwkhpMPrRct2LuB+IApc6tSelPLHUsolUsol7e3553lHRCKhBIg15m6vvWDlyvT7WEyJBfMuMhKh8tFH8Nvfqpvv5MmZUz+5HumHhtRjTDEJ37KJRm3nz8tFoVMHM1tnsq53HQJRmFPtunUVqZhsZXCw+k+J1ujxS5ZcAqicI031Pq68Ui33urzECGWcataSLnZGsmQSfK4A3zvpe1y99GoOnXooQVcTjS3RjKy32QghCvJP2dC3gQ97Pkz5qGQ705q0BFpo8jfhdrlt2zUtKpDpS1AUheQWklIJXUhH8O3apX7bzap8gJnVtJZwCVferKp0dyvLbBUtKmOJpXst5YajbmAoNsRJM09iXN04xteNt91WIHQelSpQM9+ulPJoKaVweB0OINT8wN1AJ3CGlLKwvN2VIh5P3zXGGyeyy6WEiZk4LRpVhcFKESorV6pH9+7u9D4A7r9fpeB2IhpVd6jICC7mJhWe+ik04duhUw/l8XMfJ+gNqnBcGzo+2aZuHPE4fPGL6WNSIUyjWbX48EPlr22eHtccfg0AQ7EhAgHYtMmI9HH7iBkWFROr5cdOe5qZb0GJj5uOvolEAuqbI4ik8/FPJBMZCeCc6B7q5vYVt+e1qJhCJdf+zCmNXPku8pIvb08ikbaUBoPpVAMffaR+30Zfd4Z3Fr3roqPXisAt3PnbP+YYuP32qlpUxhqn73M6T37+SRZOWJhzO4nUeVSqQM0IlQK5A9gH+FspZRGhLxUiHk/fNaZZzMBWP4833yzdotLdrRxp169XCaFM/vSn3NYSM1lbKUKlGlM/BQgVl3DRHGgm6AnaOmK64gn+9cI7lNl782b19FvhMIPBweoKld5eNSzr6TGhYQKheCijH163l5gMZ7gmWdfbHVLTR8VkWss04nGoa4ziks7Hf2bbTFZctCJnv2949gbe6HqDneGdjnlUTPIKFYtFxe/xj1yo5LOEWNVcXZ0SKkKo36IhVDrqO9g2uK2o3UbiEccaQuWgIIvKWWcNz++kGTF66qfyjJlvVwgxDbgYWAR0CSEGjNd5eT5aOcyStpAZCTBhAmzdqu5kN9+sLCqmWMgnVLJr7YCa8hk3DtasgZkzVRtDQ2pZLhN2JKIusjUsVIrNTBv0Bm1vcs1bd9EzdTyJ0KDyJejoqLgDSbWFSjisDof19Lj9pNsJxUM0NcENN6hlXpeXSDLEzJnp7az9tHNPsFpUUsvigrrGMK5kbj+ffKns73vrPtb2riWaiBJLKmfawdhwR1mAhZ0LUxlq7aZVsi0qRUf9FIrVkhgMqt+blKpMRmcnUkrqvHWpKaykTHLEPUfkaFARiodo8FVuvjBXMcUM2ttVKJimJASCeDKuhUqFGTPfrpRynTENFJBSNlheD4xap5LJtFCw+sG0tKg8Kh98oOzxVj+RkVhUzIvm6tWk7j6RiBJAuYSKmQOlFB+VCj95FVvrJ+AJ2DoxNm/bxXOXnEzS41ah3A8+WO6uDuPQQ9NuDNXAFCrW+3ejv3GYv0eDr4E44YwEW0btP0es4ckmdaIVV9NWyDH1UwimhSSWiBFNROmo72BnyH7KZH7nfKY2O0dqZVhU3CVYVPJhPe/NqR9QCWyM36/f7U/5yKzftZ51vbkrPoNRPdpdud9TwcUajz66oo7mewp13jqeXvN0RafzNGNIqNQkHk/6Ama1OjQ1qYvAqlVKKJQ69WPeQZYvV6GVL74I77yTvwaPKVSKtahY74SVtqgUmYfDzLiZXbCudfNOts+ZTCIcUsfluOPK3tdszjqrukXWwuHhhzLoSfvsRCLqtGv2N3NK8w0ceWR6O2vJoyuuGN529tQPQJ0YT7J+MyJR2g3NFCotgRZiiRhN/iZHP6N8lM1HJZFQU6dOmFM/UqYtKln4Pf7UOO589U6OnXFs3t3GkjG8rsoJlUg8QsBdgFC5+eaK9WFPojXYyltb3+KkWSeNdld2a7RQKYVAIH0Bs1odmpqUVWXcOBWlEwxmCpVc3vZ2WcRMYTNjhvr/mWdUEcR8QiXf1E8hEQs14qNiYs6/f7IzM7y0edsuBieMw/XAg2MrFrIIIpHhxrEmf1NKtB19NMyfD+ctOI9HL/sG++1n3853v2u/PNuiIhIBRLAvpzNtMpn28Xaiyd/EjJYZTGqcRDQRzZia+NPHf+Kjno9yN2ChLFE/oH67//zPqbdSSl5Y90J6vWlRiUZVlM+Xv0zGXBpkVNkNeAJMb5med7fVsKgUVFW6EkVA90DG142ns74zb6kDTWlooVIKN96YFirWSX9TqKxYAU89peYHzDtMMln8RSJb2Pz2t0pkBAKVmfqx9i87YV2ZcbvcxJPxgn1UeoZ6OG3uaTzzyTPD2/J4iVx4fm0WFSkD4fDwwzCxcSJbBrYAcNJJ8Ld/i2Ol6lxkF80GEPEA+Pog4SxU1q+He+/N3XaTv4mvLf0aAU9AWRTc3lTosdl3O4QQw/xUrBaVkpxpp0+HffdNvR2MDXLyAyen15vTrc8/nw5z/9znMpqwTv1YeXL1k465ZSpuUUmMsFijZkSMrxufqlGlqRxaqJSCx6M8KiHTbm4KFYDOTnWh6+pSd5l8Uz+FMG0a9PeXPvVTSD/MJ8sKPoEV4zV/ytxTuO3E23j4vYe5/6370yuEoKO+o0I9rA3s9GZHfQddA10lt20nVGTcj/T1QY6pn54e2LmTnJlUZrbO5PR9TgcYZlFZtX2V49OoW7iHRbBYLSpBj71jdUGcdx4sWZJ62xfpo9HXmF5vCvQTT1S+YJDh05GQCep99ampH6ug2rd9X8fzudIWlWgiqoVKFZnQMCFdFFJTMbRQKQWvN21RsQqVSZMypx/8fhUVtHNneYRKMJguevj8887WDnPqJ5EYuUWkHP3NuwtZsFCZ1DiJvVv35tS5p6bKr5ucO/9cWgItlehiTWAnVDwuD/ecck/Jbbtc8G5WMYpkNEDS24eMO1tUurvhW99yLuodS8QIeAK017cjpSSejOMWbloDrdz56p1868VvOQoVn9tHLJGZKslqURlJeHAKIZRF1Kj50x/pT1WdVh2PpQsX2mT1iyfjNHgbMqKOTLEytXmqs1CpsEXl8kMu5/qjrq9Y+5pMZrXN4vMLPj/a3djt0UKlFEyLypNPkuEQ4HJlJhsLBFTETixW2I0/33qrUHnmGeepHdOisnSpcsCtUZIyWbAzrcnVS68uuGLv7oJ5mI85JnP5+QvPL7lttxseeEDp7i7DQBMeVBYVGcstVMC5cOFAdCBTAKCmdC4/9HJe3/I6gKNQya4j9PU/fZ1YMpayqLQGWx2jhwriootUGgGUReUzsz+TXheLKREzfryyihpp81OrEzEafA1FOwVX2qLi9/i1RaXKFDptrRk5WqiUgsejruytrbnFRcC4cJixpeWyqJhVmQftc1KkhMq0acWVta9yWnBJ4RYVKy7hUjeyaJSke/c/la+7Ts34PTPcPadkhFBTPwsXwq23qmWRQT8JTz+JqPPUT58RfJVwmIEcig05CpFN/ZsAHPN+eF1eYsm0ReWu1+6ie6g7ZVFxCVdpYvWss5SVE+iP9nPa3NPS66JRVdTyM59RQuU738n4qERS76vP8FEp5IY1GBusqEVFo9kd2f2v7pXE7bav8JZNIKBqABVqUckmWzhYLSpgGzoJqL4Fg5kJ53K1W0wfykhSJkf0VLJk0hL1VL5+Pbs6mivQs9rimmsqV1tocFCdpqecovIVgor6Ccs+YmHn8zsUgltucQ5kC8VDqZDybPoifYwLjnM89tlTP+PrxrN1YGvKogIUbYnLoLU1JVT6In2ZGXFjMfVlLFlim+HY5/bR4GsoKuFcLBHjqHuPqqhFRaPZHdFCpVQKESrjxsH115fXorJpU36hMjSkImAWLy4ul0qVTZnF+KhYOWraUTyw8gHYto2eKfnrzWjsSSaV0e3yy1UG28FB+K//Apf0MxjvIxZytqgMDSlh4/Y4rM+yqFiFhd/tT2WhtSN76mdccBxbB7dm1FUpyaJiESq2Pio+H3zpS7bFLf1uP42+RoZiQ6zavipvP6SUqQgnj8vhy9JoNLZooVIqg4P5U7ULoXIxjMSiYhfO7HKpcvP5hMrAgArDPPRQe6FSSD/MbSoc9TOSJ+NGf6MqiHfYYWycpz3vR0ogAJ/+NOy/v5pN3LQJfv978BCgP9qHyFHrJx5X4sbjcO8NxUIEvcqikm05CXgCnLHPGY5tZ0/9jKsbx7bBbRkWlZKYPBk2bABsLCpmwrcc1p6gN0g8GefeN+8lHA/TF+lzDEu+67W7uPixi1Pj0mg0haOFSqmYkTX58PlGZlGxK8wCcNhh6buDk1AJh9V+/X7nsIx8VMFfxal+TzHY1YXRFEZzsxIbySScfjo88YQqfji4y09fpA83zkJFCHV6OQmVbIuK1fIQ8AQ4d/65jm1nT/3Ue+vpj/SXr1JtXV3qt9Mf7c8MT549W03XOuD3+FOWkZ5QD+F4mFPnnqosfDZsHdjK2t61eFwePfWj0RSJtkGWSjBYmFDxekdmUUkk7IWKtRaJkzMtpO8kxUz9VPmm/70Tv5ezvks+dPXS0mhuVqeZ3w/z5sGVV6o0QL95tJFtndsI0prz834/eBy0QygeYlxQTZ20BdsyMgoHvUHqfc5VHbOnfuq8dfRH+8vnowLqtzU0RCgWyoyWmT0758d8bh9el5ebnr+JJZOWcNCkgzhy2pGOyfZC8RA9Qz0s6FygRbVGUyT66l4qDQ1KrORjpBYVJ6Fibae/P3cbxQoVK07WmjJyzIxjnJO19ferx3sHTpl7SuGF2DS2NDVlVle+/HKV4XbiBDeLJizCled5plCLyr8d9G/ceuKtqXUBd4B6bw6hkjX1E/QElVApl48KKOecU07BHS08OzIoHxXTorJ+1/rU9FbG9JHBYFRF+pw7/1wafA2E4qFh22g0Gme0UCmV8eNz1+4x8fnKa1Gx1g8yckE44iRUnJ7szP7FYukwk9F6CrzjjpwF1PafuL8WKiXS1pZOvmoybhz8/d/DaXNP44MPhmetNZEyt1DJ9lGxOpI2B5pzToNkT/3UeevoDffid6ede/1u/4gLHAKqfs8f/0jnJ8UljvN7/HjdSnxsH9ye8/zzuX1cediVfP+k77N4wmJdF0ajKRItVEqlvb2w7cwCZ+USKoFAWqj88IcqrejKlZnbmOLCriJzIcRi6bThdjnWq0FLy/AcMLEYfO1rqbfWm6GmeJYuhRNOyFwmhEosd8WhV7Bkif3s4po1Kjmc329/ikLuPCpfPvjLOfvldXtZtnpZ6n3QG2RHaEfGsS4pOy0oX6/XX2fh0yvzb2vB5/bhcXm4+ICLGV833jEEG9Q4WgItCCG4/eTbOWjyQSPvr0azB6KFSql0FFhfphSLip3F5kc/UtE8Z5wBH3ygLA+/+IVzO3b7zNUPKdORD6AcGXJMwVSMYDAVQprio4/gN79JvQ3HwzlvFJrcCJHbKOh06B99VOnl8ePTpa2yyZVHZa9mZ2dVUFM/P1v5s9R7l3AxGB3MaK+zoZOtA3ksirnweGDxYsINxVnk/G4/XpeXRl8jk5sma4ueRlNBtFAplZNOKmy7cltUZs9W9vpHHoE//lHdvL1eWLcOli8vvH07TFFl5pIANT9g1EWpKkNDcNppmcveeUcl4tq+HVA3Q32jqBxNTekMtFZ8Prj2WhXlO2NGernVATaXRSUfPreP9bvW8/bWt1mzYw03Lr9RCR+LRaUl0MLOcAlp9A3iPo/KXldE3zwuD03+JiY1TtLnn0ZTQbRQKZW/+7vCtvP5lJ9IuYSKlfnz01NQzz4L9xhF6qz7KWbaxhRV1sii1lb4/vcLbwNU3488srjPZDM4CJ/9rPp/5071GP/RRyqB3g9/CPffT1hP/VSU5mblBpXt5tTbq9YBdA10sWHXBnqGevjRyz9KbROJRxxT5OejLdhGUia57tnr2BVRJp1QLNNCE/QEi8oO60R/a0N+Xy8LQW8Qv8fPlKYpnLPfOfr802gqiBYq1WLiRJWgohJCpaMDrrhCiYpdu+yjkIpxhjUjlKxCZfp0ePnl4tpZvRo2by58ezsGB9MhKddfD8uWqTvm3LnKL+eVVwhpZ9qK0tSkssk/9ljm8ng8fXr84aM/sGz1MsLxcEb9Gxh50bYJDSqX/yubX0lZabItKgFPoDRnWoOBtvp0NcYCOHbGsRw29TD8Hj/7tu+rzz+NpoJooVItmppUhEG5Er5ls//+qv1337UXKtn7tMt4a2Kd+jHvRPPnw+c+l5puKYi1a1UK/1KIx1U/TzhBvWbPTs9DvPQSfP/72kelwsycqU6FXKfhd0/8Lhv7NhKOhzMidUqhwacizjb3b6Y/okLwsyO8Ap5AWcJ9B8c1FiVUXMKVyt0zq20WS6cuLbkPGo3GHi1Uqk2hQuXOO5UpuhCLismcOfDWW2mhYrV+ZO+zv1+JJzvsLCqgLDedncqRtZD5/J07lW9LKfT1qfF/7Wtqmq29PW2i37gR3G6W7rWUAyYdUNp+NI50dMBdd9n7qZicNe8shBCE4+EMH5VSEELwxsVvsLBzIV0DXbz+xdcBMpL7lcui0t9anEXFSpO/iWkt00rug0ajsUcLlWpTqFC55RZVq6cYoTJ7tooA8vmco4VMenudQzVMoWKN+gEVZeR2wxe/mD/JHCjn29bcWU3zYjpBHH+8+rvffnDhhep/43up89Zp03uFOfnkwg55OB7OSNLmVPumUBZNWMS/HvivbOrfRKO/kRP2zoyjDnqDZREqQy31sK2EMGeNRlMxtFCpNoUKFTNvST7BYaW5WUXDSKksHtbU/tm+JVZPyGyszrTWytCzZqlqst3dhTnnFmNRyW5PSli1SsW/Wtl//+FJPzQVp7FR+S7nQkqZYVGJJ+NlqcvTWd/J6h2rafA18NQ/PJWxrlwWFekZYa4hjUZTcbRQqSZCFC5U/H4lFJ57rnCLCsA3v6n+Wp1QTaxipRCLSvbUD8AWVaqeeAFPynafd2LOnPR0Une3mm+44ILifGI0FSMQUMa6WB73k0gikhIqG3ZtYHrL9JL3vU/7Pixft5z2uuHJFUvOTGulghXCNRrNyNFCpZp4POpKX8gF0SxieMklhVtUQE3PwHChYjrImuQTKtnOtCZmitJ8dywTKaGnJ/92zc0qPwrA22/DNdfAmWfCRRcVth9NRREC/uu/4OtfV++lHG6kMxOymc60v3jnF8xrn1fyvme2zmRT3yZb64zb5SaRHLklpD/Sz7LVy5jZOrOULmo0mgqihUo1cbvTUSz58HjSVotwkU+MQgwXKn6/spKYjNSictxxyqG1UKHidsNNN+Xf7oAD4Jln4LzzlFA5/3y46irYd9/C9qOpOKedBg89pKLD335bVVq2MqVpCqt3rCaajBJPxokmohw85eCS9+t2udl2VWX8R6595lpWbFzB5/b7XEXa12g0paOFSjUZiUUFlFNtMUhpb1GxCpUbbxyZULniCvjv/y5cqAQCKp9KPiZNUtM8Dz+soi8KraGkqRpTpsBtt6nZyA8/hH32yVw/o3UG73e/TywR45VNrzCjZYZtOyPBDFW2o5QKym9ve5vecO+Ik9JpNJrKo4VKNSlGqLjdIxcqpkXF6kxrFSqJBHzySf7w5OyoHxOriMpHIKDyqRRCe7va3i4PjKYmmDkTTj1VlZWaMCFz3fSW6bze9Tr13no+/cCn2X/i/qPTyQLoGuji0j9cyrNrn+XEmSeqhZ/5zOh2SqPR2KKFSjUpdupnpEIFcltUurvT+7DDjPrZvt0+asfrLcyZVkolPMxwaSfMyCYzV0qhZQk0VWfePJWh9te/VsUIrUxtmsrrW15nVfcqrjvyOvbr2K8qfRIU7wT7/Lrn2dyvsiYfOOlAtfDAA8vZLY1GUya0UKkmhVpUYjFlVYjF1E17JOG469bBXpbqtFahsm1bbr8Rsy6RU2ZZq4hyIhpV7QQCys9k40bnbYeG0tafSy6BBQtyt60ZNQIB5ab03HPDfby9bi9brtzCC+tf4LJDLhtx6vxq0Bvuxe/xc8vxt9Ber6cZNZpaRguValKoUOnpUbWBhobg4IPh8MOL39cHH6gQX5NsoXL00c6f3XtvVfjPKdqokKmfLVvUGAIBWLw4t5+K1Rfm8MN1mOgY4Kij7Jd31Ktzrhz5UwrFJVwkZRFFN4G+SB/xZJy2YImZkzUaTcXRQqWaFCpUtm9XzqUDAypap1gGBpTno5VsoWIVMdk0NuZOkV+IUHnnHfjUp1Tl47POgjVrnLc1rS+a3YIVF62o6v7qvHUc/7Pji/rMYHSQodhQSlhpNJraRQuVamI6yObLi9LVpawRIxUqbnemIy0UJ1Qgt5jKJ1TWrFECZckS1Y+2ttyFYopJDKepecoRklwMXreXZ9c+iyyisrdEsm1wm5720WjGAA7elJqKUKhF5ZvfVMLiL39xDiHO9/lsTL8TUFNL+dqNxYaLHZN8zrTbtik/E1NkBYO5LTRaqGhKYOvAViY3Tmbr4FYmNKhQpK6BLtqCbTnDjsPxMM1+hzISGo2mZtAWlWpSqFA59lhlURkcHJlFxesdfuM3LSqvvaZ8X/L1wergmk0+Z9quLrjvvsztcwkbLVQ0JTCrbRbnLzyf+9+6n0hcifEH336QD3s+HLZtJB7ha09/jaRM8ucL/8zc8XOr3V2NRlMkWqhUE3Pqp9CEbzt3Dq/XM1JMobJsGXzrW/m3HxpyzmeSb+qnq2t4kg0h4NVX4fnnh2+vhYqmBC7a/yK+sOgLXP3Hqznh/hMYiA6wrncdPUPDSze82fUmT3/8NFJKmvxNNR2ZpNFoFFqoVBPTslCoUFm7FiZPLs++zRT62RWRnchlUcknVLZvH55ZVkolkpYtG769dqbVlMistllsuHwDLYEWfvjXH7JlYAs7QjuGbdcb7qXeV0/Qq5MKajRjBS1UqkkxmWkDAeWUWi6hkp1CPx+5hIrV38WORMK+4nM0aj+VpS0qmhIRQjClaQq/O+d3hOIhGn2N9ISGW1R2RXYRjodTviwajab20UKlmhQjVJqbVZr77CmUkVKsUAmFnIVKMOgsVEIh52RykYi95UQLFU0ZEQiaA822Uz+94V5mtc0qqeKyRqOpLmMy6kcIMRt4G3hESvn50e5PwRSTQt/lgjlzyncDL1ao5IoMCgScKzrv2gX/8z/267RFRVMFjplxDEmZZPna5cPW9YZ7ufMzd1LvK5Pvl0ajqThjUqgAPwJeGe1OFE0xFhWARYvKt+9ihcr27bBwof26QMA53Li/377YoRC5LSrlchrW7PEcPf1oAFuhMhQb0k60Gs0YY8xN/Qgh/h7oBf402n0pmmKFyr//e/n2bQqVXMUBrXz4obN4yCV6+vrshUquZFzamVZTJaSUWqRoNGOMMSVUhBBNqVZwggAAEUFJREFUwE3AFaPdlxFRTHgyqKmfcuHzqURszQUmuHKqrAzp/j/8sEpKZ+XOO1UKfjvMyKNs9NSPRqPRaBwYU0IF+CZwt5QyRylehRDii0KIV4UQr27fvr0KXSsAr1fdqEfjic7ng+XL4ZBDytfm2WfD5s3p99/9LvzkJ87WE58P7rln+HItVDQVwM5yoq0pGs3Yo2aEihDiOSGEdHi9KIRYBBwPfL+Q9qSUP5ZSLpFSLmnPzukxWjQ2Kh+O0bhYer3wwguqGnM5GBiAv/mbTKfaN96Aiy6CAw+0/4zPp4oVZjM46BxhpNFoNJo9mpoRKlLKo6WUwuF1OHA0MB1YL4ToAr4KnCGEeH0Uu10cTU0qKmY0hIrLBZs2lc9ysWoVnHGGcrq94AIlWObOVRaVhobh2w8NDY8i6u2F7m54/33Ya6/y9EujcWBd7zodlqzRjEFqRqgUwI+BmcAi43Un8Dhw0mh2qiiamtTNebTMz5Mmla+td96Bww6DFSvg5ZeVr4qTJQXUmGfOTL9/8klVPPGmm5RYsUsQp9GUiVAsxFH3HsWM1hmj3RWNRlMkY0aoSCmHpJRd5gsYAMJSyhpxQCmA+no1zbE7zJP/4z/C7Nnw1lswb57yfznuOOft6+rSQqWnB04/XU2FffABXH55dfqs2WN5as1TtAZb2atZW+40mrHGWM2jgpTyG6Pdh6IRQoUHu8aMPnTGzD47NASdncqBNlek0OLFSqhceaWa/mptVct//3sdmqypONuHtrN4wmImNZbRqqjRaKrCmBUqY5ZQSCVM211oa1Nhxx98kHu7U05RfydMUFWh6+qUuNEiRVMhBGnL5VBsiNP3OZ3pLdNHr0MajWZE7AaP9mOMWGz3inCZMUNZih56qLDt/X7lpxPU1Ws1lUWSDpMPxUIcN+M46ry70W9Po9lD0EKl2gSDu9dNevFiuO02eL3A4CurUMmVrVajKQNSSpIySSgeIuDZjSyZGs0ehJ76qTZ1dbuXULn2WvV38eLCtjeFitvtnMFWoykDbuHmxfUv8knvJzp1vkYzhtEWlWqzuwmVYi/+plBpblZ5VzSaCuH3+NnQt4GXNrw02l3RaDQloIVKtamr272caYvF71fOtG1tWqhoKkqTv4mPd35MKB7S1hSNZgyjhUq1aWvbPcKTR0pTE2zZApdempkATqMpMx31Hby7/V2mNU9jzc41o90djUYzQrSPSrUZP360ezC6TJigksTNn79nCzZNxems7+TjnR9zzdJriCZsqnZrNJoxgRYq1eYrXxntHowunZ3w8ccqS69GU0H2bt2b/dr3Y+GEhaPdFY1GUwL6kbbaTJky2j0YXdraVIVljabCTGycyN2n3D3a3dBoNCWihYqmurhccOuto90LjUaj0YwRtFDRaDQajUZTs2ihotFoNBqNpmbRQkWj0Wg0Gk3NIuQeUG9FCLEdWFeh5scD3RVqe7TZnccGenxjmd15bLB7j293Hhvo8Y2UaVLKdrsVe4RQqSRCiFellEtGux+VYHceG+jxjWV257HB7j2+3XlsoMdXCfTUj0aj0Wg0mppFCxWNRqPRaDQ1ixYqpfPj0e5ABdmdxwZ6fGOZ3XlssHuPb3ceG+jxlR3to6LRaDQajaZm0RYVjUaj0Wg0NYsWKhqNRqPRaGqWPVaoCCEuEEK8LYQYEkJ0CSHuEEK0FPA5KYSYlWebS4UQrwohIkKIe23W1wkh/kcI0S2E2CWEeL6EoeTrb5sQ4jdCiEEhxDohxLnG8mOM8fcKIXqMbSbnaMcvhPipEKLP+L6uyFp/nBDifeP7fFYIMa1SY8rar+34jHXtQogHje94pxDigRzt1Nz4chw7IYT4f0KI9UZ/fymEaBpjY7P9jQghDhFCPC2E2CGE2C6EeFgIMTFHO0II8R3jHO4x/heW9YuEEK8ZY3tNCLGowkMz9+s0vunGNWTA8rouRzs1d+yM/Tpe44QQZwshVgkh+oUQ7wkhTs3T1uXG2PqMsfot66Yb4xoyxnl8hYZk7Y9fCHG38ZvrF0K8KYT4tLHOJ4R4RAix1jiOR+dpq2bOTzFK9zwhxHlZ5/uQ0eYBBXdeSrnHvYArga3AyYAXmA78AXgF8OX5rARm5dnmdOBU4A7gXpv1Pwd+CbQDbuCACo71F8BDQANwOLALmAd0ApOMbfzALcDvcrTzn8ALQCuwD9AFnGysG2+0exYQAG4FVlTpWNqOz1j3AvA9oNk4zovH0vhyHLt/BN4HphrrfgvcN8bGZvsbAT5t9KUJqAN+CizL0c7FwAfAFGAy8B5wibHOh0r0eLlxjn/ZeJ/zN17h8U1HXUM8BbZTc8cuz/gmA1HjOArgM8AQ0OHQzkmoa/E8Y4zPAd+2rP+L8RsOAmcAvUB7hcdWD3zDOFYu4LNAv/HeB1xm/B63AEfnaasmzk9G+Z6Xte0FwBoMH9mC+l+Nk7qWXsYFcAA4O2t5A7AduBAlHr5ufJn9wGuom8LzxkEbNNr4XJ593Zx90IC5QB/QVIWx1hsXjTmWZfdbLwTGMj/qgvhejrY2Ayda3n8T+KXx/xeBl7L2GwLmjtb4gBOBtYC7wLZqanx5xvYIcJVl+WFAGKgbC2PL6tuw30jW+v2B/hzrXwK+aHl/EcbN2jgHNlkviMB6jBv9aIyP4oVKzR47h/EdDGzL2mY7cKjD5x8EvmV5fxzQZfw/B4gAjZb1L2Dc6Kv5AlYCZ2Qt20h+oTLq5yejfM+z2eZZ4IZixrAnTv0chnr6+LV1oZRyAKUwTwCuAM4B/gZ1kC8EhqSURxqbL5RSNkgpHxrB/g9CqeYbhZr6eVsIccbIhpKXOUBcSvmhZdlbqKcXhBB7CSF6URe3r6KsKhjrrhFCPGb83wpMND47rB3jb2qdlHIQdcLPo7LkGt8hqCeZ+wyT6ytCiKPMjcbA+HIeO9TTKpb//cBsGBNjK4YjgXfNN0KIc4UQKy3rM/rP8LGtlMbV0WAltTG2dUKIjUKIe4QQ482Fu8GxexVYJYT4OyGE25j2iaC+d4QQhxvXHBO749cphBhnrPtYStmftb6q4xNCdKJ+j+8WsG0tnp+jfc9LYUxNHgn8rJjP7YlCZTzQLaWM26zbYqz/J+BaKeUHUvGWlLKnTPufAuyHMtlOAi5F3Uz3KVP7VhpQ1hsru4BGACnleillC2rM16KmEzDWfVtK+VlLO+Znh7VjrLeuy15fKXKNbwrqieVZYALwXeC35k1hDIwv19iWAf9kzN83A18z1tfBmBhbQQghFgDXA1eZy6SUD0opF1g2y+7/LqDB8AOoxbF1AwcC04ADjL6kfKfG+rGTUiZQN6EHUQLlQeBiQ0QhpXzRuOaY2B0/UGMY9fEJIbyo43OflPL9fNvX6Pk52vc8K+cDL0gpPynmQ3uiUOkGxgshPDbrJhrrp6KeTPIihHjC4iR0XgEfCQEx4GYpZVRKuRx1Mz2xsO4XxQBKHVtpQpn2UkgpdwD3oW7kdt/LgOWzdu0UtJ8KkGu/IWCtlPJuKWVMSvlLYAOw1KEd87PZ7eTbT6XItc+fovxXnkM95T1rrN/o0I752ex28u1n1DCc954AviKlfCHHptn9bwIGjKfUmhublHJASvmqlDIupdyKelA5UQhhd3Mac8fOcHa9BTga5YNxFPCTHE6idscP1BhGdXxCCBdqujWKOk4joRbOz9G+51k5H3WvKYo9Uaj8BaX0T7cuFEI0oBzA/oS6oc0spDEp5acNk1iDlNIxqsTCSptllcq69yHgEULMtixbiL0J0wN0MPyHg5RyJ0p5L3Ro513rOiFEPer7y2sqLZFc41vJ8O/V9nuu0fE5jk1KmZRS3iClnC6lnGL0Y5PxyqBGx5YTwzz8R+CbUsr782ye0X+Gj22BNcoCWMAojs0G85wcdi0ei8cOWAQ8b4ixpJTyFeCvgFO0jt3x22o8zb8L7J0l4pyuX2XFOGfuRgUdnCGljI2wqVo4P0f7nmfubylqFuGRQj9j3eke9wKuxt4D+nXUXP9VqBvdbNT8/wJgnPHZLizObQ7te1Bzgv+JUuQBDOc5Y3+rgeuM7ZaiFHRFHOBQ0UW/QDnaLSUdOXI68CnUBbId+D/g9RztfBtYjvLMn4u6gJrRB+1Gu2cYY/0O1Ys+cBpfG7ATFSHjBs4EdgDjx8r48oxtpnFu7gu8g8Vhb4yMzfY3goqMWAN8tcB2LgFWGZ+bhLrIZ0dVfMX4XV9K9aJ+nMZ3sOV3Nw4V1fXsWDp2ecZ3FOoJfZGx3WKgB4drJuoa3GWcxy3AM2RG/awAbjPaP40qRP0Y+73T2HeDzTq/0Z+NKEt4AIcIllo5PxnFe55lmx8DPxtR/6txUtfiC+V9/Q5qimArcBfQaqxzo3w2PkGJiFeAKZYTb4vxgznboe1voJ6UrK9vWNbPQ6ncQVS42mkVHGcb8Kixr/XAucbyfzPGN2iciL8Eplk+93XgCct7P2rKoc/4vq7I2s/xKB+XEGpKYnqVjqPt+Ix1RwBvo0ysrwJHjKXx5Th2c1COwkOoC1t2X8fC2Gx/I8ANxv8D1pflc+ehrErme4GaathhvG4hM4piMSqCIYS6KDuGqFdpfOdYfndbUP4cE8bSscs1PmPdpaiHsX7gY+BKy+eOsB5PY9kVxtj6gHsAv2XddGNcIeOcP74KY5tmjCecdR6eZ6xfazP26bV+fjK697yA8fnjRtJ3XetHo9FoNBpNzbIn+qhoNBqNRqMZI2ihotFoNBqNpmbRQkWj0Wg0Gk3NooWKRqPRaDSamkULFY1Go9FoNDWLFioajUaj0dQIQoipQohnhRDvCSHeFUJ8xVjeJoR4WgjxkfG31Vg+VwjxFyFERAjx1ay21hr15N4UQryaY58+IcTtQojVRvu/FUJMydPPU4UQ++ZY/1MhxDYhxDtZyx8y+vOm0b83830nWqhoNBqNRlM7xFG5Z/ZFFVf9kiEIrgH+JKWcjcome42x/Q7gy6jEeHYcI6VcJKVckmOf30LVGPqU0f6jwK+zsuZmcyoqUZ8T96ISzGUgpfyc0Z9FwK/IKpZohxYqGo1Go9HUCFLKLVLK143/+0lntj2FdJ2c+1BCASnlNqlKFYwozb8Qog74AnC5VEUlkVLeg0q7f6yxzflCiJVCiLeEEPcLIQ4D/g641bCMDEu/L6V8HiWinPYrgLNR2bdzYlekSKPRaDQazSgjhJiOyl77V6BTSrnFWNWFqkOUDwk8JYSQwF1Syh/bbDMLWC+lzK7W/iowTwjRhcpae5iUslsI0Sal3CGE+B3wmJSy+No9iiNQdZ0+yrehFioajUaj0dQYRtHAXwGXSSn7rLMwUkppiI98HC6l3CSE6ACeFkK8b1g6iuFY4GEpZbexb0crSZGcQwHWFNBTPxqNRqPR1BRCCC9KpDwgpTR9OLYKISYa6ycC2/K1I6XcZPzdBvwGOMhw1jWdWS9BFQHdK6tKNcABFFjJ2abNfNt7UIVxHyqkfS1UNBqNRqOpEQzfjbuBVVLK71lW/Q5VDR7j72/ztFNvig8hRD2q0vM7UsoNpjOrlPJOKeUgyufle0IIt7H9+UAdqpr1M8BZQohxxro2Yxf9KAdcstssYJjHA+9LKTcWsK0uSqjRaDQaTa0ghDgceAFV+T1pLP46yk/l/4C9UFXTzzZ8RSag/EmajO0HUNE441FWFFBuHg9KKf/DYZ9+VNTQ3xhtvA/8q5Ryg7H+H4GrgATwhpTyAiHEUuB/UU63Z0op12S1+QvgaKMfW4EbpJR3G+vuBVYUKGq0UNFoNBqNRlO76KkfjUaj0Wg0NYsWKhqNRqPRaGoWLVQ0Go1Go9HULFqoaDQajUajqVm0UNFoNBqNRlOzaKGi0Wg0Go2mZtFCRaPRaDQaTc2ihYpGo9FoNJqa5f8D1ui8zTFfUYwAAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "Y7q1r1djusfW" + }, + "execution_count": 7, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/Elfin_overview.ipynb b/pyspedas_examples/notebooks/Elfin_overview.ipynb index 190115b..501b374 100644 --- a/pyspedas_examples/notebooks/Elfin_overview.ipynb +++ b/pyspedas_examples/notebooks/Elfin_overview.ipynb @@ -8,430 +8,38 @@ "This notebook demonstrates how to load elfin state data, l1 and l2 epd data. And how to generate enegy and picth angle spectrogram with l2 data." ] }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, { "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "fatal: destination path 'pyspedas' already exists and is not an empty directory.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "Processing ./pyspedas\n", - "\u001b[33m DEPRECATION: A future pip version will change local packages to be built in-place without first copying to a temporary directory. We recommend you use --use-feature=in-tree-build to test your packages with this new behavior before it becomes the default.\n", - " pip 21.3 will remove support for this functionality. You can find discussion regarding this at https://github.com/pypa/pip/issues/7555.\u001b[0m\n", - "Collecting numpy>=1.19.5\n", - " Using cached numpy-1.26.2-cp39-cp39-macosx_10_9_x86_64.whl (20.6 MB)\n", - "Collecting requests\n", - " Using cached requests-2.31.0-py3-none-any.whl (62 kB)\n", - "Collecting geopack>=1.0.10\n", - " Using cached geopack-1.0.10-py3-none-any.whl (114 kB)\n", - "Collecting cdflib<1.0.0\n", - " Using cached cdflib-0.4.9-py3-none-any.whl (72 kB)\n", - "Collecting cdasws>=1.7.24\n", - " Using cached cdasws-1.7.43.tar.gz (21 kB)\n", - "Collecting netCDF4>=1.6.2\n", - " Using cached netCDF4-1.6.5-cp39-cp39-macosx_10_9_x86_64.whl (7.5 MB)\n", - "Collecting pywavelets\n", - " Using cached pywavelets-1.5.0-cp39-cp39-macosx_10_13_x86_64.whl (4.4 MB)\n", - "Collecting astropy\n", - " Using cached astropy-6.0.0-cp39-cp39-macosx_10_9_x86_64.whl (6.5 MB)\n", - "Collecting hapiclient>=0.2.2\n", - " Using cached hapiclient-0.2.5.tar.gz (31 kB)\n", - "Collecting pytplot-mpl-temp>=2.1.47\n", - 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"\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "Installing collected packages: six, zipp, tzdata, pytz, python-dateutil, py-cpuinfo, numpy, ndindex, msgpack, urllib3, PyYAML, pyparsing, pyerfa, pillow, pandas, packaging, numexpr, MarkupSafe, kiwisolver, importlib-resources, idna, fonttools, cycler, contourpy, charset-normalizer, cftime, certifi, blosc2, astropy-iers-data, xarray, tqdm, tables, scipy, requests, netCDF4, matplotlib, joblib, Jinja2, isodate, cdflib, astropy, viresclient, pywavelets, pytplot-mpl-temp, hapiclient, geopack, cdasws, pyspedas\n", - " Attempting uninstall: six\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: six 1.16.0\n", - " Uninstalling six-1.16.0:\n", - " Successfully uninstalled six-1.16.0\n", - " Attempting uninstall: zipp\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: zipp 3.17.0\n", - " Uninstalling zipp-3.17.0:\n", - " Successfully uninstalled zipp-3.17.0\n", - " Attempting uninstall: tzdata\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: tzdata 2023.3\n", - " Uninstalling tzdata-2023.3:\n", - " Successfully uninstalled tzdata-2023.3\n", - " Attempting uninstall: pytz\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: pytz 2023.3.post1\n", - " Uninstalling pytz-2023.3.post1:\n", - " Successfully uninstalled pytz-2023.3.post1\n", - " Attempting uninstall: python-dateutil\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: python-dateutil 2.8.2\n", - " Uninstalling python-dateutil-2.8.2:\n", - " Successfully uninstalled python-dateutil-2.8.2\n", - " Attempting uninstall: py-cpuinfo\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: py-cpuinfo 9.0.0\n", - " Uninstalling py-cpuinfo-9.0.0:\n", - " Successfully uninstalled py-cpuinfo-9.0.0\n", - " Attempting uninstall: numpy\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: numpy 1.26.2\n", - " Uninstalling numpy-1.26.2:\n", - " Successfully uninstalled numpy-1.26.2\n", - " Attempting uninstall: ndindex\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: ndindex 1.7\n", - " Uninstalling ndindex-1.7:\n", - " Successfully uninstalled ndindex-1.7\n", - " Attempting uninstall: msgpack\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: msgpack 1.0.7\n", - " Uninstalling msgpack-1.0.7:\n", - " Successfully uninstalled msgpack-1.0.7\n", - " Attempting uninstall: urllib3\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: urllib3 2.1.0\n", - " Uninstalling urllib3-2.1.0:\n", - " Successfully uninstalled urllib3-2.1.0\n", - " Attempting uninstall: PyYAML\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: PyYAML 6.0.1\n", - " Uninstalling PyYAML-6.0.1:\n", - " Successfully uninstalled PyYAML-6.0.1\n", - " Attempting uninstall: pyparsing\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: pyparsing 3.1.1\n", - " Uninstalling pyparsing-3.1.1:\n", - " Successfully uninstalled pyparsing-3.1.1\n", - " Attempting uninstall: pyerfa\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: pyerfa 2.0.0.3\n", - " Uninstalling pyerfa-2.0.0.3:\n", - " Successfully uninstalled pyerfa-2.0.0.3\n", - " Attempting uninstall: pillow\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: Pillow 10.0.1\n", - " Uninstalling Pillow-10.0.1:\n", - " Successfully uninstalled Pillow-10.0.1\n", - " Attempting uninstall: pandas\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: pandas 2.1.1\n", - " Uninstalling pandas-2.1.1:\n", - " Successfully uninstalled pandas-2.1.1\n", - " Attempting uninstall: packaging\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: packaging 23.2\n", - " Uninstalling packaging-23.2:\n", - " Successfully uninstalled packaging-23.2\n", - " Attempting uninstall: numexpr\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: numexpr 2.8.7\n", - " Uninstalling numexpr-2.8.7:\n", - " Successfully uninstalled numexpr-2.8.7\n", - " Attempting uninstall: MarkupSafe\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: MarkupSafe 2.1.3\n", - " Uninstalling MarkupSafe-2.1.3:\n", - " Successfully uninstalled MarkupSafe-2.1.3\n", - " Attempting uninstall: kiwisolver\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: kiwisolver 1.4.5\n", - " Uninstalling kiwisolver-1.4.5:\n", - " Successfully uninstalled kiwisolver-1.4.5\n", - " Attempting uninstall: importlib-resources\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: importlib-resources 6.1.0\n", - " Uninstalling importlib-resources-6.1.0:\n", - " Successfully uninstalled importlib-resources-6.1.0\n", - " Attempting uninstall: idna\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: idna 3.4\n", - " Uninstalling idna-3.4:\n", - " Successfully uninstalled idna-3.4\n", - " Attempting uninstall: fonttools\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: fonttools 4.43.1\n", - " Uninstalling fonttools-4.43.1:\n", - " Successfully uninstalled fonttools-4.43.1\n", - " Attempting uninstall: cycler\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: cycler 0.12.1\n", - " Uninstalling cycler-0.12.1:\n", - " Successfully uninstalled cycler-0.12.1\n", - " Attempting uninstall: contourpy\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: contourpy 1.1.1\n", - " Uninstalling contourpy-1.1.1:\n", - " Successfully uninstalled contourpy-1.1.1\n", - " Attempting uninstall: charset-normalizer\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: charset-normalizer 3.3.0\n", - " Uninstalling charset-normalizer-3.3.0:\n", - " Successfully uninstalled charset-normalizer-3.3.0\n", - " Attempting uninstall: cftime\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: cftime 1.6.2\n", - " Uninstalling cftime-1.6.2:\n", - " Successfully uninstalled cftime-1.6.2\n", - " Attempting uninstall: certifi\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: certifi 2023.7.22\n", - " Uninstalling certifi-2023.7.22:\n", - " Successfully uninstalled certifi-2023.7.22\n", - " Attempting uninstall: blosc2\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: blosc2 2.2.9\n", - " Uninstalling blosc2-2.2.9:\n", - " Successfully uninstalled blosc2-2.2.9\n", - " Attempting uninstall: xarray\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: xarray 2023.9.0\n", - " Uninstalling xarray-2023.9.0:\n", - " Successfully uninstalled xarray-2023.9.0\n", - " Attempting uninstall: tqdm\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: tqdm 4.66.1\n", - " Uninstalling tqdm-4.66.1:\n", - " Successfully uninstalled tqdm-4.66.1\n", - " Attempting uninstall: tables\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: tables 3.9.1\n", - " Uninstalling tables-3.9.1:\n", - " Successfully uninstalled tables-3.9.1\n", - " Attempting uninstall: scipy\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: scipy 1.11.3\n", - " Uninstalling scipy-1.11.3:\n", - " Successfully uninstalled scipy-1.11.3\n", - " Attempting uninstall: requests\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: requests 2.31.0\n", - " Uninstalling requests-2.31.0:\n", - " Successfully uninstalled requests-2.31.0\n", - " Attempting uninstall: netCDF4\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: netCDF4 1.6.4\n", - " Uninstalling netCDF4-1.6.4:\n", - " Successfully uninstalled netCDF4-1.6.4\n", - " Attempting uninstall: matplotlib\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: matplotlib 3.8.0\n", - " Uninstalling matplotlib-3.8.0:\n", - " Successfully uninstalled matplotlib-3.8.0\n", - " Attempting uninstall: joblib\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: joblib 1.3.2\n", - " Uninstalling joblib-1.3.2:\n", - " Successfully uninstalled joblib-1.3.2\n", - " Attempting uninstall: Jinja2\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: Jinja2 3.1.2\n", - " Uninstalling Jinja2-3.1.2:\n", - " Successfully uninstalled Jinja2-3.1.2\n", - " Attempting uninstall: isodate\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: isodate 0.6.1\n", - " Uninstalling isodate-0.6.1:\n", - " Successfully uninstalled isodate-0.6.1\n", - " Attempting uninstall: cdflib\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: cdflib 0.4.9\n", - " Uninstalling cdflib-0.4.9:\n", - " Successfully uninstalled cdflib-0.4.9\n", - " Attempting uninstall: astropy\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: astropy 5.3.4\n", - " Uninstalling astropy-5.3.4:\n", - " Successfully uninstalled astropy-5.3.4\n", - " Attempting uninstall: viresclient\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: viresclient 0.11.3\n", - " Uninstalling viresclient-0.11.3:\n", - " Successfully uninstalled viresclient-0.11.3\n", - " Attempting uninstall: pywavelets\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: PyWavelets 1.4.1\n", - " Uninstalling PyWavelets-1.4.1:\n", - " Successfully uninstalled PyWavelets-1.4.1\n", - " Attempting uninstall: pytplot-mpl-temp\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: pytplot-mpl-temp 2.1.51\n", - " Uninstalling pytplot-mpl-temp-2.1.51:\n", - " Successfully uninstalled pytplot-mpl-temp-2.1.51\n", - " Attempting uninstall: hapiclient\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: hapiclient 0.2.5\n", - " Uninstalling hapiclient-0.2.5:\n", - " Successfully uninstalled hapiclient-0.2.5\n", - " Running setup.py install for hapiclient ... \u001b[?25ldone\n", - "\u001b[?25h Attempting uninstall: geopack\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: geopack 1.0.10\n", - " Uninstalling geopack-1.0.10:\n", - " Successfully uninstalled geopack-1.0.10\n", - " Attempting uninstall: cdasws\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: cdasws 1.7.43\n", - " Uninstalling cdasws-1.7.43:\n", - " Successfully uninstalled cdasws-1.7.43\n", - " Running setup.py install for cdasws ... \u001b[?25ldone\n", - "\u001b[?25h Attempting uninstall: pyspedas\n", - "\u001b[33m WARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - " Found existing installation: pyspedas 1.4.44\n", - " Uninstalling pyspedas-1.4.44:\n", - " Successfully uninstalled pyspedas-1.4.44\n", - " Running setup.py install for pyspedas ... \u001b[?25ldone\n", - "\u001b[?25h\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - 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"\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "Successfully installed Jinja2-3.1.2 MarkupSafe-2.1.3 PyYAML-6.0.1 astropy-6.0.0 astropy-iers-data-0.2023.12.4.0.30.20 blosc2-2.3.2 cdasws-1.7.43 cdflib-0.4.9 certifi-2023.11.17 cftime-1.6.3 charset-normalizer-3.3.2 contourpy-1.2.0 cycler-0.12.1 fonttools-4.46.0 geopack-1.0.10 hapiclient-0.2.5 idna-3.6 importlib-resources-6.1.1 isodate-0.6.1 joblib-1.3.2 kiwisolver-1.4.5 matplotlib-3.8.2 msgpack-1.0.7 ndindex-1.7 netCDF4-1.6.5 numexpr-2.8.7 numpy-1.26.2 packaging-23.2 pandas-2.1.3 pillow-10.1.0 py-cpuinfo-9.0.0 pyerfa-2.0.1.1 pyparsing-3.1.1 pyspedas-1.4.44 python-dateutil-2.8.2 pytplot-mpl-temp-2.1.53 pytz-2023.3.post1 pywavelets-1.5.0 requests-2.31.0 scipy-1.11.4 six-1.16.0 tables-3.9.2 tqdm-4.66.1 tzdata-2023.3 urllib3-2.1.0 viresclient-0.11.3 xarray-2023.11.0 zipp-3.17.0\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: Ignoring invalid distribution -rllib3 (/Users/jiashu/Documents/VScode/pyspedas_examples/venv/lib/python3.9/site-packages)\u001b[0m\n", - "\u001b[33mWARNING: You are using pip version 21.2.3; however, version 23.3.1 is available.\n", - "You should consider upgrading via the '/Users/jiashu/Documents/VScode/pyspedas_examples/venv/bin/python -m pip install --upgrade pip' command.\u001b[0m\n" - ] + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:48.294414Z", + "start_time": "2023-12-27T21:25:48.233205Z" } - ], + }, + "outputs": [], "source": [ - "!git clone --branch elfin https://github.com/spedas/pyspedas.git\n", - "!pip install --force-reinstall ./pyspedas" + "!pip install pyspedas" ] }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, + "execution_count": 26, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:48.299572Z", + "start_time": "2023-12-27T21:25:48.279695Z" + } + }, "outputs": [], "source": [ "import pyspedas\n", @@ -440,8 +48,13 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, + "execution_count": 27, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:48.317240Z", + "start_time": "2023-12-27T21:25:48.301750Z" + } + }, "outputs": [], "source": [ "trange = ['2021-07-14/11:55', '2021-07-14/12:05']\n", @@ -466,40 +79,29 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, + "execution_count": 28, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:49.117804Z", + "start_time": "2023-12-27T21:25:48.311349Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "03-Dec-23 17:16:23: Downloading remote index: https://data.elfin.ucla.edu/ela/l1/state/defn/2021/\n", - "03-Dec-23 17:16:24: File is current: elfin_data/ela/l1/state/defn/2021/ela_l1_state_defn_20210714_v02.cdf\n", - "03-Dec-23 17:16:24: No VAR_TYPE or PARAMETER_TYPE attributes defined for variable ela_sun, skipping\n", - "03-Dec-23 17:16:24: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:24: This version will eventually be removed.\n", - "03-Dec-23 17:16:24: Time clip was applied to: ela_pos_gei\n", - "03-Dec-23 17:16:24: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:24: This version will eventually be removed.\n", - "03-Dec-23 17:16:24: Time clip was applied to: ela_vel_gei\n", - "03-Dec-23 17:16:24: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:24: This version will eventually be removed.\n", - "03-Dec-23 17:16:24: Time clip was applied to: ela_att_gei\n", - "03-Dec-23 17:16:24: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:24: This version will eventually be removed.\n", - "03-Dec-23 17:16:24: Time clip was applied to: ela_att_solution_date\n", - "03-Dec-23 17:16:24: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:24: This version will eventually be removed.\n", - "03-Dec-23 17:16:24: Time clip was applied to: ela_att_flag\n", - "03-Dec-23 17:16:24: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:24: This version will eventually be removed.\n", - "03-Dec-23 17:16:24: Time clip was applied to: ela_att_spinper\n", - "03-Dec-23 17:16:24: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:24: This version will eventually be removed.\n", - "03-Dec-23 17:16:24: Time clip was applied to: ela_spin_orbnorm_angle\n", - "03-Dec-23 17:16:24: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:24: This version will eventually be removed.\n", - "03-Dec-23 17:16:24: Time clip was applied to: ela_spin_sun_angle\n" + "27-Dec-23 13:25:48: Downloading remote index: https://data.elfin.ucla.edu/ela/l1/state/defn/2021/\n", + "27-Dec-23 13:25:48: File is current: elfin_data/ela/l1/state/defn/2021/ela_l1_state_defn_20210714_v02.cdf\n", + "27-Dec-23 13:25:49: No VAR_TYPE or PARAMETER_TYPE attributes defined for variable ela_sun, skipping\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_pos_gei\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_vel_gei\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_att_gei\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_att_solution_date\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_att_flag\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_att_spinper\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_spin_orbnorm_angle\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_spin_sun_angle\n" ] } ], @@ -516,15 +118,18 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:49.243441Z", + "start_time": "2023-12-27T21:25:49.118166Z" + } + }, "outputs": [ { "data": { - "image/png": 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}, "metadata": {}, "output_type": "display_data" @@ -549,34 +154,29 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, + "execution_count": 30, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:49.678261Z", + "start_time": "2023-12-27T21:25:49.242779Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "03-Dec-23 17:16:25: ELFIN EPD: START LOADING.\n", - "03-Dec-23 17:16:25: Downloading remote index: https://data.elfin.ucla.edu/ela/l1/epd/fast/electron/2021/\n", - "03-Dec-23 17:16:26: File is current: elfin_data/ela/l1/epd/fast/electron/2021/ela_l1_epdef_20210714_v01.cdf\n", - "03-Dec-23 17:16:26: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:26: This version will eventually be removed.\n", - "03-Dec-23 17:16:26: Time clip was applied to: ela_pef\n", - "03-Dec-23 17:16:26: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:26: This version will eventually be removed.\n", - "03-Dec-23 17:16:26: Time clip was applied to: ela_pef_sectnum\n", - "03-Dec-23 17:16:26: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:26: This version will eventually be removed.\n", - "03-Dec-23 17:16:26: Time clip was applied to: ela_pef_nspinsinsum\n", - "03-Dec-23 17:16:26: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:26: This version will eventually be removed.\n", - "03-Dec-23 17:16:26: Time clip was applied to: ela_pef_nsectors\n", - "03-Dec-23 17:16:26: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:26: This version will eventually be removed.\n", - "03-Dec-23 17:16:26: Time clip was applied to: ela_pef_spinper\n", - "03-Dec-23 17:16:26: ELFIN EPD: LOADING END.\n", - "03-Dec-23 17:16:26: Using EPDE calibration data from 2018-09-17 00:00:00.000000\n", - "03-Dec-23 17:16:26: Deadtime correction applied with default deadtime; to not apply set deadtime_corr= 0. or a tiny value, e.g. 1.e-9\n" + "27-Dec-23 13:25:49: ELFIN EPD: START LOADING.\n", + "27-Dec-23 13:25:49: Downloading remote index: https://data.elfin.ucla.edu/ela/l1/epd/fast/electron/2021/\n", + "27-Dec-23 13:25:49: File is current: elfin_data/ela/l1/epd/fast/electron/2021/ela_l1_epdef_20210714_v01.cdf\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_pef\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_pef_sectnum\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_pef_nspinsinsum\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_pef_nsectors\n", + "27-Dec-23 13:25:49: Time clip was applied to: ela_pef_spinper\n", + "27-Dec-23 13:25:49: ELFIN EPD: LOADING END.\n", + "27-Dec-23 13:25:49: Using EPDE calibration data from 2018-09-17 00:00:00.000000\n", + "27-Dec-23 13:25:49: Deadtime correction applied with default deadtime; to not apply set deadtime_corr= 0. or a tiny value, e.g. 1.e-9\n" ] } ], @@ -591,34 +191,29 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, + "execution_count": 31, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:50.062490Z", + "start_time": "2023-12-27T21:25:49.679900Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "03-Dec-23 17:16:26: ELFIN EPD: START LOADING.\n", - "03-Dec-23 17:16:26: Downloading remote index: https://data.elfin.ucla.edu/ela/l1/epd/fast/electron/2021/\n", - "03-Dec-23 17:16:26: File is current: elfin_data/ela/l1/epd/fast/electron/2021/ela_l1_epdef_20210714_v01.cdf\n", - "03-Dec-23 17:16:26: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:26: This version will eventually be removed.\n", - "03-Dec-23 17:16:26: Time clip was applied to: ela_pef\n", - "03-Dec-23 17:16:26: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:26: This version will eventually be removed.\n", - "03-Dec-23 17:16:26: Time clip was applied to: ela_pef_sectnum\n", - "03-Dec-23 17:16:26: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:26: This version will eventually be removed.\n", - "03-Dec-23 17:16:26: Time clip was applied to: ela_pef_nspinsinsum\n", - "03-Dec-23 17:16:26: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:26: This version will eventually be removed.\n", - "03-Dec-23 17:16:26: Time clip was applied to: ela_pef_nsectors\n", - "03-Dec-23 17:16:27: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:27: This version will eventually be removed.\n", - "03-Dec-23 17:16:27: Time clip was applied to: ela_pef_spinper\n", - "03-Dec-23 17:16:27: ELFIN EPD: LOADING END.\n", - "03-Dec-23 17:16:27: Using EPDE calibration data from 2018-09-17 00:00:00.000000\n", - "03-Dec-23 17:16:27: Deadtime correction applied with default deadtime; to not apply set deadtime_corr= 0. or a tiny value, e.g. 1.e-9\n" + "27-Dec-23 13:25:49: ELFIN EPD: START LOADING.\n", + "27-Dec-23 13:25:49: Downloading remote index: https://data.elfin.ucla.edu/ela/l1/epd/fast/electron/2021/\n", + "27-Dec-23 13:25:49: File is current: elfin_data/ela/l1/epd/fast/electron/2021/ela_l1_epdef_20210714_v01.cdf\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_sectnum\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_nspinsinsum\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_nsectors\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_spinper\n", + "27-Dec-23 13:25:50: ELFIN EPD: LOADING END.\n", + "27-Dec-23 13:25:50: Using EPDE calibration data from 2018-09-17 00:00:00.000000\n", + "27-Dec-23 13:25:50: Deadtime correction applied with default deadtime; to not apply set deadtime_corr= 0. or a tiny value, e.g. 1.e-9\n" ] } ], @@ -633,34 +228,29 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, + "execution_count": 32, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:50.473494Z", + "start_time": "2023-12-27T21:25:50.063445Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "03-Dec-23 17:16:27: ELFIN EPD: START LOADING.\n", - "03-Dec-23 17:16:27: Downloading remote index: https://data.elfin.ucla.edu/ela/l1/epd/fast/electron/2021/\n", - "03-Dec-23 17:16:27: File is current: elfin_data/ela/l1/epd/fast/electron/2021/ela_l1_epdef_20210714_v01.cdf\n", - "03-Dec-23 17:16:27: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:27: This version will eventually be removed.\n", - "03-Dec-23 17:16:27: Time clip was applied to: ela_pef\n", - "03-Dec-23 17:16:27: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:27: This version will eventually be removed.\n", - "03-Dec-23 17:16:27: Time clip was applied to: ela_pef_sectnum\n", - "03-Dec-23 17:16:27: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:27: This version will eventually be removed.\n", - "03-Dec-23 17:16:27: Time clip was applied to: ela_pef_nspinsinsum\n", - "03-Dec-23 17:16:27: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:27: This version will eventually be removed.\n", - "03-Dec-23 17:16:27: Time clip was applied to: ela_pef_nsectors\n", - "03-Dec-23 17:16:27: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:27: This version will eventually be removed.\n", - "03-Dec-23 17:16:27: Time clip was applied to: ela_pef_spinper\n", - "03-Dec-23 17:16:27: ELFIN EPD: LOADING END.\n", - "03-Dec-23 17:16:27: Using EPDE calibration data from 2018-09-17 00:00:00.000000\n", - "03-Dec-23 17:16:27: Deadtime correction applied with default deadtime; to not apply set deadtime_corr= 0. or a tiny value, e.g. 1.e-9\n" + "27-Dec-23 13:25:50: ELFIN EPD: START LOADING.\n", + "27-Dec-23 13:25:50: Downloading remote index: https://data.elfin.ucla.edu/ela/l1/epd/fast/electron/2021/\n", + "27-Dec-23 13:25:50: File is current: elfin_data/ela/l1/epd/fast/electron/2021/ela_l1_epdef_20210714_v01.cdf\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_sectnum\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_nspinsinsum\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_nsectors\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_spinper\n", + "27-Dec-23 13:25:50: ELFIN EPD: LOADING END.\n", + "27-Dec-23 13:25:50: Using EPDE calibration data from 2018-09-17 00:00:00.000000\n", + "27-Dec-23 13:25:50: Deadtime correction applied with default deadtime; to not apply set deadtime_corr= 0. or a tiny value, e.g. 1.e-9\n" ] } ], @@ -675,34 +265,29 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, + "execution_count": 33, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:50.957452Z", + "start_time": "2023-12-27T21:25:50.474405Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "03-Dec-23 17:16:27: ELFIN EPD: START LOADING.\n", - "03-Dec-23 17:16:27: Downloading remote index: https://data.elfin.ucla.edu/ela/l1/epd/fast/electron/2021/\n", - "03-Dec-23 17:16:28: File is current: elfin_data/ela/l1/epd/fast/electron/2021/ela_l1_epdef_20210714_v01.cdf\n", - "03-Dec-23 17:16:28: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:28: This version will eventually be removed.\n", - "03-Dec-23 17:16:28: Time clip was applied to: ela_pef\n", - "03-Dec-23 17:16:28: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:28: This version will eventually be removed.\n", - "03-Dec-23 17:16:28: Time clip was applied to: ela_pef_sectnum\n", - "03-Dec-23 17:16:28: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:28: This version will eventually be removed.\n", - "03-Dec-23 17:16:28: Time clip was applied to: ela_pef_nspinsinsum\n", - "03-Dec-23 17:16:28: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:28: This version will eventually be removed.\n", - "03-Dec-23 17:16:28: Time clip was applied to: ela_pef_nsectors\n", - "03-Dec-23 17:16:28: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:28: This version will eventually be removed.\n", - "03-Dec-23 17:16:28: Time clip was applied to: ela_pef_spinper\n", - "03-Dec-23 17:16:28: ELFIN EPD: LOADING END.\n", - "03-Dec-23 17:16:28: Using EPDE calibration data from 2018-09-17 00:00:00.000000\n", - "03-Dec-23 17:16:28: Deadtime correction applied with default deadtime; to not apply set deadtime_corr= 0. or a tiny value, e.g. 1.e-9\n" + "27-Dec-23 13:25:50: ELFIN EPD: START LOADING.\n", + "27-Dec-23 13:25:50: Downloading remote index: https://data.elfin.ucla.edu/ela/l1/epd/fast/electron/2021/\n", + "27-Dec-23 13:25:50: File is current: elfin_data/ela/l1/epd/fast/electron/2021/ela_l1_epdef_20210714_v01.cdf\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_sectnum\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_nspinsinsum\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_nsectors\n", + "27-Dec-23 13:25:50: Time clip was applied to: ela_pef_spinper\n", + "27-Dec-23 13:25:50: ELFIN EPD: LOADING END.\n", + "27-Dec-23 13:25:50: Using EPDE calibration data from 2018-09-17 00:00:00.000000\n", + "27-Dec-23 13:25:50: Deadtime correction applied with default deadtime; to not apply set deadtime_corr= 0. or a tiny value, e.g. 1.e-9\n" ] } ], @@ -724,15 +309,18 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, + "execution_count": 34, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:51.192464Z", + "start_time": "2023-12-27T21:25:50.958320Z" + } + }, "outputs": [ { "data": { - "image/png": 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Zvg8+tMuH+h3X5z4+ec8n8btTkg8CVSnWcCEhh0T8IgiCIIitZUwJO8uWLRuScV566SW88MIL+vXSpUsRhrX/U+/u7sZPfvIT3SlroHz4wx/Ghz/84dR7n/vc53DwwQfjO9/5jhZ2rrnmGpTLZSxbtgy77LILAGDRokU4/vjjcdNNN+n1CIIgCIIY2wgpdkxhZ4jKjLLnri+XS9Ev4ulNT+vXT7U+hdZS64CEHZe7eK3jtdR7KjxZQsJi1rB0xSIIgiCI0WRMCTtDxR133IErrrgCQFTTfcMNN+CGG26ou+7UqVNxyy23bPM+bdvG/Pnz8eyzz+r3brvtNpxyyila1AGA4447DnvvvTd+//vfk7BDEARBENsJO2op1lC5Ueqdu0bnM1u2NXfCXGwqb6rZNpvbAxgdsAzMducWrGHpikWOHYIgCGI0GXPCzksvvYQf/OAHeP7559HT01PzP2jGGN56660+xzj//PNxyimnQEqJRYsW4corr8RJJ51UM86ECROw5557DroUS1Eul1GtVtHT04M777wT99xzj+7atWHDBmzZsgWHHHJIzXaLFi3C3Xff3XBcz/PgeZ5+3dvbu1XzIwiCIAhiaNgRRR1g+ESLvsQVh6X/Lps7YW6NCycUIXJ2rmZbJeJk1413CsbY8IQnk22HIAiCGEXGlLDzyCOP4MQTT8S0adNwyCGHYPny5Tj22GPhui6efPJJLFiwAAcffHC/48ybNw/z5s0DADz88MPYb7/9MGvWrCGf75e//GXtBLIsC6eddhp++MMfAgA2btyo51Jvfp2dnfA8D4VCoWb5t771Le04IgiCIAhi9NlRA3KHSrTICmN9jZt17EwtTEW31516LxBBXWGn3pgpx84wlGKNRTfX5U9cjsuPvHy0p0EQBEGMEGOqK9Y3v/lN7LHHHli5ciV++ctfAgC+9rWv4fHHH8cTTzyB9evX4xOf+MSgxly4cKEWWerx8ssvo6ura6vme9FFF+H+++/HzTffjJNOOgmcc/i+DwCoVqsAUFe4aWpqSq2T5atf/Sp6enr0v3Xr1m3V/AiCIAiCGDrG2sP7SDEkpVh1BJfBnM9s2VWjQGTV2jz1ntEVy2LDU4o11kS/LZUtoz0FgiAIYgQZU8LO888/j3/5l3/B5MmTYds2AIDz6H/Ghx12GC644AJceumlgxrzi1/8Yp9ZNhdccAEuvvjirZrvPvvsg+OOOw7nnHMO/vKXv6BUKuHUU0+FlBLNzc0AkCqpUriuCwB6nSyFQgGTJ09O/SMIgiAIYvSQcsfMURmyjJ16wk4DMaRe0DJDRtgR9YWdenNVYk+9cYaCsXhvDEcnM4IgCGLsMqaEHcdxMGnSJABRqHEul8OWLcknDnvssQdee+21RpvX5aGHHsJHPvKRhstPPfVUPPDAA1s34Qynn346nn32WaxatUqXYNVzC23cuBHTp0+v6+YhCIIgCGLsMdYe3IeSaljfQQxsW1csc9yaUqxM+VJfcwAwYGGnXsbOcJdiAWPPzVUvRJogCIIYv4wpYWevvfbCG2+8ASCy3O6zzz6444479PK//vWvmDt37qDGbGtrw8yZMxsunzFjRko82hZUaVVPTw923nlnzJo1C88991zNes888wwOOuigIdknQRAEQRDDz1gstxkqrnv2OnRUO+ouk5Bb7f5Y9JtF8Linx0mNm8nY+frjX9ffZ0W0eh2wtkrYiccZjus41u4NcuwQBEHsWIwpYefDH/4wfvvb3yIMo/9Zf+lLX8Ltt9+Od7/73Xj3u9+NO++8ExdccMGgxpw3bx6WL1/ecPmyZcsGHaxcTwgKggC33HILmpubsd9++wEAPv7xj+Mvf/lLKiPnwQcfxKpVq3DGGWcMap8EQRAEQYweYzEgd6jgktcVRIBtLzNyQ7fhskaOnXqlWFkCEdQds17Gjrn5jhKeLKQYc3MiCIIgho8x1RXr0ksvxYUXXqjzdT71qU/Btm3cdtttsG0bX//613HuuecOasyPfexj+J//+R+cdNJJNSVZf/7zn/HLX/4S//Zv/zaoMS+44AL09vZi8eLF2HnnnbFp0yb85je/weuvv47rr78eEydOBBAFP//hD3/AMcccgwsvvBClUglLlizBwoULcd555w1qnwRBEARBjCJy7LkyhorhamkOIHHs1CvFMs6nKchk1xVS1HTKGoxjR7lXhjNjZ6zdG2pOw3G8BEEQxNhjzAg7QRBgxYoVmD59espue/bZZ+Pss8/e6nEvv/xyPPDAA/iHf/gHHHjggdh///0BAK+88gpefPFF7LvvvoNuLX7mmWfi5z//OX784x+jo6MDkyZNwsEHH4xrr702JR7Nnz8fjz76KL70pS/hkksuQT6fx8knn4zrr7+e8nUIgiAIYjtiPJdi9eXu2FbRRzl2+ivFMvexLeHJ9YQddWzD2RVrrGUwaRcR6ToEQRA7BGNG2LEsCwcffDCuv/56fOELXxiycadMmYKnnnoK3/72t3H77bfjj3/8IwBgzz33xKWXXor/+I//wIQJEwY15llnnYWzzjprQOsuWLAA991336DnTRAEQRDE2GEsltsMFVLKYSvFUiVW9c6d+V5q/9lV5SDCk+uUYikhZ0d07BAEQRA7BmNG2LFtG7vuumvd9uDbyoQJE3DFFVcM2plDEARBEAQBjO+uWH2JVtsqaLm8gWMHteVW+vtM8K9ErfOkUcZOKGsFH3NfjLEdoivWeBYiCYIgiFrGVHjy5z//edx4443o7OwclvE3btyIF198EeVyeVjGJwiCIAhifLItbb+3Bxp1UdqWrlhAP44d1Hfs1MvjGahjp64AJ5NxLQxPKdZYc8eQY4cgCGLHYsw4dgCAc45CoYA999wTp59+OnbbbTc0Nzen1mGM4Ytf/OKgxv3zn/+Mr3zlK7qV+v33349jjz0W7e3tOP7443HZZZfhYx/72FAdBkEQBEEQ45Dx2kK6r3Kr/kqxHlr7EI7d5diGyxtl7ABpESYVnlwnj6cmPDl25lSCCtYW12Kf6ftE79cRfGocO0Mt7IxB0W8s5v4QBEEQw8eYEnYuvvhi/f3Pf/7zuusMVti56667cNppp+GII47AP/3TP+Hyyy/Xy2bOnImdd94Zv/zlL0nYIQiCIAiiIeO5tKW/Y2tYpiUlLnz4Qrz8qZcbbjvQ8OSUY2cQ4cnriuvwtzV/08JOn+HJkMPX7nyMuWPG4pwIgiCI4WNMCTtvv/32kI955ZVXYvHixXj44YfR0dGREnYA4IgjjsANN9ww5PslCIIgCGL8MJ5LW/pyd/Tp5hnA+WhUilXT7ryvUiwpUx1TgUTYyc69z/DkYeyKNeZEPzn2cn8IgiCI4WNMCTu77rrroNYvl8u4/vrrcc4552C33Xaru84rr7yC73znOw3HmDNnDrZs2TKo/RIEQRAEsWMxXkUdIBZvtiJjpz/hIG/lBxWerASceiJQFi3sZOZez7GjhB/t/BniS7mtncOGA3LsEARB7FiMqfDkwVIqlXDFFVdg9erVDddpaWnpMyx59erVmDFjxnBMjyAIgiCIccJYzFEZDPe8fU/DZYPpivW957+nv+8vc6jJadKOnXoagzmuKY7UK9tqVIolISFE344d81iGw7Gjxh5LjEWxiSAIghg+tmthB+j/06JjjjkGN998M8KwNkxv06ZN+OlPf4oTTjhhuKZHEARBEMQ4YHt3QNz11l2NF8rG7dyzAsHPXv5Z8rqf02Ezu0+xxnzPdAap9xttm13WyLFjZuuo18NSijUGRb/t/X4lCIIgBsd2L+z0x9VXX43169fj0EMPxQ033ADGGO677z584xvfwMKFCyGlxGWXXTba0yQIgiAIYgwzFh/eB0O9EiVFn+VWdfJ31Fj9CQdmWVW9dbPCjl43/mq6crJdsfS2mSwZ1S3LXMdcXq/Ua1sZiyLKmMz9IQiCIIaNcS/svOc978Hjjz+OGTNm4NJLL4WUEkuWLME111yDhQsXYunSpQ3zeQiCIAiCIICx+fA+GPoqUVL5No2ol4djfu2LeuKKXpYpxcoKRoEI1CANhR0hReO26fUcOxie8OSxVva0vQuRBEEQxOAY98IOACxYsAAPPPAA2tvb8fTTT+PJJ5/E5s2b8dBDD2Hfffcd7ekRBEEQBDHG2d4cEF965Evodrv1a9PJkkVCNnT01MtqUeJJfwKJxayacqqGpVl9OHbqiSamaGPO3Vw3KypJ1HbX2lq+//z38cKWF/T4QyEWSSlx0ys3bfM4erztWIgkCIIgBscOIewopk2bhkMPPRSHHXYYZs2aNdrTIQiCIAhiO2F7a3d+/zv3o8Pt0K/7c5T0FZ7csBSrH6GLgSXiSvzV3DYlwtQJT+5LkDHHTZViiXQplun0UeMMxXX86cs/xbriumQOQyHsQOLZzc9u8zhqrLHmIiIIgiCGj3Ev7Dz44INYsmRJ6r1f/OIX2GWXXTBnzhx88YtfBOeN7ckEQRAEQRDbYylWoxKlLH11UKpX0tNXqLFJqrW4rJ1Tf+HJ5tdsVyzT3dOw3blEqvRKlWIN1WWc1ZJ8SDgUbq6h7GS1vQmRBEEQxLYxqsLOnXfeidbW1mHdx+WXX44XX3xRv3755ZdxwQUXYNasWfjgBz+I73//+7juuuuGdQ4EQRAEQWzfbI+ZJaZI0F8pVkNhp06wsg417u98sFqRxizjqml3HrctV+9rAUn2EZ6cmQcXHA5z9DqMsdSxDZVjB4i6fqn9D8W9IdB31tFg2N5KBwmCIIhtY1SFnX/4h3/AI488ol/vscceuPPOOwe8/axZs/D222/j/e9/f8N1VqxYgUMOOUS//tWvfoXJkydj6dKl+N3vfofPfOYzuOWWW7Zq/gRBEARB7BiMd8dOX8e2tY6dVMaOrC3FaujY6aOTVnZO2YwdLjlsy9bLbGbXOH8GKnhc+8y1fS4359Coq9ig6KPt/OCH2v7uV4IgCGLrGVVhZ9KkSeju7tav16xZg1KpNODtLcvCrrvuikKh0HCdcrmMyZMn69f33nsvTjzxRLS0tAAADj30ULzzzjuDnzxBEARBEDsM26P7oWGJUoY+HTv1wpPjsfoTIepm7PQRvLw1GTs1XbEkTzlpsu3NLTbwrlhretf0uTw1zyG4PYZMIML26TAjCIIgth5nNHe+aNEiXH311di8eTOmTJkCALj77ruxadOmhtswxvDFL35xwPuYP38+nn32WXz605/Gm2++iVdeeQVf/vKX9fLOzs4+hSGCIAiCIIjtsbRFlTYB6VDhLP2VYmWFkL5EIhOLWTXuG3Nb83yaLdezYpCQos+MnWwplunYSYUnxyVdAxV2+g2cxtA6dob6HiPHDkEQxI7DqAo7P/rRj3DOOefgqquuAhCJNrfeeituvfXWhtsMVtj553/+Z1x55ZXYsGEDXn31VUybNg0f/ehH9fJly5Zh77333vqDIAiCIAhi3DMaYbRSRmVGjrV1f641agNeu6PBdcXKZuH0RdZ902d4cqZsy/xaI+w0EFVCGaYcOxasGufPQMWTvsrXao5lKDJ2pBiwaNYf5NghCILYsRhVYWevvfbCE088Add1sWXLFuy222747ne/mxJetpWvf/3r8H0fd999N3bZZRfcdNNNmDp1KoDIrfPII4/gwgsvHLL9EQRBEAQx/hgNx87D6x7Gdc9dh7tPu3urtjeFk34dOw0cJ/UEAl2K1Y9LpV6eTcOMnXrtzpEWZMxxTVHFdCYJKVIuHTMsWXfFGiB9BU7HE6t7LFvLUIoxQ1nWRRAEQYx9RlXYUTQ1NWGXXXbBZZddhmOPPRa77rrrNo3HOYdtR5/WOI6Dq6++GldffXXNetOnT++z7IsgCIIgCAIYnQflclDGuuK6rd5+uLpimeJMX6RElT4ydbL7yTp2AKQcO6bIk213bgo7qhTLnMNwlWINlSAzVOHJZmkbQRAEMf4Z1fDkLJdddhn2339/AMDGjRvx4osvolwuD3qcGTNm4Mwzz8SvfvUrtLW1DfU0CYIgCILYwRiqgNzBkLNy27R9ytXSh2DQn1OkUXhyfwJJKjw528IcmfMpa8OTs0JPalyzI1VGIFIikM7UMQWiISzFSgk7Q+HYGWLxkIQdgiCIHYcxJewAwJ///Gfss88+eNe73oX3ve99ePrppwEA7e3teO9734s//elP/Y5x1VVXobe3FxdccAHmzZuHww47DFdeeSWWLVs2zLMnCIIgCGK8MtIZO9sq7KTagBsihcc99Pq9+rVAOtulvdquv68n+gzUVVIvPLmRGGK6Xmq+ZkKQTSdQjTNFJo4eCYnJJZEuxerDsdPr98Ljnn5tupw6qh21WUNGJpC5rL3avlWiylC6bKjdOUEQxI7FmBJ27rrrLpx22mmYOXMmLrvsstT/3GbOnImdd94Zv/zlL/sd5/Of/zzuuecedHR04I477sDBBx+MX/ziFzj00EOx00474dOf/jRuv/12FIvF4TwcgiAIgiDGCaPxoLy1ockKU3gwRYobX7oRn/nbZ5IVM+HJlz9xubGoTrtzMbB252rfahzztfmeGivrBGrUFcvM2JGQ6ZBoJOtKSHzyz8W0QITGws6n7vkUfvlK8nemeXw/e/lnWF9cX/8YM/fGD5f/MCWODZTssWwL9drUEwRBEOOXMSXsXHnllVi8eDEef/xxfPazn61ZfsQRR2D58uUDHq+5uRmnnnoqfvSjH2HNmjV46aWXcOGFF2L16tU466yzMHPmTHzoQx/C9ddfj9dff30oD4UgCIIgiHHEaGSWbKtjxxQ0zLkHPEDJLyXrZUqAzKDlesHAW5OxYwYN63EzIk8jx44aS3+P9LipcWTa3eOIjFCUbq6VohSUEIig5jiB+h2rsvvta92BMNThyeTYIQiC2HEYU8LOK6+8gk984hMNl8+ZMwdbtmzZ6vH3339/fOUrX8EjjzyCtrY2/OpXv8L8+fOxZMkSLFiwANdee+1Wj00QBEEQxPhlNNqd5+yhKcVSbdMVFrNqWnWngpZNYaeOYyebhdOIVMZOP6VY2XGzoccNw5NRG55sZuzYIi0UWbAaZiUJKXSrdCBdvlbvPJgupKyws7VumaFy2YzG/UoQBEGMHmNK2GlpaekzLHn16tWYMWPGkOxrypQp+MQnPoGbbroJmzZtwlNPPYVjjz12QNs+++yz+NznPocFCxZgwoQJ2GWXXfCJT3wCq1atqll3xYoVOPHEEzFx4kRMnz4dn/zkJynQmSAIgiC2M4aq85EbuljZubLh8tc6XtvmfShMocScezZnJrvcLNuqJ2go4Sd7PjaVN2FTOek2ambs1IhBmVNpdrfSJVPxti1bSmiupoWpRuHJQFr4sTKOnb4ydqRMt1Xvz7FjHpMpLg2mpOrFthdTpW1DFZ48lJ26CIIgiLHPmBJ2jjnmGNx8880Iw9qWnJs2bcJPf/pTnHDCCYMas1gsYt26dKvQ1tZWfPOb38RXvvIVPPvsswCAQw89FIceeuiAxrz22mtx22234UMf+hC+973v4fzzz8djjz2G973vfXjllVf0euvXr8fixYvx5ptv4pprrsHFF1+Mv/71rzj++OPh+/6gjoMgCIIgiO2f5VuW4/S7Tm+4/IfLf6i/39YH80aOHcZY6nVWHDEdO9lSJ6CxY+fqp6/GlU9emXqvXl6OXpYpxTIzgSxmaZHjXc+vx7z11fpzyLiN6jl2UrDG51VIETl6YrJdsQbq2BlMvs3Zd5+NtmqbHm8oxRgSdgiCIHYcti2Vb4i5+uqrcfjhh+PQQw/FGWecAcYY7rvvPjz00EO44YYbIKXEZZddNqgxzz//fLz99tt46qmnAAC9vb04/PDDsX79eliWhe9973u499578cEPfnDAY37pS1/Crbfeinw+r98788wzsXDhQvzXf/0Xfv3rXwMArrnmGpTLZSxbtgy77LILAGDRokU4/vjjcdNNN+H8888f1LEQBEEQBDE6DFUY7fSm6X0uN0WVbXVvNHLs2MxOH4tM76umBCkzj0btzifmJqK11Kpfm63F63XHyrqGssKOmctjGbvKlnjVtDs3umI5PC1w9BWebG5rHqeaQ40LRybbmWS7jPWHKcANZSnWULZOJwiCIMY2Y8qx8573vAePP/44ZsyYgUsvvRRSSixZsgTXXHMNFi5ciKVLl2K33XYb1JiPP/44TjnlFP3617/+NVpbW/HEE0+gq6sLBxxwAP7zP/9zUGMeeeSRKVEHAN797ndjwYIFWLFihX7vtttuwymnnKJFHQA47rjjsPfee+P3v//9oPZJEARBEMToMVJhtGYZ1LY+5CuBJlsaZAouarn5ui83j7k8+/6E3ASUg6SkPhVynAxYd1wznFqVTKnlTEowU9gxM3bquGVUeLKEhC2S69Zfu3MhRSp4OdttK+uAaSguDTIEWQijpGuohB0qxSIIgtihGFPCDgAsWLAADzzwANrb2/H000/jySefxObNm/HQQw9h3333HfR47e3t2HnnnfXrO++8E0cddRQOP/xwTJo0Ceeccw5efPHFbZ63lBKbN2/GzJkzAQAbNmzAli1bcMghh9Ssu2jRoj67e3meh97e3tQ/giAIgiBGDyHFkAg7/T24ZztSbQtKJFJzV+NZsBqKN9nW6PVECn0MmellhR1TnFEByFl3jfEita7N7GS5kLCM02YhPW4238YsxbJEetysqJU9rpSwI/p27JjnIeU+qufu6YOBOnZuefWWAQs/1BWLIAhix2LMCTuKadOm4dBDD8Vhhx2GWbNmbfU4U6dOxaZNUZBftVrF0qVLUzk9juOgUqls83x/85vfYMOGDTjzzDMBABs3bgQAzJs3r2bdefPmobOzE57n1R3rW9/6FqZMmaL/zZ8/f5vnRxAEQRDE1iOjp/dtpr/ymFQp1lA5djIBxrZl1zhM1GshhXaQAP2EJ2dOyITcBFTC5G8qs5NV1i0jZfp8mq4iFWKcjC/BTDGGpfNtTAFGSJEqxUqFJ6uuWA2QMt19q2FYcp2yspT7CIPrimWGRve13ZLnlsDnA8toHMrW6QRBEMTYZ8wJO21tbbj44oux3377oaWlBS0tLdhvv/1w8cUXY/PmzYMe78gjj8SPfvQj3HHHHbjooovgui4++tGP6uWrVq1KOXq2htdffx2f/exnccQRR+BTn/oUgEhEAoBCoVCzflNTU2qdLF/96lfR09Oj/2XDnwmCIAiCGGFkrZCxVcP087CdbTW+LdQIE7GAUNPu3HB3ZMu26mW1mCKQSdaxo7ZX45piTb2MHXOZzezkXAkJSxounExXrOw4pjhj8/SyPkux0EcplhSp0rZ6X81jHoxjR5diDaBFuS8GKOyQY4cgCGKHYkyFJ7/66qv40Ic+hC1btuCwww7DGWecASASX77zne/gV7/6FR588EHsv//+Ax7z2muvxQknnICPf/zjAIAvf/nLWLBgAQCAc44//OEPOPHEE7d6zps2bcLJJ5+MKVOm4I9//CNs2wYANDc3A0BdV47ruql1shQKhbqCEEEQBEEQo8NQZZaYrg8zK0YRiKBm3a2BgdVk4aivZitxNZe+yoGyx90oPDln5VLClNnZSsqMWJPZ3txvjWNHSv1JpG6F3ke+jc7Yibti1YhLW1OKBVkraBnhzlmhzHQ99Yd5Pvu75gN17KBONzOCIAhi/DKmHDuf/exnwTnX2To333wzbr75Zjz55JN46qmnwDnH5z//+UGNuddee2HlypVYvnw5Vq9ejSVLluhllUoFP/zhD/GNb3xjq+bb09ODk046Cd3d3bj33nux00476WWqBEuVZJls3LgR06dPJ/GGIAiC2GFZX1yPpeuXjvY0Bsy2OCC+/MiX9feN3C6KwZRimeOu612Hv2/4u35tW3aNw0SHEddpd26KH/2GJ4v6wo5ZBgXE4cmZQOSsmFNvP8qxkwgoScZO1rGTFTCy7h3LCE8ulUp46MGH9Ov737kf7dX21HwalWIJKWoErVTXMWO/5roDoVHr9ofWPoS73rorte6AS7HIsUMQBLFDMaaEnWeeeQYXXnghDj300JplixYtwoUXXoinn356UGPecsst2LBhAw488MCajlqTJk3CgQceiEcffXTQc3VdF6eeeipWrVqFv/zlL9hvv/1Sy3feeWfMmjULzz33XM22zzzzDA466KBB75MgCIIgxgubK5uxqmvVaE9jwAykTKYRf3vnb8k4Dcp3FIMpxTLH3VTZhJVdK/VrhzkNhYhUMDHqZOw0yN9RmO4ec1whBWxm6/WyjqSU0JM5n2YmTDaPh4mMY8dYlm0tXuPY4cm45XIZHe0d+vWr7a+mhJ2sMNVXWLKaS3bujc5ZX6SCoI3t7ltzH+54847Uuh6vn8+YZSg7bBEEQRBjnzEl7MyePVvnz9SjqakJs2fPHtSY5513Hp544omGy59++mmcd955gxqTc44zzzwTTz75JP7whz/giCOOqLvexz/+cfzlL39JZeQ8+OCDWLVqlS4zIwiCIIgdkayAMNYZjlKsemQ7Ug1mXPN8WsxKQo4zAgxjtd2pTHEh69jp7xhMAcksZTLbnSvBxQwKzrprasYxSp20YydTTpUVUYQUSVcsxOHJ5nwNh09WFDIzdrKhzGa5mnkM9c5Tdtz+aFSKZTErNQdgEI6dbRAiCYIgiO2PMZWxc9FFF+EHP/gBzj77bMydOze1rLW1FT/+8Y9x0UUXDWrM/v4oKpfLcJzBnYYvf/nLuPPOO3Hqqaeis7MTv/71r1PLzz77bADA1772NfzhD3/AMcccgwsvvBClUglLlizBwoULBy0mEQRBEMR4YrCuhtFmqB6UTQGlHlvbFSsr7Jidr7LCjsVq252bAkwj0UeRdQJlx1eYAlJWrAFqu2ZlHTtmKRaTlppQurtWHYEoVQ4mAXCj/E2m553KwpHQXbNqyquMTlfmPPW62+DYMR1Q5j7rBT0PqhSLMnYIgiB2GMaUsCOEwMSJE7HXXnvhH/7hH7DXXnsBAN544w386U9/wl577QUhBL7zne/obRhj+OIXv5ga56WXXsILL7ygXy9duhRhGCJLd3c3fvKTn2Dvvfce1DzV2HfddRfuuuuumuVK2Jk/fz4effRRfOlLX8Ill1yCfD6Pk08+Gddffz3l6xAEQRA7NCL+b6xSDav4xF2fwF3/EP1/flsflEMRwrGchiKIgguuw4MHc36yYkK9Uiz1OhtiDNm4HAgy3aLdFIXUeubrGsdOg4ydXZdvRu/kZF0JmXLCpEqxpIRtlD+Z868XnqwdOzJqk64cO0KKlJiT7V7FJdeiUE2Qs5Q1ItVgxLC+MJ1VNY6djPNHdcUqB2WcfffZuOOj6VItE50t5Jfw29d/i88c8BkAwPef/z52n7I7Tt3z1AHPkSAIghjbjClh5+KLL9bf/+Y3v6lZ/tJLL6XWAeoLO3fccQeuuOIKvfyGG27ADTfcUHefU6dOxS233DKoeT7yyCMDXnfBggW47777BjU+QRAEQYx31EP2WCUUIdb0rtGvt9Wx43MfjuVo8aLRg78q43GYM6jzYzpKgMixowSDeoHNjYSImoydjKBlM7um45O53MpU+deUYsVjt/S4CFiu7hy0eJPUYkXOm3iZWeJlilJ6OUtKsZgEYAg55vrZc2aWkplzUfszxZ5sy3XTJTTYMkMt7GQEoXrnWmXshCLEm91vNhzTFIlc7qbu5aUblqLX7yVhhyAIYhwxpoSdt99+e0jGOf/883HKKadASolFixbhyiuvxEknnZRahzGGCRMmYM899xx0KRZBEARBENvGdleKtY2OHZ/7aMm19HvMpigw2FIs091hM7theDKAlLMmVQYFWRNGnBUbVA5Q1gmUDR9O7SMj1jApYZmnU6KhcAIpYTUIVs6KIUKKVDlVVIplhD1LNHTsmHNOlV2x9LoStS3XTeqN2xfmuCmRzMgkUgy0FEsgEU6zIqrppCIIgiDGB2NK0dh1110HtX65XMb111+Pc845J9Xxat68ebrd+MMPP4x999130KHLBEEQBEEMH2M9PDk7t21tH62cFv2VYkGiptRJlQP1RbYzk83smuBdUzBK5duYZVD9lBWZrpt6X1OlWGZIs0Qq9BgZYSeVYVOnFIsJll5mnMd62T7qWAAJKYz5ifR8+xN2BARs2DWOHdsyytlkOi9osPe2uk7Z+aTErRgl7GTfV9fNtmz92hT0suMORngiCIIgxj5jqivWYCmVSrjiiiuwevXqhut84AMfIFGHIAiCIMYY29KOeeHNC1NtqoeDeg/O24LKRsmGJ//PC/+Ddb1J90wBoR/06zltsjQSKWzLcNZkxKRs6VBWtKgpxUJ9wSg7P1W2pEh1xcqKNSJqY673YwpTxQpO/fPmZB6i1rFj7rNReLKEBBMAeLR8YlsJX8nfoh07QoqaUic1/2xrc/P81mTs1Dmf5rVYePNC9IVZipUNT84KMEogzDp5/rDqDzjhjyek5tCoc1i23X1f/Ozln+Gt7rf0668u/eqAtiMIgiBGljHl2NkaBvKH1n333Yef//znWL16Nbq6umq2YYzhrbfearA1QRAEQRBDjZRym8KTK0EFaB7CCWXIzm0oSrHUOEAiHFSDKqq8muzXEBD666AFRKJA3s6nSm+AWKAwRIns10alWKawpJaZogBj6Xyb7LipjlQsHZ5shh4zo4W5Wq7PeRCgyZMpdw8zTkF27o3anUNGXbFYLN7Yfpw5JJLz2si5Uq+leer8wUoJJ9kOX4PK2FEt7jN5QTaza8YJRJCai8LnPopBMXnD6P5V036dDbzMrxJU4Iauft3ldg1oO4IgCGJk2e6Fnf5YsmQJLrnkEsyZMweLFi3CwoV9f2pCEARBEMTws63hyfpheJioKcUagvDkeuP2JaTUZM3UIRAB8na+Jtcl62ox963GNTFbbtfMMVOKlR3P/GozW6+b6oola0OPWeaw9PyFgG0IE5DQIpByx9QTXMz96HWlBNRxx23POW98rGbYc/a1eZ0sq7Fjp0ZI6QfTAZUV0czXOStXU9JnnoOa8jp1XUS6NMwUpfojK34N988dQRAEsXWMe2Hne9/7Ho499ljcfffdyOVy/W9AEARBEMSwUPSLmJSfBKC2I1GWXr8Xk/OTAUTiRShCNDuJRUeVrwwXNaVYgygdqwQV5Owcclbyd4cuocmIIVlBJlvyYzO7T2dTwAMgV5vrkhU/svvOZsI0DE/OjNGfYFTj2MmUYql1o9ycjIiivgoBWyDl7tFdsaRMu2VQWzqmRKuoNAyQsZBj+flovmHs3IGoESrUuFnXlHl+pZRpNw3nyHtpcSlb4tUXag5ZsTPr2Mnb+YYCYb1yMNOx0ygnqT+y91U2t4kgCIIYG2zXGTsDoaurC6effjqJOgRBEAQxynz98a/r7/srVzHXfXbTs/jTm39KLR/uB8xGTo6B8On7Po2bX7059Z4qoVGOEjU+lzwlUmVbjzuW0+d50qU52Yd3NA45NsUPvU8jPDmbz5ISa8Bq3Cxm0HCjjB0gXUIVlUjVH0cKDmY4drLrmt2iajKBDGFECJFqd44g+ltQhP07dlJdsZAWvLLHOfWNLTj86Z5kv6Y4NwBnjOnYMUW1eo4dfR9l7kcleJmvGwVM1+u21YiscEahywRBEGOTcS/sLFq0CCtXrhztaRAEQRDEDo/Zqrm/zkFe6OnvueA1Qs5wP2CqB2ctusiBizvdXjdKfin1nhl6a1t2SkDIthc3uyQNpBRLbdfIsVOvdKpReHI9ESgl1hhig5nLY85XLTPnnn3NMi3MzX1CStgi/ZrJtLBj5vukxByYc0jClwHoEGUZ1hdSzLnUC89udCwWF7CNYUy3TH/3DANLhVyboprZsh5ATTcwc54Ctdc0VUbWoEyvP7LbDrdTjiAIgtg6xr2w86Mf/Qi33347br311tGeCkEQBEHs0JhlL/2VYqXWrdOWergfMNXczBKqgeaS1CufMktozBDhbHaLmc+iSn76EgfMMN1G+Sz1yosahSfXLa/KuHCywcI6jNjI7tGiVLYUS50XiUScQUZMklFb8pRjxyzFMsY1j0vPV3XFUk4dkQhEQJKxU68rVs1cjPk36ooFIdJB0Blxri9sy665l9W4WVHPdHrVuz+zuUmNHDuptvP9kN2WhB2CIIixybgXds4880yEYYhPfvKTmDJlChYsWIADDjgg9e/AAw8c7WkSBEEQRL+0VdpQ9Iv9rwigvdqOHq+n/xVHkGxIcCPBQkoZZcfE1BNVhsKx0+l2Nuzyo7tWhVHHqmwr6tU9q/X3gQiwtnetfm0xq0Yw0F2xMmJNNufFfJAWaFyKpc6HOk9CipSYlO3apI5BfTXFGvN4syJQNruFsaTbVtaxY46rxY++HDvKSSMzLhIhYBnCTyTsGAJHpttWqt25WZKktolDk5nKZg4T0SVV+mSUmdVzLjXK2JFCws64hrLCkIl57+SsXEoEmlqdrbfNtjvPlqABxv2ZCcQ2f776KtPrj+w5olIsgiCIscl2LezMmjULb7/9Nt7//vc3XGf69Ol497vfjcWLF+N973sfZs+ejRkzZqT+TZ8+fQRnTRAEQRBbxwNrH8DyLcsHtO5Dax/Css3LhnlGg8P8tL+vUqxsiUy9LkND4Rz4+4a/48nWJ+vPISOcZNudL3l2if7+1fZXcfIdJ+vX9TJMTGeNbdkpkUBnrNRx1tRrea2WmeNms1CybpnsuDUtw7MuHNPhYYhAphvJzAnKjpt11mRdLvVyc/S6sQNG7ccMWtbnpFHGDiR0t/OMUycpyaofXG2ek3rnIyt2JV276jh2+sjY+eifPpo6n/r8CYEj1nwsKfHKdK8yBS01P/O+ynbF6itjZ6Blhdn7nsKTCYIgxiZjsivW3//+dzz//PPo6emp+cSLMYZLL70UQNRqctddd+1zrEceeWS4pkkQBEEQI4qQYsCCRn8ZNqNBtvtTo/llj7Oeu2cohJ2+3AdavDBKh8w5mHlBE3MTU9vWyzAx3RNmKVZWMFDvAbEzxLLrigP1HuwblmIZWStq3b5EAAANhYlsVyyHOXWDllVHr5p252anK0PYcVjiTJJCwjG6YkFCu3tqnEAZQUtIoR07qhuWLsVSX3hybbMCVo1Tp85+lGNHbydRI+zUG6deCZRt2cY1lGAyEQWzAqF57mu+oo5YZ6yTDWUeqECT3ZbanRMEQYxNxpSw09nZiZNPPhnPPPNMzf8A1femsEMQBEEQOxJZh0FfcMnH3ENYtvtTX6VYNS3AMw+iprCytWQFjuwy82t2rirbBKgViOoJO1lRwHTRqPNSzwHTqN25dhQ1Ck+uI1JkM2Lqzi8rLtW5RqY4kRUb1PlU7p1AJo6ilFMkk5tjupggBJgh5jEpU+VfNR29Mo4dLS6p93k6a0caXbGygkc9x5Kab03GjnYCCdgiOSemw8x0VuXtPFzupoZ1mJPc2yJy6XDBAbv2PjJLqGrK7GTjdufZe6PRPVUPytghCILYPhhTws5//Md/4KWXXsKtt96Kww47DHvssQfuu+8+7L777vjv//5vPPnkk7jnnnsGNeZjjz02oPUWL168NVMmCIIgiBGjnsDRiGwo71jAFJr6ml/WSSEgah5ElaAxGAIR4MF3HsSJu58YjduHoyn74JzN+fG5rx+mTXcLY6y+YyfetlKtgIc89YBudkUC0u2vTdeLidqnGcrcXylWIxEg5cLpL2MHafHDFGSUG0kvY3Yi7PAQBz7fA3lQ41IsLUCFAYQXGu6etGPHrbrotrr1fLPnWuf8iLRjxxKx6MSNdueibzHM/Gqeo5pMoAaOHYXPfeTtfE23NNuy9fUXQsCSyXXLZuzM6twV2B2peTUqr5vXvVef4ckDrMSqEb+45DX3D0EQBDH6jClh5+6778YFF1yAM888Ex0dHQCicqu99toL//M//4PTTjsNF110EX77298OeMwPfvCDA/qfj+qQQBAEQRBjFQk5YBcOl3zMBZ2muj9J0dCxky3FEqK2bGtrhJ1KUMF/PPYfKWGnrzmYXyVkSlwKZQguecpxoV735dhp72iHW3FTpVk6PBe1YkKjPJSakF/UltuYpUwMrKEIUM+pkhIxjEjGbCmW6T7KPvCnvi9W8LFb16Dt00YpliE0mVlC1UoFluuhKbHpaHcPABR7ithY3Ki3Nc+PkMJw7CSOGnUeAEDyxucse34H0hXL7NqllmfPo8c9TMREFIN0+Ll53FEpVjpTyXSU7b7uYIj3VvXczXlm3WcLN3wgdY9lnT9KcOsPgUw7+fhnppHTjSAIghgdxpSw093djQULFgAAJk6M6tVLpeSTjRNOOAFf+9rXBjXmww8/XPMe5xxr1qzBjTfeCCEE/uu//msbZk0QBEEQI8NgHDuDWXekSLWlRq2rQS/LlmLVaY2+NcJOvflYsn4fiWzGjpkPA0RiE5ccDpyaPJpsyYzpvOCCg8l096Xs9qYA06grVo2jRKQfwM051DhrjBwata7pElLzVGTdPdlOV6lSLJaUYpkP/8JKiy1ZF07KYcSjrlhq3JS7R0r9T22bKsWShujQoN25MNqdZ8OTaxxLxrGaglaqlE0I2MaPmjluNgsp69ipOZ8yLZylWs1LC8I4D+b4aiz9vbTBjTb0jbpr9Ud2W/U6W8pHEARBjC5jStjZaaedsGnTJgBAoVDA7Nmz8eKLL+KjH426B2zYsGHQ1s8PfOADDZede+65OProo/HII4/g2GOP3fqJEwRBEMQIMBgXzlh07Ay0K1ZWlKqXH7M1wk62ZErI2hIvc5/m11QXJCTZOAW7kGTkqNBby0qLM0bAMBccMEQLsyStnkuoYVesbNcm1BEpDLdJqj03akuxasq1jG1NcaGuY8cQqXRwcUb8kKpTVR0XTtaxI3gIW6Qzdpg5L5k+R9myvaQzVzZjJ94fN9Zv4KzKZgxlXTipEjlptG5HbdkWkGQyZYWdVPmXiMKTUy6cbBmcOpQ6pVhZEaivUqx65X31qBdOPdBtCYIgiJFjTMntixcvxv33369fn3nmmfj2t7+Nq6++GldddRW++93v4phjjhmy/VmWhbPOOgs/+9nPhmxMgiAIghgupJQNw0t97uPu1Xen1m3k2CkHZdz/zv11lw0nWWGn0QNiVqTIPpjm7bxuQ57lqY1PNTw2NUav31t33D+9+aeadbVrBOlcErNcLBuUmy6vid0yygEkROTYMUqfdMaOcssYApTp6Lj51ZuxrnedXgYgJQplz2dWgGlUipUVa7JzMKtuGFiqDCjVut0Qc4QUeOnFl7Bly5ZoO545n5mMndQ4QoAJ6PPNJNDR1q73echLvTXdtvSxhAJH/2EV4pMTbx9/zQg7WceOmR9UT+jS94oETr6jNREFhYQlkDr/2ftHZSGVglrHTnLcHJOriZumpmQOls4EqinFynTFMl1hWZE3FfzcD9lzZJakEQRBEGOHMSXsfOlLX8JHPvIReF70qcbll1+Oww8/HJdeeikuu+wyHHzwwfjBD34wpPvs7OxEd3f3kI5JEARBEMNB9iHLpBSU8NiGpGFAX12xutwuPNX61LDMsS+yJR19uWX6EnZyVq6hY+fu1XfjpldvajgukLgnss6g+9bcl+wTtcJOPccOgBrHTao8CelyKi4jx44pGGS3N187lqP3e91z12F52/LUuuYDfkPHjky3Tc92lqrbRlskYk3KCWK4PXTosXGuzHyb119/Hd093dFrYzygtt15SgwTArZxfwjOUezp0eseuKLUsCwqXw1xwCNK/Eo7dbKOnex9ZY5TrwW9+d6iJzrSXbFk43XN8bL3bercc4kWr3EpliUtCJ4pxcqU/ClYZt1Gncz6IysYZsciCIIgxgZjqhRr4cKFWLhwoX49bdo0PPDAA+ju7oZt25g0adKgx1y7dm3d97u7u/HYY49hyZIlOProo7d6zgRBEAQxUphBuzXLpBhwqZPZiWmkyLqN6uXm6GXZUqxMOUhfwo5jOQ1dTVlnjerwowhEoF0S2ZKkyLCTdmSo/eiuRoawY2bq1JRiiXSWTSMRQHWZMo/ddAmZ42YfwLMuHIc5jct2WK1TJVW21mhdOYBSLFWtlAkwhkTD8GQpOJiIwoQBQIQclqEl2CJdQqXEJsYY7NDM2xFgAFiD8OSsq80si6rXTly7ZdQ6cVYPkxK2YDp7xvzZq1cyZWIKY1EXr3Q+UzqCIHGNqfu0Xr6RumaS1y/TM11X/VEv74ocOwRBEGOPMSXsNGLq1Klbve1uu+3WMJdHSonDDz8cN9xww1aPTxAEQRAjRfYhy4QLnhI0uOQNRSDTbTJS1Mvq6EvYMYUnLvmQCDs1naQyYogSWdQDs8MSp42FdPmK6Yiq59gxhSHTsSOESGXECCQCUT0Xhum0sZmdWtccN1sik3LWZMbJlu1kw55Tc8jm8SAtGGXdH6nwZJYIJTCOF8g4dmQ2PDkScoJ4XR6G6TweLtNiUjwHm9mwfeOe4omjBohLsaSAFMl5SN2DhnhXL2MnK8Dlu+KyqjqlWDqMWs1TpAUefT7NeyUUADJlfHH7+OjcMx2enL0/s6Iak5YOT67nTBqwYydzjvr6uSUIgiBGj1EVdm655Zat2u6cc84Z8Lq/+MUvaoQdxhimTZuGPffcE/vtt99WzYEgCIIgRpqsK8dEIu2I6cuVIyCGpKvUYKhX0tHQUQTZZ3hyzs41zNjJCjv/9Nd/ws0n3YyclavbTjxb8sUFj9aNs3EahSebriI1Rsij/VowHDuS15ZiibR4U89JpF7bLMnnMQWtmuwemQ6CTrlPMhk7fZViZR07aqy662bEpZRrBBLfftrCj/eKRQujQxOQbhGuxC8tkHk21u7175ijdJmQw467kklIOGFyPzSt3oRP31mFOEvAhg0nMB07HO/MPw6ibW48UJS3Yzp2zJ8Rs/NZPeeOeY7e3vVE5Dp643ElbJm+r2pK2zKZOHqfzAxPFgAy4cmpQORE2NG5REaIdiPHTtaZtE0ZO3383BIEQRCjx6gKO+eee+6gt2GMDUrY2Zp9EARBEMRYpK+MnawLpy/HjhCNBaLhIis8ZIWemnUzLoFsfkyj85AVdl5ufxle6CGXz9WU0mSdQGbIbDb3pabdeaYUSwQCYRgLO1a6hbVjOanwZLMKxhSIasQAmS7FMo+tXkcqdXzqHPVVMmViunuyc6gnRCiybcpTrhEp8Z4ehoJy0GQydsxOUvpcq3Pk26hO2Rez4el17TjjSCJy7Kj55bd04+gXfD1Px0/1HceGnY4GqnGAs5SRY4cnYkvWyTIgx46U6JmyJ1iwOZ6fgC2SOZliTXa8GseO6YAKOWCWZqFOKZY6ncqxY9zTuhsYZByenKxripKDcexkM3X6+h1EEARBjB6jKuy8/fbbI7q/1157De+88w4AYNdddyW3DkEQBLFdkc2eSS0TtRk7jR7AzPKfkSIr1kg0Dk/OlmJlRaBGLcABwGG1pVgudzERE+s7dkTasaNbl2ccMdmMHS65ds9wwSHDxDGVdeyY8806dgTSXbFsZidlPLErQ+3XsZyUY8exnJQQlXLsZEKObctOrVvj2Mm0TzfXbVSKlRWesl2xAKDJi89vPcdOthRLi2FpoYtJJI6dbClWUz61rhOk3SVeYRrgvB2PwwCIlHuoUbeoGmHHdOxICWE5sIVWWWCJxNHFwNJdxZAu12volhJxKZYxv2ynK2EKO6ZgaLh7otDlJDy5njA60IydGscOKDyZIAhiLDKqXbF23XXXuv/mzp2L1tZWvPDCC5gwYULN8sHy5z//GXvuuScWLlyIU045BaeccgoWLlyIvfbaC3feeeegxyuVSrjssstw4oknYvr06WCM4aabbqq77ooVK3DiiSdi4sSJmD59Oj75yU+ira1t0PskCIIgCFMEyGIKDep1Q2Gnj5Ku4aJeKVaj+WVLR+rlxzTaNmflao6tGlb1HMyvZnAxkD5nyhGhhYisY0eIlHgjuUQQRuc/645xLCPkWEQZL6ZgYOaxmGJNdg5mKVa98OSU+wR1SqYatNHOrpsVa7LhydkSr2wpliqZAoAmzxQtEqGECZkqxUq5o2T9dbVjRyTiAs/bqWuaMzJ2pOCQlg1m+WpH0dhGTo3pcjLHqSnFQroUSxjnXrmP1PLUOcmIiSrDSZ/7VHiyTDl2alqYw9L5QNncJDVWcpwsyRLKHCcDqznuRmSzsfr6uSUIgiBGjzHV7hwAvv/972PevHk46qijcNppp+Gll14CALS3t2PmzJn4xS9+Majx7r77bnz84x8HAFxzzTW44447cMcdd+Caa66BlBKnnXYa7r333kGN2d7ejiuvvBIrVqzAgQce2HC99evXY/HixXjzzTdxzTXX4OKLL8Zf//pXHH/88fB9f1D7JAiCIIis4GGSFX36XHeUhJ1UeRX6KMWCSD1QZktJ+nTsWE6N+OWGrh7H/NpXoLN6cE6VYmUcO2a7cxlInbFjCk9CCp3Zo9aFMJwcWTHJDESW6XDiVClWnXybbFmRKRD0dPXgrdVv6W0btjDPhjJnOjOlsoZk2uWydt1adHd2p1wdjRw7lVIZbqWqx/3mxS8kx8LTbhcAsGJhBxLYPPcU7N56iJqCPn4gXYqVtDtX82WA5BA8uf7ZLCFdOpXJxDEFLS44hOUA8ThMyFSnrq986y00berR8zK7UM36w2M4+8Hk/ky5hMIQ0nB71Vwns7wq7piW6nTG0o4dffgYuGPnja43cOodpxrnsPZnhBw7BEEQY48x1RXrl7/8JS666CKcddZZOOGEE/DpT39aL5s5cyaOPfZY/O///m/q/f646qqrcMABB2Dp0qWYMGGCfv8jH/kIPve5z+Goo47CFVdcgRNPPHHAY86bNw8bN27E3Llz8dxzz+HQQw+tu94111yDcrmMZcuWYZdddgEALFq0CMcffzxuuukmnH/++QPeJ0EQBEH0lYshhEgFCvfr2BnhducCtRk7jY4n627IlkyZ5UpZzHIlRVbYMZ022VwiXYqVaTVeNzxZhSbLEJJLnbFjMxs+fL1eKj9GRhk7dR07yIQcIy0umcKOLhUzy4OM82k6jKSUEKFApVJJHZsSbczMouxx1zh2jFBmvW58bH7gg4OnhDjt2Mk6WASHFSYdtACg6kbzq+fusYzw5PLEPdDsefG6PDVuStjhGXFGIMrY6asUSwk7InZaIelIptflAtJyoJUTGXXFUscxtSdEoauo92FbSXmV01XCgW+mS+b0deMSyLi9UqIa0i6crLCXajUv0+4e895VY9Wjx+vBmt41+nU9QZYcOwRBEGOPMeXYuf766/HRj34Ut956K0499dSa5QcffDBeffXVQY350ksv4VOf+lRK1FFMmDAB5557rnYFDZRCoYC5c+f2u95tt92GU045RYs6AHDcccdh7733xu9///tB7ZMgCIIg+nLamO23+1t3NBw72RDW7OvsukA6l2Sg4a/12p27PC3smA/vqYdWo7xKl1AZuSnms3GNY8fI2GGMpUJtsw/gUqTdSOq6Zd09ShSqd2xanDEcJn0JfxBIuX1MUSidb5MuB4NMi0TZdc1xhBCRq8RwQilhB1mRRaLGxVPq6NT7TK8rYcskPFlYBXAWO58zYzi+ALeZ3i7aN5J9IlOK1UAM06VuSI47ycLhEMx07AhYRlcsALCqQXwoEg5Lzqc3YyKmFRuUzHEBmI4dSC3WRPM3umLF18ksFdPhybHTx2yNnu3+1kjYcaz0Z75ZIaevn1uCIAhi9BhTws6bb76Jk046qeHy6dOno6OjY1BjNjU1obOzs+Hyzs5ONDU1DWrMgbBhwwZs2bIFhxxySM2yRYsWYfny5Q239TwPvb29qX8EQRAEkS0dUU4UoFasyXZ86mvd4cIN3dSDck3ZUx/hyWob9do87pR7IoPFrBo3TzZjR48bBBBhxuVk5N1ku2Jl52jm3cgwKcUyS11q2p0LXiPsZB07WrwRHDlulBkZbqT+SrEkZLoLmEwLZUwm5UHZduepUiykO1+Z5Uo1nbkQ5wfFD/++BTT7SQ6NCRMSTK0bj+e2RX+vma4UvT4SUUHYBXDmxeOkr6ntBQjj3B1disWNayiTrljMDcB58nOQC5O5KEeUOrZ8IMGVMMbDqBRLHTcHJE/Oi2/nYbuJY8s8n/7EJrR4yXnIB2mhUWbayae6YkkGy0+uaU7kUz8jtnD0dWHSSoQdZDqmhRy2TMYNRajdfjkrZ16mGidY9neQice9vsVFgiAIYtgYU8LO1KlT0d7e3nD5a6+9NiCnjMmxxx6L733ve3jyySdrlj399NP4/ve/j+OOO27Qc+2PjRs3AojKtrLMmzcPnZ2d8DyvZhkAfOtb38KUKVP0v/nz5w/5/AiCIIjtDy7SLcwP/c2h8Hn8AJnpdJUtMzn0N0nZ8EgJO8f/8Xj8vfXvep9m9kpfDhMlOJitvVNuCKuxYyfbSQgwSrGMEiQAmPfs25i77J1kvxn3jOlGyWKKQKEIU8JOqiwm46wQUmgHiTo28+F8/Tvr9T4nrevEgfe8mZQZsUwpFmtcirVlyxbcf//9eh8QSM1v5YqVqWBoM1MmWw5mnu9s+ZcpCqkyMyXauQ6Qj4WIIP6bR89RxsKOmVvUHZUvqW5OxkmCbYQncysRdpRoo8bt3dKOwI5FIOUSUuMJCQauhaNzrnoO+XuW6d3895UbU0KkWWb275cuw5wVbfH8wlTGTnfbfLw1+zN6Dg/sPx+iIx2InZyz9P30f/64BlbFjecpAFPYk+nw5JYyx6JfvwgACD2B4+7/XHJfcYnD/vopvU8GBm26yvwuOPKHf8fiv23Ur5c8uwSXPXEZgOj6mtSUYvUhyN786s1Y0bGi7jKCIAhieBlTws6HP/xh3Hjjjeju7q5Z9uqrr+KnP/0pPvKRjwxqzG9/+9toamrCUUcdhSOOOALnnnsuzj33XBxxxBE48sgj0dTUhGuvvXaIjiChWo0+HSwUCjXLlENIrZPlq1/9Knp6evS/devWDfn8CIIgiO2Pep+Wby5vBoCadufZ/BiTbAet4aISVLC2dy0ApIUN1AoRJimnCWofLvty7GQfhoGkFCsrWsAPwYz22FzypNV0xo2S3QeQCE+qKxbnhnsifkDmkqfLleqVYhklUlJI+GEk1jE/RC5IxLCcnWuYsZM9R77vww/81LjmsfEgcVCZbiTtMDFKnMzzYGbs6AwgQxRSx8YlhwBgxSJKGCSlSUDS7pxLnrhiKvE9qbQf5WRh0R+syt0j7AIE6pdiMS4hrLhsSwpAJkIOZFxqFb/Mh8DkLaXU9ub5dCwnWdfjel1wAcnsJGNH5BHmpqfv54pxL5hh3xk3WS6UQBCqkx8NHxq5Oca97AQSTGVRK0FLua7K+dS4ZsZO1i1XKLqY1Jv8bni98/WaDB6FWYpldnarh899eLz+h5YEQRDE8DKmhJ3//M//BOcc+++/P77xjW+AMYabb74ZZ599Ng455BDMnj0b3/zmNwc15u67746XXnoJX/jCF9DV1YXf/e53+N3vfoeuri5ceOGFePHFF7HbbrsN+bE0NzcDQF1Xjuu6qXWyFAoFTJ48OfWPIAiCIOo5bTaWo0/es0JOtnwJSJfijIRjZ1bLLGypbNHzA4zwXNm/Y8d0sqQcO31k7GQfhm1ma8dOtiwKQkCG9c+ZFjjquBPM0GQgydhR5SxmS2spJXIsZ4QGC0hutDvPOHYkl+jojMrOJeeweSICZR07qVKsTBaK+fAtIQGO1LYirH/+6wU4m6VlqVKsjOij3EiqDExYTAs7PD7PKriYSYDxdLBv3lPCjhIQ1ByifBn1Qlg5SMTXLRY4VEmVpYQdKaN9SamdK9FuuHbydDRLTOr1UtdUkc3YKU/Jo6krLukLOSSztKjEEAk9qdIxL3Gb2ZZxPjkHN/76tgRgBckyAAh5cu5N0c0SDNXJzfFhp4Uoq5x8kKi6YgkzPNuYG8/ZcMJEyGmrtmFWy6y658Hc1rzX6tGXmEwQBEEML2NK2Nlpp52wbNkynHjiifjd734HKSV+9atf4a677sI//uM/4qmnnsLMmTMHNWYYhmhqasJ///d/4/XXX0e1WkW1WsXrr7+O73znO2hqatJdLIYSVYKlSrJMNm7ciOnTp9d18xAEQRDbJxtLtb/vtxUpZWrcemJNa7lVL8s6drJZM75Icj9Mx057tV2XdAFDdyxzWuagrdqmj8X8KmS6bTIXHJvKm1LrmE6WrLDT0LGDtLDT5DQlGTtCpMJqQ99D6KczdlKlWA3aqpt5OQAQ8AAySBw7ZptqLjmmdPspF5Lp2HGYkwhuSAs7TAg4Ru5LzsqlwpNN4aGmLbVIl4NJIVPCnuDpQGpFtnQISAf8ep6XKqeb3OXXuJFU6Y+ACixG0sJc/c0lJRA7dtT2ORU4rAKCze5YLCnFYlLofBseZySprCRLSPDYsRM5aiRSOkQ8RwDoaJKYVEwyi9QxqK9mCV3X9Nlo6Y7LyQIOyexEpIIEMmKj5SXneqI/TbtwpBAQRmyOJQGEXB+3FL1JO/Zsq3kBVCdEzhwlToVxF7B8R3LPSymjEGtePyTaz02AFSZZOtWOLsxompE6D4psBpR5jrJwQcIOQRDEaDGmhB0AmD17Nn72s5+hs7MTmzdvxsaNG9HV1YVf/OIXmD179qDH+8IXvoAjjzyy4fL3v//9+PKXv7wtU67LzjvvjFmzZuG5556rWfbMM8/goIMOGvJ9EgRBEKPHlU9dOeRjVsMqljy3RL+WkCmxZkJuAnq8HgC1wk49EUjn8WTWPfWOU/GnN/+kX1/11FVDMv+J+Yko+nFuCtKf+mdzcx5Y+wCO/+PxqXXMtuTZttQDdezkrbw+7mKpiGq5qrftbG9Hd1dHattUeLJVvxSLCw4GpsUxL/Ciduexa4TF/6kxF/92Rer4JU/KqxzLSbqZSUCGEsVy3CpbcNhhsq5t2Xrd/sKThRCw7KT9teTptuo85HXPYU14cuY8vL7i9WQZ5/jQ795IlWIJIXR+UuTYieejBJ1YxFClWKZjx1FlcbqbVXLNmTQ7MklYsTrS29Udjc8TYUdYKldIgpldnHRXrGhSZQcouGknmZpLKMKUY6ttxgfB/EnxuY2EHSZUeZoAjG5h0fEm452w9N9RXKUvDCQzuoyJKMw4OlyOoPKQduwIiExXLCAoRIKMLEat4YNqNM5+97cCMMrdRDqE2vz56W7ZH6G9m3598MuT9Pc1jh0Y7jLZt7ATyjDVmY8gCIIYOcacsGMya9YszJkzB5a19dO89957cfrppzdcfvrpp+Puu+/e6vH74uMf/zj+8pe/pDJyHnzwQaxatQpnnHHGsOyTIAiCGB1Mx8tQEcowNa4Z7gsg5SjJLhuMsMMlT3XNGo5jyZZzSClTJR2bypvQ4rRE66hSLLPdufHQ3MhJo9Y1hR3T3eOHPphIMmLAhS7lUduaJWMOc+ruR0iBgl3Q59ALPMhQ1jik1LqOkZOjhZ34Ydlmduo4wZPjZqGAY5RMZbNwstc/tVwI/feTRNqxI6WECOqXYmVLvMyuWMr5owQsCJkSntRy5R4SLMnYUWVGiAUeFocnc8l1jo1ywOiMHbWNBMCSdudMiqQ0S2XNxBk+dlyKFRl2RDRYPF60jUwcQYwlzh917cJ0TlLSTtyC+rNZhgLSspPuWqoUS9/Pltam9HlkiRgmreR9JqXOeZJ+AEiRlGJlu2LBAuLjVmVqggtjmSlOMXCelPulgsttGxZPQpJtwVJleiZm8HJWnM3CxchkdxEEQRC1OKM9geGmtbUVO++8c8PlO+20EzZs2DDocX/4wx+iu7sbra2RBf6uu+7C+vXrAQCf//znMWXKFHzta1/DH/7wBxxzzDG48MILUSqVsGTJEixcuBDnnXfe1h0QQRAEMSYZjtBQLniNsGOKB47lpFwt5kNVVgwx55gVgfJ2XpdpmesNJSL10BmXHRnz21zZjNktkTPX7Eyktqlpd15HRFHbZDN2dOlVGALCGFeIpFYI6fI1HU7cIGMnZ+dSgpHZFSt13IjKqVLOGp6IKmb+iirF0iVoQkSZMcaDtCkQpTpUIS0CmMKOEpPMh3ce8Jr7Q42fytgxOl8pgUgdp+QhbC7hG2Kd5El4cpSNk8nYCRN3EotL0iQkQiZ163LJZSRRGaVYsSQTCVhSaMeO5By+JdHkR/dv5Ngxw5OlIewAMmrbZR6w3gcAWHHOjxLO9GrMisWdKGMHsPW4VuzYSQQ4R+cqa2FIW5cix46QAjbsyNGkzgmXAIR2+wgpUtdUMpaIXmE6yJhbVlQSpq6ZtHTUgCkC2syGsGw4whA/ZSJ2Zn+uhBR1w8zrQRk7BEEQo8e4F3ZmzJiBlStXNly+YsWKrQonvu666/DOO0mL1Ntvvx233347AODss8/WbcofffRRfOlLX8Ill1yCfD6Pk08+Gddffz3l6xAEQYwjhBTD49gRYUpkybpwLGalHtZDEepP+bngNaKEmbFjPoDlrXxKFDJFniwvbHkBe0zdA5Pztf/v7PV7saZnDQ6YdUDNsnqOHfNY2iptmNMyJ7WOeWymCGGG+QLA8i3L8d7Z79XjpoQdQzgJeJAqg4JydKg5inQHIDMYuFQuoVQs6fmYjh0/8FOlWKnjFgK24bqx/AC7diX5NqZIpYQR7diJt9WdpFgSXCxk2lGUdSqZwg4kMLczhDMlcmUVel3M7g7rila605UhGClRQEqJvTaHyXyFgG2IVtN6ArxrrafLwtKlWMqFpEqxZErYEQxa2FGuFDPYmiEpX2JSaj1Oco7AAgI/dpxZO8PLdRsZO0KLLAwWohql9PGq81dpng2rNxEVHSvJMAIsIBZ6eBBAhO3gnhKpDMcVYmFHlcypaxd68aoCbRObk25WErCVkCM4gMSxI2RUiqV+pmUUNBSfm3idcpwfZdtIhwkxcLVOEOCAdxIxSVgWmExEq5ZqEgSezV0yf+dkS7F6ikWseGM1Dn/fgfqcNRJ2ut1urC+tx/4z96+7nCAIgtg2xnQp1lBw4okn4oYbbsDy5ctrlj3//PO48cYbcdJJJw163DVr1uha7+w/s8vWggULcN9996FcLqOrqwu//vWvMWfOnG05JIIgCGKMMVztw+u5cLKlWDzzUJkqm8gYMhqVYuWsnO7oZK5Xj0/e80k8uu7RusueaH0C/3z3P6feU+VB9cJpzU/+q2EVzblmvSzrGjFFILPkSEqJ7y77rn6ddexYzNJCBOc85dgBFzonRW1b49iJ59jW1oZnnn1Gr2cKOwEPIsdOnYdaLjmcIBFnJndVcXRrIlSljiWThQPOI2FH5bEYZWU63NcQJhoJOxISh7wdYNqWXgDAjHe68b4tGeeFUTrkMCfllrLi/BgBgY++HIKr9twhh2MIT3uuc/EvD3Zqh5WAWYqlXCnpjB0lGHGG2LEC7ahR4oW6QkkeT7oUK7AAHjt2wqn/gu6pRxpdsYR25TCdsROPaLhhuOBom3kArPam1HlIBK7EsRMGIfzi7+G2V+OJZYQdVluKZXf1qAuDl981N1lXSFhK2Ak5VEcxde5NYRKMgUkrPo3x+SxHglYk1iSiKZMWwvj82R09+Opv3OTesWxYIhF2phYTJ2CfGTtI/wy/8vLbWHZjklHVV3jyo+sfxT/+9R/rLiMIgiC2nXHv2Lnqqqtw7733YtGiRfjIRz6CBQsWAABeeeUV3HXXXZg9ezauumpoQiIJgiCIHZOsUDJUZB07UsraUiyRfqhUoa8AADOeA4awg4xjx86nxJz+3EeNRKyphak176mHwXqf+psuHAmZdHGCRN7ON3TsmMcVilAHSKt1zRIasxSrrmPHKMUyhTOdsWMEA9u2rdfLWbmUE0gEQnfFyh6/FSauB8YFcmG6vMrcv+QyEe94tK12d8BKHBuoDTlOZezwdClWPpSo6uweDhbWlurVG1efw1gotKTUrpso3NkoK1OZLjpjh0Vdn4CkY5gWdpIsHolI2LGUoBE1wQILdT1TkrEj44ydTClW4Lnx+e1B4EyJRbJYdIpFoGzGjiUT0UjwENzOA14ikNqWnThYmAV140Wd1AIwJaSp3Bt9zpLrpK+Pch+J9M8BEzI5b2EkRHGjK1bqGjMrMeXEpVgyFtmEZUUhzlCla0x34lJduLT4a9uA4diBNDJ2RPq+NMs/s+IxnPS6fTl2VDt1giAIYngY98LOTjvthOeeew6XXHIJ/vznP+OOO+4AAEyePBn//M//jGuuuQY77bTTKM+SIAiC2J4Zrja/XGYydjKlM6arRX3V84jyU1MokUh1mVIlHjk7lxJrPO7VCW6NcJjT8FizYoVZPqOdOubDJ0s7b9RrJZyYrb0btTev8qruvKW2bVSKFYZh5IhRIosQYA0ydrKlWNnMmoJd0OcsFGEqw8aECw6bCx20C87h8NqSF30OBEvEu1g44Q1EINNRlG3zLmTasZMLBKpqDmE0h9T1YskczPsKQCpjxxIAVPeqkMMyhDKbSwRWUr4jGWAbJVMcMul0JQEhE8dOuhQr/uKZLi3o3BwmBSzt2IlKsUIvurct3oswNykSQUMeuWlkMorqlgUANlgievAQwsrDChJHmc3sZC7MAmK3jIiPX9++qnRM78gomdJla/F9FKZFEstw7Mi4dEwJOwJC52hF55hpp5ISyGSQuHC0YwexY4cn95G5T8HSpVgAwON7t8axI9P5UOo9AGC59D3cl7CTs3J13ycIgiCGhnFfigUA8+bNw80334yuri5s2rQJmzZtQldXF2666SYSdQiCIIhthkueKpFatnkZnmh9YpvHDUVtV6wa0SLjAEg9WDUoxVLrekH0MJyzcqlcnVCEDQNSsyLQj174Uc34imyZkTqGesdiCj1CCuTtJPcnW7ZlHpcbutj3hU79WkiBg16u6NemSKFKpkzHjmU8x5r7qRFODGFHlWKpcx+KMOpm1cCxw4RMukFxgZzpGjIIRYh/etMxSrEELCPkeOIzq2F1l/X8dn9uY6ojVSPHDgDkA5m0Gg85bJEE5W7avEl3V8o6dqZuKmPqum5dBpUK+83kB9lcIoyDi4WIumIp3YyHAptmHaS7WGUdO+vnn6zL4vQx+WpO0O9LzuN8nvheCVrQMev9CFV4ctiL0J4czSEMAcn1ukwCYEKXSdkSUQkYohyannwJlh+dk/zqjdj3pZ6kDIklHal4qO7/Bo4dZjirlJATizd+EAWEK4Gz2LQAdhiLNQHHu5p31ffRli1b0NXepe/LKGNHiUvxufHjzmyyCsF79TwsyfQ+3d4KVu28H4JySc9XWMlnuxI54J2oI13oCXzwzX/SwcuT2uZCVK3UddFiciZomQvesN35YITvTeVNeGHLCwNe3+SBdx6gzlwEQeyQ7BDCjoIxhtmzZ2P27Nl1P4UkCIIgiK0hW4r1u5W/w89f/vk2j1uvFCvb8cl07OStfPrBqkEpltqm7EYiQd7K1whIjYQdx3JSeTw/fvHH+vuablrG/uuVYmWFHzOPJ2+lS7EazccNXRz9vJda97DnEgePmbET8qxjRyYZMHGOjy7FyoYTi0SIEkIgZ+f0uqEIYcOu+/AaihBMGCVIfTh2OOf45Oqcdk9IzqNSrHgO817egtzGHj2/vR9/J5W5Ywo5NUJZKKG6TLFQwBbQ13HTxk3w/SR/yXQ5zVxfxIy3u7SzxhZSO3YED2EHSamYLSRCw7ETlWIpkYZhy+xDdVtyCcQNq6JxN+1ysr4WUHpBqEQgIzhaCMC4V8Cno333s8GVY0cEkMyJRKNQph07cSlW0s0q7djpcTp1idPUJ1fgmD+tSWXsqD+blWMn1UZdml3GDOeUEoFiQavi7hm9H1+L3paFsPy4xI8L7D5xT+3qWfPOGrz2ymtxXpEAmJU4doQAk1w7dgJZhuRd0TIpozKxSnRNq21VbJw2Gbxa1ufBFHa4XYD9UlQq5RU59mk7DEEs7Exr3xlWqRAfbtqxkw0L78ux08hxV493et/Bc5ufG/D6JvetuQ/VsLpV2xIEQWzP7FDCDkEQBEEMB9mQY7OMaFvHNZ009Vp5m4KGmUuTFXUAwBNxZx4pgRBw405COTsdnhzKsOEn7zkr1/AT8ZpsHrP7UKYkKytSmesKiJqMnXodnACgElRQCCTKQeJkcQxXTqrdOQ8hjMwaCAmmv43zQ5QDKg6u1U4jIcCs2LGRCU/mgsOSVk0+iVrXEgJMOVWERI7Xz9gJYhEgX43PYyzs6FbcoQALEiHH8dMOo5RQJhJhR0oZCzvKsSPgCKTaYesMHEjkrFwS2MylDkiWkLCk0dmKC1hhImjYXIJb0RjRNYPuiiWFBLcdXTKl3hNCGKVnakH81U/OkXbxiEwploiuexioe08XbUUCieTpjB1mlGJJI39GcAgmwNRUbBaVmZmOnfjPZtVtKrklrSgbR4sXRimWOq9apIpdNXpjC3YY/xzwKGdKhVM3NTfBLbvRfSXVuIm7hwkOqUrHGAAZxqHREpACTjEuvfSCKMcoPkcMaWEHAKQVC3tx3o8f34sWbMggfQ20mMzT93Aowoa/G7Lunr7ggm91l0GznJIgCGJHgoQdgiAIgthGshk7juUMSTlAthRLyiRgGECqVIhLnipfqmMI0eINlxyMMy3s5K18WkASjR+O+hKtfO6nHDImZvtsoDYTxnSJCBk7YpRzRcq6ogkAeH4FOR61Wlfb5sNkf6arKeQhRCD0WJaQOtelpqtYnLFiOnZsKwlPztv5VCmWBatuu/PIsZOUYoFHoko9x47afmJvdF0ix04inDhcwgoSAcbxwlTHopqMHWZk7ITQ+TZWKGDLZH9KYFHn2jxnFheRKyd27EQZOyovSMDimVIslnbs6IydUIJbOXA/uT8Z4vyk+DxasqCXQYTasQMgCk+OO12Z4clKmeF+LFqCgalAZi4gkTh2mMrYUaJVsjl46EMwod1Cwmawhcy4cOLrr7qCCdVti4FJCcEjYQXMSoUyR9dShSWX9PWJ5muBmcIOs7QIVCgU4FZc7diRzMzYEbBkqMvrJItdQ5AQUsISIfKlWKzxQwgmEcall5AWJMsKO/HvhvgeUSKjJS3V9Ct1r5nrKvpy7DQSihutW+P+GyCBCIYl74wgCGKsQ8IOQRAEQWwFf1z1Rx3am32g6StgGACuu+46/f1Dax/C71f+Xr9+YcsL+PELP9bjeqGH1tbWZGPDiWO2pRZSoMlu6lNQUg9LUkqAA25gOHbM8OTAa1g6Uc+xo8QnX/hocVrqPsTVC2BNtSWHlcqL6dzSmepQ1QjXKyPHLe3Y4ZIjHyTlVqtWrtICRtaxY5ZicclrHFCO5RhOEZly7Bz77b+nwpMdJNc8t2wO2NsTo3UFR+h6ut03EwJ5kbgf1jzzIhb/bLmeHwBM6lVlRZGQo4N2uVEGJQWqnT16WXdPN3o6exIxzJivlBKFVCkWhyOZfng3Ox9lM3aKHd3oaN2UhCdLaNeQFFEpVlvbFgCAg13RO2k3oysWdFcsGUoIy9Ftyf3mvRE27Rw5LHSnrFjYEQCTIaSvRAvouQkegpntztX1i8cFswFEYpjgIsrY0Y4dK3LsxOfenXkagtycaJgwhGQCLBZguMWwYq8LoDDbnSvHTqI1RhKVFDwOeDYcO/E5VuHJ0hArgbhCS2mqPBLjRHzcx7w+ERd0LdCliIH3ks4HCv0QEKEuxYokrSgbS3ABr/wnOOX4+gYCksnE1VSTsSMhWbxuPM8gPsZ3ra5gwsbEDbdP22HofFn9PNUKO41+/2SDl7Pce82/4cnWJ6NxM4L2YOCCD6rsiyAIYrxAwg5BEARBbAUvbHkh5RIZqGOHc467775bv162eRl+9dqv9OtH1z+KP7/1ZwBx4CgDNm7eWHcsi1mNS7EymIIMlxwylDo82XSmqOWNxjGPTT/8xwKXz3205Frqblsj7CDTdSuTx5MSKaRM5ceYeG4ZeWmlgqGdMOlQ1dXRpZ1JWtiRibBjlmLl7XzqATTl2JHprlj7rKlCVl09X5vZWqCYsWl3TNqwc7RPGQJcapcHExw5oyMVe20d9l/eASBxSdiq65IAWBBqIcp07AgpYHuhflAulUuoFqvpB2JDEClw6HIwK87YSTl2eHKcNktCuavFEjo2bIrcMnHGDlMP9PE2xe7uaFw2E9WmWYljB0kplhCAsHL6PPDcHIj8LEgp9Tws2RTPF4AIAOVykUqPiVqYM8Fh6YOLxRZdihWVRQFAGAZxKZalx5FWUorlTzsWYWGXaBjOIcB1eRW3Gbqn7psKRJYqY0l1sVKZQDLapwjV9bAglCCo27yrUkQl6CghzQL8+Dh5VPok4m3es7kFi/35uisWD9drkSr0g6j0SreEB6QStKQE5+sTN08QCU48VMKOVacUK/6Z5knZIgDMWV/FxM2VeO4Ce7cdit43lGMnfR766g6ojreR6OItfRLLNi/T62xLKRY5dgiC2BEhYYcgCIIgtgJf+KmMlaQlcSR+NHq4CIIAlUrStWlG8wx0uB369ZbKFsxsngkg6SRj5Wv/d60cJaZjp6+MHXNOQgrIQGrHjtmWXG3bV1csNY76Wgqi8hKfx46dOnPIfmIvpEiVlZmEYQjuJw9oXPKG67p+GTnOUuvmApm4hmSSJcQFBzccMFnHTs7KJecTcVesONw32xULAPLtkbAnhYRjJ9fCdcrIec16nxYArxQH1wqOnEzKWaZ7yUnSzhVhCE+ZDBvVjltKiSaRyQYKomug21EbbbgLHIljh8soY4cbGUYiEdxMx06B2WB+JC4ljh31QB99VV2vbWGBx+dMyKh0SDl2IABhOTpMWDIbsPLRg7ivsl8K+nxChEnJF9SllOABhyWCxLGjOq+rEi9mgcXXLAw4JLjuzMXA4vxkJQoJXZIkQj8q21LjMVvvM/qaOHZEmNxb+jxLDhEqES4pxVKOGpkRQaQuV7SBUB1L5GJTwpFwbORZQbulgKSjlwg4YJRiARJMlWwpwUkJUAGHhDDEr3qOnThYPd4mUAKcZcwPgCPyYE5anFK5PAMpxWok7BQ8DieeUzY0fjCEIiRhhyCIHRISdgiCIAhiK/C5nxITgEToGIywMzE3UZcRAUB7tR2zmmelxlUCjAkXHAWnkPok3Az0zWKWhwkpIAKhHTtmHouQAmCJGJIlb+X1Q5dy7pT8SNjxuIcJuQl1c37UPpT7REjRsEOlH/gQvkjNNxW0bOB5FeREcu6jPJlkW8klvDh/JeRhWtiRUrfYzgpjyrmiW3JzmXLsAEBuc5fep2M7WphxnRLyXtw+WoawAbjxNWdcIC8TIW2Gb6EaC3dB/OBtKWeNEgGQCDsquJhLjibBUq2nZSDhca82z0gKFETaseMYGTtmgLGUMiUY5sBg+VyLC7aMwpfjExptr4QZaUFYNiBjV5hxnWQISDNjh9kAi0KaedwpiynHjpSQRpmRZOY4AkyGUVmVsVB46vrbOmsmOj4JpTAyyaK/fBPVBRJK2AkR9ayPS5F4i55LhBW1MYfpwkGyDAKh78UZO0wLMDwIIwFJOXbU/abcUswGC5OysihjJ76mto18LH4JGZWVaWE05IAIdYcuGTt2hEyEHS0mhRKSJeHJUcaObV4dXSKmS7HU/Gwb4Ml9nxN5sFjJUyKQcu7059jpK58r78uUsGNmfg2GUIRUikUQxA4JCTsEQRAEsRWYwo56kFaChmM5qZyZk28/GZ1uZ7ROEMA/wEdrqVVvk7fyAIC2ShueaH0CM5pnAAC46+KfHuSo+lH73g2tG9DZGY0TyhArX13Z2LGTEVXcilvj2PHDpMW1Ek7UA365mohNJrusOQhBV/QgqsKYlWNn9drVeHPFm3o/b771JqpuNHeBdBixlBJPPfmUHveQv65GoRKN5wc+Qj/psDPjzQ7s93zianruueewauWqaF23Aocj5Z6yA5kIFUKmSrHOfsuB7I3mG5ViJW6DTRs2pUu6YueKyi3JOnZy7UW9D8dy9D59qwonjNwnnIewweBXovPg8EnonfchLbpM8y2UWuJx/SAyR8QPyoHrouR72iFicwlLuTl4iLxk8LzYjcQ5hC/gCz8OCE6umYSMhB2d1ZMOT/7Uc0049r6N+ri77khK0hiXKMT5R1JKbJn/8SRjJxY4hBcLUjJ27EgBITg63nN5EtIrJKTlQIZKgHEgrQJCGYKr/CHl2IGElKHu+FSdcTrcSQfHApsAE6F2AqlSOu4rl1hUFhWVHsViTSzscOEiKD1nhB6HQDw/ndGjzq+f13MBAMlYJBoBCAOO907/kFGC5CL0V8J3vXj9RIkSAYfb/SO9T50JFCYCFwuUY0fAYnZS6uXsBX/qgoxjR5Vi+Sh5/wuvGIcxcwEpk1Ks6PooYUdg9qFrEQSRw8wPtsCLu3NFQpHQ6xZXvg3IMOmYZtlgIhF2HJEHYseO29ONwF2mHTuL/3AQpi1NSlCP/O2RyXmQok/hefPcs4C3JkenIVOK9bWlX8P3n/9+3e2yUCkWQRA7KiTsEARBEMRWYAo7SsRRXy1mpUqZ1hbXotvtBhAJO3wy1/k8HvdQcKIH2lJQwgm7nqDbVnO3ip3aJSpB5PbwXA+eG7cwFhzFrqIWV4QUyFuZjB3lGpAcoRumhB3u85QTSO1THUOpUqp73C3uFHAv/lQ/Fl60c6daQtuGNr2fSqWCMKgfRiwg9DIAmNJWQb4avQ7CANxLHtAKxSomFZN1i6Ui/PhBPAw82GFSeiWFgB0aracFtDOJC45dyhZEbyTImKVYQgqEboiuni79WglRoQwheZIJFPAAIZOQfiKMOU4i7EAwCKYCZpVgEIszogmiME2LKk2SwXPic++58G0GS3XqCkN4kEDscnGEhBW7OYL4mJRgxAWH8ERUipW0gYqQQEEwHQzMuIAjmJ5DIXTQXE6EsZbi9KQrVshRgKW7YvnN82DFXZyEct/4SQclbjlRp6swgMxNhnCmxteFQbIcRGA4dqw8/MCL82IErFg4kTIKGZZhNN+waT7C5nfHTjOZCkRW+TlC5cnABlT5XBACTCbrQgJht+HYCbXwpMrBlPCiK/lSXbHifQUc0wvztFtIyhBSdCNw3fjn3hB2PA7A104gHcatXD+WDQjlBIq63imhBNYk8Oa5Rpln4oJS5154SkhRy2Xyu0eJqFwgP8UFj52BQvgQiH8uwwCxxSo6Dz1l2DzICDvqukg4Ig/pxI4itwohu/V8hZwPZ2OLPnaVvQVEv1fydr6hm6Zr+qGwqrlo3Ux48rriOmypbKm7XZZQhIPqwEUQBDFeIGGHIAiCILYCX/g1IcJm9oyTaSfs8khECYIAPMe1IONzXzt2AhGg2WlO8igCD06QOE6EFLrcJxRR627luqkpxTLDiAWH9GVqvsIX8IPacgd1LOVKfceOw/MIY8dGIAIU7II+FmlJCFck+xFJULGQAg5LslvCMIQ02knboYQdOxX8wEfgJm2LWcDhGM+DzDg4Hviww2SfMgxgCZly3qjjDEWICQHA49BjSyTlTuoctXe2R9tB6nbyXEQts9V+AxE5a9TDtZRRKVbSRt2KgnhhODNClZ9jgTFHByU3CQt+fKtI34fvJMIOCyVcJnWpk5mxE8blZYESdiQH92Kng0TKscPDIPKRGN21HBlfAxk5TFTbb8/z4YhC4tgJBQrS0hk7kjmwQ+Vcic+xp0qxbAgrLl9TwoAzPVpHIHbsqPIqG8LOo1LqjUJ9JQeLhR0mASkC7Z6xwt5IJBIi2l6GsIxSLCk8cN+4QaSMBI4ggGTCqOVienm0nwCwcvE5in8WlADD4xIvoy25Ck+WIUfOaoKMTxqLTgLCamAIQbHoEzuJlPihlga+G50nsxQrlLCYrQORGUIwO5/8HEkBEY8r4vuAq7wfSMi4ZEvvy3DsMEuAh26ybnx/RveR1KIfnBwsEeiuWIIZjh0I2MKBYOreDiHh6/3lgl7IsAn14KJxqagUAtLKwWlhet1tCU/WAitBEMQOBAk7BEEQBDEApEycM0DktGmUsRPwQOdFKHqrkUMnCALIfCKy+NxH3s4IO2pcLxJ2qkFcziRE0rpbRh2e9CfrqhTLCA02M1a4z1PuntALtShkovbdqBTL4jaUCqDCktWxuKEL4RrZOCLJ+xAyCSMGgFKpCHhC5/XYIYcdP6wGYYDADfS4ts9hh4lSYTFLiyjc92BxEXVAArSAwoPoIbsgLC3AcM4xkTOIarRPJqXutqRyhzq6O/R8rdipwiUHEwxMMnARtXQOAe1UkVIiZyWt0pm0IeK8k0hUYVqksIUdCTuxc6UgGHw7cex4jh21NY8mjCokuBs9kNs8yd/xveieCMuJYyd0o9BZARGVmcWCBq+6qNgs3RUrLsWKxBpt7oBbcZGTOaMUSyAXh2tLSIDZsANbn2OPSUiVkYNI2BGC67wg4UyLj0U5dtSDvQ1pN6FU7AIPAjDJARnnvkgGKUMgVA6jXgh7cuRK4gJACEs7dhiAUDt2TIQfhQZrkcUw7gAAEy5EXP7FY+eLEkNUiLJ2z8DSQo4MBfJWQZdFRaVjHkIviM8RSwQcNa7OtwEYHPieG4lPAGScYSNFJOxoQQtRDpXO2AEHYteYDnA2umJBZewoV5BMjoU5HCL04vejUreohXoFNnNgqeMVEhb3tIAcOYoSxw6YBFc/e0EIgVB30nKCXoggEXaYZPrnm0uOJiuvRRfXdxNBWIdRx6Kl3IbwZB7q35FALNiq8yGEDvzuj8GsSxAEMRYgYYcgCIIgBsDyLctx2K2H6dc+9xNnjUgLOyvfXIlyMS2M/PgXPwYQCTtWk6VzczzuJcIOD9CcS4Qdt1xCPkBK2FEPXFxwiCB5rTIslBiydt1abNkSlS+EMuoy5YVJiLAIhH5tokSqxsKOoz/BD0SAllwi7HihlxJ2OOc1obzqIWvqm2342CobJS8q+bIDkQg7QZBqx86CALYqkZESHyieBTuMnRaBDyaBZ599GgCw4tVX4/c9cMnxk6UFHP1kp74+E7mFMA4ytmTkXvGFH7UsFzZ6Sj36fF5x2RXY0rYlOh4JfLDtbIQyRMB9BEzqrJl5G6v47mPt+lgtwTCzO9q/X63ijb1Ox05dJ8T7tCGZrYWPsGk6yk704Cw8H68e8t2kKxaX8JhEWI3zeUTi2Ani7KIwFn2EEAiqge6K9cvfFDG7GN8blSre2vczOk+IcYE8LIQicuwIi+kHe8/1MctPMnYsLtC+0+5aMJDMgc3jXBrPh8ckoMurLEjLhgwDiDAAC0sQzuT4ugGwHMggCQ0Wdh7VYi9CLwQQascOEAk7qhSLCQ/SKoCH0T0vZWiUYjFIGeg8HoWUEjIMwYOXje5gEbp0KOxEL56Lz6NqR6/cLogcMqpEiXdhY/B6vEzAjp0+ycF5CLXLzMzYUe47X8/hiNkfQVCtQkiBqv83BGFcssRVeLISdmy82LIido1FGTq6B5ZyPhldsVQJmuQSqgV7NK6AZZuOHUCyqJOf71bx0V0+h93l7GjVchlu8AwCsxQrFtwEBALh69DkUm8REoEOT67iDXBD/D5+1Xm6HIsLjk+wbv0788QfnYiLH7g4WjG+f6SXOB7N8ORsaWtfNPdMw9pHkjmcePuJeGpjlOVVeugh9P71rwMap/evf0XxwQcHtC5BEMRYgIQdgiAIghgA3V536nW98GQtyPiufihVVGX0IB4EAaxmC6Vq0iK8YEeugaxjJ6hU4ITQAkxK2JEcIkwLO2Z4chiGCINQt7LmHtclSX7op8KTTZQ4UalWapYBAON2SthpdpoTYYd7EF6mFEt9ui95KjzZrvho9oBiNXrws0ORlGLF86t4sQATCNg6x0OgIFvAePywGR9DtRIHGccPiWHgx118IjcQEAlNEziDXzaFnegaCClgw9aCm0T0gKzCkxm3MDGYDj/0EXguqkiEHQiJAk8Cmx1uw+EBhBTwvCoqLbOR4xOjfQoLoeUg9GJRjVngcShzELtwLFUXJQQ8Bu3YcQzHjhfPU5VpCSEQuEESngxgWjk+95UqvKaZYKoEKeTIM1s7dgSYFjTcqgdhZKGwMOnMJaUELBtWXIrl+y48C4lzCTYEsyFDHnW6Ej7AYgFEHZMyU7AoPNkrFxEGAZj0k1IsEbcPD2JhkNlgkoOHQdRlCiGs+E9YJhiAQIsNiqgUi0NKF6m6RCD2yQCQSQZMEJeTqe5VEAy28CFC1c2qDN03PZSwmaMdPFEZVIDQT1xmOrC5osblalU02xPgV6OgZQluZP4ANnMgYpHJhoOq7UauEyGjUGglUun26clxS8nBhYCQEgyWLjmTQoLZEpxX4zV5dH6lQOi5sGDDiUvbpBcAoqrFGsmslGOHS64dOqHvQyLU7jMBDilcve4kb7rumMclR4vjajeNL3yUvUg8Vo4dVU6XDU/O2TnjvPaN7ecReMk52VTepLOxRLkMUa7/ey2LKJchKwNblyAIYixAwg5BEARBDADV+UmRLcViYKlSLP2ACAAhUOWJsGO32NoR4wsjY4cHaHFa9Dh+tYo8j0qcgFjYCRN3EA94SugxMyw455BcRmGiIozKdGKByA/8VD6PiXqgr7j1H2qs0G7o2Al5iIJdSDKBDGFHd5mKH6qZH6IQSBTdWNgJBJwwKcUSoYAbd3yyglBn7AgIODKvhR0eZ83k4gfp5nx0LnkYtf0OLQZHhfCKEBM4QxA/sNkyytnxeOSuySGXyjOSQkZBzpIjL5uQF83wQg/craCEpPW4EqSUaOWEFpiIRAnf9yCYA4k4YFhY4Lajc34kY0pmQOCpeU2KL4ZAYFvalWOLJIcoiM+NNIQdv+LD417iiqrG+UGlCsLcpMQJFAjkLCu6RyAhGHT5V1DywK28fthWbg0pZXRfMycqxwPgBy58iwF+nNXDbEjmQIQBeBiAyQAyvre1a0YJnswBrDzcchHcDQEZ6H0BDJJFpXGRc8OGRAjhBwiCEBI8KcWCBcl4IpzECM7jsrzAyGRSok0shoqqXj+oKsdOUr5kSV+3/5Zw9eYWl7CZHYkniEUv+OAej0uIEiHJj6+dLvGCRM4qwK+68XWykvXja2DFAgeDDZ8F8EM/Fg2T8OTIqWPp8ynj8GTOeVyeyfTxSi7BbAGuHHoyEpS44Ah9F1yGsJWw4weQ0tcCjDQdO1JAINQZWzwMIWUIT5XdMQAizn4SAZqDSejxeuJD43CsEEEYlw7y5HeXDOOW8H7igEwJO9ZghJ1cjchnM+WI8yD9gZV4Sc+D8LauHIwgCGI0IGGHIAiC2OGpBBVUw2qf6xT9YspNY7k5BDx5EJnsOfphJOBRKVEoQnieByuwUBVpx07ZjYUd7qMlnBzlXYgAlZ6KFlVCz0WOMy3IOEEe0zsnQMqoC9TMckuqNCv0ks5XUkgt7FTcShSWHAs5fhA7dlTAsJG0q9ZRc5BSonvjO3p5yrHDA0zkTfCNlttzrCZUY+eJ4zdpgUsg3RWL+SGahZ0IO6HQrbyDIMCUKrR7Bp4Er6oORBIFkQOLc0l4EMDPTYQVyyO2ckrEjh3PsWHzyBGFIATsialSLMYmIojdNTuVbVjxJ/q8CljcQhBG5TWTvCbkZQFu4IJ7HopNM8HicjDHE/BzE3WehyNsWCIqdQlcFyHjkDLOoRE2uOVoF06UxxJl2ISxqGRjWnyuGfzCJPA4E0jaE2GJqLQp8FyEdhOkGz/Ehgysakf3HiS6JkzGjErUoUiWfAi7WbtywDmEEzl2IKNQY6HyeCoupOXA3hxlQjEZHaOQUZ6TZDZsoTpJeajmJ4GF0X0nYUNaFgQPI8eODCBZ3DZcsug1V2VRNmAXEFQrECGHFBXI2FkRiUACMg7FlsqxE/hxjg3XogqTDBJh4gRCJGdIISJhR4YAVCkPw9T8HJ09I1EFoPKClNijXDmAzdv1/VuAQIs9VV8XALDg6B06sMB91c2JQYk1fjV6rQRZKYGcVYAXO3bAGJxCLFoIoAofzFduGYAjCjmXUiJvFbQIKLlAwZoIKCFKCgACQkhwP0RLS86oPZOwbQYRlzZKCB20HLoZYYdzSPgIVeizZSNflTqHistehOp+DAJYIoQbCzuOnQeLS6g87iHnc7THmVV+qQzHCuHHAvkkvwn5nlj0CkMwXgZ34/LEqofp7UlWT8FLfs8BwDvvvKMFY9d18U5b8vupUAKCclqEV7/nKmUP5XJjsaaj2pF07fN9SD8Rk1RZ60BY175uwOsSBEEMFSTsEARBEDs89665F4+ue7TPdUp+CTOaZuiHhP3e+iDcbuWOCfHT71Tx7PPPAojbf1eBclBGR0cHcsjBk9EDheu7sJtsLex43MNezy9GKEIEIsD1116Pt1a/BQAIq1XkRVKKtWvXQnxg/b9BSIGSX8K/uZ+GiB9IS6USHn7g4ZRjR8QPxuVKOSXkVKoV5O28Di818eJPtJU481rna1j+hfN0iZOVKcWa9UaAytsb9T6/vNbRotB7i8ehuTw1WpcHyFlGKK8fYoJIMnacQMBR+TG+j8s2TU5yiEoHoIv9s3643KPTwZSq6lAU4NV9z9UlSaqteBhEuTnlSbuD5Y4EAORKAivffSZ4JRZVJNCz53/C4x4CEeCahzwctjKaj/f8BMzPvQd+PM7BrTZysgkVt4LQraDnkKsAthAA0OxNw9u7fRjSj3KXbAFY8VyDwEUPntfCjgUb3HYg3MhRJMEg4wyRMBbIbBmVbcHaF/ygb2nnwJadT0ZhwnnR8fkuWucdgZbiTgCAaaWdsbB5MdwwcoK8tuDfMc36P9G6ZQ+wcrqTVIVNQOvceZEQBQneNB9Bbla0blw6ZLfHZTKFPaP3eYggDFIZO2EQYstenwKCOOw2duzwIIDgYdR1Ki7FkgJg0gdUByjmQDLALxcRBAEEX4cASWkUmIQIRHyPOpDgEGEI13UhmeHYkRakxSGDtGMHUkTvyRAMUej1hNxE/J+dz9ViiJQ+WByeHHiRAMTjTJy8n8McZwNE7J45YMreOHT2idHU4hIsOxZ2dp/0bhy/8z+CBzzOhUqE0sCNHUfKAQXAYTkEbiQ8tswoY/qBm+I5Szyaey3pfCZLECwSdgSXOHTm8dp9lBMOPrbrvwGGE0hKASE4QtfDu89ZBljRPpvRhEK+oEuxJARC7iPkAULfhQBPhJ2QAzJAuTcubbQEGLcRbt4c3ZITVmPq69H3TtlDkx+J1wCw++T3YLoTiYk+98GKD6KtLcq3qj60HJbF4cWZO5/tOAlf/P56AFFwtVv6A/y1bwAApt29GZe89I/6HM5+eX/YbnSdhBC4+uqrtdDyX//1Xzjl7lP0uru+1ori20/HpzO6DiqIefnGKp7e0rjb1neWfQft1bgrnudDGo6dc845x+h41jc/+vWPBrQeQRDEUELCDkEQBLHDMxDHTikoYXrzdF0SYIU2gvhT7Wpv5G5Yvzl6UAlFCFmWKPpFVCoV5JADj9Npe71eiKrQ4kcgAuT8JgQiyucoOIXEheN7yImks8wE14YlotKg1nIrwlwLcpXof+Xlahl+Jcr9Ubk6IoiCjEuVEmQgtZDT3dONKROnaHeO2T7cDaJ8oGoczruxtBEolrS4kC3FKoS2br3NOcdkbqEa5wflRBOsIHr4dbmLllxLEsobcLQgEbgso925rFQwRdhaXAIPwHKzEIgAXHBwK49mlbHjh/Dyk3VJluoSJMLowTlwCrAQffqfqwh4+WbtlmGsGUBUDueGUVlRjqtwYo5JcgbCMAQXHHkRPViWS1UEbhVS+GBx9kg+yCNwmmH5IQIewBZRx61QhAg9HwJ+7ByJW6FbkbATldhFjh0uOYQXZZ9YiHNpeCTIqHMvGNOaQRj4CJ0WWEF0LWzhYFLTFHQUO6LW5CxyJAFAUIpL2mR0HizOEdiOztgBOIQVLePV+MG3J743rPhBPfAjAcaywWLHDvcZuNMCFoS6ZAqWjdD1YsdOqEuxhJCwpK87QIEBsG3I3hI8zwWEq7tWMWmBMQkeRh3IwBxAhggDDxWvCkAmjh1YELaA5YWQQRB1+EIkUETlSlJnw9hWdL0c7RoKwZg6FhHNPy5FzDEHtpWD8JN24kk3LXUITrxEYIIzOQ4k9wGjE1fo+4C0tcOEMQsWsyLnkZSwCxyWo3KyAJ8FYEHsGrEYOKIQ8ZCHcCwHTiyUqTkoYUfG4cmCS4RxXlDThLhMkeXBLK7b0yPusCWCKC+KixCW+h0QcggE6G5vj3cQojKpBSIOexY2AzfWBTh8VdrIbMQN3qKcMVFCb0dUiiUrbiTseNHvygmhA5aLfv6460PKXkj1e4UVkLdilx0AFjqwYjGxWq2Cc65zffJNeaRhuhNfJYzm5WsXEYevhbBaqmFVl71K3086mQHo7u7W++wP4TXeB0EQxHBBwg5BEASxw1MNq3C52+c6Rb+IGU0zooBgKWBxB0H8aX65Lfr0eNOGtQAiYScoBigFJS3sSFvqcVABKn6cYSMBxysg4JGw09LUglB10vG8yLGTEnYi8WZTTytCuxm5SvSwWnWr8MoeQhmXg4SI2qGLEOVqOSrFih073b3dmD55etJu2HAYeL4XZQLFosrG8kZYZQ8y7szEMl2x8qGVCDshR5O04BWjT+XzvAl2kNPnuMVp0fuyA45maaPsR8KOY7Q7Z6UqJkpLz8HiFTCrCSW3BM/zwO08muNxpScROk3gsduFhaoNuh/l49gF7crIuRJBvgXSjUpbZNyK2+c+qmEVgc2QV12QfIHpudlRvonkyIsmSOmjXHKjjB7hAzJ62MyFefj5Flh+lHHj8EhUEVLEIc6eznVh0oGwHEjXg8tdCMYgWZTPxH0OS1a1sKPCjmXcMltYDlgsEIW+B99pghXGAge3MXXCdGxq3xQ5C2Sgx+HVuAyMNcX3roC0rLh9OI/cLfGDtFDrllT3qiYAFlzPhQgCCMuBLeJzH1gQTjOsMM5EYXHHL9+F5GFs07GjLmeSwWK+zkYCAOYwyKIL3/Mh4Rl3IYPFGATnUZA2swHt2KkCTBpdsSwIR8DyOHipBMFU0DPX3aVYLJyprJWcVH/+hmBwIIUAD2IxJhYFbOZEAcluEDs1ErGG8ah0Tme3SB6JNX4QOXak1OtyPwRg65BjGxZs5kSCnxSw8xzMUcHgDB5CXZLILQuSSbiVKmQYwmY5OLE4pdxXar5AJDBxIXQwd9PEID7ePKTNweNSv6gUS4CHPkLPSzl2wDkEQpTau/W4wmKQbhzibNvwLEPYkWlhx2HROD2lIqQowlsXlWIJ14NtcwTlSOhpEnn4LRMAAJVKBYDQ4dkBy8E2BG6L2zrXqVKpRHlPStiZlhF2mA0Rl8gW/SKmN01PSmRDDl9knF0GbujqLLRsxk6lUonn2T8sZHXzywiCIIYTEnaIcccjDz+MzWtWj/Y0xjUdG0q6K4ZiVdcqXQLS21GFWx7YJ1v1cF97bZvmZ/J65+tDNta2IKXExo0bR3sa/SKEwKZNUVlA2NGBYPPAcwWGgkAEWNX2Bjpby+h2u7UtXuGWAhQ7+xZgBstb3W+hElb0J7Um3ltvQUiBlZ0r0V3tRoEXdNlOXjYhcKOHBLejA9aUd6G6fj3cFSsQ8gB+j68dO3krj4l2VF5T8kvYo5Vpx06hFMDyonDQoOTig7kD9UMLdz34hTlagJngBrB4JDR0bXgLodOMfFySVHWrcMtulOvDPUzsDZAvBQhliEqlghYXyHdFIkpPTw9mTp2p3Uf53kn6mP3Ax8zSu7Rj59U1L4OHDDwWdqyQYVJ7EpDqFG3w2CGw0yYPsGwE5RKEEGj2fdhh9ODlhi5yGyclXbF8CzlnBkp+tG7Vnq2zRVi5ggkcOsjY4hYmWwLt3e1Yte5lcNvGBBF92l8tuwjtZoh4Drafjxw8oY9ytYzqpImAcuy4QOg0Q3jRNRT29Og688g90z7lXbDi6yQ8jp2apuqMHeY0gYcbUCl7CKtVSBHo/BknyMF1BJgfoLurBFs44CiBS+WSCLUYZsHCpHwLhOenHDuhDCF8AclbwbSw48RziYUzKwcZRj8TPPDRk3fhxO4OmzuYOmEatnRtAQ8FOG+HFc8vrAYQYRssWUB1Qw+afAHIuO295wIyAI+dOeWgjGr4IlCMRT8rB4YcPLeKwHMhmQVL5tDW1gYe2JB2M1jI4XmVqCuWrMJ3q+BhAMsCcgU7fhgHbIsDPPnT08oHQNmOupJZAbiTZOwwVobgEpVSLzh8SOlD+AGqvguwpEGVJS20hB2wfQFRLKJgS1iQEDwRdoBI4LSZHYX4xtdCyhBN0ysA5wh9DiGZzt+xYcNhOYiqBwgBCwzdtgshBJhkCKQPGzlIKcGaQrQ3rUZXuR1e4GNabiom5SPRkPsh8oVJ2hUnHBvr7U5wj4OHAqxFgDnafoPC9LcA7qPX70V3k4NSvglesQzhh/CnvwNrRjE+boZVkyw40sZb3W9BODakJcH9AIHrYQ12R2FydN/kWR6wQoRxSWez1QJvp/eAB0GSsaPmxwXCQg7lru74Z6MHXfO7IaouPM/HhMk9uuW6JUNMm9EEP+6gx5iFMAe0rSuis6MdU/MzIDbHjh3ZjE2YC78UjZuHjc7dpwIASqVeFCdMhquyrT0Gy7LhxcJuNT8RkzZF92OlUsH0KdPQW4rOQzksYr/Nk3WZFM9PQBi7rop+Ee/u2EUL4wEX4IYQ9uBz96L9pTej+QmBqSva4MYB5uXubmyMz0G03xI6Ot5CPdzXXsMrxUT0sUSSoQYAr71QfzsA+Nsra1EsFmveL3a6qJbS4tDmtxuPM1Be7i1vF3+LECNLowwpd8WKrR5TVAKEffy91tHRocs4iaGBhB1i3PHXu+7EY3/642hPY1zz/N/eQak7/cv45ldvxqZyJAi8tawNrW90b/X4m665Zluml2LJs0u04DSaBEGABx98cLSn0S/VahWPPPIIAKD897+j9PBDI7r/dcV1+N3Td+CVR9fjgbUP4OF1D6eWb1jVhdXL24Z0nxc/ejHKQbmusNP6lUvQ6XbihpduwIbNG/D2ircR8ACVoALmWVi3Niq98jq6kTvgLMiebmy57nrYgQCvcJT8EsrlMvJWHvuIfSCEQKnSjXOelVq0mP9aFxi34Yc+8i+X8bGWE5L26a7E6r1Ohx9E6zaV18IWUYccb8tmhE4Tcm708F/ySqh0VXRJ12GrqthrbRmhCNHW0YZjqhOwz8tR3kW5Wsa0KdOioF0psed9x+tjdn0XR234uJ7ffbffgbYJE9HR0YrA43ACF3ssjz6FrwZVWFtyUdkNgONfCtE5aQKCUhmlai8mllbCDvIQUsDlLmY8t58+tpyYD2/G+1H2y2hra0Pr3GMhypEQYVc8NIcSldjNw4SDhc02Ors78bX7PwuvEKIlPxVccBQ7ShBOE5xy9BA4rboHNs8+BK5XRvuWdvTMmgJYkQiU8wDuNAOeDy/0IJ1IxKmGVVTDKtbu9X4E0/YAAAg/wE5sM8IwhOu7CKc0I8i9g0rZBS+5ENLTpTiOb6Ms34IdhGh9rQc2mtHOnkLAA4S+B4kQufjXEJM29p08A8wNUK0W48BgCz1uD1Dl8N2nk1KsWJgJPBcyDBHYQBisBBAJOx2515GPS6cs7mBCYRJ6yj3o7i7CD1cAiB8MqxxB5V5YaELpofV4T7cFwIkcO6UyJELt2Fnd9A7WttwF9MbivORgyMEtVRB4HpjwUeB53H777WChA2E3gQUhvN4ucNtBwN+C51YAz0dukgVMUy4LhpwtdOtsAHCao8Bnz3URtNjwJuRR9Itg0gaXa8FCgVJnBwK5CVx2w/Or8H0fYAIs9vdMyjVhX9kMFnB4vV2Y39yMSTketYPXrcAleso9sFgOvvTgSAt+EMBpDjDrvesQ+j54EJUvKmHHYjZsqwBediHiDmZvNHeiUq3AFoAnPDhWLhLv5rZhw06PoNPthOf5OGDae7FgepTrFPghOHNRaIpCr/0JOdyXfwHC4+B+ADnVAcvFooTFYbf0QDb34pX2V/Dq7MlYN30uqr1lVP0KiotuQW7v6IOraqEFP90zD8fK42N//hj8yRPgT2iJnGoVF7+W/wK7Kc4LYnlIK4zLxIB5LfPx6FHHgXs+/FIVXHBdiiVsC+G0OQhK0c9eZWobHjtoLqRbhVfxsce7l0HGrpemST3YbZEHr7cclbtZwIZJAZ65czV6NnbgvTOOg90d/VxWpi/AUnwQYezYsea1Ijz7sej3UaWIl/Y9FGunzgAAeMUQlmXDjcXkV3eZhZ3eigTi7o4OTC/sijXro9+904pN+H/PL9LiDZ81D25zdI/1Vnuwz9P5xLEjBBwrcfhc9/x38eztT0Rz6O7Cux7vgbc5Ej3WvPkm7q8m5bmlUg/Wr78H9dh49TX4xhsb9GtLWDoUHgDu+cu9cKv1H2AvfasVb775Zs37q5e3oXVVd+q9h2+6se4Yg+GyFWvw8MMP978isUNx2223pQLKFZuuvnqrx/Te6UX15cZ/ry1fvlx/kEgMDSTsEOMPKVGq8+kHMXT4lRB+NS2W9Pq9UYkJAN8N4btbL6YEra3bND+Tol9EyS/1v+Iw47ouXHdonSbDgeu6+hMUXiyC9/SO6P5LfgmVsg/PDdFaaq25dl41hFfZejdYFiEF1vSuwcbSRm3BV0gh4L35JnrdHvT6vahWq/CrUalN0S/CDvPw4rIV0VmEbJqIfBiCl4oouBw5kUMpKKFYLiJv56MAZc+DX+7GRJ+hGlQhpUQu7vbkej6sXoGC8eAR+AJuYTpELOxAuODSRShDyKILaeXguPFDjN+LYltRO3am9XIUqlG3otZNrdjFakE+/rl1PRdTJkyJhIcg7b7zAg8Tg2m61fgEOwfBbKxrfROlLhc53omgKWqrXvRLQBCAx91jcpzBzeUQlkvo6mmDJTlyYQFccrihi5Zgiv5k3eYFiPw0FP0iunq6EDhNkG7saqlUYUuAx64hJnNosRg6ezvR4gLcseBIJ2pBHzKAWZjQE/1R6vACqk3T0VvsQqlcip0MsWMnYFFpkReg7JUhrWYwXkWvW0TZKyNwJGA3RXMMAthwEfAofFo4OQAuSuUK0OuDixIgo2tlCwscLiw/QLXiw4rFgUqlCr9SBSBQCJQbxYZj2XBcwO3pAGcMEhY2lDcA5RBSlMGQj89TDpAuAjeAKJUQsigMWEgBrjoRxb9qLe6g2WlB2Sujs6s7crjI+L5xOSTvAlgBwg1RQAGOtKOskt6eqBQrLisqW2X4jgDzIqehhABjDvyeEgLXA6SLlrAJ3d3dYLIAWHlYoUTQ04MQFqR0Uaz2gpVcwAaEJdFb6gUDQ84RunwNAHIT8rA9C9VqFdKSkDbDxvJGONIGGIcdcpS62iPhSYYou73wPQHbEmAychjaVg4tzmRIAXS1rUeOOXDAUXSLqRbjGzs3wrYcBPDhwEZ3sRdO3oddCOFVK/CqAUSUzhNdU2bDYXnwigtRKgKQCJhApVqBwxk86SJnRT8HrBCCOxW08CZUKz5C4YMx1T48hJQcLC6hkhaDIy1IX4AHAex8CCt27Fi5AGEYuWuKfhHlnAVu5+H2FFEq9wD+RFjxBQ9zBRRtCduOy+IsC8JxIIIQYSlAWU5E2Byd67xlA0zq8iCRb0JnDvA9H6K3ikB42rEjAUg7p4ODg0k5VK0ChOui1FNEoamseoHByflASy+87jJc7sK3JYQd/Z4uburGBGcyrLikz88XojlVot/pLJ88RBZLJRQnToVnx6JfaMOybFTj0qeqY0PGHcnaN7ZCMo5y3L2O+RxT5QyUe9oj95QQkLGdq7OjAywMtbDDpUTIkt93Ljx0x/+P8SoVcMHg93ZH+wxD+KrkDEC16qJY7EQ9etva0RGXzwohYEs75dgJuY9id7nutl05C9VqHbdoNYSX/TurfdsctC4X6K5Ut4u/RYiRpbu7Gz09PTXvh5s26+D3wSJcDlHto/TR+HuTGBpI2CHGIUz/MUAMD161Vtgp+aXoIQuAVwnhVbbufwQyCBBuaRtw94n+6PV7UQxGX+jbXoQdz/P0PEWxCN5b+z/64aToF+FVffiVEJvKm7RYqOdXCeH38YfCYOmodiAUId7qeavGsSNKJUjXRWnLBpT8EqqVKoJqAF/4KAZFODyHShxKy3o8sFwLmoSA6C2iUA2Rl3n0+r3orfSiYBfgSAeu6yIs92BCEIUU93g9mOxFooPr+rBKQM7OJ2UbPuA2TYfwffAwBMDBUUQQBsiVGKywAsePxIVyUAYqUfcpn/uYXuIoVHkk7Gxsxc48j0I1ac8+oWkCAhHAj39WrdCBkFFL9CY+QecHTeYWQtvCpi3voNjpIs87Ia0cfO6jVClDhlGJDADkBEM154BXKujqbQNkVIrFBUepUkaLnAwRN2y2RAFhLOx0trchcFogvdgBU/Hh5xzkynGAr3RQsCx0dXRhopuDZD5sRMKO9f/Zu+84ueqq8eOfe++0ne2bbLKbnpCEHpIACRBAQEAEBcGgDwQBRcGf4kNEBUERERQVQREBASHUABJqgIdAIEFSSEwP6X2T7XV6u+X3x+xMZmZLdmc3bXPevPYVZm77zp27U86ec76x+JfB/NZLRTMchFwl+AItBINBTE3Das3YsUUVLMUOMRNPwAOqGzXmxRf04Qv6MVUdS3PGe2kYMTQrjB6NxaeLt9uAKMFgBHw6JiEspbUUx9SwTD9aLB54TPTGaW5oxAq09nVJabhrV1RsEYh4muMZO5ZClb8KJWRgmiEw7TSFm+IZO1YII2ph+P0YagyLePPs+CxgdjQj3hxYM+04NRehWIjmpubWYEjr9Rk2AB1FcWIGojg0F3bThh4IE2luAgxoDewEbWFidiCmtH7oNlDQiHkCrQ1/A2iWq/V1woViRlB1OzGfB1M1sdAJhn1owQhWa2Cn0d+Igg2bzUo2XgZwFbhRYzaikQiWGg96VPurUU0tPvOVbhHytmApOhAjEPKjR0FTLVQUamtrsas2cm2F6Ao0NeyOB80UCIT8rf1n4lOn1zTXoCkqUXRs2Gj2eVEdUVS7QSjoJxSMoWhKa2PhRCNgO9FACMPrxSIeFAiGg2gGhK0IdsVBLBJGsccwbUHsho1wINGguLVvjh7DMnUUtfVxqwoObFgxCyOio9p11MTF4Yiix5yYWnzWu4BDQ9ccRPwh/MEWLN2J6mjNPrG78NpIZqBYmoppt2FFY0SDUYJKLpHWwI5d0zANO0Zr9mrMkYPfBno4SswbJGZGUFHj77uqApot2dcpkm8jpLrQAwEC3gB2exhXa0KZZtMxczzovhD+qJ+IZmEqEA3pRJoC5Gj5aOH4Y4s6nfitfMxQPKCNM4qlx8cXDPjw5hcTbj1HmhHPHou0NAMQsimYtnjGU0ttPaATag3suEMGWk4Jvl3b49mApoWltvb5aWgBM0qk9bFYFsQw9s6WpURoMeP7iQT96GjEPC3xMQG6uvdrUigUwe9v+35oxWJ4AkF8rdPZh2NhFJT0wI4Zw+dpP7ATdNhoCYXa3B/N+JxlGgb+psYefTbyGQaRw+SziDhwQqEQkUiElpaWNssMnw/Tn90fR62wjtnJH3kPl8/FhxPbvlcRPRGJRPjNb37DCy+8QHNzM+PGjeO+++7jggsu2PfGfcDcPz/PiVPG0eKyGFE8it1mPc0rV+DzNKKd4+bkYd/kv58spNLrodydg1prMH5MCcVnn42nPoheG2RNw2eMG38G/YoG8tzG9zlv0Ik4GiLYcpxsWP4+kRNHM6xgGHv0Uk75YiWqqhCJRmlqasI0TbaufJ/ChkKa67dz9On/Q5V/OyeeOwWArVu34tzzIUPP+RGr61ez8MOVXHzmBVRuqKRmy3bKTjuKCWPHMPffrzK8fDA1djtnDz+VuqhJoV1n48ZtHFXmZ33Bf1m9rYAJeeMpUnM5/uwJqKqKZRgseWcGesEQCn0RvKf256Tt+ZiGm9X5uzht/Nks+mgD9n5hig2dkf2PwzmygN2f7Gbol4cy782PyAsMZNgJZbzlXcAPz5kKQMX6JnZs/Iz8iTqNjTYmDZ1MS00Nw8eNB8D/2QLervNzWksDRoEN24SJrF2yiVOPPp5Bp4wiGo1SuWM3te98zIRvno/qdBIrzGXpzH/SWKET/upITs89muY1C7HsKuOn3kT486UANBUdg6PBh3/ZShhzHgA7Vy2nyVfPog3/pvm9PayvDXBKdATRcDnL3lnMZytXMP5rUY5yf4O6TWupHVrMqLElFFbqjBh/MhUVFeT1L+XFdz7ikpgKuk4s4OONBa+xwtfItBNOZaCvnP9+uoWBk4dTpFjM/fA9co8/nuHDB1D5yWt847Z7CX7eTHO0mahdI9j0GWO1cZRVh1j89jI8kU/YPSjAKadcydIFiykvKGHkxOOprFrIvDq4oHgcH1dv4rwRQ6jUK2na1sS5U86lub6e7UsW4PL2Z9KFZ1HhWc+2res5ZcqFzF+8gUE5GqWDiygbczTbNy3GFymnsXYLJ+blkWvuwhU6lpIrz2X10s9pbmxg7dyPCTcaNPUvYkquC9uowTR5VCJU8d6GD/hq3pfZ1rSLk84/jYFFAwF474U3GKX4Ofaaa1n8n3lY2/wMOOtY9uzew/iBx+ArCbBt/gec8z8/xrIsdq9vAmsPK7zbcX6+k7PPOJ2cU09l5yuvYpZOZqndz2kT8tm4cyOnlp7ExkWLOPWk89m8Zz1YbvzeAB899iJ5O7ZTqhYze+lK+rl2UlpYynB1OHX/XktsgMrw808i0AyeL/4PzTGCLZrFSUcPRq34jErzRGqatnDyV05n8J4w9iGDie4xiGIx++1POfWrOuE1Pj5zFfNVWxPm4HNYt2stwbFh6iJ1REI6DTV76Of2EYnUQqUTT06EtRtWYuvnZWudB2ftCOrDmxl38iSaN3qYN/t9Rp9zNKOPHUtg3n+ojoQpKHQT8Oym4uQhDP80TP3wMt7fMJfvelVOuPNu3lz9KmPC5RT6C6hYvZKnP3+dorEOSvKKcATt2PIG89bcf6G54cQNFkbxEPas20ydL8SxgTo+XbiWPbt3s8kF+YrJKMfRhJq3MWWTnXptEJ5VDVg+JzlOOy7TQU1FE0q1wtZRp5FXU8zijavx5Y5lV9EXzNqqMDGioTstSsJlLN+2nJDqprrfTpxBG8tee5H+di8+w0PFlh3oewIMHbAapXksC3Z/xumrVb5+4o9ZveALLhxxIUbeCI4tdrL5v/9FDTbiHHo1lbveZtW6jzi7eTjez+ooUHQiF+sEjYXUz6hgmW0uX6xYTH5kLOO8bhateIfz97jYFc2naMVumrY9gdWyEXfuUDbNXUVTVT0lrjzCzc2EDZMNY86gwF9Nid+Gb08jldEQRb4gVRWfEtnZjE2xE9pZw6NvzUDVizDxQkWIL6pWog8N4nEUYJomxZFhLDy9lOO3rSISjBEszUPP38O6xnWURouI2prRUNk4dy6NjUFCtsWcHhvMa5++zInhgTTba1m/ZCOnHVdCs2sgqn0tM99qJkouHv9nFOSfg9fnwZYzgmBuHc1NboqqXViEMW02bplxC4Nj5ZjqUGLbVea0vMiQWD+qBunU165laCSKrWgPanAgD7/5GL7cAMHyXEZt3knzUV4iNj9lOSOZveQtRsSGkedoxOeyWPb2E+zs1483mmZzfHA31scLAI2SghPxLV+GzVaCWjQAKmp5cd5zjM4bgsVOltEvHmhFx4aCZ/YCVL8L1TaQEnsxn3w0l1EG5Nfs4ihbOZ+/t4oBSimV/ub4F8EoOAuHY1l2vJ4G6kpL8RdpxJrriOa3oBbkMzBf49/vv4ui2TgmeBI5US9vvfIGztwCQv4A0YoYn879PzwlYYblnIRl1YJZyGrjU8ZGnMS8LRhWjLziUbxUsYOv+oPUFO0hkOOj+DOVfj6DcNlarDw3lXOeQI35sbkUHIaL40OjWRiZQ1nuaWx7YQNOauhXZlJfW8b2uk0U2gvwFis4P1xIxbApTFGhRavk45VrsdQAPnc+a4eNIFpTyxiGYQ6OUjl3PVGzCMdoldLGfqz7NMaJ/nrWDFBx5hbR+EUj0V0N6IUjaRpTT4seIDq6nLxtUbZVbsJreVDtJaz470qK6mvYU5xD0IzyxewFVFh+fKWzqN6di/ryw4RDQfCW0887iLqPl1CUM5iQbrFr/XaG2keyw6gmpod5ePZsNh9TzQkehU1NO/C+CU0N9YSLprLkxbdpyYHmsJsCTae6YTPRwsEMDOSRW9lEpV5PNDqSIdZWlj67EE+/Spq1FeTnDOD6dZdR6zKp6g/udRsZGohi37aJyk1uml6aSVQJYUbcGJbJ668/xY7gWkqbjiNYuYbl5FBU1EjDNi+Rzz9jR/8yYsdsYsDio5m9ZiH53hbUsElTXR3BAjst7mHUDtBZ/tl6VHuEFepYRu0OMf+VF1m1aztHj5qIvzmEx+uksXAHEcvg7395mqBLI+Tx4PApfPbZp2yt2E1jQx6DxqyntraZ8dEg5ZadNXP/i1qk8knZFvzv1/MVpZSgLUCltoRN75QS216DMxLEV2cQi4UoJERwsIPX//0RF8xZSEv5DkoaL6TuP5uIrK1m7XFDOfmdZYRKL0KJ7aaipJSN8+dx7LnnMTY0nHXFe2ipDVI9t4FNg4YwuGIP65avoWbY0dhb9vDhSx8xdIjG8OEjady1k5d/9UcGnjSWN1a+yvSpD1DU32L7WWPIq6pg5X9qqfR72BY1eOnBf7Dl5GsYOKSFXYFtLPvwPQap32amZw3OogDTxlxMQ1MLw+e/T20O8OXziDT7eOW59zh/Qhm+jUHmNu3knY0VXHHa1zjqmJOwTJNtcxZTPelEHIuXoZdFmHLyRexctZz/LNjEFm8zX3JGcNpV3t2ygy9ddBnl9jwCjgiqkcvA04/D8K4nFAqzYeluNu/YQCji4+xBQyg4ZgR5QwayffYHODQ7O/NjnFx8Cs7RRYTCPgItzQwYMYoPl3zGGNcxDBxtMfOZvzN56Kmc+I3Lkp+pjzrqKBobG9E0jca6Oppnv8vQqdewZc1KNHcpg0oVyo85nvf++R6jhyqMu+JyPp71LiefezZF/QrSvkP8t+a/jCsdx5Ln3mLUkEG8W72SK781jX458ZK9LVu2oKxaxVGXf5PILi91EQMjspORE04GILCpiVmz32PaLVex5sOlFB9XTlVVFVOmTEkeY3X9akYWjuTlt55hTHMMl28Ax3zv67gdCl+89RzHHf8l3BMmsLV5K9s+r+KCL0/hvQ0VlObXE/vCz1mXnpfcl7cxRP0uHy0rXmbs1CuJ2It46dPX+UrxSdgcEHUU4DJyGTW+FID6xdWssLdQXtXAwBydHSEVjzPMl798Lg/NuoMpZ17BlCFTWLfiRQaWn0X/8uEs2P0xY5wx3DnD2FRhovlchHbtYcLFkwjXNBLwVtAcNDlu4mloufbk2DYsXMXAkYNpCftwlbr4fPH7RPY0cHrZMbgmnoa7uCQZ2Nm6dSs2m42qWij2BzD8fsjLY+fq1bgLj2Khs4aSpYuprQly7qlf5aX3XuPHd9xC3bYAni2fMeisEvr1O5tNOzaj7Ayy+KgI5paNXPi1r7Nt2zZspkFJUSEV2/fg9rg5On84zpGFyWOPHj2a3Y0B3prxHDdNvZhPnv4HZ116M7mnjmDRgvdZvGUDXznuG9RVbuX4sceyrrmSc6achqoqWIZBcMkScs84I/svr4cxCezsZ9dffz2zZs1i+vTpjBkzhmeffZaLL76YefPmceaZZx7s4e13272NqO8uZltJmP6DXHzQ/DHOhfPxmmG2lrbgzjsO98IwW9SN7AkHOFE5htpPZlF89tns+qIR16YmFlXMIqZGufDsb/OXahuqMZ8hy8IoWoSK15/gsStzuea463m3ZhyP/fPvaEePQQ+H2LJlC8FokD0v/hM1Opx6w8eg5kl8VvFUMrAzf/58Rhf/nUGx7/HmljfxrMvlo8b/EtoTYSReFkfmU2pGWfPem2w94WT+NesN5n73OZbGYFSpn0U7N+M8ah31A9/lyc25fGXlOYw6bjTDJ46hoKAAvaaGilffYOexE3EGY3wYXstTG6/D0st4dswMhowexRdvNRAau5a8pkr6j8xHKxpN5OMK/Cfnsey/aznWDDBws58dOcsJnn4xbqeblR/tYteadylyVrN4hYH7aB+VG9YxfNx4LMui5p57mHPOl8lduJJgiY7dF2Ljrj24dgYZdMoo6uvr+XzBYo7/bzWN2lvkDBlC9RA3+oxZHD3pdm7+4u8E1o3lbOt4jNUfUnvqWQR/+1t0dxGbJ/2cYTELz9xP4KrziIaC/OelGTQf20C9fy2+igJ0y6R+SwMNu09g+Zw1RMqaqVg4h+ZIHjtCNfhW17Pm0oEMnlnBDX//F8uXL0c79kTeePJ1RriHMgaoqdvO0tlvs+yoSvIimzhtw1co87lZEF3MeKMYc+sqtsVirN+Rw5TZ/8fG709Dfy/ITmM1zYEYoze/gG/cbUyIjGGtbztN0QW861/BD34wmJWrV3K0YzARt8KKDXOoqRzAAptCdI/KK2Wvs2vgVvpX9MeBA099LQ1zZ3PZsJ/Q/P52Fle9SI29EIcxj01ba9izyUPB8DAnfO2brFq2GGPnl4j6V2EpXo5u+pz8IbeTc14zxpIWTAXWzP0vDn8JlS6Lcfl2Isc3sLFpAF7HUrburkeJNlNHFUuGLuHSyZdiGAbLNyyjassajr3mWqr/s51dzSGMho34AwEKBhhsHbKBLfPe4qyvXUfUcrBk9g5UazbLCBP+1yxO2LGDglEjaJrxPFtPHEBtzOLd/M/Y9PkGwrm1bN+xgzEVI1mw/l+MPXoq4WCYL6pWMXj3JspG3MQf63wMbfw7I0pG8A3zGzh2FRLYuIWd9hbM6kH0n/s2W/oV0GJTaTj1ZAZpH7GlKopVFaR59Id848MWck87jcCKAoK5dio26qjKM3jWONlyypeY+NE71JxfwNrARmp8NexRtxENGeTtieBUdtB08mLsC8ayQt3Kjvq1BEvW4Vu3ieGfX4bq2E71MUOpmN9IeGuQGscWFHSaX3mFxaOP4iRyGb5pO3eGHuO11b9l1eb1lDWMwvr8z3Dn3axftYiTtpXxNdcVLGrYAHod6+tDGP1ULveMZ8WocSwy/8PE6tMoN92EbOXsWrmbXdvquE4bxnsWfP7pp/y3NEzOnjDnFn4Zy6zmlMoiNhw7nNDaGOF8OwPyc1AVjU1Ld+BoHkrdYJXyeli2Yj27B53ICtsD1BpncL+ax0BHjFGhY/l46cdYuWUsGjOAc9fmsmnufAKhHPTcICuWrITGGP2OriEncBIPf3I/Z9jH0M8q4b8z3yR6VRS7w8bY/JP4ZPUGij0qJxaehJNdzP9sIY5+I7HH8rk8djSeuhb8jhoqKqr5z6sv8PnadZwzfDd5GCyZ+VdOrjR4NlbL0ScfQ3jLIlSHwjCzlKbPKnDaFQbbB+Kr3sWmQJD5k8/jwpUf0983gOAGD+bAMixbmFULX8e2Kf5X6eZPN7BrdS7DHMcRcfQnv2YHVY5GSmwDOFM5m6amegaoJ7BtUAXD1hVQs9ODtyRAfelS5utLuTg0lJi7BUdE5ZNnXmL7nnomjnYxuvRsXlu0mivcp/NR83w+euu/HBUpoMB1Doqjie3zGnGVDWfnlgrO0Y7FX7WHsGsUzSWLsVVGOHnH8VTZVAKqxnuL3uOqwZfTP+/rFO7eRLTxCey2L7E7v4WykI1qLci42AD8hQprtq2AMUHqR5/D5W8uZcG4ekI5MLLgdLbs2YiqlDCsYCCfFwZYuHEtiu1kPt32LheHmnB8vJm8UyYzsvh0qj98juryKZiqyjFbfLzz9n84K/dKdgfWYJJLS3U1pmJQ6CghMGczBUp/7PZhHJU7lNkvvM2V5afhr1jEtQVf462KRqIUYrfXxj+sGw78A/qjEqMx5mXzsDKCRRo14d1U795G6ZAyRmtDeG/+Hsr7D6EweDpl0bnMfvcTJowcjRncQ70vgKuwnLDbyxhlMB5rFwr5hOuXErByCFTvxlDseAaUsu2Ys2j86Cmi5QaNsVqaNqiMbmxm9XEDCRcXsHPJ32l2XEC/aBmFtv70V8qpa9EoK+xPY5ODMu9KBh3rJmicxNLaZVzmvpj3hq/k5H+vZ9e4SymN1DJiwCSeXLWa/kYVzbl+/n36l7ly0escb9fwW4WEN+6gbPB4drkW4C4qpHBrCYq3nu12G8ML+hFb2sCE3Ta2Fp7LlhXrCdlN/lO+nKurx/HWJy/jUj2YOWWsXVhH7oA8YvZ4adm6HXswHT60+q2EBp7FkjWfMEwtxqq7nNxYJTX+OgxbLrXuKlYsWMqk/CnsaFhA2F/DrvVbWFm2jUmazmps2DZuJ7DnJCaMnUzDxv+SV9qfXfYaTGeUqj2fYfY/j4m1hRQ12nDayqhqnkSBZy2lA6NouQ7M4Fz8jlO4xDyTx7X5NKk1vGgN4taAwQkbPiHPuprahx+k4azzcLcMBDXChjfeRo1ZfGlNlNCGubw+7Xtc4GlBsQ/l2WefZcmAUbhstfyP9m1mrt3A1K27GFJeQ1V9JQwpZnNoAnYlwn8+WUw/u8GSxm8y0l/Pqkce4rNQOVNHXM6icAyXOZLqo16lwFbG5KrBfF6+FFd9E5HqE5i75VkuDpzDyt0G/1n6HwZ4CihXdqEpdmYvnIPpNtk0GHzPL6A4fxz5RU7cu/bw4bbnOKr4TJQ8lUBAobJyLfnF9VjmUIKrovg2/x9rb3Xy/T3DqP14J7HKAGXaVmz1AXbPfIkmp40K3WDRay9z7LnnMa3xq8xXt7BxwW7Y5ScS09i0fQ9bm2ZjleQxom4QGxf72aP+H1+54AI89f+l+ItKllpBNmotLJ+9mWFnGPjPbOGULzbw+UqFZmcTy6rqqHvtTS7N/xbLNjYyxJdHXkWE5je38O8hddTlLmDamItZt3krp65bgccZz/apWbqJ0XUFfDHrTUa6LuaFdVvIdwd55a1/8Yv//WN8NrVFLfy9rJazl63Acuzh9AkX8PEz/2Rt1WiM0E4cR59A5drXKDj6BP67aBX9nRrbt26l36hhfOn4IbhbPiYUHMdH/15KvbURNUdnzPz/EjhjEmO+fwXVL7yBt1DDM2QUI80C+n3nOPbUr6N2x1ZyBpXy6dzVeG05TLhsN3fd+xA/++5PkoGdjz/+mEGDBrFx40ZcLhebVq6kZfs26v+znLUrPySWX8ZIo44zb7yFptpqPqzazZgvn8d/l3yKu2Qwp583Ie07xPPrn+cnE37Cjn/PI+ekE3n5w8cYfc5xnD/8fABmv/02X3ptFvpZF+P/rJL/1oVo3v0E3/3r42g2Gy3zdrOzroKtX2zi5YefY+jXjicYDKYFdt7c8iYXDL+A5Z+/R9gaR67Xh7p5M/2NOpYv2MCgdXW4J0zgwy1zafrcw7knTOCRykYmBeZhWxdKC+xUrGti0etbcFYtwn50ETsLT2H7iiX8N1bNqbaJ/LeoFqenMBnYCczZwZJ+25lYEyZWt4HFgwfy9CvP8da7z/PCmrfZXOxhypApfLFoKZ6RBfS/ZDiPrfoHV7q3ceLwa/h84XDUL/ozxqpne/lmtK11eJq3sSjiYXS/48g5rl9ybCv+7yOGjxvHtlANznFOtsx8HXdIY6u5kKFHHcvmvGJOamoiHA7z0UcfUVxcTMGOYkpsbkyfj6BN4/PXX2PAmO9wf9mH/GDW28ybv4lhPxmCTwmxYcMG1r4epD62mLOHbKFfv7NZuGMZJRtUPtLW4Zn9OiedOok333yTYf1LGFlcQEu9F93TiN9djXNkIZFIhA8//JDRo0ezaE0dns8/YZcjygpdZdyHO8k9dQSzFsxkU2Uz9m0DaLJtw14dZWe1QfCECHnFLvS6Ohoe/+cRG9iRUqz9aOnSpbzyyivcf//9PPDAA9x444188sknDB8+nNtuu+1gD++A0CyNBl8AbyiI3hzG4/EQ0XVspkltyE91oJp8PQcFEx0VQwWjtZGWrymC6Y2i+wLU1lQQ1iM0WP3Z7a/C11BP485tFLfoBGIBtvlbMKqriNXUoNntGIaBx+OhprEGV4OfYMSHqSioIQMlHCXW2jvC42nGKIgRrNpATaAGd6wQX6WBFVEJOVRivgC+hno0yySIghoBwxPB3xzB6/UQIYIvFmVZDVj5FnpLmEAslKxTjVVXEzE0orqB36bR4vMQC+hAkFqjnkpvFWZhiIg/QCAYxGiJEKnxkwM0bq8mhoGphlF1E2fMzvaaeNNEf1MYPewn1NyC4QlSsX4t3sZ4gzLT5yO2Zw/OYAvhXCeBSIRAkw9DMfCG/Fi6icfjwev14nYV41myhFh1Nc27NmMoGrmOYvpF3PgbG7BTjMNWRP2GleiVlfiaoxgtUXIUhZAnXhfra2zA21BPyIpA1BnvAaFaBIMefE1hDMOPabOIevvT3FxLVAPN00KNtwpPXS0hnxePx8N2rx9HWCHsKAKgrn4njoBOnq5RE6rD26xT4swlHA1gRA1ynINQLZ1oSxP9whZV/ioiLjuelkbCgRbymqNYpoPi8GDMSISgFaO6uoXKykryVBdNUR8NDZV4AzbshoHf68dhONleW4036MWm2KisrMTr9aLZC3FpbkxPlGBzM7rmoLKuLl62EYJAcxP1tdUEQwpKTEOJhQgGo9AQQnUWU798PU7DgaUCuguH6cDpNzA8MTx7mvA3h2lq8uLUc0C3aNS81DbWAlC/pxbT4SDQ2vfBikLUGcMfCFBSUIzX66GxtoqobhKrqsLXFMbfFI5ft1GNHIcD765deOvr0Hw+AmETh66xaucmzJBJZV0dEctCbwqjhqMEfT50K0bYaSM3EMNuK8Sh5uIxfdQGa/E0NFFgBMghh127duFvjkLYSTjSgk0P4vH4CCoK0VgYu1FIbW0FenU1sapqtBIXseYgRXkD8DXp5EZ1HLpONKYSCHqwxxQqGysJK/F+F7khDXxRwuFKDE+Elt0NmKqON+anod6H4YmQG3RQE6ihucaLTc3DGVDwN7Tg03VimoY/YuI0ChicNxiHLY/CYB6lYQ2tdbYcd0jF1aIyUO9HkTaYsBoByyASidIvrNE0oICQU8cecxDNLcRSVMIBA7tfxekoINedT0N1DX5HFENXyLcX4XSX4HO5iOS40KMqoZBOse4GRaGxugHVykdV8tBVDyF/kAaXSkRpJqboGDhwWXYcqo2W5hZ0y8KbW0ROxElItRGy2TFtQbweL5qlokTcFDhsOHfrhHLcbGvegbfWS8uePbjDEVwUEY0q2Ewb+Wjkugfhr7dQVDuaqlCkFVG5djO6qqHabER9XiKBIFhRLMtPzh4PdsPAFvYTyXFhOYqwFAtDDxJRdBy6jVzVjRqy2BEI0JKfh+XIJSfqJtQUwuXOxdQUWhr92DzxEpJATQi3VoRiK8C05aAZNhQ9ihXNpzRWTENNDYqm4dJVwjl5NNZ50VGo1prwa35sYTeWZqDbVKr2VOEPhOnnLMLpKkKNaoTsMRTFwqEr6H4/GiaW5iJPLSZiMzBsxaC4iezaTUyxYSgQagmSE7KjahqBSBTVpRJRLVTNSb6VxwAddMWkJFKCw3DgJUahlY9hV8Cy8BSoeByF5Ebis4AoqhPTrqFYKjomDlcRht3CZ+Xgsky0qAu7N/5lLs/Rnxx7Hu5qDzENopoB7kIGh4txaDl4CeM0DTZX7AHVwG1zg+kkz2+gaXm4bTkoAYNCinDbbJSaxRQ4iwkbUWyqQUVFBbrmJqxZxDSFECYBtxPsLkJGiKrdW8l35OC0CrBZGqXhMgw1H7dukJuTi25TsGwaYXQMB2iKHSUWwKbHsLQY+WaMSAwCFbuw2TWCapSYowQVBzZDxRmCaNTAHW1BMRQUbEQKTWL4wQjitBdSj4fC3AFYmomp1pDnD6MF/eTmeTACFm7NTY2tHlvMIDcQoNloQHP3R2toRDfD1NGM3+3G8EewqTYCSgzF7sByaFixfJrwErAFsSwnDjSiNhN7ix9c/dDVElqqG8Cu4QoECDvt1NXWENUgpEQoLRxIzG6jwIqXTEbssfh7WssALLcbe8hAjxgY4UJUxcC0acRUC0tRaWppwqd7UdEwdS+5kSC2iEK9swlVcYFiUWofSKGpkKM6KAo60CwNXTXBaCSkuugXVsmx8inWneQbxWj+HDbnBNEMG5bRgt/w4NZyKNBV8v0+cn27CUfCDPS0oNpKCUVshDUDX6AYNAVHzMKpKBQEwnijFo3OHAwlRkFBAVvWb8asr0LXAzh1F76ADbc/RFGzn4a6Ggj6iUTyUC2LcNSPw25gBfPxYzHIUBjoHoBb0bBaZx2LqDHybAXkO3JxRXXyIhA2VFSjliJnCSX5A/A0e+IVc6qKoRjELB0DE18ghqJpeDyeePZkVCVq6Cg2JxG7gmmZ8c8JOfHPc0MsF+5IBD86hYaGHlQxwiYFgSimBY3r1hK2uXCGIwT9QUKREKVGETZTo2pzFTElgtvhwBeOEdVjxBQD3ZWLYjgJeFooKCigzmvRv2wQUU3BrfUn1KLjaa4ihJO8aJBgOIoeM/C1tNAvp5gBODGCBZSrReRb+RjNEbByKMgdDUBldQ35uTnxJuaGgWd3I8WmHdOvkqe5KczNIc+Wxw7PHuq37cRtK8AZc1EZihIyI+BVCLa04KmrxanlM7J4EA5yCDodWHYFy4oSNELozWGiVoht27bh1EPxWRvNEJZqoNgsIo11RCoqsSwLm8+Hx1tPQTgXK2JgtETwNdThra+jOlCN4rcTaInQ3LgTe9SG3+VCby0l83g8aT9GKITDbqehtpaoTUVXwnjq6uLfBbQoAaeDyi/WoGPSWN/c5jtETaCGSm8lRVo+esDEpVtUevc2qW7YsgWX14veFH+M3sYwvsY6As3xXkiGJ4LisNi8egN7aiupqKiIN1/POMZu327yDTtR1UnIaaeltpbGXdsIunKIVcaP17CnGYMo0aYgtapCwBOl0HQT8u4tsfM3hYlFTEImtNRWUN3UgiOmEfI0kRtwEPKHySuKlxmaYR1b2MAI+IgZJrEgBKwwagRWrlpIzAXVgWp03YcVHY6vMX6c2mAdtZEQ4UgVoWYdK6pQoOTQuKsWvSlM2Gfij0bQm9NLnIItjTRX18S/G9VU4Q5pRF0mIZ8Pj8fDtvwSqhqb8Hrjn8lbWlrQQgGUnBIMnw9vQz2+pnp8TWG84VrsHi8nlpfTZPhwR+xs27qdliYvfqeTUCB+zvyxMNhVzIrt6EE/Ho+HaDSK1+ejetdONE1BV3SM1slYEscGaGgI4FSj7NiykagjBz0Y/8xWb7TgcrnwResotNx4vV5yQw58Ta09waqqiB3Bs75JYGc/mjVrFpqmceONNybvc7lc3HDDDSxevJjdu3cfxNEdGHbLRQs6ATOG3+MjFouh2zTswTD+oMmexp3xomcFdKeDkKpDiw/LsvA3hVGCMZRAjOb6anb7arAUlapgC77Gevx1dfRr7etaEQpR0thA1O/HjOkYiorH46GppYlCT4yQYuDUclGAXFshvsYGDMMgGm0ADQI166kP1ZMXLcbuLSDXyCGgRFCjOp76OjSHHd1mY/jAISgmmKEYzQEfuholZGhsbALVpWIEooStaHpgx+5GRyVmd+DW3ZjhGGbYT7Ploaq2Hn+/eoxYjIhuYngiBFpnQWjZ1oSpmUS1CBFiqKhU1FcAEPBEsPQgoZYY7rBG9eaN8dpr00y+oJW0NBHQTEKYRAMxsCCghDE8kfibbsCL3d0Pa9169KpqAnt2Ec3Jw645GRLoj6Ub2LQSlJwS/OvXARBU8nHoJi5NJRyJBxq8DfWEg34Uw0ILx1MpsSCgh/A3hzEVPygKwUABIb0ZUwWHP0RLfTxw4Wuox+fzsd3jpVTNJeKKTxHb1LAHdxRyQzZqjWbMmB2nZiNmhdAtE81VhKKYaOEIhRHYU7uTkALBUAuW4cOuF6BoeeQrA7DFh0Sg2aShoZ7+VgFNlp/m5gYirf1NYtHWNxZ/EEM3cKgOGhoaCIbCRI34NMBELfSIiWGz0+j1x6fcteegB/w0NdYSM+yYioFl+ogYBmrAhWJ3EdrcgK5YqIaGk1wKVTeFhg0zouKrD8QDMcEIDtNGVIkRJEpLU/xDzs5N8elNYy4XLXt2Y5oWYXv8wh9SOBBvyI+3pgbF1NCrq/E3RQh6I3gaG9BMO8VFRQTr6vA21GMLhYm0fuCurqnBGXPSFArF+wgYFm5bAcGoFxWViMuF016IaemURSGi2WiINBDe00i+FSbfnktFRQUxr0lMyY+fYbuDcDhGwHJhKDE0JY+Whhpi1TVEq6pQNIWgL/4BMBywgR7BFY0SdriIGGGcEQ1vyEtUjWCqBnkhG4rfIhyuwmiJBygBwrqJt8VEDekUhvOoDlTj90VBzSUv6iLaEMBvb+3doKjYbMWMtQZit7kotgbiijShAIGaSpxBcEcc6OiU2goJKWEMWxC1tV+ClZ9L2GHgNF3oufEpwWMxE5fuxu4qItftxu/3EbIFsMXsuLU8Iq4iwpqdsMuOoYARVckL2lAMCPpCqBSgWDmgxLBCEeqd8R4PmtGEpdjRFR3dZhIJRoiotvhzYdoJ5sSvQ80ZJhyJomChRQrJteVQ5i0g6nCws3krXo+P5k3bcIeC2ClCNzTsqgu7okJuf6xAvCeHohrYFRue3bVgs+F0OtEMHQwzOYtUni8Pl6kzwBlvzmo5B8R/FYwAfiWMpYBbK0C17GxrasbndmPaHOSa+egRE5fbjepwEfBZOAI6VtSH4dMozhkI9vj5VCwVJRaDSB75Vg4t9Y0YNpV+5KO73NRUVGOiUWMFsRSLGM7475miUNPQREswTD9nITaHC8u00ULr70dRAUSjWKqJYXPhcOQRUwzytQJ0ewGRXYlGqAqmJ4pbd6Bodlo8Xhz9HERbZ6QqtOVR6lcw7Db6hfvhNJwENJ1crYCYZqFZGj6XgRmygwVKMIqpKoTV1t4iSgzL7gRFIRZx41BM8q3C5HTdefYiXFouOS06hhq/M5hXxGCjBJfmJugAm2mwubEJlPhxFXs+uf4YipaHW3PhitrIUfLJzemPqiiU5OQTs6LY1Gg8sOOwgwIxRcWLH4873k8nZpo011WRr+XgjBVhqVHyo4WYWg62GPQrLCSqgWm3oSsGIVv8y0KLEsAZUzG1GEWaSsSMEdlTicvlACzshg3LVoRN13BFVWKWiTPcjGlqWJYdo0TBNAMYYT9OWz71ZjOFhcWYahRDC1Ho1zH9IVx5PhyRfOyqgwZ7C66wQZGvBdOKoSgqAzx+lFgQv+VHsSy0aAy74iSghLG7cgmpMXQzl5AWIqQ1Y+HEqdqJqDFyYiZhZzExezGBYADDrtDfZxHKcRFrCmDabQTUCINL4yWx/c34+5tpNzBtDiyrFN2VgyMMehiwNAxNxdI0YqqBiUogHKQp1kyOLR/TCqGZOm49hz1aC07DhakqlOWWkquA21ZAccwJpkVMNSkmShQn/cIKOUoBRbqNPApwRIpZ7/YACo6YD1M3URWVkphGQSCIoXgJKRblrbPlhV0lhDWVSKgATNCUeP8uR9RHc3G/+MxuioWhRdi5qZpwUw3OMGiWiqXnkusLMqiplsZIGDUWQA87sQCdCKbLRk7QRhQH5YqdYUVDcSlKskeYbkGRPf6e3i+mURTRCChhRvTXyLcX4nYXEPVFCCiRRM/qpEhThMLCQvxBL8X+EKrV2oza7ohfk0qMxoZqVHcI1bRTruVRYMT/2JKPimra0S0LZwwiNhsN1dVYqkphKEBIVVm7cS0O3YmigL/eQ0QNU5CTG/+0pagoFkQcdjDtRGJRHC4XDc027AUFmJpCodqfaFTFH6wkFM7HZhrErBgmCoHmJgYXllGoOsgx8hmgFTFQKwcgFzcW/YkaUXZW7MRRUAAK+JsbaajykGc5yNXir7MlBfm4FTe10Saq124k15mH3bLjDUQJEsMWc+BtqMeyTHKdxZS5Csmx8vG77Fg2B9gjhImSYzpBMamrqsJhKliWDd0WQMuJv0aFI16iVdWEA37s4QihWIgSI369Gy1hvI31+BobqAnU4Azn4Q+E2LVzLcOL+oGi0LRzJ7FYjGAwmPxy7vF4sMIRtKIiPL4WjJw8UCAYClFbVU2T6sNSVaq2bsHUNBob286eVBOoYVP1JkrzS7FZLkpyc9iye0tyeXDXLlTLIrqnAaMlQtDTjGkYySbThj+Cqens3rqLKm8dTfWNmGZ89ruEhlBDPLCDG93mIOKy0VJfT0ttLUG3m1jrH5sDDWEsxaCpuoVGu4riVygzi2iubEjuy98cQVEgplp4qqtoaG7AYTnQIjoKCooeQ1HiTekTwQw1EiKmWpiOQnTFZHjZEBYuXAj5NpqCjYTD1RAZir8lhm7qtEQDNBk2wuFqDF/896zQ7sZf3YLlN4hEVQwsfA3pE1+EA814G+rwer201MXHHHWEicV0ahqbqM/NxxuM/2E6HA5TX1+PZYSh/xBMnw9fYz0hXzMtjWHQmygIRhnudtMS9tJfLaBqdy2mFsZSVYLVIcJhH1FLJ6zFyG+sJUdTqa2Nf+4PhEI01VSjEu95ZrT+odjj8ST7PLbsrELBorGlGRSFgKET9QdpVALku/LRnQHKjCIiwQj5ugt/67Tqsapq9NparHZm+DoSKFZvdSgVbVxwwQVUVlayfv36tPs//vhjzj//fN555x2+/vWvt9kuEomkdQn3er0MHToUj8dDQUFBm/UPZU/e8nuaCi0KzBx0S0cFoopBjumIz7SBSkwxsSkaLWoQh6WRa8SXZSO+lUVI09EsFRVwtE6tqioqpmWiKhqm1dEvvAIoqIpCRNGxsHCY8RdJAF2zcBm2+AcBNYrT1NAslcQnEkW1YVg6EUUnJ6VBpNH6CT6mmOSYNmJmFLvqxMICTHTFIqqa5BoObKod3YyhKAqmZRDUdJymDU1RCRPDZWqt40z91U00iGxfSDMpsXLxEsRp2fArEdw4UEzSznXiw5iqqBiWgYKKqmgYViy5hqZomJbZOvb0l4+gppNvONGIP59u046uGKhW/I3OxMJhaigKqFZ7403c1/ZlSVNsmFgYGERUnTzTRZQYEcXAnTzXqdvHP1ymjx+Cqs646BAW52ynSHehoqBaCiFVx23Gv8iF1Bgu00ZAi5Jj2rDjxLJ0wMJQwLJM/LYYeYYDE7BbCkE1htOyoaU8LqU1dm5T7XiVYPx6UTQwLZTWD79G67UYUmPYLQ27pRGyQpg2DbdhI6oaaKaKqVg4LI2AFiOmmOQbDsbEBvKFs5IcI7WqNn58I/7kElMNXG3OD8l1Gu0h+sfcaJaCoqj41TBYCioKiqLgMNTW59xI7kNtne0lft/efYZVHbulElRjuE1H67lo/d1AIWbFsCm25DYWYComUcXAgY1BehFVWnPaOUylKyY2SyXc+pji14SR1kwy8Zz71CD5upOwZuCyHJiWnhy7YaU384tfIwYO1UnECtNgD9E/ltt6TuK/h7pi0WQPURbJJaIa2C0NBYWgpuMwldYxx/evoGJYMQzFar0+7fHnA4WoopPTep0FW6+z1L+w2FQ7hmm0Nmo1KI3l0mAPElH15OtN4lo1FBM7dkzLJKRGsVsaWCRnt0lcg5YKISWG27ChKPEvVi7ThqmALf5ME0Mnouq4DQft/f7pioliKegqOM34a15Qi5FjOdAstc1rqqpohNR4E2EdCwVSXhPbXof9Yi4a7fFpqFVFJaBEGB0qZnNOE06rNQihmK2vf+DXYuSYe3/fNMWGTvy87X39jb8OxF9DNQwVbGbr82SlHz/9dWTv2dsr3ji3yR6mXywH1VKwKTaiik6U9Nf7xHZBNT5GRdWIoaNa4Nei2E2t9bUm/TwbioWm2LAskxgGOcSniQ+oURyWhi35WO2YltH62h2/RjXFhmHqbd4/UoVUHadlI6jGMBXI1W0YqonDjDcJNjEIKTE0S4lfS0BYM3CYKlFFx46NsGqQa9jwaGFOCg9io6Mu+ZwArb8bKibx5sYWiff81ia+li15bSdoip1GWihU8jEtI+157oiqaPGm1ZBsxr337Cvoiomuxl+jnNhRTVAsE0tRCWpRciwnmhXP+gAIarHW3y+l9fdWR1FUHKaGoVg4sTEoks/K3PiMjSWxHGKKgcPSUCxapwrf+9obUePvny7LRiQWwG1zE2sdZ0zZ+5oc1GLkmzmYlonSGnCJEiOsGuQZ9tbHE/+dMDFR0bAwabF8FKh5GJaBjfjvfdvnfO/12/YaT7w2x8+VikI0Oa7MzxPp12lENXAbdnxatHV/e99346/JJntfki0UFKzWZQE1gs1sbR5txV9Dck0HISVGkZVLmAimZWJiEVXj5zfxGpoYR1g1sGNDb/2Nd5s2VEVrfT+Nv85rii3ldyQu8ThjionT1JLXiabY4tk5GDhMjbAao8TMI2ZECNstHIaa8n5qoqDgJD7NfeI9Ltw61oAaxW3a0azEGFobxSffM8205ymo6jgttfVzZOIzmIJNtaGbMUKagd2Mf0ZRIPn5C5R2PifHP59ZloJJFEOBRnuIAbE8TMWKv64o8XPrtOKvz6YCuUb8vcTR7u9c62uLFUu7L/HcRhUDjfjvu93a+04WU0wMxSLPsKOg4NEihFWdQt2BpShEVQNdMSkwXUSIYbPUDl6D4zRFi39e6OCz+97ne+91BwqWEn99DBEhx7QRUnUclpY8n6mCra+PidcmEytt3XDraxuAZimENZNR4WIqnB5syadi7+8VWMnn105rk32F5POnKvFm5YZqEVZiuC1n8rOGw8wcXUefjVtnWlRU4t94TIJK/LOkoigoZvo1Ev/MZSVfkxU0LAyCWowzPENZmVdDRDWwWQph1UBDIc90pXxmyhyHQkCNMNZfxNY8Lyrx9w6T+O+JTbETIpJ8PQ+q8fdKUzHjgWM1/l6fbzjbvZ4BIoqOU3GgWzp2K/76F1ENoqrJCcEBbMppJNd0to5x7/nJKYTv3n54Vcd4vV4KCwt79H1feuzsR9XV1ZSXl7e5P3FfVQdTOt9///3cc889+3VsB8oP/nonipr5AiXEwXfhwR5AL/nKwR6AEOKIdfHBHsABdtnBHoAQQuwnh2NXmkvauc8yTRT1yCxKOjIf9QESCoVwOp1t7ne5XMnl7bnjjjvSalQP55ItCeoIIYQQQgghhNjfjtSgDkjGzn6Vk5OTVlKVEA6Hk8vb43Q62w0ICSGEEEIIIYQQQqQ6ckNaB0B5eTnV7XTmTtw3aNCgAz0kIYQQQgghhBBC9CES2NmPxo8fz+bNm/F60zuTL1myJLlcCCGEEEIIIYQQIlsS2NmPpk6dimEYPPnkk8n7IpEIM2bMYPLkyQwdOvQgjk4IIYQQQgghhBCHO+mxsx9NnjyZK6+8kjvuuIO6ujpGjx7Nc889x86dO3n66acP9vCEEEIIIYQQQghxmJPAzn72/PPPc9ddd/HCCy/Q3NzMuHHjePfddzn77LO7vA/LsgDalHQJIYQQQgghhBDi8JX4np/43p8NxerJ1uKA2LNnj5RtCSGEEEIIIYQQfdTu3bsZMmRIVttKYOcwYJomVVVV5OfnM3fuXD7//HPGjx/PNddcw0svvcTXvva1Lu/L7/cTCATS7rv00kuZOHEijz/+eG8P/aDzer0MHTqU3bt3U1BQcLCHI/oouc7EgSDXmTgQ5DoTB4JcZ+JAkOtMHAi9cZ1ZloXP52PQoEGoanZtkKUU6zCgqmoycvfNb36Tb37zmwBcc801uN3utAsoEonwq1/9ipdffpmWlhZOOOEE/vSnP3HOOecAtLnYVq9ezcaNG3nyySf79AteQUFBn3584tAg15k4EOQ6EweCXGfiQJDrTBwIcp2JA6Gn11lhYWGPji+zYvUxN998M4sXL+aVV15hzZo1XHnllVx00UVs2bKl3fX/9a9/MXbsWM4666wDPFIhhBBCCCGEEEL0lAR2+pCKigpmzJjBa6+9xllnncVRRx3Fz3/+c84880xmzJjRZv1wOMxLL73EDTfccBBGK4QQQgghhBBCiJ6SUqw+ZO3atRiGwdixY9Puj0Qi9OvXr836b775Jj6fj+uuu+5ADfGAczqd3H333TidzoM9FNGHyXUmDgS5zsSBINeZOBDkOhMHglxn4kA4VK4zaZ58GFMUhTfffJNvfOMbALz66qtMmzaNdevWoWla2rp5eXmUlZWl3fflL3+ZgoIC3nzzzQM1ZCGEEEIIIYQQQvQiydjpQyZMmIBhGNTV1e2zZ86OHTuYN28e77zzzgEanRBCCCGEEEIIIXqbBHYOM36/n61btyZv79ixg1WrVlFSUsLYsWOZNm0a1157LQ8++CATJkygvr6ejz/+mHHjxnHJJZckt3vmmWcoLy/nq1/96sF4GEIIIYQQQgghhOgFUop1mJk/fz7nnntum/uvu+46nn32WWKxGPfddx/PP/88lZWV9O/fn9NOO4177rmHE088EQDTNBk+fDjXXnstv//97w/0QxBCCCGEEEIIIUQvkcCOEEIIIYQQQgghxGFKpjsXQgghhBBCCCGEOExJj53DgGmaVFVVkZ+fj6IoB3s4QgghhBBCCCGE6AWWZeHz+Rg0aBCqml3ujQR2DgNVVVUMHTr0YA9DCCGEEEIIIYQQ+8Hu3bsZMmRIVttKYOcwkJ+fD8Sf6IKCgoM8GiGEEEIIIYQQQvQGr9fL0KFDk9/7syGBncNAovyqoKBAAjtCCCGEEEIIIUQf05O2K9I8WQghhBBCCCGEEOIwJYEdIYQQQgghhBBCiMOUBHaEEEIIIYQQQgghDlMS2BFCCCGEEEIIIYQ4TB2RgR2/38/dd9/NRRddRElJCYqi8Oyzz3Z5+5aWFm688UZKS0vJzc3l3HPPZcWKFe2u+8477zBx4kRcLhfDhg3j7rvvRtf1XnokQgghhBBCCCGEOJIdkYGdhoYGfve737FhwwZOOumkbm1rmiaXXHIJM2fO5Oabb+bPf/4zdXV1nHPOOWzZsiVt3f/7v//jG9/4BkVFRTzyyCN84xvf4L777uMnP/lJbz4cIYQQQgixD9XV1YwfP/5gD0MIIYTodUfkdOfl5eVUV1dTVlbGsmXLOPXUU7u87axZs1i0aBGvvfYaU6dOBeBb3/oWY8eO5e6772bmzJnJdX/+858zbtw4PvzwQ2y2+KkuKCjgD3/4A7fccgvHHHNM7z4wIYQQQgjRrqamJlavXn2whyGEEEL0uiMyY8fpdFJWVpbVtrNmzWLgwIFcccUVyftKS0v51re+xdtvv00kEgFg/fr1rF+/nhtvvDEZ1AH40Y9+hGVZzJo1q2cPQgghhBBCCCGEEEe8wyKwEw6HkwGTg23lypVMnDgRVU0/dZMmTSIYDLJ58+bkegCnnHJK2nqDBg1iyJAhyeXtiUQieL3etB8hhBBCCJE9y7IO9hCEEEKI/eKQDOzMnz+fn/70p0yaNIm8vDxyc3Nxu93k5+czadIkpk+fzvz58w/K2KqrqykvL29zf+K+qqqq5Hqp92eum1ivPffffz+FhYXJn6FDh/bG0IUQQgghjlgS2BFCCNFXHTI9dmKxGE888QQPPfQQO3fupKSkhIkTJ3LNNddQXFyMZVk0NzezY8cOXnzxRf7+978zfPhwfvazn3HTTTdht9sPyDhDoRBOp7PN/S6XK7k89d+O1u0sC+eOO+7g1ltvTd72er0S3BFCCCGE6AEJ7AghhOirDpnAzujRo4lGo1x33XV861vfYuLEiZ2uv3z5cl577TX+8Ic/8Je//IWdO3cekHHm5OS0WxYWDoeTy1P/7WjdxPL2OJ3OdgNCQgghhBAiO4nAjmVZKIpykEcjhBBC9J5DJrBz5513cv3113c5oHHyySdz8skn87vf/Y4ZM2bs59HtlZhRK1PivkGDBiXXS9yfmW1TXV3NpEmT9vNIhRBCCCFEggR2hBBC9FWHTI+dm266KassFYfDwU033bQfRtS+8ePHs2LFCkzTTLt/yZIluN1uxo4dm1wPYNmyZWnrVVVVsWfPnuRyIYQQQghx4EhJlhBCiL7mkAnsADQ3Nx/sIaSprq5m48aNxGKx5H1Tp06ltraWN954I3lfQ0MDr732Gl//+teTwanjjz+eY445hieffBLDMJLrPv744yiKwtSpUw/cAxFCCCGEOMJJQEcIIURfdciUYgGUlZVx8cUXM23atLQgyf7wj3/8g5aWluTsVLNnz2bPnj0A/OQnP6GwsJA77riD5557jh07djBixAggHtg57bTT+O53v8v69evp378/jz32GIZhcM8996Qd44EHHuDSSy/lwgsv5H/+53/44osv+Mc//sH3v/99jj322P322IQQQgghRLrUUiwhhBCiL1GsQ+jdbdq0abzzzjsEg0Hy8/O54oormDZtGuedd16v10KPGDGCXbt2tbssEci5/vrr2wR2IJ5Z9Itf/IK33nqLUCjEqaeeyl/+8hdOOeWUNvt66623uOeee9iwYQOlpaVcf/31/OY3v+nWLF5er5fCwkI8Hg8FBQXdfqxCCCGEEEe65cuXc8oppxCNRg/YbKpCCCHEvvTG9/1DKrAD8WnC33rrLWbOnMmHH36IrusMHDiQq666iquvvpqTTz75YA/xgJPAjhBCCCFEzyxbtoxTTz2VSCSCw+E42MMRQgghgN75vn9I9diB+DThV111FbNnz6ampobHHnuMMWPG8Le//Y1JkyZxzDHHcN9997F9+/aDPVQhhBBCCHGYOMT+limEEEL0mkMusJOquLiYm266iU8//ZSKigr++Mc/4na7+c1vfsOYMWM444wzDvYQhRBCCCHEYUQCPEIIIfqaQzqwk2rw4MH84he/4LnnnuOyyy7DsiyWLFlysIclhBBCCCEOA9I8WQghRF91SM2K1ZGKigpmzpzJyy+/zBdffIFlWZxxxhlMmzbtYA9NCCGEEEIcBiSgI4QQoq86ZAM7DQ0N/Pvf/2bmzJksXrwYy7I45phj+N3vfse0adPSZqkSQgghhBCiM5KxI4QQoq86pAI7gUCAN998k5kzZ/Lxxx8Ti8UoLy9n+vTpTJs2jYkTJx7sIQohhBBCiMOQBHaEEEL0VYdUYGfAgAGEw2Hy8vK4+uqrmTZtGueddx6qeti0AhJCCCGEEIcwCewIIYToaw6pwM7555/PtGnTuPTSS3G5XAd7OEIIIYQQoo+QgI4QQoi+6pAK7Lz99ttt7otEIqxYsYK6ujqmTJlC//79D8LIhBBCCCHE4UxKsYQQQvRVh3SN09///nfKy8s588wzueKKK1izZg0Qb6zcv39/nnnmmYM8QiGEEEIIcTiQwI4QQoi+6pAN7MyYMYPp06dz0UUX8fTTT6e9Cffv35/zzjuPV1555SCOUAghhBBCHC4ksCOEEKKvOmQDOw8++CCXXXYZM2fO5Otf/3qb5SeffDLr1q07CCMTQgghhBCHGwnoCCGE6KsO2cDO1q1b+epXv9rh8pKSEhobGw/giIQQQgghxOFOAjxCCCH6mkM2sFNUVERDQ0OHy9evX09ZWdkBHJEQQgghhDhcSSmWEEKIvuqQDexcfPHFPPnkk7S0tLRZtm7dOp566ikuvfTSAz8wIYQQQghx2JHAjhBCiL7qkA3s3HfffRiGwQknnMCvf/1rFEXhueee45prruGUU05hwIAB/OY3vznYwxRCCCGEEIcBCegIIYToqw7ZwM6gQYNYvnw5F110Ea+++iqWZfHCCy8we/ZsrrrqKj7//HP69+9/sIcphBBCCCEOA5KxI4QQoq+yHewBdGbAgAH861//4l//+hf19fWYpklpaSmqesjGo4QQQgghxCFMAjtCCCH6mkM6sJOqtLT0YA9BCCGEEEIcpiSgI4QQoq86pAI73W2GrCgKb7/99n4ajRBCCCGE6CukFEsIIURfdUgFdt59911cLhdlZWVdetNVFOUAjEoIIYQQQhzuJLAjhBCir8q6Wc0TTzzR6fJQKMTNN9/crX0OHjyYcDhM//79ueWWW1i8eDE7duzo8Gf79u3ZDl8IIYQQQhxBJLAjhBCir8o6sPP//t//46KLLqKysrLNss8++4wTTzyRp556qlv73L17N/PmzWPChAnce++9DB06lPPPP58ZM2bg8/myHaoQQgghhDjCSUBHCCFEX5V1YOfFF19k2bJlnHDCCTz33HMAhMNhpk+fzrnnnktOTg6LFy/u9n6/9KUv8cQTT1BTU8OsWbPo168fN998MwMGDOCKK65g1qxZRCKRbIcthBBCCCGOYBLgEUII0ddkHdi5+uqrWbt2LVOmTOF73/seF198MSeddBKPPvoot912GytWrGDixIlZD8xut3PZZZfx6quvUltbmwz2fPvb3+bPf/5z1vsVQgghhBBHHinFEkII0Vf1qHlyeXk5b7zxBmeffTYffPABiqLwl7/8hZ/+9Ke9NT4ikQhz5szh7bffZuXKlbhcLkaMGNFr+xdCCCGEEH2fBHaEEEL0VVln7ACsWrWKU045heXLl/PjH/+Y4447jttuu43bbruNaDSa9X5N02TOnDlcf/31DBw4kKuuuopQKMRTTz1FXV0d3/nOd3oybCGEEEIIcYSRgI4QQoi+KuvAzm9/+1smT55MOBzm008/5ZFHHmH58uX87Gc/469//SsTJ05k+fLl3drnokWLuPnmmykvL+eSSy5h69at/OEPf6Cqqor333+fa665htzc3GyHnCYSiXD77bczaNAgcnJymDx5Mh999NE+txsxYgSKorT7M2bMmLR1O1rvj3/8Y688BiGEEEII0TWSsSOEEKKvyroU69577+VHP/oRf/7zn8nJyQHA4XDwxz/+kcsvv5zrrruO008/vVuZO2eeeSY5OTlcfPHFXHXVVcmSq4qKCioqKtrdJts+Ptdffz2zZs1i+vTpjBkzhmeffZaLL76YefPmceaZZ3a43d/+9jf8fn/afbt27eLXv/41F154YZv1L7jgAq699tq0+yZMmJDVmIUQQgghRHYsy0JRFAnsCCGE6HOyDuzMnTuXc889t91lkydPZvXq1dx5553d3m8oFOL111/njTfe6HS9xJuzYRjdPsbSpUt55ZVXeOCBB/j5z38OwLXXXssJJ5zAbbfdxqJFizrc9hvf+Eab++677z4Apk2b1mbZ2LFjueaaa7o9RiGEEEII0bsURTnYQxBCCCF6XdaBnY6COglOp5MHH3ywW/ucMWNGtsPpllmzZqFpGjfeeGPyPpfLxQ033MCdd97J7t27GTp0aJf3N3PmTEaOHMkZZ5zR7vJQKISiKLhcrh6PXQghhBBCdJ9k7AghhOirsg7sdFQalWnYsGFd3ud1112X7XC6ZeXKlYwdO5aCgoK0+ydNmgTEm0J3NbCzcuVKNmzYwK9+9at2lz/77LM89thjWJbFsccey69//Wuuvvrqnj0AIYQQQhyWvF4vq1ev5qyzzjrYQzmkRSIRnE5nu8vWr1+Poigce+yx3dqnZVmoqiqBHSGEEH1O1oGdRBPhfcmmVKo9lmWxe/duysrKcDgcPdpXdXU15eXlbe5P3FdVVdXlfb300ktA+2VYZ5xxBt/61rcYOXIkVVVVPProo0ybNg2Px8P/+3//r8N9RiIRIpFI8rbX6+3yeIQQQghx6Nq9ezezZ8+WwE4nmpqauOOOO3jiiSfaXb5ixQo0TZPAjhBCCNEq68DOM8880yawYxgGO3fu5Pnnn2fAgAH8+Mc/7vEAE+rq6hg5ciQfffQR5513Xo/2FQqF2v0rUKJUKhQKdWk/pmnyyiuvMGHChHY/XCxcuDDt9ve+9z1OPvlk7rzzTq6//vpk0+lM999/P/fcc0+XxiCEEEKIw4dlWRJY2Add1zudfMM0TVS1+xO7JkqxhBBCiL4m68DO9ddf3+Gy22+/ncmTJ+PxeLLdfbt664NQTk5OWkZMQjgcTi7vik8//ZTKykp++tOfdml9h8PBzTffzA9/+EOWL1/e4exbd9xxB7feemvyttfr7VbPHyGEEEIcmizLwjTNgz2MQ9q+gl89CY5Jjx0hhBB9Uff/3NEFubm5fPe73+Wvf/1rr+63t/7KUl5eTnV1dZv7E/cNGjSoS/t56aWXUFWVq666qsvHTgRompqaOlzH6XRSUFCQ9iOEEEKIw59k7Ozbvs6RaZpZnUMpxRJCCNFX7ZfADsTfdGtqanp1n731Rjx+/Hg2b97cpnfNkiVLksv3JRKJ8Prrr3POOed0ORAEsH37dgBKS0u7PmAhhBBC9AmSsbNv+ytjRwI7Qggh+qpeD+x4vV7effddHnjgASZMmNBr+y0pKWHevHmcfPLJPd7X1KlTMQyDJ598MnlfJBJhxowZTJ48OZlVU1FRwcaNG9vdx/vvv09LS0u7TZMB6uvr29zn8/n429/+Rv/+/XvlcQghhBDi8CIZO/u2r+BXTzJ2pMeOEEKIvijrHjuqqnb45mhZFsOGDeOxxx7Lat/BYJCzzjqLH/zgB/zwhz8EwG6386UvfSnb4aaZPHkyV155JXfccQd1dXWMHj2a5557jp07d/L0008n17v22mv59NNP2/3w8NJLL+F0OvnmN7/Z7jEeffRR3nrrLb7+9a8zbNgwqqureeaZZ6ioqOCFF17o8cxeQgghhDj8SGBn36QUSwghhOierAM7v/nNb9oEdhRFobi4mKOOOooLL7wQmy273bvdbnbs2LFf/6ry/PPPc9ddd/HCCy/Q3NzMuHHjePfddzn77LP3ua3X6+W9997jkksuobCwsN11pkyZwqJFi/jXv/5FY2Mjubm5TJo0iWeeeabHs3oJIYQQ4vAkpVj7JqVYQgghRPdkHdj57W9/24vDaOuiiy5izpw53HTTTftl/y6XiwceeIAHHnigw3Xmz5/f7v0FBQX7nBL9ggsu4IILLujJEIUQQgjRxxxJGTv19fXk5OSQl5fXre3aC34Fg0HcbjeQfcYO9N5EHEIIIcShZL81T+6pu+66i82bN/Od73yHBQsWUFlZSVNTU5sfIYQQQojDxZGUsTNx4kQefvjhbm+XGfwyTZPc3Ny029mcw0SPnSMlsCaEEOLI0eWMne9973vd3rmiKGk9a7rj+OOPB2D9+vXMnDmzw/UMw8hq/0IIIYQQB9qRlLETi8Wy2i7zHAUCgU6Xd2e/UoolhBCiL+pyYOeTTz7pdvpqT9Jd2+vhI4QQQghxODuSMnayDaBkniOfz5e2XJonCyGEEOm6HNjZuXPnfhxGW9/73vcoLS0lJyen3eXBYJCGhoYDOiYhhBBCiJ44kjJ2sg2iZJ4jr9fb6fLu7Ff+aCiEEKIv6nKPnYkTJ/LBBx8kbz///PP7NdgzcuRI3nzzzQ6Xz549m5EjR+634wshhBBC9LYjKWNHUZSsH2tq4Ka3MnYSYzpSAmtCCCGOHF0O7KxZsyYtQ+a73/0uixYt2i+Dgn2n78ZiMVT1kO39LIQQQgjRxpGUsZNtEEVKsYQQQoju6XIp1vDhw5k7dy5XXXUVmqbtl3RWr9dLS0tL8nZjYyMVFRVt1mtpaeGVV16hvLy8V48vhBBCCLE/SWBn3/ZnKZYEdoQQQvRFXU55+eEPf8jzzz+Py+WioKAARVG44YYbKCgo6PCnsLCwW4P561//ysiRIxk5ciSKojB9+vTk7dSfCRMm8P777/PDH/6w2w9YCCGEEOJgOZJKsXqrx05vZuxIjx0hhBB9UZczdn7xi19w0kknMW/ePGpra3nuuec49dRTGTVqVK8N5sILLyQvLw/Lsrjtttu46qqrmDhxYto6iqKQm5vLySefzCmnnNJrxxZCCCGEyNZdd93FPffcs88y8SMtYyebIFZ7pVh2uz15uzuBnQULFnDmmWcm9ysZO0IIIfqiLgd2IB54ufDCCwF49tlnuemmm7j66qt7bTCnn346p59+OgCBQIArrriCE088sdf2L4QQQgixP9x3333cfffdXQrsHCkZO71VihWJRHA6nR0u78xZZ52VXFcCO0IIIfqqbgV2Uu3vDyV33333ft2/EEIIIURv6krA4EjK2OmtUizTNNMCZjIrlhBCCJGuR9NKGYbBK6+8wk033cTll1/O2rVrAfB4PLzxxhvU1tZmve9Vq1bx8ssvp903Z84czj77bCZPnszDDz/ck6ELIYQQQvSqrgZ2jqSMnd4oxUpk2qTelh47QgghxF5ZB3ZaWlqYMmUKV199NS+//DLvvPMO9fX1AOTl5fG///u/PQq+3Hbbbbz66qvJ2zt27ODyyy9nx44dANx66608+eSTWe9fCCGEEKI3ScZOut4qxTJNMy0gY5pm1gEjKcUSQgjRF2Ud2PnlL3/JunXrmDNnDtu3b097k9Q0jalTp/L+++9nPbDVq1cnm90BPP/882iaxsqVK1myZAlTp07ln//8Z9b7F0IIIYToTV0JNhxpGTu9EdjJzLTpyaxYEtgRQgjRF2Ud2Hnrrbf4yU9+wgUXXNBuWuvYsWPZuXNn1gPzeDz069cvefv999/nggsuoH///gBccMEFbN26Nev9CyGEEEL0JsnYSaeqataZNZ1l7EgplhBCCJEu68COx+Nh5MiRHS6PxWLoup7t7ikvL2fDhg0AVFdXs3z58uSMXAB+v3+fM08IIYQQQhwoEthJ15OMnc567EjGjhBCCJEu61mxjjrqKFasWNHh8g8//JDjjjsu291z2WWX8cgjjxAOh1myZAlOp5PLL788uXz16tWMGjUq6/0LIYQQQvQmaZ6crjdnxeqNUiyQWbGEEEL0TVmnvHz/+9/nmWee4dVXX02+QSqKQiQS4Ve/+hUffPABN910U9YDu++++7jiiit44YUXqKur49lnn2XgwIEAeL1eZs2alZbBI4QQQghxMB3KGTu1tbWEQqH9eoyGhgaampqStzubFWvWrFksWrQoefukk05K/n97PXZ6a1YsydgRQgjRF2WdsXPLLbewbt06rrrqKoqKigC4+uqraWxsRNd1brrpJm644YasB5aXl8dLL73U4bI9e/bgdruz3r8QQgghRG86lDN2ZsyYwZQpUzjrrLP22zE++OADbDYb//M//wN0nh1TV1eH0+lM3l6zZk3y/zPPUW9l7EiPHSGEEH1V1oEdRVF46qmnuO6665g1axZbtmzBNE2OOuoovvWtb3H22Wf35jixLIvdu3dTVlaGw+GgsLCwV/cvhBBCCNETXZ0V62BkjPSkfKk7x0g9B51lx1iW1aYXo67r2Gw2ydgRQgghuinrwE7CmWeemTYteUcCgQAPPvgg1157LSNGjOj2cerq6hg5ciQfffQR5513XhYjFUIIIYTYfw7ljB3DMPZ7QMOyLAzDSN7urBTLNM20dQF8Ph/FxcW9Pt25aZrJgI4EdoQQQvRFB2xaKb/fzz333MP27duz3oe8EQshhBDiUHUo99jJzKbZHzKDVp2VYmUGgSD+WbG9/fS0FCsz2CSfJ4UQQvQ1B3S+8J6+kUpdtBBCCCEOVYdyxs7BKMXqbmDH5/OlLU/9/56UYiWOIz12hBBC9FU9LsU6kOQvLEIIIYQ4VB3KGTuGYRyUjJ2Ojtlej51EYKe3pztPDexIKZYQQoi+6LAJ7JSUlDBv3jzGjx9/sIcihBBCCNHGkd48uaelWKmBndT9ZGbsdLesTAI7Qggh+rrDJrBjt9v50pe+dLCHIYQQQgjRrkO9FGt/HzezIfK+ZsXqLLDTWcZOd4NjicwgKcUSQgjRVx3QHjsdCQaDrFy5Mq22OmHhwoUHYURCCCGEEN3TG6VY7733Xq+MZc2aNVx//fXJ25mzYq1YsaJXjpMqM2iVGtgxDIM5c+Ykl7U3K1Zq8+TOeux0ln20atUqmpqa0u7rKGNn3rx5bdbtqnfeeSf5/2vXruXll1/Oaj9CCCFEbzjogZ3PP/+c4cOH87WvfY2BAwdy3333pS3/6le/epBGJoQQQgjRdb2RsfO1r32tV8ayfv16nnvuueTtzGDIXXfd1SvHSdVZj51QKMTTTz+dtm5mj53EuvuaFauz4Ni7777L5s2b0+7raFas8847jw8++KBbjzHhiSeeSP7/O++8w/Tp07PajxBCCNEbuhzYeeedd6iqqur1Adx666384x//oLKyktWrV/Puu+9y7bXXJt9091cddCQS4fbbb2fQoEHk5OQwefJkPvroo31u99vf/hZFUdr8uFyudtd/+umnOfbYY3G5XIwZM4ZHHnmktx+KEEIIIQ4Bh1Lz5MxsmMzmyZnLe0NmFk5qECVzWXulWKmBnWwzdto7v6mlWJnlYdmWp2WWnO2P8ymEEEJ0VZcDO5dffjnz589P3h41alRaGuq+lJaWsmPHDqZMmZJ2//r16/n2t78NwJgxY5g/fz5NTU1cfvnlRKPRLu+/u66//noeeughpk2bxsMPP4ymaVx88cUsWLCgS9s//vjjvPDCC8mfGTNmtFnniSee4Pvf/z7HH388jzzyCKeffjr/+7//y5/+9KfefjhCCCGEOMh6q8dObwR+2guapO53fwQiOivFMk0zLUOnvcBO6h/1MgM7XZ0Vq71eQp1Nd55tYCf1sWiaJoEdIYQQB1WXmyfn5+fT0tKSvL1z585kLXRXqKrK8OHD29xfWFhIZWUlgwcPBsDlcvHWW2/xne98h6985Sv7pdHf0qVLeeWVV3jggQf4+c9/DsC1117LCSecwG233caiRYv2uY+pU6fSv3//DpeHQiF+9atfcckllzBr1iwAfvCDH2CaJvfeey833ngjxcXFvfOAhBBCCHHQ9dasWMFgkNzc3B6Npb3ATur4MsugekNnpViZgRzd0lGM9oMs7ZVipWbsdHYO2wucdTYrVm9k7EhgRwghxMHW5cDOpEmT+P3vf09tbS2FhYUAvP/++9TU1HS4jaIo/PSnP+10v+effz4zZszg17/+9d5B2WzMnDmTG2+8kU8//bSrQ+yyWbNmoWkaN954Y/I+l8vFDTfcwJ133snu3bsZOnRop/uwLAuv10t+fn67MyzMmzePxsZGfvSjH6Xd/+Mf/5iXXnqJ9957j2uuuaZ3HpAQQgghDrreytjx+Xy9HtjJbJ58sEuxtudsJ9fMbXfdnmbsZC7b34EdVVUPykxnQgghREKXAzuPPfYY1157Lffeey8QfwOeOXMmM2fO7HCbrgR2Hn/88Xb/aqQoCk899dR+ae63cuVKxo4dS0FBQdr9kyZNAuIzKuwrsDNq1Cj8fj+5ubl84xvf4MEHH2TgwIFpxwA45ZRT0rY7+eSTUVWVlStXdhjYiUQiRCKR5G2v19v1ByeEEEKIg6K3eux4vV7Kysp6NBbDMNoEQw5Gxk5HgR3DMtDNvWNIDbi0N915d3rsZAZZUh9r6pgS+8qGZOwIIYQ4lHQ5sDN69GgWLVpEOBymrq6OESNG8Le//Y3LLrusRwNwOBw4HI4Olw8bNqxH+29PdXU15eXlbe5P3NdZk+ji4mJuvvlmTj/9dJxOJ5999hmPPvooS5cuZdmyZclgUXV1NZqmMWDAgLTtHQ4H/fr16/QY999/P/fcc082D00IIYQQB1h3JnzoSmDH5/P1eEyGYaBpWtrtA9FjJzNjJxE4adNjBwvDbH/dfWXsZFuKVafWUX9hfbvH7C7psSOEEOJQ0uXAToLL5WLYsGHcfffdnHfeee32zektCxYs4JlnnmH79u00Nze3eRNXFIXVq1d3e7+hUAin09nm/sTMVqFQqMNtb7nllrTb3/zmN5k0aRLTpk3jscce45e//GVyHx0FrFwuV6fHuOOOO7j11luTt71e7z4ziIQQQghxcKSW+uxLV0uxeso0zbTAzoHI2Mk8xj5nxTLTy5lSA2SdTXeebSlWSAkR6x9LLu9JCVVmxo6UYgkhhDiYujwrVqa7776bE044AYhnp6xevZpAINBrA3vooYf40pe+xKuvvorX66WkpIR+/fql/ZSUlGS175ycnLRSp4RwOJxc3h1XX301ZWVlzJ07N+0YHc3qFQ6HOz2G0+mkoKAg7UcIIYQQPRMKhdIyYjdt2sSWLVt6vN/El/zeap68PzJ2emtWrJtvvrnDZfuaFSstsIOFaXXcaLmz6c5Tl2/ZsqVNNk9HGTuapSXXSYyvr053/vTTTx/sIQghhDiAsg7sALz99tscc8wxDBkyhIkTJ7JkyRIAGhoamDBhAm+99VbW+37ggQeYMmUKVVVVrFixgnnz5rX7k43y8nKqq6vb3J+4b9CgQd3e59ChQ2lqako7hmEY1NXVpa0XjUZpbGzM6hhCCCGEyF4kEmHTpk3J20uXLmX58uU93m9vZ+zEYrFeGVNmKVbqcbMNROzcubPD8WeWYqUGTtoL7GSu21mPnY76BWX+UbG96c4T2UmqqSb3nzm+7sosxTrUvPHGGwd7CEIIIQ6grAM7s2fP5oorrqB///7cfffdaW/A/fv3Z/DgwcyYMSPrgQWDQaZNm5acgas3jR8/ns2bN7dpSpwITI0fP75b+7Msi507d1JaWpp2DIBly5alrbts2TJM0+z2MYQQQgjRM5nBhfaCANlIfMnvrR47XdnPvhiG0WnD4WxLsTLPYeayjkqxLMtKO6ZpmRhWxz12UveTmbGT+lgyn7/2zm9ivKqV/rG3N0uxDjX7o9ROCCHEoSvrwM7vfvc7zj77bBYsWMCPf/zjNstPP/305MxQ2Tj33HNZu3Zt1tt3ZurUqRiGwZNPPpm8LxKJMGPGDCZPnpzsZ1NRUcHGjRvTtq2vryfT448/Tn19PRdddFHyvvPOO4+SkhIef/zxNuu63W4uueSS3nxIQgghhNiH/RXY6e2Mnd4aU2elWPsjsNNexk62PXY6y9hJXZ55ztt7TjPHuz9KsQ41EtgRQogjS7ebJyd88cUXPPTQQx0uHzhwYJsypO545JFHuPDCC/nLX/7C9773vaz76bRn8uTJXHnlldxxxx3U1dUxevRonnvuOXbu3JlWk3zttdfy6aefpn1oGD58ON/+9rc58cQTcblcLFiwgFdeeYXx48dz0003JdfLycnh3nvv5cc//jFXXnklX/nKV/jss8948cUX+f3vf9+rj0cIIYQQ+5YZVMkMfmSru4Gdfa23PwI7vVWKlRm8yVyWmbHTWSlW6nnInKGqsx47+8rY6Siwk+jpsz+aJx9qEucoNSAmhBCi78o6sON2uzttlrx9+3b69euX7e4ZOnQoN910Ez//+c+5/fbbcblcbd44FUXB4/Fktf/nn3+eu+66ixdeeIHm5mbGjRvHu+++y9lnn93pdtOmTWPRokW8/vrrhMNhhg8fzm233cavfvUr3G532ro/+tGPsNvtPPjgg7zzzjsMHTqUv/71r21m1hJCCCHE/tdexk5vlT1B72Xs9NaYDkbGTpdnxaLt1OgdzYqVGaBoL7CTWKe95zRZKkf6/X25x04ic+lQHJsQQojel3Vg59xzz+W5555j+vTpbZbV1NTw1FNP8bWvfS3rgf3mN7/h97//PYMHD+aUU07p9V47LpeLBx54gAceeKDDdebPn9/mvqeeeqpbx/nBD37AD37wg+4OTwghhBC9rL1ptHuzx05vzYp1KGfs7KvHTmelWKnBEMuy0nrs7KsUq6NZsTIDOwciY6crwbmDLTFGCewIIcSRIevAzu9//3tOO+00Tj31VK688koURWHOnDl88sknPPHEE1iWxd133531wP75z39yySWX8NZbbx2StctCCCGEOLwcKj12DkZgp7emO+8sqNHdUqzuTHfelYyd9h4ntH1+ehrYybxueiPDqrf11rUthBDi8JB1xOToo49mwYIF9OvXj7vuugvLsnjggQf4wx/+wIknnshnn33GiBEjsh5YNBrlkksukaCOEEIIIXrFoRLYORClWJnZGpmP9UA0T+60FCvjPGRm7GRmVu0rY6ejGbUg5fmhdwI77ZWKHWo664UkhBCi7+lR1OT4449n7ty5NDQ0sGTJEhYvXkxtbS2ffPIJxx57bI8G9rWvfY3PPvusR/sQQgghhEhor3lyV7/Yf/LJJ/zqV79qd9nhkLFjGMYBn+4c0jNp0kqxsDqd7ry7zZNTb6eOIfeY3F7vsZN5HQWNII4Bji5vP23atG4fs7skY0cIIY4svZIOU1xczKmnnsrkyZMpLS3tjV1y9913s379en70ox+xfPly6uvraWpqavMjhBBCCNEVPcnY2bx5M3/84x873C8c+tOdH4xZsTraLjOw050eO6mBnfYCPKnbjvzlyL1ZPaQ/T5kzcXVV5rmsMWsoOLmgy9sfiM+vh0MfICGEEL0n6x47APX19fzpT3/i/fffZ+fOnQCMGDGCiy++mF/84hcMHDgw630fffTRAKxatYonnniiw/UkzVQIIYQQXdGTwI5hGNhs7X9s6mjq7Y7W3VcAqLdmxUoNhhyIjJ3Ogj77KsXKzNjpbFaszkqx2ntOe7vHTpvxYXXrT6XZnvvukIwdIYQ4smQd2Fm3bh1f/vKXqaurY/LkyVx55ZVA/C9aDz30EC+88AIff/wxJ5xwQlb7/81vfpP2Ji6EEEII0RM9mRUrM2skc1li/90dQ2f764n9lbHT3VKsjrbLbJ68r4ydrjZPTj2/nZVrQXya8t7I2DFMA0Xt+mfWWCzW7WN2l2TsCCHEkSXrwM6Pf/xjDMNgyZIlnHrqqWnLli5dysUXX8xPfvIT5s2bl9X+IK1zXQAAwEdJREFUf/vb32Y7NCGEEEKINtrL2OlqdkxmBkyqzEyQzhzIjJ2OZsXqSTZHd0uxOuux051ZsTJLsdrL1MncNvFvcrrzRCkWPSvFam98dONvkQciY0cCO0IIcWTJusfO0qVLueWWW9oEdQAmTZrELbfcwpIlS3o0OCGEEEKI3pIZ0OitUqzezNjJtjwoU2fNk7sT0MrUq6VYVvtBoN4qxUqskxlISRy3t6Y7N6zuZewcqFIsaVcghBBHjqwDOwMGDMDlcnW43OVyMWDAgGx3j67reL3eDpd7vd4D8sYohBBCiL4hM/DQnVmxGtQG7KX2dpd1N7DT2XrZZpFk6qwUa39l7OzPUqyuzorVXimWbsU/LyYydhLHzbYUq01Jn2Uecj12JGNHCCGOLFkHdqZPn87jjz9OTU1Nm2VVVVU8/vjjTJ8+PeuB/e///i9nnHFGh8unTJnCz372s6z3L4QQQogjS0+aJ9dpdTgHO9td1pvNk1MDHD2xr1KsbHV2zrqVsdPNUqzuZOxklmJFjWja7UQpVm9l7FiWhap1/SP1geixI82ThRDiyJJ1jx3TNMnLy2P06NFcfvnljB49GoAtW7bw1ltvMXr0aEzT5KGHHkpuoygKP/3pT7u0/w8++IBrr722w+VTp07lxRdf5OGHH872IQghhBDiCNKT5smGaXT45T2RUdLTUqxEL5ne+EJummabUqz2+tF0d6KKfZVidfbY0nrsWL2TsdPev5kZOxEjEr/dGtBJHDe1/Ks72svYUbRDqxRLMnaEEOLIknVg5+c//3ny/1966aU2y9esWZO2DnQvsFNVVcXgwYM7XD5o0CAqKyu7OFohhBBCpPr+97/PY489hsPhONhDOWB6krFjWmaHgR3LstA0rcelWIn9dDSmF198kXPPPbfTz0cJmc2e28vYSQR/HnroIb7//e9TUFDQpfF3tRQrMzjTnYydznrsGGZ6v6DUbdtrrBwz4xkyieMl7ldVNas+ND2dFaurgZ1nnnmGpqamNp+nuztGn8/HP//5T37xi190ez9CCCEOD1kHdnbs2NGb42ijX79+bNq0qcPlGzZs6NIHECGEEEK01djYeMQ1V+1J8+TOAju9lbGTCLR0tJ8vvviCE044oUuBHSA9GJKSsZN43hPHWb9+PT6fr93PVZ/u/pSgHuSrI7+aHGM2zZPDepgRt4/Ye6660WMnM7DT/L1mrP/sDeykBsPamxUrEdjJzNjprR47FtZ+ydhZuHAh69atyyqwk/pcBAIB1q9f3+19CCGEOHxkHdgZPnx4t9YPBAI8+OCDXHvttYwYMWKf61900UU88cQTTJs2jQkTJqQtW7FiBU8++SRXXnllt8YghBBCiLjuNA7uKzIDD70Z2OmtjB2bzdblBsT7Ok7mth01HO5svyEjREgPdWkMnQWtokaUvGPzkplElmUlmxlD5z12Ont8pmlis9nanco92WPHjKZvmzLdea+UYplmlzN2MkvSOpObm0sgEOj2+BJjSs1cOtKCuEIIcaTJOrDTXX6/n3vuuYczzzyzS4Gde++9lw8++IBJkyZx6aWXcvzxxwPxv1bNnj2bAQMGcO+99+7nUQshhBB905EY2Mn8gtudc2BYHffY6W4pVrYZO6Zpdjko0F5fmvYaDe9rv5ZloZvpvXG62iA5bVlrloyu69jt9rTjJzJyEo/bZ/gov7M8uW3TCU04fOklg5mBnWQ2kmLwgv0FbuTGNrNiWVhgpU93nm0pVlqZmdX1wE53rrmeBHZSrzMJ7AghRN93wAI70LVpQBMGDRrEsmXL+OUvf8nbb7/Nm2++CUBBQQHTpk3jD3/4A4MGDdpfQxVCCCH6NMMwsspWOJy1V4rV1XNgmvvO2OnprFj72k93vqC31zw5m4wd0zIxrPQsp2wydtqUgbX+l9gu9XHHiGEv2zu1vO7WifSLpO+PvUGL1G11RadFbUl7fImMHdMyUSylV0qxEj+KomDS8bWRqTvXXG9m7BxpQVwhhDjSHNDATneVl5fz3HPPYVkW9fX1AJSWlnZ7BgchhBBCpNN1/Yj7stejUiw6zsrobilWZzNH9VYpVlcydhLjNQyj88CO2fPATmIfqYEd1L3bpZ4/1UoPkjg8DjwDPOn7U4zkeFK3TQSLUh9fasaOgtLjWbEyM426U4rV3YydYDDY7fEBaJdoac+3ZOwIIUTf1rU/LxxkiqJQWlpKOBwmFosd7OEIIYQQh70jtRQr6+bJnXx5T0xT3tMeO/sKEHUWgGlvX6mBndSMncQ+ulSKhZWWsdOdUqzUIEsimJIa2En8oc6yLNTi9ObJqRTanndD3dsAOjXzxiB9rJDePFmxlOS4si3FajO7mGV2+RN1dzJ23G531hk7St7enkXduW6EEEIcng6LwA5AXV0dI0eOZMGCBQd7KEIIIcRh70gM7PS0ebJm09pf1kvNk7tSitWTHjsdlWJVHV1FS6Sl/f1YZlqPne5k7Oz85k5MtTW40Jqxkxi/ZVkk4jWmacKXU8q1rPT9JwIyqXRFT26b1jxZbTvdelrGjrU3SyfbUqw2mU9YXS7F6s7vXerj6jY1PYB3pP2uCyHEkeawCexA93r0CCGEEH1BNBrd90pZONRLsbItQckUCnU8o1N3vmRnlmL5/f7k//ekeXIgEEjLVMm2FMswDMLhcNq6XS7F0gxCsRDtiUajhKN797uvUrLMZaYzPbCTlrGj7s3YUbS9AZfUadABLKXteU0EcDKbJ5tK28BOYn+ZpVgHI2OnW9ecaXbafqCxsbHjjVXQjb3BL8nYEUKIvu2wCuxIbx0hhBB9wZ133tnldZ1OJ1988UWvj6GzL5i33357rx+vu6ZNm9Yr+3G73cmAR49KsTJmPvrOd76Ttp/U7I+XXnqJZcuWpY0hITNjp6ysjDlz5qTtp7OMntQv6Hl5ecn/X7RoEY8++mjauqmfm9prnpyacRIz2i91f+Xfr/Dqv1/tcAxf+tKXWL16dfKxZQYQDEdrQCcjsAMkP4Wapgm2lHGR8ZwoQMYpSZRiZZ77RO+dxHhSj21ZVpvmydnOipX2b8a1MXDgQLZt29bhtqnPb2FhYYcBms4CO42NjfTv37/DMVrsnc1MAjtCCNH3HVaBHcnYEUIIcbizLIvly5d3a5v9kbXTWWBn1apVvX687krNiOmpRH++npZipZbbpPY+yQzIVFdX09TUlFyemjWUmdXi9/vxer3JZd0pxUodQywWa3OdpAYFOsvYMTGJ6u1fY7qu4wv40vaTeg4XLl+YDEy0dz47zdhJ6bGDrW2GTZoOAjthM4x9sL3TUqxkYAcLFTXZYyfbwE57GTupgZ26ujqqq6vb3Tbz987r9eLz+TpcN3Vms1Sp2VjtUqQUSwghjiQHbFas0tJSduzYQVlZWVbbl5SUMG/ePMaPH9+7AxNCCCEOIMuyuj0RgM3W+2/XnQV2IpFIu/cfKJZl9eoYEgGPnmTsWFZ6H5XU8WU2TzZNs81znPiSnphJKVUiWJNZVpRpX6VYnV1XqZlCmYEdy+o4Y8dmt6X12EkNjlmWxbGPHktubm6bZclxOdo2aobW6c6VveNRNKXNuJIU2vTYSQRwms1mbMe3X4qVVipF21Ksnkx3nvpvZmAH6LDpcXvXXEfPWyJg2NGyfUk8b9I8WQgh+r4ef1JcuHAhK1aswOPxtHmTURSFu+66C4j/ZWH48OFd3u+qVavYsGEDV111FQB2u51wOMzXv/51IpEIV199NbfccktPhy+EEEIcUN1pgJuwPwI7uq53mAm7v/r6dFU2wa/OpAZ2MjN2upoNnPnlPTWwk5mxYxhGm+fY7/dTWFi4z8BOtrNi7eu6UovVtFmSICVA0Ukplt1hT/ZqAbCdYtubCdIaIMnJyUnuL/WzoKIrGM6OS7HSMnbUlJmzMpsnK1abjJ1kjx3LRLWp7QZ2ks+HtXe8qaVY2fbYaS9I1dXATmpJXEJHz1tmn6TM/XQqo8eOZOwIIUTflvUnxaamJi655BKWLl2a/JCSeKNK/H9qYKe7brvtNtxudzKws2PHDi6//HL69evHoEGDuPXWW8nJyeHGG2/M9iEIIYQQB9yhEtjpLGPnYAd22guM9EQiCNOjUizSS7FisVjyi3dmQKa9jB2fz7fPwE53S7FS7eucuS91d9hjB+iwFMtmtyVnlQLIvSyXmB5/bIkASer+UoMWiqFg2dLLoVKDSolgiGma8dIhKz3gpJs6NtVGO7OdJwM4hmWg2FIaL3eSsYMSnzo9tRSrJxk7mc2TU5/bjpp/t/d711lgp6MeO/sad2qwTnrsCCFE35d1j51f/OIXrFmzhpkzZ7J9+3Ysy2LOnDls3ryZH/7wh4wfP56qqqqsB7Z69WrOPPPM5O3nn38eTdNYuXIlS5YsYerUqfzzn//Mev9CCCHEwbCvkpn27I8ec4dyKVY256gzHZVidWuGooyMndQgS+asWO0FWRJ9VLpSitXV5smpMs+ZZ4wHU0vJnrEpbQI6qRk7qVk5qWx2WzIokxA14uczmQmTsr/UDBPFUvaWWyWycRKBHWXvdOfJjB3SM3ZSZ+rKLMVKBGcSvY+Sjy2lx06747P2lsz1pHmyo8yBP+pP7jd1Vi9FUTotxeooY8eyLJbXLk9bN+uMHWVvME0CO0II0fdlHdh5//33uemmm/j2t79Nfn5+fGeqyujRo3n00UcZMWIE06dPz3pgHo+Hfv36pR3vggsuSM4AcMEFF7B169as9y+EEEIcDNlk7OyPMop9ZewczNKNbM5RZ3ojYyez3CZ1jG1mZupGYMdms3W4n0ydfUHPPGdN45rQ3Xtvp2W1tNM8OWZ23GMnszQqarYGyqz2A0VJKTcTQYZEZpBlpQd2FEVJBnYS+0kEkFBpU4qVDOyYZvpjU9Mzdsrrrb2ZQL043fnYP45lUc2i+HHYm7kFkJub22Hz7/Z+75LNvbF45otn0tbNusdORmBHSrGEEKJvyzqw09LSwvHHHw/snW4z9U3swgsvTE7fmY3y8nI2bNgAxGeXWL58ORdeeGFyud/v3/eMAJ2IRCLcfvvtDBo0iJycHCZPnsxHH320z+3eeOMNvv3tbzNq1CjcbjdHH300P/vZz2hpaWmz7ogRI1AUpc3PD3/4w6zHLYQQ4vDWXplOV7bpbbquZxVAOBB6uxSrN5onZ5ZidZax01EpVmLdjgI7XSnFynxeOssSstSUsqh2Ajupx0mUV7U5ZsZsYLA34NJeKVbaZzOLZPAmsW5YD7cOKGVZRimWQXpfHiszqpNyn2EZaRk7lhrPykksu+4TM615soqavN1RmVPCG1veaPf+xLGK7EXx/bZm7KQGdrrTPDlxfRqWkdaourPmyYnroMPXEgWZ7lwIIY4gWRftDxo0iJqaGgCcTicDBgxg9erVXHbZZQBUVlbu8w2zM5dddhmPPPII4XCYJUuW4HQ6ufzyy5PLV69ezahRo7Le//XXX8+sWbOYPn06Y8aM4dlnn+Xiiy9m3rx5aSVgmW688UYGDRrENddcw7Bhw1i7di3/+Mc/eP/991mxYkWygWDC+PHj+dnPfpZ239ixY7MetxBCiMNbNtkoiS9lXq8Xh8OBy+Xq8Tg6y9hJBCbsdnuPj5ONfQW/DMNAUZQu/4EnkbHTXvPk7syKlZqxk1r6lAhoZFOK1V7GTuqsS+FwOPnZor1rJxqN4nQ62z9nqafHvjcg0aZ5smK1CSgkzq1hGqj29POcyO5pr9Qp9bEplpIM3iQzdlqDQqkZUInsnUR/nMTtxJgchkUs41cmNWMHNSW4pJjJwI5pmjhi6bNiTV31K6yzttAVH+78kCvGXNHm/sxp1BNleon78/LyutU8OTWjLLXXUVdKsXw+HyUlJTQ2NpKTk4Pb7Y6vkJKx051ZsUzTpL6+noEDB3ZpfSGEEIeGrFNezj777LQMl29/+9v8+c9/5ve//z333nsvf/vb3zj33HOzHth9993HFVdcwQsvvEBdXR3PPvts8k3G6/Uya9astAye7li6dCmvvPIK999/Pw888AA33ngjn3zyCcOHD+e2227rdNtZs2axZs0afve73/H973+fhx9+mKeeeoqNGzfy0ksvtVl/8ODBXHPNNWk/kyZNymrcQgghDn89KcV68cUX+eSTT5L3f+c73+nyPq6//vq02/sK7GSTMfPBBx9w8sknJ2/fddddVFRUdLh+R38A2lfGzrnnnsvtt9/e5XElMiLay1hJm8UpZSKITCYd99hpb1aszCBL4ot+d0qx5i+fT/m55cl12/uCnsz2aC9jR+k8Y6ejWbESE1dAPDigaOnPUyKw017PnsxARGIMiSBDRN8bxMjM2ElmACX68bRuc/aOCEdXpVyrVnrGTmp/G0vbm7FjWiYOPT2wYzMdXQ7mJUrOMiUDZCkZRYq6N2PH5XIRDofb3ba937vEcxgzYqxbvy7tOPtqnpw4zksvvcR//vOfvSso2c2KtXDhQsrKyrq0rhBCiENH1hk7t956Kx999BGRSASn08lvf/tb1q1bl5wF6+yzz+aRRx7JemB5eXntBkoSy/bs2bP3rxLdNGvWLDRNS5tRy+VyccMNN3DnnXeye/duhg4d2u6255xzTpv7Lr/8cq677rpk6VimaDRKLBYjNzc3q/EKIYToO3pSipUZMKitrW23GW97qqur0253FtjJtnlxc3MzK1asSN72er0dzg7UmX0FdlpaWrrV4Dk1Yyfxb6K/SuY5CAaD7b5fZ2bs7KsUK3P8abNBpcwearPZ0pbZbLbkmNY2r2Xo/9v7eaS9kppIJEJ+fv4+S7HQ2gZikgEZ0jN2Ghoa0sat2dLLgRJZN4lgUHL688xARGYpVkoWjkXHzZMTgZhEYEKzLGypD9sirSlzahmUiZlstGyaJnZj7/5shnPv8bog2eMnQ3sZO6lZQ539PrYXZElcn4ZhJMvQEuvuK2Mn9d+0ayPLUqz90ahdCCHE/pd1xs6JJ57IrbfeitMZf5MsLi5m7ty5NDU14fF4mD9/PuXl5fvYS3ZUVaWwsDDrFPGVK1cyduxYCgoK0u5PZNKsWrWqW/tLlKQlGjun+uSTT3C73eTl5TFixAgefvjhfe4vEong9XrTfoQQQvQN2fSP6agpb3f2lZlBoOt6p7MvZZOxk1ki1p0SkMzjdxZY6mowKyG1x05iXInbmV+yEyVTbcaEmfapKXWMXWme3FHwprNSLFvG3986KsXKHE9S63gtywLb3i/tWwJbKDy9sN2MHcuy8A7b+7kjMZ14qkTAIDnteTdKsdJm31Li2yTPm5USKEnZRrFANVOCDlZK9lVGYMdSrL2BnYyMHbuZk7b/TA8ue5CPKz5O3k4N7Hy480O8UW/a400db2rGDsdBjPav3/ZKsZIZO3osLcuqsx477QXpMn/XsmmebLNl/TdfIYQQB1H23Yc7UFRUlJwl61BVXV3dbtApcV93p2n/05/+hKZpTJ06Ne3+cePG8dvf/pbXX3+dp59+mmHDhjF9+vR9po/ff//9FBYWJn86yh4SQghx+Olpxk7qF/vu7Cszw2V/lGJl9pnrznTimdt1dvzOMhnak9rDJLF94t/ML9kdBXZQ0jMxOivFau95SQ1+pGbpdNY82W7Z2+yjvYwd6LwUy8JKy9hZ4VvBgMsGpD32RLDGMAyiozrv85IoUUr0g2mvFMuyrLSSqcSxEoGd1PKlNj12EuVbrYET1bKwpQR2FDKmUdfSy8qU1miSYRrYUwI7tAZ8OspJ+b8d/8fGpo17H2dKYGd57XIaQ41pj6WjUixluEJEbT+jrL1rLvEc6qaeFtgxDOOAZ+xIYEcIIQ5PXX71fv7557M6wLXXXtul9Y477jh++ctf8j//8z84HI4ubROJRJg5cyYPPPAA69ev7/KYQqFQMtMoVeIvjaFQqMv7mjlzJk8//TS33XYbY8aMSVv2zjvvpN3+7ne/y1e/+lUeeughfvKTnzBkyJB293nHHXdw6623Jm97vV4J7gghRB/Rk+bJmQGD7mTsdDewk00pVmZ2ga7rHX6h7KzkY1/nqLNeOO3pjYwdSJ+dKbMUa1/NkxPHbLG1kHtjbocZO96xXsxwa4DD3BsUURSl3S/oqY+to1Is3dRB3XvOVUtFsaVnuSSCALqup00Zrpt6m4ydmBW/NjIzdprKmgjnhpNjTi3FSgRpUku+FE1JXoeWYqX12LF0KxkEUizQjPSMndT9pmXLQDJjxzANHLqVEtgh7bxmMiwDTdl7Daf22DEsI9lbqL3ATloplqokl7U5RkZJ3rD/HYY/Gp9VNhqLMsI3LrluZxk7qddw4t/MwE5qxo4EdoQQom/r8qt3ZtPFrlAUpcuBneuvv55bb72VW265hUsvvZTzzz+fiRMnMnLkyGQvnUAgwI4dO1i2bBlz585l9uzZOBwOfvGLX3RrXDk5Oe3W5ifS1DP/4tiRzz77jBtuuIGvfOUr/P73v9/n+oqi8NOf/pQ5c+Ywf/58rrnmmnbXczqd7QaehBBCHP560jy5vYydru4rEQBI2B8ZO21KQTo5RkezBiW26yywpKpqh/ttT2bGTlaBnZTpuTPHuK/myZqm7T0mJtoQrd2MHdM0CQ4MYu1Mz25J7L+90rbUjJ3Mc5YI7JhmermSiprecJi9QZRYLJb26dA020533lEplr+fn/CgvYEdhbalWMnARmuWS7IkMCVjx7RMLNNKbqOSnrGT1rvHzMjYSS1lslp77CSDLIneOx0EdkwDm7r3wadm7JiW2aZpdDKwY2Vk7KhKWq+ctGOkXHuaplEwsQBP0BM/n7EYYz2n7j1mJ5lpmUHKNsFENX2drv6+dCcTTgghxKGjy4GdHTt27M9xcNttt/H//t//4+mnn+bZZ5/lhRdeSKY8J/56kPqXsRNOOIF77rmH733ve2165exLeXk5lZWVbe5PNJYcNGjQPvexevVqLr30Uk444QRmzZrV5b9wJDJvmpqaujFiIYQQfUVPSrEyAy7daXIciUTSeqDout5p8+RsAjuZY+msx05nmTH7On5qoGRfVFVtk7GT+m/mOeior52lWGmBne40T04NRCWzUlpva5qWth9L29tzJjOwk1n+BfuYFUuLjyeqR+Nf9FuPrVhKWmAHQLfi20Zj0bSmy53NipUYXzJIFbZhFqXMuJXR5Bhrb8PlM7ZHac5X9/acUTLKtoy9gRPVAs3cO17FSi/FSg2qWFhpGTuqFS/lSmwXX6d9uqWnZewkHmfiOImxZwZ2Ev2XkoEdTUmez0yp114iGycSiwfnYoaOipa2bmr538VvXMzb33gbu2rvWilWyvXTnenOhRBCHH66HNgZPnx4u/dHIhFWrFhBXV0dU6ZMabeBcFfl5+czffp0pk+fzo4dO1i0aBGbNm2isTFe09yvXz+OOeYYTj/9dEaOHJn1ccaPH8+8efPwer1pQaElS5Ykl3dm27ZtXHTRRQwYMID333+fvLy8Lh97+/btAJSWlnZ/4EIIIQ573cmGyewJkxnI6U4AJlEWlfhDxP4oxcocS2elWJ0FdhLnqKMmyd0J7DgcjrRZsVK3be8cdDVjp7MeO6nPS2ZPncTMT4nlDocjLfBk2azkflJnnbLb7Wlf0BPjTmbsmEbalOWQUoqVCMAketa0Zuy0V4oVjUWTAaHEcTIDO4mgRWbGjhbSMHJSslhSMnZM0wRzbzDEFTXJ0ffOTGYp1t5ZscjI2LFAM+PnJVnilRhfxoxUlrJ3uWmZ2ExQjMyMnQ4CmqaBquzNWOkoYyfZCNrc+xynlQeqdBjYSS3FSgjH4llOsaiOZu39aJ6ZsTP4iwn4LvJT4i7eZ/Pks+quxCjvfilWNs3OhRBCHHw9yrf8+9//Tnl5OWeeeSZXXHEFa9asAeLTZPbv359nnnmmW/v7y1/+wsaN8aZ1I0eOZNq0afzud7/j0Ucf5dFHH+V3v/sdV199dY+COgBTp07FMAyefPLJ5H2RSIQZM2YwefLkZFZNRUVFcjwJNTU1XHjhhaiqypw5czoM0DQ1NbV5c4zFYvzxj3/E4XBw7rnn9ugxCCGEOHR5PJ60zMyWlhb8/ngfjcSX/q70iEkt9UndNqGzIFE4HE4LzsRisbQmt53NlJNtKVZ7fWU6Osb6+vUUnVnU7nnIzEbIlFmKFQwGk7djsVhaubXT6UwGTjJnpMo8B4qipAV2/H5/2vgye+x0NCtW6jLDMBj58Mi9y1qDF4nGw6njM00TU9s7ptTmt4l/UwM7xz1xXHLbKqsK3+i9Y1cMJRmgyQwqqZbaJmMnEayIRCPpJWetPWxS6bQGdjKmO08NuLTXY0exlOS6qmWhkT5LVKIUS4lGOfeLvcEmBQtba8aOaZkoZkrAyDKx1L3BsNSMHdM0UU1QjPh+3eH0cXrGeIjlpgRKrfRSrIgRSVvm9XuT/5/Yf+KYbXrspJRipfaBzAzIwN6MHd3QUay9H823lmzF/uW9DbSLQgPxhr3Jc263p2fupP6+9IuUp2XsdDUTZ1+BHY/Hk/x/y7I6DdAmXvPas2PHDskOEkKIXpR1YGfGjBlMnz6diy66iKeffjrtw0H//v0577zzeOWVV7q1zz//+c8cf/zxjBo1ip/85Cd88MEH7fbC6anJkydz5ZVXcscdd3Dbbbfx5JNPct5557Fz507+/Oc/J9e79tprOfbYY9O2veiii9i+fTvXXHMNCxYs4MUXX0z+fPTRR8n13nnnHY4++mh++ctf8sQTT3D//fczceJEFi5cyG9/+1vKysp6/XEJIYQ4NMyZM4e33347efv888/n17/+NdC2N0ZnUoMDiW27Wor14osvMmfOnOTt1OyZ9r5cpso2Y6c7pViNgUbsRfZ2x5AMbHQQXMrM2BkzZgyzZs0C4M477+Tb3/52cpndbk8LnDgcjuQ4Ew2JE3Jzc9N6/+Tn5/9/9v473JKsvO/FP2tV7XBCp+menjxkkRFRQggJk3QxWMLiWhHp2pZs+WfLQbZs2T8JoYsEQhgjGSRjMiKHGRmYwMAwM0zO0xM6Tufuk/OOlVa6f6yq2rXPOR0mCHqk8z5PP3323hVWqlrv+q7v+33ZvXs3kDNBVqU7PxvxZGMMsi4Hbe+Gw6yq5VsTimWHQ51Ws4RkQ5Z+knIKIwZtIowoy1swT0qwwbJGl6Zk7OiMSjRQmU68aqXQcl6HkrlSSTXunP+7AMOsswgnymOlg9BWwD8xaJswy3jR5OD6spLu3GKHQrxWgyqrQSnpQOS/jahVDLimwdYG/W+sIRRhWd5qKFav3+OTn/7kUH+UwBt5+YsyyAH4A/DCF75wcI9VzyAMAKRMKYIKmb7b6CIuHVRIOslSd6W8TmNL45TvBknwuMSTzwS2/Pqv/3r594EDB06rMXkqLUmAP/uzP2NycvKsyrRhG7ZhG7ZhZ7bHLX3/oQ99iLe//e18+ctfLkOlqvaKV7yCj3zkI4/pmnNzc9xzzz1cd911XHvttXz0ox9lZGSE17/+9bztbW/jrW99K5dffvnjLfKQff7zn+cP//AP+cIXvsDKygoveclLuOaaa/jpn/7p05738MMPAwwBQIW97nWv481vfjMAL37xi3nBC17AF7/4RRYWFqjX67z0pS/l61//Or/wC7/wpNRhwzZswzZsw85N01oPiRV3u90yBKoKWpxJn221nspjCcXKsmyoDFVgpwpIrGdPJmPnVAvKAkAwxqzJ/LO6nKttNbAzPT1dZrSM45jjx4+ve6y1lmazWbZLlWUDw+yZSEW86K9fNAiFWRURdqZQrKKfimMKcKVgzRRsl9Xls9KWAMdqRsx6oVjF9bXT5bXzG2GDYRCpZJpoe0qNnTRLh4AdY80QoOWMGzB28lCsUlQYH24Fa0OxCqBnwMKB0FGy1xyuZOxgHaEZsJoKEKhgmgknhphAQ6FYVcaOswQORBHSZcvClMdW9YS00wQyGNQ7v4YUEm30IBTLGZwZZNva0lNs6Q9YMUKKsi9WP2PrhWKVmkVKI92g8YUVQ2wp4QStXguAnurx9P/x9KF3Q/WZkE5SaEZ3dZfmP2qWv/3eLb/H87Y/j9940W+w2s4EAFU1qJRSp80keyq9KvD9/njeMRu2YRu2YRu2vj1uYOfw4cP8+3//70/5+3nnnbcu4HM6E0Lw6le/mle/+tW85z3vYW5ujmuvvZbrrruO//bf/hu//du/zQte8ALe9ra38Y/+0T/iNa95zeNW7282m3zwgx/kgx/84CmPufnmm9d8d7bpVV/xilesSXe+YRu2YRu2YX8/zBgzxDhdvXgHvyhqNpvrnl+9TvWc1YDL6QCY1SBQNRRrPdbA6nOfDGDndALNyqghnZfV9y/KvJ5VU3UXVoBDIyMjRFE09H11Md1sNsu+WR3SVdXjKUCQMkulGM64dLqsWNV+Ke6dkuv8MAy2iDFR/l2ICK9ODb5euM1q8EtbPRT+U2XslP0tKv3vhnVpCiDjdIydQtR4tcZOAVpVQZUC2CnazLNnBswlD9YM0p1XxZMxhpoZ1E06R5ADO0qrIWDHuvzcalasQmMnP7+QDJKuTNGVf8GQnhBQiieXYFUB7Fhd1ttYD+wUbbajo9hRAXaQg3A1YwzhtmHdnOr/AJnz7aeNIVgF7FT7QriAdtTJjx0eGzExi3ZxcCwBJq9nZjJEfQAQneieYLy+vj7k6udqOVlmU30TNelDwvrJgNG2GsBebdXncLVtADsbtmEbtmFPrj3uUKytW7eyuLh4yt/37dv3hMONLrjgAn7jN36DK664gsXFRW644Qbe8pa3cPXVV/PTP/3T7Nixg1/+5V8uRY83bMM2bMM2bMPOBTPGDC14Vqe0hlOzUVZfp3rOasDldKFYqxdOVcbOmYCdJxKKtZq5cioGgNIe2Fnv9zO1Ueuft4jDYaZAwX4aHR0dYhGcjrFTDZ8CD+JUxYiLOkAeZlQRyF0dinUq8eTi/MR5gdzVGjvpS1Kikai8phMDRkyZVrySjWlNViyVh1k5M8TYEU6UbJSS+eMq4I0d3qwqf1NrgZ3CWyyzVa0CnqqhWAWoskbkOGfaFOcG1gMuhcbOEGPHCPTmN5fAkRdP9tc01qwJ8XLSDYFUJbBjDMtbn8tmc2F+T4GwptTccWKYsQOU4sklu8kNMmAVwJmxhmcvvrySZczladUrGjtuALw97y+eN2jndRg7BWCkjUa6aq55hkLmJGIA7KzSX5raPMUVo1cM6sHg2dJODwFYoQiHQsWqtvp5/NL+L3Fw5WD5OXljMnTs6SQTTgfsKKUe1ztmwzZswzZsw9a3xw3svPWtb+UTn/gErVZrzW979+7lk5/8JD/3cz/3RMo2ZGEY8vrXv54PfvCD7N27l6NHj/Inf/IndLtdbrvttiftPhu2YRu2YRu2YU/UVi94arXaGr2cswV2qjowjyUUaz3GzmMBdh4vY6fRaJwyPKSbDYRWlVF+AbwOsGOMoX5BvSyDMopIDS8SlRxeFBaMndHR0aEFZTUj1WrGzmqNnWqGqpKdsSqF9HrAzmrx5IysBG6KYwpgpwAkCrBFBKIEcsrsUGIAJjjjymutF4rVV/3y2BIYYTgleMkIopL+3A2zXKrATlVTp2ARlX+7ik6QXgvsrGbsFJ6mdRaJrOjmuDUaO0X5gqxBuv0fD0KxGIRiZTpbI548pG8jBmnNrVHsf96vc6F9QX5PEE4PGDuCNcBOWbcCOKkCO3kbGWd43tKrS/BPWEvNiCHGTtEXq5+j9Rg7JZCnh0OxsAyz2qykG/tnaE2YnrMl28c5h3QB1rpBXSoefyCDsn6rbfXzuDrbmqmZIQBzg7GzYRu2YRt2btjjBnbe+973YozhRS96Ee9617sQQvC5z32OX/u1X+OVr3wlO3fu5N3vfvdjuubKyspZH/v0pz+d3/7t3+baa6/lP//n//xYi79hG7ZhG7ZhG/a3ZqtDFGq12hqmxdnsVmutyzTXxbmrQ7FOdZ3VKberYVGry7LaniiwUwWvqvf4/dt+v/xbGQXB+mWw1nLRr11U1u3e2Xv5xuFvDNeP4QXo6UKxqvWtMnZWp1Jfj7FTsEaKdOfrZb5azdg5+RMnmblsxl8nb4uMisaOHXwvAlGCSAVzpaibNhqn3VB2o9XATqw9O2k1YwdLCX6UYTsM6iScGAJDqmweEYgS0BgCSlaxbooFfwkSCBhEU5nhkClruGR5VQrzXGOn+G4giDwc6iWd/1eMY1nJHGWdB8OKthdSVBg7mrS5jYSlwXWsoRg6qwWxi+tV63Qqxk5o6wNgxzlC44aAneLYNEvL9qj+Xx33ikKPyRC4cMDmsbleT8EEMoI4jYfavmgjg/FAGgWoJilIOat1kkIZnhLYWf08GmeGjw0on58nwtjZAHY2bMM2bMOeXHvcwM7FF1/MAw88wFve8ha+9rWv4ZzjC1/4AldffTW/8iu/wt13382OHTse0zUvvPBCfv7nf54rr7zybyUb1oZt2IZt2IZt2A/CVi94nkgoVjWlcS/oEblo6PdTXadv+kR6EOJTHF/9fz1QxTm/SH68oVjNZnMoDKnKACjKA35BGtSCdRk7WmtkQw4YO1atWYhWM0DBANhpNBokSTL0/epQrBK8qRlMbXCdqnhyAV4ULCMn3BBjp3Z5bah8yaZkwOYJbckoWk9jR1gxYEHIQV0Kxk4J7DgNugIusbYPizZdA+y4ARulBIYqws3CVsSTq8BOHtpVlK+qK7SGsbM6K5YcMHaK9OYFC6eWZLz/c/0KGOLDq4wx/rtKeSmYTwVjx0JgXRmK9eqZn+dH4zfn1XSe5VQBVUpwKW83UaZ5FwhnyuuvZuwIxBArB9Zn7FhnqZl6+VlaR80M2jOogGpFexapv40xjL94fND2uhKKlYNWJaiWh2KVwI4TKDUAlwAiE5VlGkrz7uQwY6dCBApEcNahWNrqoexgLnQDVtsZNHaSJDl1KOZGKNaGbdiGbdiTao8b2AHYuXMnn/rUp1heXmZubo6ZmRlWVlb4zGc+w86dOx/z9f7JP/kn3HDDDfzSL/1Sqa9z4403nrVg8YZt2IZt2IZt2Llg1RAFY8xQiu3HwtgpgJ3inMXNiyzWF4d+PxWwc6J5guPu+NC9zkY8+bEAT6tNa02z2RwCH6r3SMwAcFFGEdbCdcugjELWBsCOsWZocQmnBnastUOJFVaLJ4+MjAwyX10UEV840OOpMnYKsKKX+QU5Ypg9sf3t28vyLbLI3lfuHWJalCLJRVasCmNH2IFgMnIVACMG55qcXVIAHFWAsAB7YhOXxw6BFBW2TCnCXDB2zIBpBMOaMMV1U13ZYCvxlmHGjjYa3OB6CMqsWNro4exVBVhVTXeea+xom7NwigRkdhg48ho7ohRPvrB3MXXnhccLjZ1qXTb1c+ZPKZ4s8usIH4pV0eOptlkgBqyragas4v9izGmrqZlaBXAZ1tj5xfsvZNz4exbATpEhyhjD0393kM0KA1oUQKglsBX9G4sH/gp2l5NoNdyHBWPLOruGsVMAO8qqNaFYBTC02lY/j9bZYVA1ZACMnoGxc7pQrQ3GzoZt2IZt2JNrTwjYqdr555/PBRdc8LizVAF86UtfYn5+ni9+8Yv81E/9FF/60pf4mZ/5GS655BJ+93d/lwceeODJKu6GbdiGbdiGbdiTal/5yleGduWLBU+v12Pbtm1nzdh59NFHmZ6eLq9Tr9cHgIwz5e5+ca1qONDJkyfL37Qb7LSvFvI9G2Dn8TJ2VodiVXfsq2CBtvrUjB2jETVRlqEX9Th+8vjwMXK4/aq6H9U08lWNHW015hmDvnHSDenSVDV2UpWWZSmtEoolR2S5aC+Bj0JM1w7SXVc1UCAHdswwY6cQti3ZIRUAQZgBCCTlIKtUcX4BlhmGw21Op7GjjMoZHYO6DwkrA1EalXUu9HgKYGdIJ6giplzV2DHWZ8Eq9XlMBawiF0+2ebies0PHkqclL0Am4RyBGzB2tsUjpHIAaDgGjJ0x5fiLz/nQfmvWA3bMaTV2Oj0PwMzNz/lyF+PKDhhR1lku6NUrQtABAZuG2rORXzbJfP8stj0g2zWeAVaCQloMQC+VEdqK/o1hiLEjkWhV6E5ptkYXlG1ksWyOd5TXli7AmUHZq4ydUIR0+oNU5EePHi3/XiPY7oZBVRGKkhH3WICdTqfDo48+Wv72RICdXbt2lX/3+/3HnIV3wzZswzbs76I9acDOk2UjIyP8yq/8CldffTWzs7N89KMf5TnPeQ7/83/+T37sx36M5z3vebz3ve8dmoQ2bMOqdu+9926E8m3YOWfWWu64444fdjHOaEopbrrpph92MZ6S9qu/+qvs2bMHGA5RiKKIzZs3s3XrVuDMwM7rX/96PvrRj5bHDAE7GJRbXzx5YWGBP/iDPxj8VlmQrRZujuOYsbGxdRmxTwZj51ShWKkZvJuVOXUoljKKoB6U5d57YC+f/PQny99H9Ajnj54/dE4VTKoCO1WNncQmzP3E3ADYEW4oW1A13Xk/7pdlKY6thmKJmiiBqqJPqkyLkoVTtEUBfuCQTpYL8iprpARgxGBBLqwo04lXGTvFd0WbGmuQYcWtcwxr7DiGtHsEg9Ah4QaaOkW5CkDCCS+CbK0tBZENhttvv923uVmrseOcF2MO9XAKcxiAVz7d+WCMBC4o20HYCnBEoY2Ta+wYjZMjZDIHnoxlJB0ww8Yrw9aVqdV9u0grENjy+lW2FICzjpMTHhz94pe/ONRvxhkuDi/OAQmDlTVkywO5W8SrUdt/dwjYGXUjvn/yMbISe7Bpxfj/q+yuol9spomax1lpt8rywHAoVpHC3GSWX37498tnXNqQd+z+L+W1BQJjB6nmhxg7IuDGm24sP//uv/u35d9liF+uj6OtXqOxU4yNM4Viaa3L52nv3r187WtfK397vKFYzrmh99wf//Ef8zM/8zOP+Tp/X80Yw1133fXDLsaGbdiG/S3YOQfsVG3btm38q3/1r7jllls4efIkf/Znf8bo6Cjvfve7ec5znsNrXvOaH3YRN+wctKmpqQ1gZ8POOTPGcOLEiR92Mc5oWmsWFxfPfOCGDVmxSOt2/W58dSdba83IyAhjY2Plb9XQrNVWr9eH2CdD4snODgE7VZHjOIlpjbbK37TT5eJ/NVtosb3IjlfuOCVjp16vPyFg51ShWFVgRxvP2Fk3FMv6UKyiDZVRQ5maGqrBaH10zb0BVtwKzUub5ffVUKxikd5L8/AqyZAnZC4aMAwK5krxv3A+w1MBcMhQlov2UiMlXwAXxxbnV1kZZShWJZNUAS6tDpkyzgyFbbnLHIlIyjYp2rG8biCGAIMqsCOtLNlJyiokcgjYWc3YKRhLQAnsFIwd6yyHDx/2jCJbEX/ONXaK8KqPfn6RZj5cnR4WWpbOETjhWV3O+PIUej6F/IyuhG0VwI7WONlECV/OZ890+cRHVFmX0VXAjrAGmTeEsIAzlLdZLZ5cCSsL6nmGKQYg29ZgK0op3xYypDG1mLefA9EYAilrOUuoeM47qWfIrOicTVQFa4rQtixFcZhetzfo04rItXBBJRRrkDEOYFwNdC0Lxo41FSHoShZ1iRx6nn6k5obObTabg3fZKsYOAvpJnontLBg75TOs1NA75fEydlYLxkspH1Pylb/v9lTxRTZswzbssds5DexU7ZJLLuG//Jf/wuc+9zne/va345zjnnvu+WEXa8POQVu9kNiwDTsXrFgUneu28fw8PisWGlVgpyowWqvVytTaZwJOquFAq8WTLbZMjVz8Xtx7sb/I4mUV/R03YPesDsWaak0x9rKx0wI7T0YoVpWx45wbBnasRtbkKRk7oiYGbWj00EI0MMEaD6a4ziPNR9j+q9sHx1aAnQKA6GR+ke3kMGOn/fz2ICX4KhFhYKgPRShKfZPVjB1hRckESXXqQZVKKJZ0ckhjx0o7VL4hYKcStrXy5hXa29uDctlhLZigHpRhMtVQLGMN0sphJhBifXAhL1ec5dpDIhcVzt8NnvNiSdPUZ9eyYqDXIjxoYK0tv9sa5Xo2xZioiCeH1ot0G2uo6QEYVsgnFcBkkUHLOefBJOfKjGZJ6H8r+ng8q4AUWgOWoMy57kuPGYhGD+kSVeoS1sOh8p63dDmSoMxM5kSALkS6ncYxCKGyMiTMwaREJbx88mfoL+VMKB2Dc8NsqSJsL/MaS8W4d7hVwI4owZqCuaNTf50xdV5ZD5/uXGLNgLEjwwGQV1vYzBZXYby5wXvAGMPWrVvLd9kajR1JmZnrTOnOV78Hq++UxwvsrGb6jIyMEMfxac7YsKo9VXyRDduwDXvs9pQAdgq2zo/+6I/y0pe+lG9961u85jWv4a/+6q9+2EXbsHPQNiatDTsXrZqm+Fy2jefn8VmapjQajXUZO0opwjBcA+ycCjipZmZaHYq1HrBTMnayuBRhheGwrdWhWJ1+h/pofd2+LhhFT0YoVlVjxzo7tPOvrUaG6wM7WmtEKMo2zExWaoQ455Ba+rTWq8oNIK1E1gfujfppVQIjBXhRsFGcHBbPddKVAFKqUqyyA2DHUabVttZ6RlEOVBV9slr0FjwDRlo5pEMjnRwKXyrApRIEkxVAphK2hQElKmmuTSWVuTPUGrVyDA6FYuXixFXx5IBgfcZODmglKinLNxSKlTN20jQtAaMq+wiXM8ny786L8nCiVayxIY0da/nUX3RK4KnU6SlDqXzmKWttLspsBsfkfVcAMJuqms/WIAr9nvw6YChklVaLJxehXgBBbZixs2P56QR4sW+jDdouoXsFsGNABOVYCU3IlhxwUVrxYxNvI8lJJS++81F+69rxYbCm0O7JFAhHVoidY0tQzZdfYvSqjGQ5gyd0NZQciBoLhoEdEQ6u01zcyk4uK+stKsCOtZatW7eWemGrs2IhPTsQhkOtVlsxXqrMxeo75fGGYq2+zsjIyFAWvA07va0Oj92wDQM4fvz4D/yey8vLpwWGN+yx2zkL7CwuLvLRj36U1772tTzjGc/g93//91FK8cd//MccPXqU22+/nX/9r//1D7uYG3YO2gbjYMPORXuqACZPFQDqXLMsy9i+fXu5qK5qT6zH2Gk0Gqdl7FSzzgyFYmHXiCcX14mSCCMHfVcNoVgditXtdwlH1s9Idabync5OF4qlnR7KxFMAO+uVQVsP7KzH2LHWEthgILRb1LdY/BqJbHj3xjlH9sKMLA/bKe5faIQgGPKEqkBPpjOcckPhVUOMnUAMgB2nCWwwEE+usGUKYKdcvK9i7FRZQ8aZIS0c48wQCCSNxAaDcCphRNnHFktQD8oxKJwY0u4JXDBg7DiDFJVQLAbgQinKnAM7ZShS3pcSX5csyzyzqgIKFYydMoU5sC3yC3wKICIfvxLPtFFKlefXi+xPqzV2rA/Fss4zgYQzhDlYU4ASxXXHMtCFYLP2IJAsxZMlQliopHkfEk+2g1CxkrFTYWEVbCRrFFnv68hWIe6sQQQDkWsCRvLHpwDKdJ4VLZOQyR3rAjsmy3A4sizvU7EqFAuJycGaArRROm97J8pQO59qXpZEnDXPmhbUaJTVlgxnzNuyZctQKFaVsSOkKNlcp2PsFM9j8fuTFYq1+rxms7nB2HkM9lTxRTbsB2s/DG3Fhx56iPn5+R/4ff8uW3jmQ35w1u/3+cY3vsGXv/xlbrzxRpRSXHTRRfzO7/wO73znO3n5y1/+wy7ihj0FbGNhumHnoj1VAMcNp+/xWZqm7Nix47SMneLddKZQrCpjZ3VWLOvsUJrvaihWkiVlSA94cKBY7K5m7HT7XYLm+vo2TzQUazWwM5SRylWAHXNqxo4yCsIBM0BZhQhFuajzC/RhZKfUY7ESURuAQABZkC+u8/YoGDvPXUwxq4GdHGRJVYrTrtScKRgwzjnPiAjFEGMnrKSpHgrFUimBC8rfLJbABUOizFWNnZCwXKBvbsW84ahBvS4HELQoj1VGIY0cYuyEtXCIsVPVh5FuAC4ZawjEoP+H2Dxa4bQbZuyI4VAsh28Dpzz7qABxiqxY2ngQL60LtiZ+HBShWOU9K4ydIkX61qSg0gz3qcAhrS+3F4J2BDmwE1R1ZIALw3cyfeGDvBjP2CEXqwZyrZ2BePI/vTPm3osG/f+Br/043/v5bb6NCk2kHB159gnFkYtEXm/jj7AFw2gYtAJJPa+KH2sh2vlx1K95hekCVPv5+zU3Pj2/l1IgRAkGOedKMAmgoSUvemQpr+9whjuBxDFo46FQLGsQwYCxc+mBFZK0AuwIUFlGo9lk2Szj3uwG7zJr1jJ28lCstCX4hVf8Z9az4l5Vxs7qUKzH+46pntdsNjd0FR+DbczxG7aeRVG0JvHA37ZtrNeefDungJ2dO3eSJAnj4+P86q/+Ku985zt5wxve8IRSqG/Y3z/bmLQ27Fy0p8q4fKqU81yzNE2HGDurtSXCMByIruaMmNOJJ5+SsSPWAjvVUKyCzQE5sMMgJKo4Hnz6cFlfny3zRBk7p0p3vjq7jnEGGZwC2LHDmZm00YT1kCzLPGPHBWuAnXKBawRiZDiUpwB2CmCjAC22JQZTSQNdTX+ujALNsL6IqDwjAWR2ABiFNhws7C1Q839mJiN0YQkUOOE80FPRpSmZNVYTurD8PBJlXNKuMFeMxIUDFk5VuNg6Hx42xNgRg+sGBGXdis+l3s1qxo6uiCdXWDgl0IAtnXLpBmFmSA+sKa18CE8gqBm/GHfFGCzFkwfATgG8bE0HLBYYhGlZIXwGLWe8ro8zhDZn7BRMk/y6teBClre9wLe1yUOxKEKxhFdQzgGPF04blBswThZHdUn3yXSGFbYEdrZ0HSPn5+wZNcyAK8SYS90kIQnzJinC6EpwxBiogDWXLVual+Y6RMqwo7GTNK0wdipaSE0j2bZcgLRFSJa/0Wjcx5rlwdioMHaMUVzeGmhqbV5KuczVy3pLBFma0mg26dgO0bOjAfvQDZ5b59wwYydzPG3H81nP1gN2VodiPRmMHefcxjrhMdjGHL9h61mWZaRp+gMFdp4qG55PJTun3oRvetOb+MpXvsLc3Byf/exnedOb3rTxst6wx2wbL4oNOxftqbIzsfH8PD7LsuyUjJ3VoVjGmNMCJ2fS2DEMxtEFv3lBmZkpzuIhIeBq2JbWmst/5/JBKFbURdTF3xqwU5wb/IOAJVcwDDxjp2AqFOFWpwrFAuin/fJzrVEjTVO01muAnYJRAnjRlWBQF4AszAbXdYPMT4FzBNWU73Kgd5PpbEjDRjhRAjsFYyfLQQEtPCBjK1olBVtGGcWbH87KzxZLQDAcilXR1AkJS0BGGkNTVQSHjRgKxaqGaVksMhwAO0V6dqBMJ14ydpyhJmolIFNl82ijh4GdvO7KqKFQLGMMWmn+r4f1Gv0gZTywo6WgloM3wlji5vYSFBHOEVpIsxRjDN3xy9iSAzsUab4zkwsVD/rTs4/sgLFjJVFzB6bQTdILJCM7vRaSMeB0hbETgHAU0Vcnt0subQ/Evdv1PgXeluoU9ICxEzfr1PKwKJuHPzlTMHaCsk98O0jCvNCFALQqnicdlHUBkGIb9Vw3B6VBCNIsLcdQFdgJnKC1uTE4lkFI1qXLfcKslTefZ+wUw9GlGT8yv20AsgYhtSqwUxdcs//b/m8V8PSll9Dp+HEUdEfIsgowLAeAq3HD74jrj1/PVG/K3yOv7992KNYPmmXwVLcNjZ0NW8+yLPuB6908Vfzip5KdU6jJt771LX7xF3+RZnOQpjRNU+666y6+9a1vbaTg3bCzso3diA07F+2pMi6fKuX8YVir1eLgwYPl5zvvvLMEb1YzdqoaO0UoFgza93ShWLVa7ZRZsRyuBC0ANr1qE3N2DvCLrYLNAcOMHaUUm1+6uWQPRHGECwfhIFVbnY79rrvu4sYbbzyrNlodilV7RY1D4pBvkyKVtxtkRyrCQ4wxvO997xuAYasyM2nrGTtpmqKUBzREjlocOXKkTINdXr9kKuThReFAPDkkLEGLwDkCOyyeXAV2ioxUpRaN8OnElVEgILUDjZ0qKwfpw7GK67zsSDYAP3BDbJkh8eQC2Mk/C2MY0QPGTjUUK9MZgatkYnI+U1en08krU2G+FCFeRcMIhhk7YpAmXWmv3VNq7OQMowLYKUKxrLU4pXnZCTUkBF3oB2mjMdIzbZRSCCM5/KyfRxagXx6KlWnfNve98r9RK0PDfLld4lNb+772GauM8Ro7QX7MiHsad7/6PbgcDJGmiw7HfBmVRqDLdOclYydHPJKaoFZo1jiLkRahbNm+TrsS2DEyAJEzbQpdm/xciQRnBowdZAkeFWFVBcNG8uO+bnl7p1t/jjE7mvevxQFZztgJkDRtvbL4kahcNFykXj+o6MPxzBHYAkRSHsTKuztQNc6PLhw8D4EkrAA7I+Eo098uEK0abzn4m/Q6Xjy5sX8nR+6fLOsipCiBnSJDV2G3HriV626/Lq/v6UOxTieevLKywqFDh9b9bfV51ffrk2kTExPMzMw86df9YdvGHL9h61nB2PlB2sZG4pNv5xSws9o+8pGPcNFFF/Ha176Wd7zjHTzyyCOAF1besWMHn/nMZ37IJdywc9E2diM27Fy0p8oEtrGDcmq7//77ueKKK8rPP/mTP8kDDzwAeKdo8kcmSxHPaohUsaNc1Sk5nYZNdZGd6ITuK7pDoVhV8MZZx4zzi484i4cCrKvsnqJcRXruRHk9nuK6/+nm/8SdU3f686zF/eQAKHnNa17Dm970prPaXc+yjJGRkQEzYFqzKPymTAnoVP4X0rMR2u027/vs+/i33/u3/rwcKIjVMLBT7CoGDBg71157Le94xzsGuj7OgKHMXhWoAFPLf8NQo1ayKALnCFkF7MgKwGGFZxoZU97PWuvZPK6S5lwY6q4+xNgpQJVEJYyoQRjYSKp4+ZFkIMpsBmBNqlPq1Ctpvw0jqgLsGDEIxcrDtoqFvcV6NkWS+JCZirq0NprnTmq2JP6eO3qGZ0yrkmFSPbYQey6YYEUoltIe4PoHe1MogR1FUw1YLZcvG37+vj6ZzlBWeWDHFYwdiQkaiFwYWOIFkTOdleBHzeXxawVFR+XsjIKxU4onDxg7zkb+f1WkRpce1HEWq23J2HF5inQhAZMDR4DIdZO00xhhCZMBsFNl7CBCXCGerQYMKt9EAaKa9U0EFIUuwFTRzcuZh0uV71kR0tT5g6tdnu7ct/0r3At4bfSyAfNM7amkATNIoyDOwzaFADvQ0kq7V2ALDaBUM5K68j2gZUjIANgJnKAe5GLROVgTxx68iXoJ993zwFBdCmC0EHIu3leP7H2E9/zpe8oySCmH2Idny9jZtWsXX//619f97QfF2Ln++uvPGtB+KtkGsLNhq60Ief1BAzsb/uaTb+cssPPZz36W3/md3+Etb3kLn/70p4d2FXfs2MEb3vAGvvrVr/4QS7hh56ptTFobdi7aU2VcPlXK+cOwbre7hqpcfE7TlN5Yb0gbJwg8teaxZsWqhhjFOkZv1WWfVBk7zjlc7EisX4ClKi11XSAHdnI9noLF0VN+Fz7TGUYOwMa7Z+7mwMoBf561uIvdGuDpbGjaBbBT1M0pV4JLJWPHDj4XjJ00Tdn88s0c6gyze6qMnaAekKbpANjJF85ZlvGSl7xkACY5XWYSMsZ4IeNK1qmaqJVAQgBlKJZzOaiTt68yqkzlrbVGSFGGxWQmQyhRAjuaHGTJQavLouezLbsQyIGdzGHz3zZHmh+ZzgZgTaV8mcqoy3oJLklraepKKFZVN8d4nZxSYweLlJI0TX2/ViSIjDU8/0TG+bE/9pK24VnT2VCWsrIPVUZIOBBPxoMlmc7QRvOyo4oCW3QqDxXL6/ac5Z289shWtNFkNisZO1prpBUYWS8ZO6b+bHR4IalOy9CjGuNlPaVJEUkOkArf28aanLFlSmCnkJyyORAlCQHtARntEE4jReD70AnPpir6fPS1qPp5WGtRKsWiqefhYKlJ+Qczv1wCOw7P2DHGQMm+KbR7JGKIsROUza/ysL9aP180GQ/wlMAeNUZsDrIoixOQ5WFWdREyZkYqGaumwJY57JFWESa5Ho90AxFnbXB6ApEDL/VU01CWVqflfw8CggqwI5zDhgVbLtelyllD0kmaNc8oynTGJe0fQS/6c40eznxlpWVk00heBs3IyMiQiHwBDBW/n+odmGXZQAR8la0H7NRqtXWPfSJ2ujI8le2pssm0YT84q/oxP0jb2Ih/8u2cBXY+9KEP8fa3v50vf/nL/OzP/uya31/xilewd+/eH0LJNuxct42F6Yadi/ZU2ZnYeH5Obd1ud43jUzhEcRpjgkpqb61LYKcIFVgN7KzH2HHK8MyRi8vPiU5wdTcAdqp6LMYzUwr2SapSRE0MGBxiwNgpFig97YEdZRSaAWA0Vhujr7yejbUW13BrFl1F3X/5ml/mzuk7122jeGvMHRfdMQgdc25IUwcYEvtFDoSmGxc1uLDmwRCf+cjXvzg3qAUDgUfCEgBL0oReetcQY+fFJzwwZYxBWjloM2doyAaZ8SLMoR0AO8aYNaFYgfWhTkophBRlVqxEJUglB4wdDHVRLwGOF7X/Ac/vvBZrLUmWUNeU4T+BMTSVG4AqlhKESbKElz+aDoAdbWnoQWjaMxb8uUWbvHDSDGXbCsVAYLoKEBprGE8coXOkR1vULTS0GGgeVUCgTOfATh5uc0HHcMmyKUOxasbRyIWLUYaGcmUZxtylrGy+1DN2jGfs1PJQLKzAhA1EkR2rfim6fuEQYydkDPBixNIqyEzlORFYZ9GZQho10NjJ9W1cWjB2AnAG6yzOWkAjkTkgKEG6UuzYbPsF4vEfwVpL1OvghKaW5WLJS11e2HntANiRAeTPsDOa0WCTvx5eu0cMpQWXZaeqNA9p08Pv1cGxIQ3tgQlpPYtI58BOSMCIa5YgIM4gbHkBApshsuJ5F1AAjUW4W6EPpcFhaS8t5scGIAbADji09M93wfJRua6OsJJG2CzHxssnf4ZgfgcAPevfGUmSgzdOURvxdTHGMDo6Wr4jj9vjHP2Jo4P6nyYrVpqmpwRVflChWKcrw1PZniq+yIb94CzLsr+V7HKmm6Hm+qf8fcPffPLtnAV2Dh8+zD/8h//wlL+fd955LC0t/QBLtGFPFdvYjdiwc9GeKhPYxvNzaluPsVM4QlEaYeRwKu+gNmDsVIGd04kn61bKj2154eD6OsXWKmOnkkHJWoswAwHfInSmSMFtnS1BlWKBEmnPFshMhha6BBfGwmFghzpDu+swALH2L+9nsjtZfl9lfdiaZbY5uz6w44YZO9VQrDRNfXvllyqyTBWhY8YZZChLxo4UshTEjVXMa+6fKtvTYvn5+21JL5duAOxYZ6nLuq+/1gSCkn1irQeaylAsowZCwNqDA1XGjtQSRQXYoT4A0mpLbDbbPRClUgLrCPM+DI2lma3KtlW0scr4tf8zQ5CDCZ6x48pjf/yo5oLugPH01geiYWBHhiVjZygUy2rGcmCnd9cMm1yTep7xy1rLC2ZGqelB6FBN1ErGzjOXLM+eVWWmq9BCvQwHsh6kyutdsyEqrHkwzCqslCVjJyBEBw1EweaSIU42yXRWYewUwI5AuIwg8wCj8Jia19jJNIHNyvCqYhxQpkYPcDljx2kH+MxdaZribEq7c1fJZMEqTOCzuK0sLvg2zzV2nn/SlmMGCsZODuwoy4+d/zZE4UbbDJ3trWgNDVrfJBnJyodLYKcgoJdgjQhpGA+GCONBNpWHq4UEjNpmRefJVC9AK/4cIgdVrABRgKf58zeWs4+k8dneOvOzvkxqiVTGlZHnMOS6OQWwkxYi1wF16QWbM5VRN020yIGcpItOdhH3cwDWacKRIqTLAztVFmO6bbBwDMPwSWPs/G0AO39XGTtPFV9kw35wlmUZmzZtetKBnWy6R/Loyil/32DsPPl2zgI7W7duPa1Y8r59+7jwwgt/gCXasMdjN910E8YY7r33XgDuvvvudY+7++67OXz4MAsLC0/4nkZrZo8eZmpqiomJicd9nZMnTzI1NVV+vu2224Z+b7Vape5T1e655551J81T1R1g//79zM/Pr/t9q9U64/lnssXFRW6++eayPZIk4aGHHnrc1zvdfa6//nquv/76IdHBW2+9FfCLvCdSD4B7772XJPFO5MGDB5mdnX1M57daLT784Q+Xnw8cOMDNN99cag9UrdvtsmfPnlNeqzom5ubmePTRR0957JkAk6mpKQ4fPgz491spgMpw3y8uLrJv3z5uu+02PvzhD5fjYz07U1vv37+fmZkZ7r///vK7wum77bbbHpfzd9ttt9HpdHjwwQfP6vg77rgDrTWHDh3iS1/60mO+36lsaWmJm2++mZMnTz6m8x555BFmZ2fXMEJ37dpFu90mCAJOnDhRfh9FHiiJ03goDfmJp53gvDeex+zsLEqpMhSrqrGTZRkPP/zw0H2cdoTCA0KHDh1i7tgcNvQCsnv37sVJV2q3FGyUQtfDtizOuBIMcc7hrOOhhx4qx1Nf9zHGcGnzUp7ZeWZ57oWdC+m1PJvHWq/jU2SOKqxw+n586m30FxTz8/McOHCAl37hpYPyF/ovOajyvPB57Ojt8LvzZiBgXPwvkczNzXHzzTdTb9TL0A5tNT8z9TPlzvy2aBuy5hfnaZoSiEEoVl+1aSSeUXLPPfdgrGE0o2TsbFKb2Cl3AtBIGzSCBsr4Xf/QOhi5gMXFRbTWHtQJcxaRzkqBYaUU59nzGDfjpcbO8ydh3I0zPT2NFpoatUEGpaBL04xx6623Eq/EhMZxibuUhx56iFG7k3jTm0uAKzTw9MVcaLaVcuC5z+WyTpHe3JI1NxG3fJ82tKOZ4wGZyRhL3JDGTiCDkrGDoAzbstYymlhGNl9ON+nTaFxEMn4ZxvrxOJ4F1IxgamoKkQlePfMOMp0xNzdHs34hI8pxYM8B9u3dx8GX/BIN7TWOnDbU1SAleGgDpi7d4tvXKva98reRzrPTAgJa21rU2eYrIGo4OUKmM+J+TNpYKBk7XvhZIZQf+73tv0y86dVeYydTSJMREpAkyYCxowpQJSQa6xPFEUlmSJsxEt8uwkEmI1QOugqXYoOGf3/vP5CP4YBOp0MyegFpYxFtNXfeeSfzF89iwoDZ2VnSzNAIRrFb/bgSWKxtk6mUvXv3YsNg8JwmGWDAOD9n5LjM9NQ0y8vLIELqNmfsGP+zycf90+JnM9I7j1Sn/rlxZqA/lL8nhCpEuUGgcc6VOjmb8tC7QI5gAkG3lW+IugwtB+Brdt4ObAGMWocWiiwHdjfHgjEGjJ3QOVK5yOLiIiZLsHaFOPJz8qtm/jHPaL6kfAdUgR1lFC9aehFHjhzxY6UC7ExOTvLJ93+B//OVa7nllls4OHOQifMn1p3jlVK87GUvG/pcDcX6f+/8f4lUxHq23pxYzONZlnHXXXfRbrdLn6B4v68+d73r3H333fT7/VJ37WxsYWGhnPfXs6r/DLDv1pvO+tqHDx9mbm5ujf+9GthZ7ds+Vlvv/BMnTjA9Pc0999zDbbfdxtzcHEeOHCnL0O/3eeSRR8rPq32eJ9OqPrlSijvvXJ9tWvh7ExMTTE5OkmXZmr6s9vuxY8fO2Nfdbpfdu3ef9pgDBw6wsrKy5vpPxE53nTvvvHMNoJplGePj4+Xmzd13382uXbvOGuj55je/Wc7V1Xvfv+/BIaZiFEXcfPPNpa98thuJq+szOTnJxMQEn/rUp07rA/99tHMW2HnrW9/KJz7xiXU7bO/evXzyk5/k537u537wBduwx2Rzc3MopcrsBvv371/3uH379jE7O1u+3J6Iaa2ZOXKQhYWFdcGSs7X5+fkhcPHw4cNDWk+dToe5ubk15x06dGhdevH+/fvXzUADfnJfb1Kbmpqi3W4Dvo0er62srLB79+6yPXq93tDi9MmydrvNgQMHOHDgQFluoHRcigX8E7GpqanS2VpYWHjML/Ver8fKykrp3ExNTbF79256vd6aY7vd7mnBwWpdWq3WaYHJM+2StVqtkoU4OTk51H7Vvm+328zPz3Pw4EFWVlbWLXdh+/fvPyOYND09zfT09FA5jTEcP378MaeiNcZw+PBher3eWQNuJ0+eJMsylpeXOXr06JlPOEtbPebP1iYmJpiamhoCdQGOHz9OFEXU6/XymqI2yEAUZRFaDNpLBYrx0XFardYaxk4B7KRpysTERCkIC4C21ESAE46lpSWyfoYJ/a7W/Py8py24wU6XcMKL1BqDTCQ2tiWwg/OaPCdOnCh3nvumj1KK7Y3tbM+2l1mdxtIx0miws+4CNxCCza1w+jbpbcT9rByLMBBPNWGedUd7lssl4SVsSbeQJEkpuFrNjhWIgF6vx/z8PLWwVrKEjDGMmJEyBGlLtgUZyFI8WQhRAjtp1qWhHH36HDp0CIdjNPPsAmstI2aE8WAc5xwN3aAZNEsWTugENLawsrLigSwBQcODANr4TFKFxs64HWfEjviFsMl411Ux46pGq9XCYGiIRimQLF2IkSn79u1Dx5rAOraLC5idnaXOKEI0yj5/wYzhj67N2VKRZfqSi9mW5GnIrSVrjqIi3y4N7cGdoh3H0kG4ncNRC2okaTIQe3aUxzYzqI+eTzftEdS2koydj3Y6D0kTBE6wuLiINJJtqde+WVlZoRZuppHB/IyfE/ubLKOmSaPRAOPD2Vw+54U2pHWeb19lFGmzh6tdmKeoD0mbETXpdXScqOHysLgkjtFhD0HoRY6d9No42jN2bLiVbMSHTNnMEFhFSEC32yUgAKdBFaw2iWoqer0eqXZktRSB8OMGga01sDIHRWyGkTXa7TZLCznoISW9Xo+s3sCEEUma8Mgjj6DrGS6QLCwsYIwjkA3s2BbKh832cZlicnISEw7Ek23+XKFU+Y7bVr+Y5aUlWq0WFkFdDUKxLA6Tg1SXdhssBV0y4zOHOTQCz1RyeainLEKmAOc8U0kVGj35okoGDWwo6XVyH8t5Bg/kwtabdzKSFeLgDiWjEth54QQ8q1Mrn+tAWGwQsbKygjMG61LSXMB5c7KDS8LnlM9wNRQrsxkXRReVflUYhijlw/sWFhaY7U9zbOIgjzzyCKqrSETCwsLC0FwI/j106aWXDjS1tKZer5dz3UqyUjITV9t6flQxjydJUs69u3fv9gBuhaFZ+HDOuTXXKb7r9/tD8+mZbHl5+bRzZZZlJRAGsPv715/1tWdnZ5mdnS3PL8q8ejH9RH2y9c4v/OeTJ09y7NgxlpeXmZubK9cAhW9VlGm1z/NkWtUnz7LslJs9nU6HyclJFhYWWFhYII5jjh07NnRMtd8XFha4+uqrT3vvbrfL5OTkaY95svz8qp3uOoXPVbUChFXKMwP3799f+jxnMmMMDz30UAkCVe/96OSR8l0G3v/evXt3+YycbVjg6voUffS3OW6eqnbOAjvvfe97Mcbwohe9iHe9610IIfjc5z7Hr/3ar/HKV76SnTt38u53v/uHXcwNOwtTSpULxCRJ1l1oxnF82tSXj8WsMZicqvtYF6ZVq5Z7vc+nig8/1ferz1/926nOKb4/VdudjWmtieN4KEvPE2mbM92n6M/CCjbMk9HH1XY8XZue7nyABx98kAMHDqxpm6Ie3/jGN055/SuvvBJr7RDL53R6AXBmYKfaNqv7Z737FIDO6e55pvZZr+5FOR/PGCnOeSz9Uhy7etf1VHbllVeedVlW1+1sy7N6/BbXS9MUKWV5zcv/6eXMtGe48847ibO4DMvxJ0Agg7JNTiWerJTiM3s+w7+76d8BuQ7HZsfsT3mmDwJ2dHxK4+K+NVvjqquu8hmfXIAm7ysLJNBNumvK3u/3EU4QG1+3mqhRczWyPD1yjYGgsLUWJ12p3dNs+t36W265xX+2o6SpGhqzncwDXLZmadomiU7y8JsAiW+zOB2EVYEPcZG5GK2UkkvTGjovQwHoFBo20gk2ZwPGTsOMlcCOMn1GlCAiKlNjj6YebDPGELqwLAPAzrYPPNHahxVJfD8V6c0LkWZllQd2nC7rMqLHuf3228u22RZ7RokVdkhjJ3QhNtAkiQdZjGhSp16GJElXKwGuZy6NszTqx76zjnhklHoOyATW+hTbufPb0I5GPqS1UYwmFY0dYRmrjZGoZI2zbKwBub0UEZYixMmwzPg1ouC8vgdRnIW6aXpR4zQlIECxoxzLNnCMmjEajUYpXBwUwI4L0aFPd66sAmEx9QvL9vOxbnnlZA0nfCiWSTWgUVvGOHr0KMJ59olUeRiXXsLWdmCc8YwdmyFzYEe6AOEyRGVn2AnngT3nUHYKiSSKIqQDJ2WZB83pedrsI8sy4siPT4F/D9ggwAlLHCdDITlpmvryyRBk7kY7h3MxNsnnASnRI2PcdddduDy7FFlaCkH/6HmvQ2cZSimi7Ps08nEvrCfk2HwxZKUilcprFmnlGTvkAs75+C80i5zn+vhsYNYCElHkO0fgJETdVl5ch8ODKlmaMNI4j0vUVt8tUQT9O1D5M2hkQE3Ucc6R6hQnLOByUEZhSYlz8Mom93KeGYRinb/lknLBl5mMmquRZmkJbhtjSgaBFZp+1vPznfWC5Ov5DFmWEYYh11xzDVEUobVmbGxsACApRWtp/Q2P9Zi5ZaYwPbhf8V2VsVDMVevN9YVO2GP1Sc7kN6yuf3KajZz1zq3OZYUPWfybmZnh9ttvLxnQj9fWa9NT+ctVX7CYo4vf/zZ80uq91yvXemU+VT8XIv+F1ev19S6z7jXPVL4zrZEeiznn1u2TaplWjzmlFCMjI2V5syw749gsrNiQLI5d7a/qbHgdVR2TZ8vYWV0fpdRQtr0NG9g5C+xcfPHFPPDAA7zlLW/ha1/7Gs45vvCFL3D11VfzK7/yK9x9993s2LHjh13MDTsLW/1SXe9FUTzoT8YDaqxFq/Udgsdiq19q6wn2rVfe031/qvKcalJ7oiBG9TrVl+mTBaKtd58kSUiSZKisxWT1ZEze1X4524ln9fngdw6SJFl3Ia+UotvtnvL6xW/VyeZM/XOmnYlq26zun/XuUyw0zgTcnMlpXF33wul7PGOk6hSd7bnVc85GJ2F5efmsrnsqgOZsyrMeIFSUUUpZXrO+pU4v8QuROIux2DL0BQ2BCAbOvtRDwI5sSjLlnadG0OCu6bsAMMogmwJhRF4Gx/9zk0Ux6I+AgDiOc+0WnxVJKeXDVzJBN64AO86XPYoiAheQGr+4DEVIzdVKMEoYgciz7WjjQ5IK0Gfz5s3AQKenYUZIc8evENid7uU7cDXLmBsjMf7ZCkTgw8WUKo8tQrwMnrFTtOv/vccwvpKzhgodnvz/poLXHHQlY+eC9jMJXJiXN6KpvNaQ1hqBYzRz9FMfdhbaEClyYMfBG743zbbMj/HAgRCBL59OCEyArHlmUKE1o40mzTzA8az2S4nj2IsvCxjJgYdCuHjA2Kn5RXmaYo3hwHN+lYbbhFIKSYhgkKa8qWFxUz72naM/tsWHiAGBcaSNWpleu6EdjVw82eiMmnHIUgPGsaW+xYfbWYMUsgS/jDNMXvrzCCFROchigloZinXpsuWNB/wYE0ZQsw2vfZOmBIRlNiitNVZamm7A2AGo5c67dCEm9JnEMpXgUJhwa17vACdEKf7rqGFlE6UzdJYBCmTo07XjEMIQaA8gCJvhRF7ezIBThE6WjB1BOmDs4HWStNIYbbDCIAgG7EYxcH2dWaQAKbJksGjz48gzgZIoHdq5LkK6kLJyLYdzCTZRZCrzadFD/5y6PMW8MDYHawWNYBSdj2WXizsX/a/QmLy/TVjDYFBW4Vk4GhCV95NA5oCWZ+x4ppQxNge8iqN8NrW4284/O2wOWGZRjEIj8+bb1IpppH108QwGIaFo+PlSK0wQA7m4urU4MtLEP9Pnt3psywZi5K++/OfLBZiyisAGxEmMMYZms4kxppyHnVRYbUpgx8qBzzDVm2KuP1e2f7PZJIoiD8AqxdjYWLnoDhbHOHT7+hqccRyvYYYX/kl17irm3CqzoZgT15vfVs99Z8uIPpvNlyFfqnf2mj9a6xL4qt6r8EWSJCk34h6vnQpEKNqhYHIWC/ECRCp+T9MUY8zfmk9a3Lu6qXk6P7zah6cCp6rXrQrUn+6aZyrfE/FpH+s91/PDtdZlNsvHukFXLbu1dggo1EajK2VZ7V+dDWNn9TWr16nef8O8nbPAzsLCAjt37uRTn/pUSeGbmZlhZWWFz3zmM+zcuZP77rvvh13MDTuDOefWvFRPBWAUk/sTNWstRqtT3utsrVru6667DqUU3/zmN8vfT/XyPN33p9spWO+c6vdPBNjR2sfdn6kfAI4ePfqYYsTXu0/R7+BDW4oX+ZMxeT9RsEspRRAERFFU7kpU26Y4Zr2Jvfp7kiRDTt+ZJtPHy9hZM1FWdlOCIDgjcHMmp3E1iFHsoFTL8MADD6wJTTrd/R5Lv1TPORNjZ3Z21ocunKIdr7rqqvLv9foVfDz7Zz7zGY4fP15+t2/fPr72ta/xkY985JSAkNa6DG/RWnPHHXdAAx58+EG/25+n5XaB44orrigZO0X7/vfovwODcTD5jEnatFFKYawhFCHHjx9noTtHKEPCfpiXwTKa+rTaRV0C5wGjq759FaEOB4wdB4EO1mXsxElMwzVIbVo6pDVX49vXf9uX2zgmjk/Q7/dLNkrBltmyxYebpGmKcw7bE+zZu5epqSlOTp2kriR7j3gdAVuzjDNOrHwbBnitEa21B78yS5zkbWUMTSPLdh01gjCu7OQJW7JRBJKmDQYaOy4oF8POJNSVI3MeRAs0hBaiuIcxhvFEUnPC1xvB5o6iYfwYD60HdtI0JVEJgQ6QDc8M0lZTkzWMM8Qqpm6bniGlNYlKyEJBgChBtab2AIpRlsDWcLneibOWLAxB+PHoQ4e8do9zjtAKonoRGgROGhrOg2ke2GlAzuDwoVi+X02+kK1py9VXX40yiq3NrcQ2RmlFQxUsDrBJRjyyFYq03yLABmEpngwCLXPAwAkC4wWm77jjDg/ISIk11ofRCGi4EQ/sOIcVEORhO4IQJ+H6679LZ3kZMNigkdc79KLIhespa9hwBJvFHrgSGQgPquEEQlik9mVysoZwKtfYMTjhx1a320US+HNXM3Z0htUGJywS4UEgITl/5OkUMWrOdgDhAYJiZ1n491Jd1KnRI+4nPjwsv3yapuAERlhEHtJVF3U218ZxRRYvIXxImFK4fExj87AyIWjIJkuLiz58V4TIXDdHWEEsMlDGazfhmViZ8SLc2+s7cfl1EYKLRp6NsAX/yHommjEYbdjeuKQEdkBy4YsTVLZSHovw742o3UJjS2DH4nA2xhQp1mVIQJ1ut+tBo3obkbeRM74v0iTj6quvZrS+mZpTZIm/dmOsRpoUadQzAhcQpRE33HADzxq7BGc8WKuyrMzM5pxDIHhGcGk5L/7erb/HRx78CODBltHRUf+uyufCqpZPNNnh5NGBbs1tt91WbghkWcaBVfpp1Tlrbm6OKIp8GYTIAcfBcaea31bPfddcc80a/bT17LRAgzKkaVb+7px7QoydKrBTAFlZlnnw8RQyAWeygqm03r2LOTMIgjW+hlKKiYmJ8rgn6q+fzqptfDrfZHUfrgfkrAZ6zrQZdTa+ULXuT8TPP9t7rueHKzVg7JwOwDzV9er1+vpgmNGlEHxxbHV9cDbiyeuVoxjbxdjasIGds8DOG9/4xiFU/fzzz+eCCy5A5rTX73//+7zpTW/6YRVvw87SZB7XrrXGmfVZAC53sOM4HnoBPF7zi9InvgNQsH4APv3pT5NlGZ/5zGdwaiDCtt4LRatTg1feEfIaAUPn5C/24tpD98jPeSJIfjmpFTtnZVnWTua7du0qQy6cWn8B7cz631fLV7TB7t27hybuJ/ISdipvh2RAwXysbVLsTMT9qGRTVMsLlKyAanmdcWV7KaWGdsKK79arW9FWRpnSoXLa4owdav9yDBiHSofLVYAUACrJyp2KkZERVHr6nZkzAT+F41f0dbGDUh0j3/nOd4acVGe9KO+p7neq+9rMrE35WwH8zuQk7d69uwTkyrJUxuIHPvAB308Vx0EpVZbVKcs999zD+973viHx8LvvvpsPfOAD/If/8B/QeZsU76xqOYUU5d/f+ta3eK55Fdu37yCOY/qJ10gJapJPfOITJDohtD5Dkda6FFJVyuvhZCMZyubsK9XlOdOv4v777ydNE5ppA4JiTHpgpwhLuCB5Jj/aeQNZlvH5L3+ep628CGdcCew0RZN2fxBzLp1nqqQqZUyMlqwWgJCQPXt35+3oaC21mJqaKrNrFWLHz33uc3nPe97jAY0kIVA1nPWA2NT0FM89NM6R+zwYbGuWMTFGon34SpNRAudBqiRNPLCTh2Q9e1HzxgcilPZA06iGkXzzN8syXDAQBpbUaIoX0e/3fUicHQA7GMXczlfjtK9bLW/rKOrQ7/d58yMBl3W3lP2QBC+lkYOXoQPbeJpn4eiMmq5B3d+/tryFcbvVAztZTMM2kAiUVkRpj4PP+VUCeR5aa542G/BzX1okyRIO75pns97Gzk7OALGOFbm7BAykC7BBDWt0DlIJ0tqwO9aQPjlEzZ5He+uzQOfvvrEfZYv8KT+fpn1aW57FNrOdr371q4xFW9m+fDmZTelHff7LTS/jx+de5tN8dzNUrYmQgQ9zk15nRmlFv99H1bdQc6O+jaxAugCtLDfffDNCjJWMnW7OGCiBHe2YvPTV1HLgyUnPyvnY//orjh07jBMGG/gQNEkIDAASJ2rYoIlNe4SZxLoORhYUe4EMHCLX2EHUwCms0ag4BWGouQLYCRFS49ICBBS4EnjIWXRWsrS0xFhtnEs3PQ+HwFmHdRGSEf/MKwN4bRytNWO1EeqyS9L3/VjHv5/SNPUgDaZk7Dxt/Jm84aJfwKbGh0zJACcDVKaopTlikS+mpZCEss7K0grHTxwHQg+eWYdDeGBFWS/cL1MslkxlZEnGC7b+GIGskbZjBIKfvvAdCO2PxzkcBqU12hpefN5PInO0JBAhI6NNnM5B31yvJ81Sou4KRtjyeZJa41ziwSnASklAwwM7WgFp+R50zuJQpIniAx/4ABdvfibnhU1u+tx+skRTW7mFTHnfptZLCIUjjRNuuukmfv8X/h0Ov1GRRWtZH/8P/7ic/86feDZCexBNpRlBEAzN0+Nj42Q5sPOMPXMsH7q9vM7Xrvka+x/12i5aKabuHYjZOlVh6iQZS0tLQxl3L6lMc+XCVa2d31bPfa1Wi9tvv33g01mXz/tuzXmr/YZi3jlw+zSTjy6Wvxut0VmKOc2c79zATynBFDW8oVds3hTAzqn8Mmedf35OA/qcaq6v+i1CiDUgk9a61PGr+gCnrFfF/3os5szazeVTAmmr/NT1gJzVPt+ZNqNW+5Bry5evi7L1w/DP1tb1JU/Rb+vdo/CL17TBWazJsjQdOndoHWB0Of6K+1T/t9ZilDnlWqM4dvV6pRjbIyMjT8q68e+SnbPAThRFvPnNb15XFOmaa67hrW99K694xSt+CCXbsMdidirXW0kzWlcf9QuMJCHqDPp18Yv7McYQRxGd+9ayArJk7W6CzjLcKXbtfUaIYRBBZSkqTXDKksVnFgMD6O6d94sLa+l1Oiil/KT/pdxBWGeC0EsxWXd9XY+iPL3bp5n782FGjFKKJIpY+T+HsJFi6Yv7yu87u2ZZ+Pgjp3zh6yzDaL2mXloprDWoLCWd97s83T3zg7JHKd2bh4WBnbX0lts+rXMc0fr2UfTSsMNlI8XK3xxat81WT3oA7VzcOE0S0pyVpfLUtsX/p7Lq7845lr64D6UUyzcdp7uwSJYvmqtmtMYUE2llsijaRylFU9bpzKwMTdyrd2aq//qtFRY+t4elL+33Y0kpup12CYJkcTQ0Hqrjc+mLfry0b/WCfdlkl85NJ4l2zRPvW1pzz/7d0/QPLa2ZAOO+78P2fVOlFsRIo0n7nvWF+VSu53A6J6F0/LRm6Yv7yOJojcbO0hd9toqquHf8yALxIwtD18riiLg3CF9b774L//thOjecLI+POu3y2GSmQ6CHac3VvgQvbji029NOaV3lhSGNMczMzNC54QRqdgC6xZNt0sMtAJa+coB+p8f09PSQZka322V5bomdO3YST3dK9mDRd5DTrpsDcKbT6fBb5u1ctvUyoiiiG3URzvFLO95ELRWkxrNKimsVi6Z+v+/Te9dTv5ulFL2sx3PnfpxOp0OWpNRdCGHBDLCMZp4JorVmZ3wRl8Q/QpZl9PptXp+8iX+Uvs6XzwnGamOs9AabIu9I30DWT5CB4D9OvZPMDkDDwAX81U/8oV9IGx/i1VpeJtF52uM8PbkQgm1bt2KMYerYUepG0pQjtNttRnWdVyUvJer79rQ1yyaxiZ3zo7T3zlKnTmhDT8OPI5xyZUjWiLJsjSWpTsA5RhT8kvllnLEkaYIIRck4QYSI+hvpdrse2HFByfyQRjNz6ev4v7PXeWDHCIwQpP0Oi4tzxKNbkdKHQTVcnfboi2gWi2zXwNYvpBf3SHVKIw2RgW/7keWd7MyejraebVSzDZzQKKXJ+m1qF72SLfULUUqxKd3Gwo4fJUoi0kgRGonIQ6RGbIOnbX4WQhRhPAE6bCKSlG63ixMSmwMEEr94rTGGaaf82Hn/hM7488AYL+g7+lzOb7yG9nePo9I+K1t/hPPVRXS7Xf6z/TXGV87n14Ofod1pM7PzVVwSXUy32yXsGpzEM3aMzsOIBMYa2t02I42Led5FP49SiiBPHy4jw47aFsYbF+CkBOWoC7+QeUnjxV5jwkimL3g1YcF2CTxjpy6h32njhEUHIWmSIAkQVLM6SUQg2aYavMq8ACctToq8XwSyJhAa0izFiRCcwmQZaZTgAstPjD2DbrfrWUChT4Me9Xs8c3wn4/Um8UKXnVwK0oekzczMEMoQjWVUjhI/vIBDIUSdKIqwxiIISwBOCMlofWsZZtR0vu5Z5rV7DNbr9ThHYvpYKXCZBz8vG7uMMBwhXujyS+O/5Otb6GSFIX2ZgYNet8Pm+nm8YMsr6N43xQ653YehKU2n08FKwfPMpYxMWcwN84SyQRDWmflfDyCKMDBjWPj8HmweXmWM8YCSbNCQHoySQmICi3ARKkuxzvgE51lCv7OCwQ7CtoxFS4MIckacywioDYAdMXgPCmvBKuI4YWpqipqs84LNP0ISadJIgVkhs4bWtUfZpsbYseMk5kiffr9Ps+NgPH8H7h2eTwA2s6mcF3fMPx3b9v7b+LSjFoRDc/RPnf9S1KO5XxnUAVFuItz+3Ft5YPY+zzZ0jlY3weaA8dwXdpcL2KXrj+Kco9/vl2XYueUiX9fKfNrZNY3O1gI7JUCRZR4E7XRLX669f5b2LSfKz4UV4EoSDe65/NVHMUlG874Zkiit+BXeH6rOS6tNzfVZ+OZeVJaSpakP2e3E6FZSlq+Y4wu2TlGOofpkGd3bJ5n/2CPouVP7zAUDYzXrouiXIlRJa02cb4YVTNpLRnaWxxUA06ks3rNA9PDpEyGUG6IVv7F11WFUdnYs79VMldX+0xrQQutSJ2rNtZIEVwlp10qt6Xvwfam1pr1rCr2coJJsTV+cjbW+dRjTzQYbg6kim1jF3M390rLN44jOwrxfJyhFs9kcAtmUUqzcdGxoM2699dP81/bTlPUhQKhYs+n82kYrbL5hCJTfGW3o3j9D+7pja64Lg+fOGMNipf2U8qz5eirp7JpBt57cNO1PZTtngZ0bb7yRhYUF3vKWtwxlffnqV7/KO97xDt74xjfy7W9/+4dYwg07GwuFD0VQWmP6/oX16N138Ml/+xvlMWnXTyzL8/Mk3bUvjbuu/AoLJ4Yf+vuv/j9MHTz15GZW7QDc9JmP8dU/+q8sfH4PV/35+8+q7CpKmT70KJP79/Dcup+4Ou0OatGXcb1Fs400ypp1X8xFeWysQIo1v+29/WZMX2FjjV4cxHerNCOb76+ZVNrzczjn2HPzDRy44xa+89H/OXTNh757DSd3P8yNn/rfRO1caDeqMHYyhe0Pl3P26CFeeHgT3W6Xq/78/dhIY6NVdYz1mvMKWz0JArRO+r47cPdtHN/9EEopbvrMxwC46kN/uu51pv/rfwPg+3/9CTqL+WSuLaadljtrX/iP/47l2Zk1fXDgjls4eJdPv7nyjUOYnq9z0e9aaxphnThNTsnYqToa/Xabj/2rX6d3aA61EnHDJ/6KJI7Zd+ft5Xk3fPp/E+WgBsB9V/8N0wd96lyzkuCUQXfzXc5+lrdrPhYq7aW19v2PHZoAAa7+8Af951QR53oPjXoDlXqnIWq3htrhex//yzPughW7aFpr9HLCVR/6M88oysETlaaouT7dbncICLHR2jFw1Z+/n+9/4TNDk/sacw6Xs9Xuv+abfOn3/1NlZ0gTimAIxD10zx3sv+375ecCXCoYO6YyPnu9nl8IRQobVUIYU/8ZwPYVaScmSZI1wM77/8HvcMllF6EqYJdeGBYB3JQvapXyGkzjoslobZQkSehFXa786xcyFo7wq4nFmJTQhSSpd6jH8jTOBbAT1aJSlLebdRnLttLpdkiTmLqrIxvSh+BZQyMFI/x75ekzk9RMTJqmvHx8nIvTgG3Gs1Ekkq3NrbSjAXC+yY6RZYpLQ8kF2XloMxzSdenYRXTaHTBQkzX2Xvt/6HV82MJL8iw5Tlouv/m7WGv5xvv+kLD1HcZT60EJY7ks3kYa+4WJwPG2bx5GZpZ+u4cApAuYPXqE9v17sZkHbQBGtGNTIkjbLUyW0lCOcTeOTQwqSdm60itZugjYWqvT6XSIs5hmCkEOEDSoQWMLY3la7RDBA0+/kKi1woFrv8nKjq0IEaKSDIdD1cZp5EwQEVyAE5Zu3CXVKf/upgavnNjsBXKVZFs0hnGGRCVsSUJM6LOKZb02MnsEkYc2jaVNopog6/fodxNqTmLx9ZROEORstDiOkSLkvLGtyEKUVwivyVLZrAhEk87UHA1ZxwmL0JZOp4ORIXXbxfY1OotZaVreELyc88w4W8Q4o3qEHWIr7U6bzB2n0fcgZtjXWNsCGaCMD8UCv6Pa7rRpBDVq4Sa01oRITHaY8xZzQFJKECHWWYK8P+qyTry8hDSSHodpxhZlFS6/7kitTq/TwklHOtJm8cBuLxrtY80G9axZxrO6B0lCMPUwB78kTnSRytFXfSwG52KcylCJwoWOcelZJMYtMGoWIdU8eP23aQZeI+r4HfcgXAAiQOA4OXGSUNZQaISUmEjhnEKI0AM7DqQMcQJW5mZJrAfdkn4yGGeQa830SXJWy+LECebNBHvkCcgsrdkZakGdsfo2//7JAT70in/XjdW5snkPQkj60xPIrZtpNBrs/vZ3cCrGOYswztdNCpouJNn1KC7S9GuWaFvo2yt3IwJriSaW0E2LHhEorbFJihiJacicUSAlqdRIabnqQ3+KpMulo08jTvrErTZWuCISCiEEyc6d1PJXcRK2ybZH9CYmfKasymK9nmmeLi+hF3V9ppswwNVDVKJptzpc2LyQV4lnkRxY5mm9cWSgsanXiLP9Hi+drnvmTbw2nKdhJUns35+XZJsZv+ko3/zge4mnZ0oWSJZljNga52/aisnnJHPRM7lg22X07pnBOcfP3LuT9K7dtHNfor88xfGHdwEwf9JnpFJxiuonCOno9QdrjtqWrQBc/7GPEEVR/uynqFXzWzHXthcXaM3PYawh6cWYjq/X7Vdfx/Se/UNzStGGS0tLfPVP3lV+Z3oZR+65F9o9kqTCNskypAgwp1nErhyb5Midd/PQd67h5L49nllsNKY3ACqK90yaDrSjVs/Xe26+gaXDJ9ALUdmu69nqDajq96t9qtmTx3HO0V1e8vNzMAAI544dOa2vYiNNutwbCo2rmulkrHzTh99V/Uob6SGG1ek2u1YzdVb7T8X3Vd2geiTWLfc93/w6s0cPlT7kQ9+5ek3fA+gFz2JamZmlNTGDdgaVrl/H05npeT+n9+A0rV1TPiS4N3yd+6/5BlOP7ivredWfv59P/tvfYPqgTyJSADvVf1mUMf2u9wBeuPu7H//LtfeuQ0OHQ+1Vjgvr2/Hh732HYw89UH7fXlxg7y03YrRBR1npo622qz70p2WkQdYd9sfiKKJhQ1R66vP/Pto5C+w87WlP46abbmJiYoK3vvWtRFHEJz7xCX7t136Nd7zjHXzzm98sM3Vs2LlrgQjKkBWd+Acv6nWp1RvlMTqf0LNsfSQ97nbWCMbF3Q5xd216cE/7pBR5LK4XddosT06g5yNWps+sFQKgMuV3PLodgjzLRE2G5SS3HvJvE42x6wA+ObNDa41NDLIZDP2epQlZkuASv7A3nWyIolm0XfW6N332YyS9Lkm3w8rM9Jr2KNoo7rZJK2yV4jre+dNrzhlxTZJORHtu1pcnWQvstKd6RJ3hSeMbh75RhqMAtHKWUFSkWW61iXo9H+qSl3V5amJdumi0yztdcadDnC/mbWywsW9DlSpGRzajsrW7G9WxYfsevHLWsjIzVda9GdRJVDq0S3Qqxk6mvDNVdw1spIi6HT9Z586f1pq42yGNBkytoTLEBt1KMZmPx9ZxlvezwcVm6J7F+DDCrnGYuit+sa2VIs41d0ZqDXSmmNjzMA9dPwx099vts2bseMBR052ZK2PilVJ07r4Hs5IQdfvDwE7sy1m1lZkp2osLQ07RahPNEBv78qT9HrVKZiitFA1Z87tXCzH3XXtszXPe7XYRQnDwgRkAXKzL6xXgk401Lh7UW+d1K8qd9ZLy+Op1f+SCp3Phi89HW1O2iWmnJS1eKYXMd7/jLM7DjGo0Ap+2XHZ6NJ77NkZlg52yQVMZ6rZOJ/Zsvy3BFiyWKIqIbYwTLk9LrOglfZp6nJXuClE7ZcyNE9a8iKywhomn/TIWPyaaWYw0HpRs1AQiDNlqxktW0NbGVjpRp1xMjtsRlFaEUjJqmqVmCfgwrc21MbqLLTYtX0Cz1iTpdkj6XV5/6FcYy1eOte0pyyrXxZESTJuaEfT7fZyDUTGGysGa86IaPS0JMkfc6SPw+iZxv0fa7/HG6V8nUf7YTeYSTPATfsfTWhZ2/hyjjOFiTRgljPQTpJR+ISIEl9cd7W6bJI2xMig1QequDvVxRqzfNdyeXUZnbJykvUIW9dBh6HVJeilWONLmJpr5+9WF5+OEJUoielmPqYtfSWAbHjzMNFsXjmGcIVJRDsBkGG1QvS414RC5KPNoXKMdnkT0ItrtLoGFHgf9uHfSZ1DCAzuCkKdt2kYjtSy2F3F4xk6q0nLRLEWDZKVLTTa88I714zQLBYGZxCYaqxJmm4fZYuuESjBGk3HVZIsYo7XUJTEHwGb+uekbVHpXydjRORvDb1i0qAlJGOTpbmuWeXklm1cs9SDECeGBHVzJEnFSIIwXJTYY6trRSTplGvHRWp2o2wHhkMKS9fsIEXjdnIrr2dxk2Zxt8iLeQuCk8OPeSfrRIXCWftojM7Not4zNUuIkIawFNESY6+bABcYSJobOzAwjQYDFoVPlxZqlDwE7OXWSQIZkpD7TWLlpIUjiGOdAygCEIIkirHBY4XAtP6/VcjZVlmVYHJGLcQLaS4tYDBF+DldaEwQhW0Z2olRG5rK8T/N5JggIXUAgA4zSjI+ljG83ZJ2IkABwCJOL9EvLqK0RpECsQQYQCFTgfPYsHHURIJQglCEuEGRKofsxs296N83RPDxNePHksO7f1Q7Nq3a8jrjXoZ8z40shWCEgqDGST8223iaoC5LZOeIoGWLsBMryvG2vpL+4RJZlmDAgFCFZYuistHnxtp9ii61j2ikXiku9NpG29Ho9D3yPbs3n4XV0NqQgyefV56rN1CPH7OGDCO1ACO+jZRmXheezfdM4Jip0nqAp6tieYmlplvNbo+g4opvLOzhrSr8iMd43yvoJWZJRD0JW+gPGY6GhFHU6SClpt9uoJKtkHvNWLPj7vS66SMMepYP5bjlB9xWmkw6F+CqlaC306C7Mld+52JAt96ibgDSuMnYy6rK5xierWtrqsWXLTu+T5OLI2hqyPJywYOyEoQ8TPhVjJ+l2MFGGSwwuObUGynr+U/F5NbtF5X387f/1F56Fkb/A417vjL6KjTWz+x8tAbk1v0cKmwMZKzNTZRZBm+ihzYxT+SbVMp+OsVNlJ2mtqev1dQ7jboek2y19yKTdxXSHfWbnXMmkMtoSLfvnsOirx2LeVzfM7jvI3OGjvj6rrlP4U0W9Fie8wHeSJwMpwsqUUoMsb5ki3XcQZwxxr0OyzrrL1D3oXW2vkpmVsxSLe5cbbllG3OlgjcUas8afLKy7uEA/99UKCYaijFEU03A1v0kdb+jsFHbOAjsAz3rWs7jhhhs4ePAgL33pS/nX//pf88//+T/nK1/5ylllTzmdpWnKf/2v/5WLL76YkZERfvzHf5zvfe97Z3Xu1NQUv/iLv8jWrVvZvHkzb3/72zl69Oi6x37605/m+c9/Ps1mk+c85zn85V+uRTv/LpszMH9y2b8o83SYSRTR3LS5PCYtJhxryiwMVUt6vTXATtLrrpsdwBiDVmpNVqyk10OrDNNTpCu9U4Zx7fruCSb2L/PIjRNoZ9CZIun1CHOGzeaRTbjEcNtXH0VrzcpCbwiYMJHyiPtqWmtl8rOxRjYH4/cL77qTbquP0soDQ32vd2ITQ68d02tHaAaLS4B+O2Xh5IKfPPpdWrPTp2yjuNcdaNLYgdZRASKsbus6dUSUkfS62MQMORHOOh76znF0T7E8Myzid/PEzbSiVvk56qd0FmPs4oj/3OuSRH2MtcS9Ls45esvLJb0YYHGyy96bT6Jm/E5b0u+WYoFH75tFR4qol6BVhtBjxP3h7FtzxzpMPTrDo/f4CctGmvt2PcTuW46W4X9KKRqy7sVPK8DQ4V2z3PSF/SVbpRp7vmmTz8DnUuPDjYwhzlPYTh9d9m2dxHRXIvbcOsXMoTkWJxd9GRKNWfHAjnCS/mJctqtNNP12yn3XHqO91Ke12PeMHTFg7CS541VQtZXWRP2csRM2vN5Hp10ydoyx3P71Q2Xo1uqxeMffHOb7XzxQ/lZkMLOJJmtH2BzYMcaQrLTACXSUDQEhe2+aoJXTfO+56ihxN6PfahPnZUyShDTJ2HPLcJiYbATY1HDr1w6S9Lo0xzcNOVB14Z2D7nJMay5iYXmG+eXp8vyiDO2lHkZZ9t50shyfRx9a4JnnvxgTqUHKYUCpATjpEo3OWWvV+syJGbbXtvHSLa9FGU2v20fnuhAzf/z+MhRHBP65bS30qJktNAmp4R3kLT3NsWA7W8UoY7URRnNgZ2W2j+3XGQ/GccDcsS7xQo3fvPFpJVhz8f4OAkG338cuxjRcSBjmzAXj6G5+Jg6bM5UcwvY8WFSvEwaCzWbMs0+EYFNjE92kS1/1+YlDip1JA60VoQgY1U1eeMAR5wyEMK2zKRyjM98FYakHdbKoTxr1ubT1LJrOh5mwacDEkPVRwPDMycTv9jrP3jCZF1b+BwcNmZDUU0faj3wYjBMkUZ+03+NpyfPpd2Pu/uYRtsn/i+7Yj+GswRnNypbn0xCj2ETTiDKa/RghB+/PmrS0ohazvUdxMkDmr966qxPKgBE8MDFiNpFJS9JtY9IE4baDCMjyZzarjbKt/jqSLCEe/wlAESURrbRF0qiDbHrGTqZphD/OJYsv8WCUkDjhHXu7khIKiZP5O0XVUfQI44Rup5+nKc/1TVyDQA7YHjLcCUIyGktml6ZwQuIQtONK6Hmwk6TVoy4bOJF5YKfdRktDXQhspDBpjKw/jzGxmVALRqgzmtVoigYL90uc8Fmbut0urp/h6Ps03M6ggpyxozW9hXlqokYtaDB1eBlbN9Sbb2AkkTTqTc8MyRe4Mv/fCIdQhoBNOKeoKcHc9HFM/vv46AhZr5eDDwaVxAgZIIUgkFvKaja3jbDJjNInBSkQYhNRFHmdHKcIcMS9FRwK5zJsmpEpw+honVBIup0uCEMjGKWeGXrzcwQiRAuDVc4DUDLEOcNrx/8FTo6TCe3DrXoZQkhqW1+Qv2cFQU2CwG+GCDwzZj4XSHaDNN5OQOQinBSsLMzjUHTScfppB2MsGlC5sHZqYiQSaz0rywWCBiGBDMBIGtQRyaW41BIIiRQGiWOxt8i+HZtRtTFqJsBGlkg4RscTVNP7BH/+LAei6TOZ4dlGJk5R7YTP8Zsko8/2DS18WGOtEZD0umiX8td1S9TpknT8fDKv68WhENS4NHiZH7Njdb7/gstIlhZJezFBMNDYCdH0RlP0bL4olJK6a5IlmtbuTWyqbWeLrYODdNMOZtzlGCyBlQQixDX8AlK7tb6fFY4kiZk5tsI3LhkhjHQOIPs+UpnX5wlHJM9ob8YUrB/rGLeX0Znqcd+NDyGdwyYZ/RzMMVaXfkVBpprat0iaZEghiXuV51AIbvnqAeI81HR+/ihZ7k+tzPfY9V3va8x97vMAtBZaGGsRCEymsInhnquOEiggtrjMDvldWmvmA1CVrGs20ehWgkSSxYPNJ52l1GTjlEDLQzecpD/fpVEbpbO4gDZ5VixnUP1BNqpvziyVwE6v1y+/r1rS75YbT6uBpIdvmqA1t3azsGqrQZH2Uh+Tc8L6Pb/A1zmw0+920MbSXTl1yJdNDDZey0wuf48UJtLcfuUh4m6XpPB/uhlKV/2BU4diae0z4C3PDULKV2/4VeuqMkVDBeV4AJjYv8x1H9/Nyqz3C0vmSyfGpYb7rz3G9Z/24t0uM6AdUTfGOkvc8mXOorXAzqH75ph6dGXN94/eM8v1n96L6mXed+ym5Vpr9XXmjs6zOLGY+7cp/dYKI5u3kPQ8AFUAO0X9ksT72qavMB2/wd5vd3jgO8eHrmsCR5MaSinu+87RNe2stCrXI4PvNEm/h9POh5CuA1Zmifa+bcHUrrD6tNYkcUzdBGil2P/9SXR2agDy75OdM8DO8vLyuv927tzJ1772NWZnZ/mn//Sf8md/9mesrKyUvz9e+2f/7J/x53/+57zzne/kwx/+MEEQ8Na3vpXbb7/9tOf1ej1e//rXc8stt/D7v//7vOc97+HBBx/kda973ZDgGsDHP/5x/sW/+Be88IUv5C//8i/5iZ/4Cf79v//3fOADH3jc5X6qmWn3WT58EutsmRmhNzVFQ0haScsvoouwCucw1nLywz7zQdJXdA8s01tZ9jt/FYt7XZLuMJDhsoz5j3/cAztmoMjf+pu/oT89g0AiDNRlkzSfRL/97W8Pvbinji5z/JFFHrl9r190KUPc7dDMgcTNI+MIB7MHW8RzXbIko3uwBUAn63g2BsOTXGt5mauuvMIfk3RQEzPYNGJ+z4m8Loo0TtHKszgKmq2JFEYZlNIYBjsEADOHWiS9DlGnTae9TGtuZgjYmf/zv/BaOXML9CcnydIivbB3KrTWGGtIDx+nd8stRLt2oZeXmb/yShqyidCaJOqjZhdpXfFNbJ414eQH/4rWiS6Bdcz/zbXl/Y4/vIuZ5Ql6/UKYEbLlBVrzEVL7tut3e/Q73omIul2WOwtYo4m7XSYnJ0nTlOWZPie/eTNoje31iLtdllt+J6sz1UMU4slKE8px4jhhbmqSY//9T3HOMX3rJK3pZZZyUEW3Ih7Y8wATeyfQaYrOwZqGCUmtKncmwDtpB+6aIUsM3dgDT0mS+OwiOy/11UotcctPrkku1Dj/yBGSXjfXEMq444pDLE4usjKzxMLHPoFLDXolwTovcDl3eBITqxLYaS/EzB3vEPVS0ihFzfexFWCnAKSSfq+MTS8yBTWDOlpp4k6bfl6uqJ0x+egKSeSdhN7evfTvvgdrDEfe934mHpxl/53TdPo9lPYAVhRFoB2hqNGdWCkSxhDP+Gva2NDtdjk+e9xng4oz0rav/+yxNgf+x8cwKsXmIGcUxaRJxtGHjg89owiB1ZaDd86Q9PvUR0YwxrBw1dVYbQmd5GTrJFc8/A2iTsb+qUc4Puf1nOJHl0lyKm6n22VluUd7so/JgZrW0R4//dzXkPZiTKzo5uLIOo7o336vr0eikXHIzs2X8LycFdZeXqC3Y4ZQBFxevxSLxVhdstwWb7iH3Yfv87ow+aI1jjLGwnHGdUqYZ1vapGAlqDMqRxirjbA5rlFzddJI49Iam+wowgmidoZcdjD649R0A2stF0+PMLplgizTiFaGAMbtVv+8W+iIwwQa4ulpBKBEG+ssI7LOZpewzWxG5ePxbSdeSdaL6WZdXtp7BjszL4gbypCaCHnO5LOYPpLPnRaaQYP+Qg/r+jxdX4ZJYtKoRz2aQ+DoPvQQbzyesGnsGf6cwIeUbTGWCxrnIYWgLpu41D9PW/X5LF10GfUMkjz7lRSCKOpjopRxt5V4xTB1cJkGF6BqW3HaYpUiGquXO9KX2otJ6k2aVpIWDp30qdIfVfehaitIK+hlPequiQi7jFq/ML2EHSCgv7KEzRTChggXc2CXFwBX6iCbxDPoph1M41JsGBElMbXDFitTXFD3mcWsJqg9my39C3AHD1BXPozWOYtbSqjJGlbAiYmTWKGwts0zWxndfh9nU7Y0vD6HQCACX7YsyyBo8K3GLl646xgrM8eQQY3zN7+UI4tHykdli8lYnJilLptsNcuEiaE/M4MONDURkk3MInoOGV5GU44SKMEINbZN5aB2K2C0vgPn/LMrIwXn+fdY6hQmD4PQvYRsehaxeQehrNFdiRAyZEf2HHb0Axr1OlZQglQuR9M0BpEZhAhwwQpNO8rSsUPo0M9ROy88j62Jr7MWGVk/4ukLC0idIoRn7Brbo7Y5ZNSOEruCrVRnZnaB5y6tcInbQtNtQ3WW2drYzMWbzye89nqCRHNpWkcIwcj0HM4ZarJB4KC7POeZMFicxpc9rLNl23lIEVBbmuRwsIATgt5ij6f1I0bcVlSc4BDoi59FmLP2nJQ+81VS6B5VNhSFZCLx76apk0dxso9Ot1JPtvodaOHoB56909M9vyDPmTtZ6BhzTWTOfmrYEQI9Rk3UqREQyAw5EnPSnmRq8yghITVX8wxFEp4R7SOt+Tngji2LNBrbkEjqsg6BpN9uoTuK7onzSKLLaV17HTiLQxDWBWmuIVPrJiSdHnrZf25ZHwq7pb6dtO4Ykxczc/go57dP4uiTLi6QdRLGx/0csTC3xKbtLaYu2E2jbfjpzeNoEVAjIO0rXNLgWLDCaOA3d+Sm7SRqDINlJKgTyBC3qYPKFAYv/ly1vcEEaZLQ78QcDxUmz9ZXgIsWDwptlTWaYhOtE1Mc/cAH0EIzyib6Eyss3v8oTsBIN6G155HyvH6+fqhbv5hdmmx73R0ZoDpdQulTxUvrOHDf8RIUOrznepI5rwf0zS9cw+zRNocPHeKh2RYA08cXy3mwZiw2Ucwda1N3kkD5ct9w7fVlHT3rKcYZ7bWPjCVrR6SHPcM4Xe5jjCGNY3SWeQaf8skLvvHZrzF5wEsSHH/kQU7snqQz0yEUDRYefgiXJy9xONIc2FnuROxrrxCGNbqtPmnOtJy79nr6+x4F4Mhff5n2ngO4NE+oEGv6rRXmj/tF+/Sx5RLYmdi/t6wHeA3Ugp2ulMIpRf+uu+gtdyAHk+OcyWJyFfWo28Xh6HfWhiq10zbOObIT0+hWv/Rzqjb/4Q+X4e2TB5bIon7pDxesFZUpokcWBski1mGKdxdnSTs9epPzechdD50kpEf8e7nVzgGGXkJycAWVZjRcrWxbgOXpPsceWqBz9Dhxr5cDHIo0Z/2tTHXoreQadjlwliUK6xzLD+TzUw7IFHUHWJrqsTwzYMQXNntyhcMPzGH6OmeCK3Tq38GrgZ3eSovlmSWMMfR7XXCOzeefz+L13/U+Qr7OKfrSM3Y0LrOYVouk1yPudFk40SU1KYvXXUO8ew/aaZrSs69P7vfPRhXYS9MkB3Z65bWN1iS9Lia1HtgpWNXWZ3gEmNi/RNztsvLIQ75csa/P3Tddz9zCHHGa0DAhKlOsTHbobejsAOcQsLNjxw7OP//8df+94Q1voNfr8bnPfY6dO3cO/fZ47N577+WrX/0q73//+/ngBz/Ib/3Wb3HTTTfxtKc9jd/7vd877bkf/ehHOXToENdccw2/93u/x3/8j/+R66+/npmZGT70oQ+Vx8VxzB/8wR/wtre9jSuvvJJ/+S//JZ///Od55zvfyZ/8yZ8MZfz6u2xO+5d4XQT+IWw0aM3NYjtd/set72HX9AMYZ5B5zL0Rlt73fUamR++ZZfamk0wvnuDIrJ9w/sOu73Jo5RBJr0t7doqbP/Rf+Mahb7B7YTf/664HaX/nu1ilsG6gV3D4u1cSd9rUpQ/dq8uR8qV/5MgR9vz17+Cc4/N7P89Dh/dwcN8E6UoKCDLlGRoj9TpSa8ZH/KImbaXEk22cEZz83ne499Bnedtfv43bbrqVOmH58rL9Pnd99C84fPAgdSH4y/s+gl5Zway0ePc9f8TRxePYzQlplqCNwSWaLI/DbU8uoRKfFUcLn9mjyCbz4A0T6KzHQ4eu4q6jt9GanRnsQGUZy5//PHtOTjN94+0kUZ9+0s+FH4WniivlM5Yttmlf9x3iBx+kvX833d17CUSAe14KzqH7CdGu3UTHjjL3vj9l/sa7UX1FKKC338czR502N33248y2p5ldOOTZBjbEtFv0WymQgbGsrMyxMtdCOljqtPjYPZ69lvS63H333Txw7AT/+0vfojPpHa5keYGFpVn++43/nS9+73/QO+Zj4YUTaKOR4SjWGqZn5jhx5Zd5aOEhVvYt019po7KIO/7kdzHtPttmLUf2+PHz4Q/9LsvLy8ioQqG2fVwtJElSnIWrv/Udrth1BU44n4oWh3X18t5pP0FYS6YUwkoO3PMQUafthZxVilYWoyKW9u9n5dpvAaCmlrFYMDB94hgLJ2d49PBJ0sPHae0/Qb+VksZ9lqMVsqkeBksvykPYOh0wGotERYkXPgXq9QZN4UNPTswd4fijD+C0pt9K6bUS4ihCSrj361fQ/ta3WJmZpv2d79FbTnAWvnjfV5nqe+fRqYIR0WD5wCwm3/lYmJ7EOUv3Za/l0bFHec897+Hk8ZM0dEJ7ap6HHnqIpcUOk/ff5xtTSOr1OtN770UllhP7D/PQ5P20r76G5PBhENBbSUhTQ9SbJT05gRGCzoO7MLGmt9LlO/d/h1vbNxJ3FUutOdLuAkkyTe+OaZpJgNXwkLqJbz/8TXSk6HY7TPemyeYyfuKZr2S5tcTU4gTxiRM0jMGmGdGRY1x16CpcZtkeXMx//cd/yAtPehHnr333YzxvxjOyLjHjZdrhKAeiT1z+Kv7z9/4Ttki7bRwmU5xXG6NOQNzuYo3h4ZeMcKLWpyEajNbH+JWZ57OlH3rGlpJsa4WEWpBFmqBfIx7dzvboPDLhmNz5k3ziuX/Ngy98NZEO6NUjnrb4YrpZF2Ph/uc0GM1q2Hy3UouIWq1GXdYYHY0ZcyEPHbidUGU0F2tMXnOMlf4yW1LNqBzBGUuQs41GzGaOTRwAo0utk/58F2tjludWsFnK/pvuxkS+T++95gu87ITi+GIPqTUWvygfc44fvfB51EVITTbY1LNMdfvc/Jp/TDa+jXoWoDOfxQgg6rcg0T6U5+AyJ45OIcSIzypkwWmNqylqIqTbafO00RcgRrfzzOWAiYOLCAv9kVn2vmAvl7Z2YIKE0Aqu+uzHmZxqYzKfiSiQ8HR5HgATh08gdB6O4zImjxyh7kLaZoGmG6c3NYkTNYxwxEnC5Ye2UA8kNqjx7u+/m259ESEktj/G/vu/QT3fhLBYZnSLumwQIjjaPsqRy9vs/8lX8PbDEYvtBaJRwwVjz8JgvGiwrCPyDcUsCJk4dIxLjk7y9C9+i82jl/CMHa/lxF03EVpB6AJkknLk6EFqso7QfQIN6dQUWipqMsD2U3ZMbycUYzREjVHZoCZCmh3vW8gUhBvBFqFYqk7WbBJYSES+EDGamWSCbH6G+sgI9XqAVprQNYBxLk1rNOoNAiROSmouX1A7TSY0WbsLwtHOeki1ie6xI7jAUnMB8sdezo7RHRhhadV7qIU+l3QzAnxq+30f+FcYM4tSK4wySooPfZYupDuV0FcPculoj7HNz2Z68RiXjl7O7c/ZR7DrYWa2X0Czn29W6Boaw5FGxHWvfzNzaYYUIRKJED5MLBCOoD7Gop6BNEYIkIS0jy6wfVFjsk24fMf4xvO+Q00rWp1lEAKJJOlm1Kwrs2L5l6ZDuWmkUjz0wLUYq3F6lC3ZTpz187USFmctsY09sCM0TgTsuvQg4yMtslEFONKOIyCkLpsEIiQ2QJihZYve9h4NBDVRxymHjjexed5yIm0jAJf8DTJfMNvaKEe39vn4npsxvYxL770NyyjTn/kygbVoVadWG9RhJI6xV9/EjZsvQNgAJxyf+tRnuWnHdm583kNIOcJnbr6THcvznD+1QrS8iGvF9IMRrBRMH1+gMRazJ3g+47bJq7dt4sDEcWoIjPYL0sXmZKndMyeX0WlMgGAsbBCIGt12SGJiHFCzgroLqYsaoQvYd35Cu9UiSxXCGk8BB5AhoRV+AylLubih0A3N/EKHhSv/hruf9QA1api+Jl1oIZxDGMfKrgcJtKZbl+y/7RZ0pnzomxN0lvoYYVHWksWaZtBglAYCQRZB3OujspTlmRmWZ2cJneCW9i2sTLSZOnKE5ac3UTIkzWKctdzejpg7MIlAsDA5g7aGuvXvzltmVvjI3mv8ezFOabS8z5P2ekzvOoG0Etf2PuTBk8dQKP7qL///ZElETXpf5GOHZzh+4gS3XfsttFJ896N/wf49Rzl+fBIdJ/Tbvt4ADVfjztvuRNiAicU2ZuW7mMxxdI/3qbCSudsfYPp79/h++uZ36U1NE+WbQy7RnHjkQfbefAO9rMeuo7t58HsnWZo7yf/6iz+hVmG2HD58mFarhZQ+RNX2ergsI843YoWFuB8R56zjmrZEy0tgHVFvLbDzR3f+EUdaR5jecwASzbXf/gaz/dny95uuuYaFz33eM3X7il4ezlQCO6kisAG9hTZf/7PPsnfvXoQQQ4LHn9/7eQ6tHOKuXd/FpBkqin3o0ew0IstY+PjHAbj1kG/D/mSLD+4+zkJniaarDWm/9FopznnGU789z3KS0sv6dOZ8eRaXF2iMhGW7AmTaYR2o5T51F3L9ddfT7bb5xY//LF/c/0XfJ9N7aS160OT9d/8JR6auoNN5hD0nHsVZUP2E7mIbF1tUmlEXIVk8DHRkcZ9eq0O9Xmf3lAeRlvQi7UcPoJTizu6A1dVo+LGqjUbURrDtNkmvSxb36LVS/n93fY6bv/K/+Pwf/iGpVixMz9FutUljRU1p5udv9ywgAhZbC+ybX+T2m28qr+2sJe52yWKFxZYstE6nw8GDPoR5cmIRnKV15DDSWrTz2bO+etfnODB7AOccDVcjSzPiXp/+iq+vjSIWP/6JNWPp74udM8DOu9/97tP++6M/+qN1v388duWVVxIEAb/1W79VftdsNvnN3/xN7rrrLiYmJk577qte9Spe9apXld8973nP441vfCNf//rXy+++//3vs7S0xL/5N/9m6Pzf/u3fpt/vc+211/L3wZyokxpNw0kylE9NlySkC/McOHk7x+aOEJEhc4dROQXz3jFdnu5jlhOUzlhYnqanYq5o7eDrB6/CGsPs4T30r7qGd9/5bj5z8Dpue3gP6dQURmtsTjmIdMTiwT04qxkRdZTTNMJNPszIWlZWlli+9Lv0TzzCrZO3UlMjxHNQ1yHCGpxx9JaXkFISKMWO87ajpcOmmrifgpXMqgf51i1/zEqwwv7d+6i7cKC1smcvU48+SmIMYb/PUrSMjnrYXpsZPc+BicN0ty5gjUGGNQgE6UJEZh0Lh2fASrQwJNLhhGWq4xfincUezhqOHr+eNItJoz5CSp8JYXIKlyR0UUT9Hi7fPRl1DZB+90VrTYBEWEPn+zeRHT/B4UduxTXGUSZlcziKrNdwRiPCEY7edwMrX/wivUQSOj8JJXm88PLUBK25GSKXYFWPEdegbkJ0GtFbSXEiRRpDP14kjSMfCmY0J+ePUGuOkPR6LCwscPP8Mou7D5PWfZjeweO7SLMEaRNuPXYT3YUeibVIG5AIhQ0FzvkMeuf1NI/O7SNrBKRZCi7DXXsfWNgajdHtLBMgueobV3Ly5ElEPolYm9DNFujJkCxTOCzfvv1mplem6es+k5OTCGuZX+iSmhgtNIIQqTIy65BW0lru5mlXE3Qa4YQFLP2FBcxCG5f5HaCUFEmItYKVfp+Z2VnU9AIre44QtTPiuIdWjsxlpCZmesWHIK3MryCMQTroT8+SCO9A1YOQhqijpWV67gTtrEt6+DC9lZS0n+EcpDZmZW6W5fvvZ3lqgqDbIzPgcNx5aBeR9c6Vsw7qgkY4jopicBAqRSPJULqNfMmrOXnZNMd6x+idmKeuY1SsuO6660i6CqPrCBFigxphCJGYx2lA17n23q/Tue46+rffhahJ4m6CdZZW6xhmZpYkrOGUxhlN3Olz++7bmRYnSGNFkDnCtMXc3DXo+YimDsFKWvI4xyYPIDKDcoqDywfJ+pYw2ERiE9ptv5vW7PVAKaQJ+Os7PoY2GeeHF3BhYmhog45jjh/by0VLW1kKWmxlrNT/SJH0Qsv0RaOsNCJcnvq7ZlOsUmxvbANrSJVCpCnz5zlSJxAIbG2UzWYTNRWAdijn2B6PIq3EJgrJKJJRcBldZ7jrgjF6wSJHL7+ITjhCKlOENizrZaLGGIee+WKamUBoTWAsUkSEQoIMcc0uYah54OFbaaQZ3z92M/sefJTJvfvY1OshZYYUFilrpFZDYxvt5RW0SQhcQGwT0sU2Os1otVtk1nHy0DEvVEGNkw89QjNJaS0f98CGHEU4idWxz34kakgRsCmtcfvSMruf9UxcfRy0X4cp5TWuOu3jCGURVmGOtQjtGC4YAWd9+murqbkaMRmzyzM0gyab6zuo25DJE/OEgWJy28NEYxE7epeAdAROcP0n/5pjx2epu4DMaTApRlicg6nDczj8eJcGhAipuYCstg0bjGIOTwMOgUSlGZvjBkEY0o1iFjoLpMLgnKWu6lzQN4g8W1gapHTQBEGe/pyMmcskR5/2LDZlBteLMCGEQQ1nLQESGziE9fOSBNKFLoE27Dwxz6b6hYzXtjL+rVupuZC6CzGNUdRyD4dDO4VF0FpaxkjtF3cqY2tLI4MRpAi4fPvFpLZPXQb0XUIjqNHJYhxe5FqHY1gJobCkuaizMJrI9OkvTzA+apA1P8ZH1RhOBIxoSbPR9CLVUuT6LyCtJhYaFUfgLDbLaEUp/f0PU6/VCESdmee/nW1bd6ACg8NhlWQ0XsQKBVIy3biDbq2FUxE1OYrCoNIiLVOPzZ0I09zF1p3TzK4sMBqOcaQxyUirjwprtNwyLuuzSUisgINjGbe+/KX0RR0rFAGCQDbQThNKR5sIPZJiXJ2GqBEICb0eaWMbKthMkGpEAJu6PUKtmGlPgQyQThLFKTUFQQlR4FmNKqSWJoRJwQCwhNYiilTo0iK0QzlNTTZBSLQI0C7jxAX3EjV9+JlUY/45EAGhqPmU1TXFpRfNkuzoYYWlHjaxAuqMUOs3ODIufJJ0tYgTGZlJkbVRpI54SM0SxctcPLfiF0aTLQKbkSSbEAKUsxgHwiZ0jy6xZ8fFCBtiMXz981fw8PR+TM7WeCSSjHX6bFvoeJZlskiHrcT1GplJGRnXzCbPJgJetmUb3U6EdlCoCJptx4iSmFbcoZ90kdaBsFx+oRfp1yZEO4XB0LQ16oQ0RI1QBCzUA46cOO7DK6MMhyXAM48DJxEuoNudYPzSCXRzgVqiGOn1iAJFQ4AyAqMcKvAp23tTk9R1RhQ2iKKY2elpOrJPQEDSjsmcIYlTXy9Zp2EDD0RbiXEOnWXMt3tYo6kZCOUo/XbC4txx3MWzGFnz4e7WsO/IEebmV2jbFNXzGdVqoo6rC5bGdnDFCZ+Ba2GlTb3fRzhH0usye9cBUhSBbZKaBLKMhIR7J3Yzs+8IzXqDVKRce3KRrotZmW/Rmpmit7KMViENK4j6bZQUJQOq7kKOHzmOsDUm5mcITIcsc2TK+3DOCHRriejQUVSW0uj2UEmPSEWIkQAba5amJliamuBw6zBEAUvTXfY/8hWmTixTT1PShQWvj9dus7y8XOo12Siitn07aVK8cyxBvU53xQMwDW3pzc6CcyXYU7WDKwfZt7CPpNXFasvkwaN85/B3yt9vv+IKZBShl7ogBWm/R1BrkPQ8w1k5Q+BCjjxykGt3f5+9e/YOZdYEuHXyVu6euZsgUQgNToTYOKY3d5R6lhEd9My85ZUVhK3Rne5wxZhjtrdCLaiRRQPGTr+VIgRYB625vUz0+7hcdzMOM3ShVed8+JEWYLTwDEga1AnZde/9XH31ZzkRzfKVA19B6x7txRmWZo7hnOM7x77Ndx7+AyYmP0/U9oysTGtOHDoGyqJtSp2gTJZSmFGaqNthZGSEpfY8KrC0o3nSXpdMKX7/6Cz9XKqhAHZiaWB0C7rVIul1cdbRa0XcMbcPOzlFfPQo3aiLiRRHD50EYQiV5uiej3pxaUKmFuc5MTfPo3v3erHzkRG/9mi3sFqjhaN4tS4vL3stuSxjz/EZjGuwNDOFkxYjMnSUMiWWiI1vx0atjnGWug5Kxk68Zw8rX/3qmrH098WEO1Wi+7/D9uY3v5mpqSn27RtOPXfjjTfypje9iauuuoqf/dmfXXOetZbR0VF+4zd+g49+9KNDv/3hH/4h733ve+l0OmzatIn3ve99vOtd72Jubo6dO3eWxxWD+nd+53eGGD5VS9PUp7nNrdPpcNlll9Fut9m8efO655yr9sn/8KcsbDFstaNkKAInyIRh1NZxWO9QS0uIZCno07Ahm02jBGa8FX+LM3znhQQFngIdOIFE0LAhInfeHc5nFXB6zbkDE0ghSITCCWgYgcnzgGoJIzl1ty1jL2pYyfAhZOAzqAjFaH4cUFJOM2EYs3Uym8dK451BIxyR1GyxTUJRQzvtY7SdoRdkNK13dBJSmuV1V7eRWKeN/Pf9UHOB3coyHZquRkcmjLtmvtBwQ60phEAgMU4jhUTiHa/CQhF6hN25ypneekHGNjNKgGQx6DFu6iihkU6gpMNiabgAEGVGm9X9WPzlhuooCIQXxDTCEgvFFtskISORhnFTX9WHzoc/CInEO9KFdYOMV6RP5/bRw2xVTQIE0gn6gSqvE0nFiA1phymbTI06jZyx4TDC4bB0gqwcqzUn6QZZZTwUCzg/NkJZoy36NK1fBAtry3bWeUrpfqCoW0mDkMgm6FAwbuqkUhNaHxLQcDW6QUomDVt0k+erC9nVmGCTqeFWjWctfER7Jmw5ZlebEZalWsz/196dB0dR5v8Df3f3nDklkISwhFsOwRgWlEMEBAwKK4oEr0UUWSklwgKLXwuF5aeLeIu4KoqrgBwFYpXrwS4uYsAsgagIagQBRcSYgOgmZEImc3Q/vz9mppmZTMKEJJMZ8n5VUdT0PP0c3Z8+8szTT7dzxcEAGRJkVMrex2eEBEmSYFENUCRFf/wLgOePIm98+rPLLpiEDJt3Wxr8jw1IcAsXDJJB36uad1s6JBUmGNHR3QYlym8wCN+fBYHHuUtSYRAyamQ3rJoRBskIDerZt84AkCFBkQz4n1yFNm4LqhU34oQFqnB7f6lX9G1+tj2e9plkE+yixrtN4mHwbgO3UKFJGn4z1iDDEQ+7onrPK4DN4IRFVc6+IlqSIXv3q6dT1hOfbskz74JDcuvnhirFgTjV5I0S70TFkhGq8HROuyQVaa54nDKegV12I041QoGEM7ILCZonTwvMUIUbZ2QnTJoCSAg8J8EzIe0ZyYFE1QRJkmGTamARCjzjFjyvgnbChWrZhUTVDCD4tkCCS1L149iieSZ4tSlOJAgLDEKudU5VJMX7SmfPMQsBxGtGhDrvuiQV7VxW/M/ogKeFMqokO3ra2+JA3ClYNaM3llU9lm2KI+D8a5AMcMENAeF3/vWc/3zHplsWMGoyBBBw/lElza/tdXNJKsqNNWjrssLz0JAJNZILDsmF+FrnIOCM4kScaoQkK/r1r1JxwCDkkGW5JRVGyQhNaJ5rhTBDgwqb7IBZU/Tjwj9GAE/MGSQD3JoLBtmox7emH5/eUWiyC2ZhQJXigJCARLcnhsyaQT+WzkgOyJBh1jxlnTG4YFUNcEhuGKDAKauIV40oV2rwe/vvcMB8AlbNoJdTI7u9bwQTkL3l+se8UZw9j/vqZZCMOIVytJGSvMeNBovmNzomBEVSIODJI7CdnnO/W9LgVASEUGEWRiiaBEloEJIMm+Lwi1vPuv7x5IsHCRLiNBNcsgaLMOB3jiR8Ee/5caWNywKXpMIsDIAQUCDr7VElDXbZM+dVnGaCw3UGcYZ4uLyPVDskVd8eNsWBFC3Be37yxLITTthlNxK8MSJLkudHAe/oLw0qKoQNSXIi3MINk7cbxXfdDnWMeerk8rtWeraVfmxDgiuM7Q4ANbIbiaoJ/zPYa8Vx4P0BAG8cCACKZIBNtsMgZM92855DElUzqiUn2ook1MABFSpUocEhqzAJ2e8aL7zlq/o52y1pSFBNUCQ54HpqkIxQoULoseEZQSULGS5ZhUUzeO8/VSgwwCWpcMMNi2ZAlexEupYMp2pHtVGDWVUCrqeSJMEqPD8U+q5xnmufATalRr/2KZLBG6OAAu928d73+uKuSnHCqp29fkjeo8YgG+HWXPp9geftgtLZPAWC7pN9298IDYAmHFAlgd+MNUh3JcAlC0iaBpekQfMe81WKExqAJNUENzTvPvHxHEe+PF1+94D+HLJnG3jug86+FMQpu6FCIEE1QYaEckMN7LILKS5PB6VD9uy7ZM0KB5wwCqXec7DineOtrvg2SAbvNj0bd4AEIQGSJKManuP7jOL07Hsh6ecnH985wOW9X1e9x4Ps/cHGLrthEp7rh0HIsCtu9Khpi2Pmchg1/3ESvvtx4d2/Bphg9NbMd76SvI9iCqgScEZyIAEWz6vHZQGzGv64C899u+e+Q0CgWnLCKDwjFqWA+UQ989kIyXMMx6tGSFAgoMKmODH8dCfsTSyDQ1KhCBk1ihuKkJGsWb3Hla9dgWVXKjXoa2uLg4kVUIQUcP43SEZUwwGr93pSpbgQrxqhwfODB2QFNqkGyZpZf4QxWI3sghkmqFBh1BTPNV52o0Z2o3/17/BN3EkkqdaAv1MAwHoRMO3/Hgh7O0aDyspKJCcnN+rv/cbNQByjysrKkJGRUWu5b1lpaWmt7wBPT6LD4Tjnur169UJZWRkURQno1AEAk8mEtm3b1lkGADz++ON45JFHwm5PNJv8/2bW3X8SgiRJIZ99bQrNmXdza4q6R6r9vl9q/MuKtm0vSRIGNqB+TVX/pt4Owe2gQHVtb/1NS37pAIRMG5yH/7q+V3H7PvsmnQ61rix7JiL2/+xbL1QZ/mmNRqP+C2NwWoPBAE3Twq6Df5m+74QQ9dYvOF+j0eiZQLiO+vunVRTFM2Gs9/tQ9feNcAxOazQacZXfL6v+6xoMBs8ktn6fffkE70//tkmSBIPBEPCLbV3bKDjfUG3z39b++8mXF+CJj/rSBrc7uG0mk8k7cXbt+oXap77PwfnUF0fB9fMvM9T29LVrSNA28n3n296Kong6R30TYAfVQVEUfeJvWZahqqreDt/nUPsmeJuZTCZ97oxQx4T/NjIajfqPZ4rimVcm1PHjv4189Rnpl9ZsNuv5yLKsT3gevI18aZ1Opx6D/vspeB/68g11XAbvC4vFoqdtyD4NFhxXwfvfty98fGX5tmeo+PRvpy998DYLjuXg86B/mf7lBh+X9V1bg9PWx79d/vuorjTRdF/j05T1iqV7z5YyoqUr0AjB57g+57mfZFnGsDpeSlNfmaE+h7OO//IhodZVVUiNfMlSrGqVrbbb7fowM3++16f7Xv8Xaj0AYa1rt9thMtX+Bc+Xtq4yAGDBggWYN2+e/tk3YicWXdTmopauAhERUUyLi4trFWVGitVqbZZ86ttmDSnTd0/Z1Gkbsk+bK21TbXsiIgrUKjt2rFZrwKNOPjXeZ0Druuj4loezrtVqrfOXkZqamnovbGazOWTnERERERERERGRv6iZPDmSMjIyUFZWVmu5b1mHDh1CrpeSkgKz2RzWuhkZGVBVFb/88ktAOqfTid9++63OMoiIiIiIiIiIwtUqO3ays7Nx+PBhVFZWBiwvKirSvw9FlmVceuml+Pzzz2t9V1RUhG7duiExMTEgj+C0n3/+OTRNq7MMIiIiIiIiIqJwtcqOndzcXKiqipUrz77n3uFwYNWqVRg0aJA+n83x48fx7bff1lr3s88+C+iwOXToED7++GNMnjxZXzZq1CikpKRgxYoVAeuvWLECcXFxGD9+fHM0jYiIiIiIiIhakVb5unMAuPnmm/HOO+9g7ty56NGjB9asWYNPP/0U27dvx/DhwwEAI0eOxM6dOwNm4rbZbOjfvz9sNhvmz58Po9GI5557DqqqYv/+/UhNTdXTvvzyy8jLy0Nubi7Gjh2LgoICvPnmm3jsscfw0EMPhV3Xpnj9GRERERERERFFF77uvBHefPNNLFq0CGvXrkV5eTmysrLwwQcf6J06dUlMTMSOHTswd+5cLFmyBJqmYeTIkVi2bFlApw4AzJw5E0ajEc8++yzee+89ZGZmYtmyZfjzn//coLr6OpaCHx0jIiIiIiIiotjl+zu/MWNuWu2InVhSUlISs687JyIiIiIiIqL6/fTTT+jYseN5rcuOnRigaRpKS0uRmJgISZJaujoxpbKyEpmZmfjpp5/4GBs1G8YZRQLjjCKBcUaRwDijSGCcUSQ0RZwJIWCz2dChQwfI8vlNg9xqH8WKJbIsn3fPHXkkJSXxhE7NjnFGkcA4o0hgnFEkMM4oEhhnFAmNjbPk5ORGld8q34pFRERERERERHQhYMcOEREREREREVGMYscOXdDMZjMWL14Ms9nc0lWhCxjjjCKBcUaRwDijSGCcUSQwzigSoiXOOHkyEREREREREVGM4ogdIiIiIiIiIqIYxY4dIiIiIiIiIqIYxY4dIiIiIiIiIqIYxY4dIiIiIiIiIqIYxY4dIiIiIiIiIqIYxY4dihpVVVVYvHgxrr32WqSkpECSJKxevbpWuk8//RQzZ87EgAEDYDQaIUlSg8rZsWMHJEkK+W/Pnj210judTixduhS9e/eGxWJBeno6xo8fj5KSkvNtKrWgaIuzY8eO1ZlOkiTcc889jW0ytYBoizMA0DQNr7zyCrKzs5GQkID09HRcd911KCwsbExTqQVFY5y5XC488sgj6NatG8xmM7p164YlS5bA7XY3pqnUgsKJM03TsHr1akyYMAGZmZmIj49Hv379sGTJEtTU1IRdlsPhwIMPPogOHTrAarVi0KBB2LZtW8i0hYWFGDZsGOLi4tC+fXvMnj0bVVVVjWkqtaBojLP//Oc/mD59Ovr16wdFUdClS5dGtpJaWrTFWXV1NV566SXk5OQgIyMDiYmJ6N+/P1asWAFVVRvUNkODUhM1o19//RWPPvooOnXqhMsuuww7duwIme5f//oX/vGPfyArKwvdunXD4cOHz6u82bNn4/LLLw9Y1qNHj4DPLpcL48ePR2FhIe655x5kZWWhvLwcRUVFOH36NDp27HheZVPLibY4S01Nxdq1a2utt3XrVqxfvx45OTnnVS61rGiLMwB44IEH8Nxzz2HKlCmYOXMmKioq8Oqrr2LEiBHYtWsXrrjiivMqm1pONMbZlClTsHnzZtx9990YOHAg9uzZg0WLFuH48eNYuXLleZVLLSucOKuursa0adMwePBg3HvvvUhLS8Pu3buxePFibN++HR9//HFYHYp33XUX3n77bcyZMwcXX3wxVq9ejXHjxiE/Px/Dhg3T0+3fvx+jR49Gnz598Nxzz6GkpATPPPMMjhw5gn//+99N2XyKkGiMsw0bNmDTpk34/e9/jw4dOjRlc6mFRFucHT16FLNmzcLo0aMxb948JCUl4cMPP8TMmTOxZ88erFmzJvzGCaIoUVNTI8rKyoQQQnz22WcCgFi1alWtdCdOnBDV1dVCCCHy8vJEQ8M4Pz9fABCbN28+Z9onn3xSGI1GUVRU1KAyKHpFY5yFMnr0aJGUlCTsdvt5rU8tK9rizOVyCavVKnJzcwOWHz16VAAQs2fPblC5FB2iLc4+/fRTAUAsWrQoYPlf/vIXIUmS+PLLLxtULkWHcOLM4XCIXbt21Vr3kUceEQDEtm3bzllOUVGRACCefvppfZndbhfdu3cXQ4YMCUh73XXXiYyMDHH69Gl92WuvvSYAiA8//LAhzaMoEY1x9vPPPwun0ymEEGL8+PGic+fODWwVRZtoi7NTp06J4uLiWutPmzZNABBHjhwJt2mCj2JR1DCbzWjfvv0506Wnp8NqtYaV5/Hjx/Htt9/W+b3NZqtzeLimaVi+fDkmTpyIK664Am63G9XV1WGVS9Er2uIslLKyMuTn5+Omm26CxWIJez2KHtEWZy6XC3a7Henp6QHL09LSIMty2HWg6BJtcVZQUAAAuPXWWwOW33rrrRBCYNOmTWHVgaJLOHFmMpkwdOjQWssnTpwIADh48GDA8lBx9vbbb0NRFMyYMUNfZrFYMH36dOzevRs//fQTAKCyshLbtm3DlClTkJSUpKedOnUqEhIS8NZbbzWsgRQVoi3OAKBDhw4wGo0NbgtFr2iLs3bt2qFv375hl1UfduzQBW3q1Kno06dPyO+mTZuGpKQkWCwWXH311fj8888Dvj9w4ABKS0uRlZWFGTNmID4+HvHx8cjKykJ+fn4kqk8xojFxFsrGjRuhaRr++Mc/NnVVKYY1Js58z3avXr0a69evx/Hjx/HVV1/hrrvuQps2bQJuPKh1a0ycORwOAKjViRQXFwcA2Lt3bzPUmKLZiRMnAHj+ePEXKs727duHnj17BnTWANAfE92/fz8A4Ouvv4bb7cbAgQMD0plMJmRnZ2Pfvn1N2QSKAc0RZ0TBIhlndZVVH86xQ62OyWTCpEmTMG7cOLRr1w4HDhzAM888g6uuugqFhYXo378/AODIkSMAgGXLliElJQWvvvoqAGDp0qW49tpr8dlnnyErK6vF2kHRLdw4C2X9+vXIyMjAqFGjIlhjikUNibN169bhlltuwZQpU/Rl3bp1w65du9CtW7eWqD7FiHDjrFevXgCAXbt2oWvXrvr6vpE8P//8c+QrTy3qqaeeQlJSEq677rpzpi0rK0NGRkat5b5lpaWlejr/5cFpffFGrUdzxBlRsEjFmdPpxPPPP4+uXbvWmteuPuzYoQtaqAmxhg4dGjC8bsKECcjNzUVWVhYWLFiArVu3AoD+ZgWbzYZ9+/YhMzMTADBq1Cj06NEDTz31FNatW9f8jaCo15g4C3b48GHs3bsXc+fOhSxzUCWd1dg4S0xMRN++fTFkyBCMHj0aJ06cwBNPPIEbb7wRBQUFDfpViC5cjYmzcePGoXPnzpg/fz7i4uIwYMAAFBUV4eGHH4bBYIDdbo9UMygKLF26FB999BFefvllXHTRRQHfhYozu90Os9lca7nvkWRf/Pj+ryst46x1aa44I/IXyTi7//77ceDAAWzZsgUGQ/jdNfyrgQiet3rccMMNyM/P118t5xtKfuWVV+qdOgDQqVMnDBs2jK8IpgYLFWfB1q9fDwB8DIvOW6g4c7vdGDNmDJKTk/Hiiy9i4sSJuO+++/DRRx/h+++/x9NPP93CtaZYEyrOLBYLtmzZgrZt22LSpEno0qULpk6dir/+9a9ISUlBQkJCC9eaImXTpk1YuHAhpk+fjvvuuy+sdaxWq/44nz/f64V992W+/+tKyznDWo/mjDMin0jG2dNPP43XXnsNf/vb3zBu3LgG1ZMdO0RemZmZcDqdOHPmDADorzUMnmwU8Ew4Wl5eHtH60YUhOM6CbdiwAb169cKAAQMiXDO6kATH2SeffILi4mJMmDAhIN3FF1+MPn36YNeuXS1RTYpxoc5nffv2RXFxMYqLi1FQUIDS0lLcc889+PXXX9GzZ88WrC1FyrZt2zB16lSMHz8er7zyStjrZWRk6I9Z+fMt892X+R5lqCstX0vdOjR3nBEBkY2z1atX48EHH8S9996LhQsXNriu7Ngh8jp69CgsFov+i+Kll14Ko9EYck6A0tJSpKamRrqKdAEIjjN/RUVF+O677zhahxotOM5OnjwJACFHirlcrga9tY3Ip67zmSRJ6Nu3L4YNG4aUlBTk5+dD0zSMGTOmhWpKkVJUVISJEydi4MCBeOuttxr0GEF2djYOHz6MysrKWnn6vgeAfv36wWAw1Jq82+l0Yv/+/Xo6unBFIs6IIhln7777Lv70pz/hpptuwksvvXRe9WXHDl3QQr1+7tSpU7XSffnll3jvvfeQk5Ojz2uSmJiIcePGobCwMCCPgwcPorCwENdcc03zVp5iRmPizN+GDRsAALfffnvzVJRiWmPizDdSYuPGjQFpv/jiCxw6dKjeybypdWmq85mP3W7HokWLkJGRgdtuu63J60vR4+DBgxg/fjy6dOmCDz74oN5HWkLFWW5uLlRVxcqVK/VlDocDq1atwqBBg/TH4pOTkzFmzBisW7cONptNT7t27VpUVVVh8uTJTdwyiiaRijNq3SIZZ5988gluvfVWDB8+HOvXrz/vOTY5eTJFlRdffBEVFRX6TOHvv/8+SkpKAACzZs1CcnIyfvzxR6xduxYA9F9rlixZAgDo3Lkz7rjjDj2/qVOnYufOnRBC6MtuueUWWK1WDB06FGlpaThw4ABWrlyJuLg4PPHEEwH1Wbp0KbZv345Ro0Zh9uzZAIAXXngBKSkpeOihh5ppK1Bzi7Y4AzwjKTZt2oTBgweje/fuzdNwiqhoirMBAwbgmmuuwZo1a1BZWYmcnByUlZXh73//O6xWK+bMmdOs24KaTzTFGQDcfPPN6NChAy655BJUVlbijTfewNGjR7FlyxYkJiY234agZnWuOJNlGWPHjkV5eTkeeOABbNmyJWD97t27Y8iQIfrnUHE2aNAgTJ48GQsWLMAvv/yCHj16YM2aNTh27Bhef/31gPwee+wxDB06FCNGjMCMGTNQUlKCZ599Fjk5Obj22mubazNQM4u2OPvqq6/w3nvvAQC+++47nD59Wj93XnbZZbj++uubfiNQs4umOPvxxx8xYcIESJKE3NxcbN68OaCsrKys8N/CLIiiSOfOnQWAkP9++OEHIYQQ+fn5daYZMWJEQH4jRowQwWG+fPlyccUVV4iUlBRhMBhERkaGmDJlijhy5EjIOu3du1eMGTNGxMfHi8TERHHDDTeIw4cPN0fzKUKiMc62bt0qAIgXXnihOZpMLSDa4qy6ulo8+uij4pJLLhFWq1UkJyeLP/zhD2Lfvn3NtAUoEqItzp588knRu3dvYbFYRJs2bcSECRMYYxeAc8XZDz/8UOf3AMSdd94ZkF+oOBNCCLvdLubPny/at28vzGazuPzyy8XWrVtD1qmgoEAMHTpUWCwWkZqaKvLy8kRlZWVzNJ8iJNribNWqVWGXRbEjmuKsvuszALF48eKw2yUJ4de1REREREREREREMYNz7BARERERERERxSh27BARERERERERxSh27BARERERERERxSh27BARERERERERxSh27BARERERERERxSh27BARERERERERxSh27BARERERERERxSh27BARERERERERBdmxYwckSUJFRUVLV6Ve7NghIiIiIiIiokZ5/PHHcfnllyMxMRFpaWm48cYbcejQoYA0NTU1yMvLQ9u2bZGQkIBJkybh5MmT+vdffvklbrvtNmRmZsJqtaJPnz5Yvnx5QB5lZWW4/fbb0bNnT8iyjDlz5oRdxy5duuD5559vTDNraWh9Nm7cCEmScOONNzZZHdixQ0RERERERESNsnPnTuTl5WHPnj3Ytm0bXC4XcnJycObMGT3N3Llz8f7772Pz5s3YuXMnSktLcdNNN+nf7927F2lpaVi3bh2++eYbPPzww1iwYAFefPFFPY3D4UBqaioWLlyIyy67LKJtDKUh9Tl27Bjmz5+Pq666qknrIAkhRJPmSERERERERESt2qlTp5CWloadO3di+PDhOH36NFJTU7Fhwwbk5uYCAL799lv06dMHu3fvxuDBg0Pmk5eXh4MHD+Ljjz+u9d3IkSORnZ0d9iicLl26YM6cOZgzZw6OHTuGrl27Yt++fcjOzgYAVFRUoE2bNsjPz8fIkSOxY8cOXH311SgvL8dFF110zvzrq4+qqhg+fDjuvvtuFBQUoKKiAv/85z/Dqve5cMQOERERERERETWp06dPAwBSUlIAeEbjuFwujBkzRk/Tu3dvdOrUCbt37643H18esezRRx9FWloapk+f3uR5G5o8RyIiIiIiIiJqtTRNw5w5c3DllVeiX79+AIATJ07AZDLVGvmSnp6OEydOhMynsLAQmzZtwpYtW5q7ys3qv//9L15//XXs37+/WfLniB0iIiIiIiIiajJ5eXkoLi7Gxo0bzzuP4uJi3HDDDVi8eDFycnLCXq+goAAJCQn6v/Xr1593HYL553vvvfeGtY7NZsMdd9yB1157De3atWuyuvjjiB0iIiIiIiIiahL3338/PvjgA3zyySfo2LGjvrx9+/ZwOp2oqKgIGLVz8uRJtG/fPiCPAwcOYPTo0ZgxYwYWLlzYoPIHDhwYMDImPT09ZDpZ9oxz8Z922OVy1Zu3f75JSUlh1ef777/HsWPHcP311+vLNE0DABgMBhw6dAjdu3cPK6+6sGOHiIiIiIiIiBpFCIFZs2bhnXfewY4dO9C1a9eA7wcMGACj0Yjt27dj0qRJAIBDhw7h+PHjGDJkiJ7um2++wahRo3DnnXfisccea3A9rFYrevTocc50qampADyvK+/fvz8AnPNRqXDyDda7d298/fXXAcsWLlwIm82G5cuXIzMzs8F5BmPHDhERERERERE1Sl5eHjZs2IB3330XiYmJ+rw5ycnJsFqtSE5OxvTp0zFv3jykpKQgKSkJs2bNwpAhQ/Q3YhUXF2PUqFEYO3Ys5s2bp+ehKIreEQOc7YCpqqrCqVOnsH//fphMJlxyySVh19dqtWLw4MF44okn0LVrV/zyyy8NHh0UTn0sFos+z5CPb8RS8PLzxY4dIiIiIiIiImqUFStWAPC88tvfqlWrcNdddwEAli1bBlmWMWnSJDgcDowdOxYvv/yynvbtt9/GqVOnsG7dOqxbt05f3rlzZxw7dkz/7BthA3jetrVhw4ZaaULRNA0Gw9lukDfeeAPTp0/HgAED0KtXLzz11FMNms+nsfVpKpLwf6CMiIiIiIiIiOgCo6oqkpKSsGbNGuTm5rZ0dZoUR+wQERERERER0QWrpKQEb775JlRVxbBhw1q6Ok2OHTtEREREREREdMHKzs5G27ZtsXbt2lpv4LoQ8FEsIiIiIiIiIqIYJbd0BYiIiIiIiIiI6PywY4eIiIiIiIiIKEaxY4eIiIiIiIiIKEaxY4eIiIiIiIiIKEaxY4eIiIiIiIiIKEaxY4eIiIiIiIiIKEaxY4eIiIiIiIiIKEaxY4eIiIiIiIiIKEb9f92OFJhM09syAAAAAElFTkSuQmCC", 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" }, "metadata": {}, "output_type": "display_data" @@ -767,92 +355,53 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, + "execution_count": 35, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:52.094568Z", + "start_time": "2023-12-27T21:25:51.193014Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "03-Dec-23 17:16:29: ELFIN EPD: START LOADING.\n", - "03-Dec-23 17:16:29: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", - "03-Dec-23 17:16:29: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", - "03-Dec-23 17:16:29: Unable to get ydata for variable ela_pef_Tspin\n", - "03-Dec-23 17:16:30: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:30: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:30: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:30: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_Et_nflux\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_Et_eflux\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_Et_dfovf\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_pa\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_spinphase\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_sectnum\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_hs_Epat_nflux\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_hs_Epat_eflux\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_hs_LCdeg\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_hs_antiLCdeg\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_fs_Epat_nflux\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_fs_Epat_eflux\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_fs_LCdeg\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_fs_antiLCdeg\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_nspinsinsum\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_nsectors\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_sect2add\n", - "03-Dec-23 17:16:30: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:30: This version will eventually be removed.\n", - "03-Dec-23 17:16:30: Time clip was applied to: ela_pef_spinph2add\n", - "03-Dec-23 17:16:30: ELFIN EPD: LOADING END.\n", - "03-Dec-23 17:16:30: ELFIN EPD L2: START PROCESSING.\n", - "03-Dec-23 17:16:30: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", - "03-Dec-23 17:16:30: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", - "03-Dec-23 17:16:30: Energy channel [(0, 2), (3, 5), (6, 8), (9, 15)] are used for epd l2 pitch angle spectra.\n" + "27-Dec-23 13:25:51: ELFIN EPD: START LOADING.\n", + "27-Dec-23 13:25:51: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", + "27-Dec-23 13:25:51: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", + "27-Dec-23 13:25:51: Unable to get ydata for variable ela_pef_Tspin\n", + "27-Dec-23 13:25:51: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:51: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:51: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:51: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:51: Time clip was applied to: ela_pef_Et_nflux\n", + "27-Dec-23 13:25:51: Time clip was applied to: ela_pef_Et_eflux\n", + "27-Dec-23 13:25:51: Time clip was applied to: ela_pef_Et_dfovf\n", + "27-Dec-23 13:25:51: Time clip was applied to: ela_pef_pa\n", + "27-Dec-23 13:25:51: Time clip was applied to: ela_pef_spinphase\n", + "27-Dec-23 13:25:51: Time clip was applied to: ela_pef_sectnum\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_Epat_nflux\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_Epat_eflux\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_LCdeg\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_antiLCdeg\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_Epat_nflux\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_Epat_eflux\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_LCdeg\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_antiLCdeg\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_nspinsinsum\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_nsectors\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_sect2add\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_spinph2add\n", + "27-Dec-23 13:25:52: ELFIN EPD: LOADING END.\n", + "27-Dec-23 13:25:52: ELFIN EPD L2: START PROCESSING.\n", + "27-Dec-23 13:25:52: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", + "27-Dec-23 13:25:52: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", + "27-Dec-23 13:25:52: Energy channel [(0, 2), (3, 5), (6, 8), (9, 15)] are used for epd l2 pitch angle spectra.\n" ] } ], @@ -868,92 +417,53 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, + "execution_count": 36, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:52.718065Z", + "start_time": "2023-12-27T21:25:52.095259Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "03-Dec-23 17:16:30: ELFIN EPD: START LOADING.\n", - "03-Dec-23 17:16:30: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", - "03-Dec-23 17:16:31: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", - "03-Dec-23 17:16:31: Unable to get ydata for variable ela_pef_Tspin\n", - "03-Dec-23 17:16:31: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:31: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:31: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:31: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:31: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:31: This version will eventually be removed.\n", - "03-Dec-23 17:16:31: Time clip was applied to: ela_pef_Et_nflux\n", - "03-Dec-23 17:16:31: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:31: This version will eventually be removed.\n", - "03-Dec-23 17:16:31: Time clip was applied to: ela_pef_Et_eflux\n", - "03-Dec-23 17:16:31: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:31: This version will eventually be removed.\n", - "03-Dec-23 17:16:31: Time clip was applied to: ela_pef_Et_dfovf\n", - "03-Dec-23 17:16:31: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:31: This version will eventually be removed.\n", - "03-Dec-23 17:16:31: Time clip was applied to: ela_pef_pa\n", - "03-Dec-23 17:16:31: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:31: This version will eventually be removed.\n", - "03-Dec-23 17:16:31: Time clip was applied to: ela_pef_spinphase\n", - "03-Dec-23 17:16:31: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:31: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_sectnum\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_hs_Epat_nflux\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_hs_Epat_eflux\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_hs_LCdeg\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_hs_antiLCdeg\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_fs_Epat_nflux\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_fs_Epat_eflux\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_fs_LCdeg\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_fs_antiLCdeg\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_nspinsinsum\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_nsectors\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_sect2add\n", - "03-Dec-23 17:16:32: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:32: This version will eventually be removed.\n", - "03-Dec-23 17:16:32: Time clip was applied to: ela_pef_spinph2add\n", - "03-Dec-23 17:16:32: ELFIN EPD: LOADING END.\n", - "03-Dec-23 17:16:32: ELFIN EPD L2: START PROCESSING.\n", - "03-Dec-23 17:16:32: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", - "03-Dec-23 17:16:32: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", - "03-Dec-23 17:16:32: Energy channel [(0, 2), (3, 5), (6, 8), (9, 15)] are used for epd l2 pitch angle spectra.\n" + "27-Dec-23 13:25:52: ELFIN EPD: START LOADING.\n", + "27-Dec-23 13:25:52: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", + "27-Dec-23 13:25:52: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", + "27-Dec-23 13:25:52: Unable to get ydata for variable ela_pef_Tspin\n", + "27-Dec-23 13:25:52: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:52: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:52: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:52: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_Et_nflux\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_Et_eflux\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_Et_dfovf\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_pa\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_spinphase\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_sectnum\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_Epat_nflux\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_Epat_eflux\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_LCdeg\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_antiLCdeg\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_Epat_nflux\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_Epat_eflux\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_LCdeg\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_antiLCdeg\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_nspinsinsum\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_nsectors\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_sect2add\n", + "27-Dec-23 13:25:52: Time clip was applied to: ela_pef_spinph2add\n", + "27-Dec-23 13:25:52: ELFIN EPD: LOADING END.\n", + "27-Dec-23 13:25:52: ELFIN EPD L2: START PROCESSING.\n", + "27-Dec-23 13:25:52: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", + "27-Dec-23 13:25:52: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", + "27-Dec-23 13:25:52: Energy channel [(0, 2), (3, 5), (6, 8), (9, 15)] are used for epd l2 pitch angle spectra.\n" ] } ], @@ -969,92 +479,53 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, + "execution_count": 37, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:53.535151Z", + "start_time": "2023-12-27T21:25:52.719207Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "03-Dec-23 17:16:32: ELFIN EPD: START LOADING.\n", - "03-Dec-23 17:16:32: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", - "03-Dec-23 17:16:32: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", - "03-Dec-23 17:16:32: Unable to get ydata for variable ela_pef_Tspin\n", - "03-Dec-23 17:16:33: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:33: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:33: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:33: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_Et_nflux\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_Et_eflux\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_Et_dfovf\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_pa\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_spinphase\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_sectnum\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_hs_Epat_nflux\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_hs_Epat_eflux\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_hs_LCdeg\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_hs_antiLCdeg\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_fs_Epat_nflux\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_fs_Epat_eflux\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_fs_LCdeg\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_fs_antiLCdeg\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_nspinsinsum\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_nsectors\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_sect2add\n", - "03-Dec-23 17:16:33: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:33: This version will eventually be removed.\n", - "03-Dec-23 17:16:33: Time clip was applied to: ela_pef_spinph2add\n", - "03-Dec-23 17:16:33: ELFIN EPD: LOADING END.\n", - "03-Dec-23 17:16:33: ELFIN EPD L2: START PROCESSING.\n", - "03-Dec-23 17:16:33: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", - "03-Dec-23 17:16:33: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", - "03-Dec-23 17:16:33: Energy channel [(0, 2), (3, 5), (6, 8), (9, 15)] are used for epd l2 pitch angle spectra.\n" + "27-Dec-23 13:25:52: ELFIN EPD: START LOADING.\n", + "27-Dec-23 13:25:52: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", + "27-Dec-23 13:25:53: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", + "27-Dec-23 13:25:53: Unable to get ydata for variable ela_pef_Tspin\n", + "27-Dec-23 13:25:53: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:53: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:53: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:53: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_Et_nflux\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_Et_eflux\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_Et_dfovf\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_pa\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_spinphase\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_sectnum\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_hs_Epat_nflux\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_hs_Epat_eflux\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_hs_LCdeg\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_hs_antiLCdeg\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_fs_Epat_nflux\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_fs_Epat_eflux\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_fs_LCdeg\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_fs_antiLCdeg\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_nspinsinsum\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_nsectors\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_sect2add\n", + "27-Dec-23 13:25:53: Time clip was applied to: ela_pef_spinph2add\n", + "27-Dec-23 13:25:53: ELFIN EPD: LOADING END.\n", + "27-Dec-23 13:25:53: ELFIN EPD L2: START PROCESSING.\n", + "27-Dec-23 13:25:53: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", + "27-Dec-23 13:25:53: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", + "27-Dec-23 13:25:53: Energy channel [(0, 2), (3, 5), (6, 8), (9, 15)] are used for epd l2 pitch angle spectra.\n" ] } ], @@ -1070,92 +541,53 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, + "execution_count": 38, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:54.285820Z", + "start_time": "2023-12-27T21:25:53.536198Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "03-Dec-23 17:16:34: ELFIN EPD: START LOADING.\n", - "03-Dec-23 17:16:34: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", - "03-Dec-23 17:16:34: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", - "03-Dec-23 17:16:34: Unable to get ydata for variable ela_pef_Tspin\n", - "03-Dec-23 17:16:34: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:34: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:34: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:34: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:34: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:34: This version will eventually be removed.\n", - "03-Dec-23 17:16:34: Time clip was applied to: ela_pef_Et_nflux\n", - "03-Dec-23 17:16:34: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:34: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_Et_eflux\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_Et_dfovf\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_pa\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_spinphase\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_sectnum\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_hs_Epat_nflux\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_hs_Epat_eflux\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_hs_LCdeg\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_hs_antiLCdeg\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_fs_Epat_nflux\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_fs_Epat_eflux\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_fs_LCdeg\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_fs_antiLCdeg\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_nspinsinsum\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_nsectors\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_sect2add\n", - "03-Dec-23 17:16:35: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:35: This version will eventually be removed.\n", - "03-Dec-23 17:16:35: Time clip was applied to: ela_pef_spinph2add\n", - "03-Dec-23 17:16:35: ELFIN EPD: LOADING END.\n", - "03-Dec-23 17:16:35: ELFIN EPD L2: START PROCESSING.\n", - "03-Dec-23 17:16:35: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", - "03-Dec-23 17:16:35: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", - "03-Dec-23 17:16:35: Energy channel [(0, 2), (3, 5), (6, 8), (9, 15)] are used for epd l2 pitch angle spectra.\n" + "27-Dec-23 13:25:53: ELFIN EPD: START LOADING.\n", + "27-Dec-23 13:25:53: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", + "27-Dec-23 13:25:53: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", + "27-Dec-23 13:25:53: Unable to get ydata for variable ela_pef_Tspin\n", + "27-Dec-23 13:25:54: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:54: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:54: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:54: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_Et_nflux\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_Et_eflux\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_Et_dfovf\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_pa\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_spinphase\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_sectnum\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_hs_Epat_nflux\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_hs_Epat_eflux\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_hs_LCdeg\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_hs_antiLCdeg\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_fs_Epat_nflux\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_fs_Epat_eflux\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_fs_LCdeg\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_fs_antiLCdeg\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_nspinsinsum\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_nsectors\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_sect2add\n", + "27-Dec-23 13:25:54: Time clip was applied to: ela_pef_spinph2add\n", + "27-Dec-23 13:25:54: ELFIN EPD: LOADING END.\n", + "27-Dec-23 13:25:54: ELFIN EPD L2: START PROCESSING.\n", + "27-Dec-23 13:25:54: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", + "27-Dec-23 13:25:54: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", + "27-Dec-23 13:25:54: Energy channel [(0, 2), (3, 5), (6, 8), (9, 15)] are used for epd l2 pitch angle spectra.\n" ] } ], @@ -1171,15 +603,18 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, + "execution_count": 39, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:55.109161Z", + "start_time": "2023-12-27T21:25:54.285433Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": {}, "output_type": "display_data" @@ -1192,15 +627,18 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, + "execution_count": 40, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:55.721652Z", + "start_time": "2023-12-27T21:25:55.110408Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": {}, "output_type": "display_data" @@ -1220,8 +658,13 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, + "execution_count": 41, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:55.724583Z", + "start_time": "2023-12-27T21:25:55.722033Z" + } + }, "outputs": [], "source": [ "options('ela_pef_hs_LCdeg','thick', 3)\n", @@ -1232,15 +675,18 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 42, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:56.031076Z", + "start_time": "2023-12-27T21:25:55.726531Z" + } + }, "outputs": [ { "data": { - "image/png": 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SpUrOfc2aNdOZM2e0Y8cO49gNGzY4ywEAyOJtsqiMI8LYAPgfySIAyKdSftwQsEhG/SUlJUWnTp3Ktv/ZZ5+VZVnq1KmTc1+PHj1UqlQpvf766859lmXpjTfe0MUXX6zWrVsXSJsBAAAKgz1RQ7IGAEqwEPknEcUM1wGtxLy8U6dO1YkTJ5wr3S1ZskT79++XJD344IM6fvy4mjdvrr59+6pBgwaSpM8//1xLly5Vp06d1KNHD2ddl1xyiR5++GFNmjRJaWlpio+P1yeffKLVq1dr7ty5Cg4OLvgH6CFWegMAoOTJ6+99VUdFIz5kHfFncwAAQAnjsEpI9qFmzZrau3evy7LffvtN5cuX14MPPqj169fr4MGDysjIUN26ddW/f3+NHDlSpUqZfQQzMzP1wgsv6M0331RiYqLq1aun0aNHq3///vluU1JSkqKionTy5Em/TWaeV7KJZJT/8RwDRU9xW6HJ1+31tr6C+L3mbk8bX7chr+u7e73C/lvg7vXzSkbl5/Vx9z1HXuX+/rn19jX3tneYt8+Xu/UXBFbTAwJb1ufZE69JkX6YRSDprFR+mPz6edmfCuLzfnFWYnpG7dmzJ89jZs+ene/6goKCNHr0aI0ePdqLVgEAgKLI2w/+AACUGCHyT2ahxGQrSibmjAIAAAAAAECBIdcIAAAKXGEPWwMAAD5Czyh4gJcXAIAAk1eix9t5V0gcAQAAp2D5J7NQfNYFgwdIRgEIePTAQHET7gg14mDejQEAACCAkIwCAMDHSIACAIASI/SvzdfS/VAnigySUQCAgGPvWZRinTNilgcHAADwET8no+Lj4xUcHKyEhAQlJCT44UIoDCSjAAAAAABAkbRp0yZFRkYWdjPgYySjAAAAAACAZ0rJPz2j0vxQJ4oMklGAnzFXDAAAAICA5a9heiSjAlpQYTcAAAAAAAAAJQc9owAAAAAAgGdC5J/MAtmKgMbLCwAAAAAAPBP81+aPehGwSEYBAAAAAOBnDofDiJlbFiUZyagAl9cvOH4BAgAAAAA8FqLzK+r5o14ELF5eAAAAAADgmbC/Nl9jNb2ARjIKAAAAQK5udjxgxJ9YrxdSSzzHECkAKDpIRgEAAABFnD2RAgBFRuhfmz/qRcAiGQUAAICAd5tjhBF/ZE1x63x61QBADkLln2F65/xQJ4oMklFwC2/EAAAofvL6e23/+15FFdy+RgetyrW8pX7Otfwm3Z1reReNyrWc9ygAABQfJKMAAAD8rK5qeXX+7Y7njfgDa4wR93I8bsQfWuO9uh4AAPnGMD14gGQUAAAo8fLqVZNXTyF65QAASqzgvzZ/1IuARTIKAAD4Xbgj968385qc2Z7csR9PMggAAKD4IBkFAEARd0YpXp1f1VHRiA9ZR4yYRA4AAPBY0F+bP+pFwCIZBQBAHuy9elIsc3mXvHr15JXssZeHqZS7TQQAACgcjr82f9SLgEUyCgAQ8G52PGDEn1ivG3FFx0VGfMQ67vc2AQAAACUVySgAgN+52zOIYWIAAADFBD2j4AFGYQJAgHM4HMYGAAAA+IolyXL4YSvsB3aBF198UbGxsSpXrpyaN2+uU6dOFXaTij16RgEAAAAAALgwbdo0LVu2TGvWrFFsbKy2bdum0NDcVwlG3khGAQh4DPkCAAAFjSHqKDECeJheRkaGnn/+ea1evVrVq1eXJMXFxRVyqwIDw/QAAACAEqarY6Cx2eU1xNsXQ8AZRg4ECIcfNzclJydr7Nix6tSpk6Kjo+VwODRz5kyXx6ampurRRx9VtWrVFBERoVatWmn58uXGMfv379eZM2e0cOFCValSRZdeeqneeust9xuGbOgZBQAAANjUVS0j/kW/GXGco3FBNgcAkA9HjhzRM888o+rVq6tp06ZatWpVjscOHjxYCxcu1MMPP6x69epp5syZ6tKli1auXKk2bdpIkg4cOKCTJ09q586d2rNnj3bt2qXrr79eDRo00DXXXFNAjyowkYwCAACAz13vWGPbU8mIbnc8n+v5Vzm2G/EltvLbHeNyPb+b404jDtNFRkxPHADwkSI0TC8mJkaJiYmqWrWqNm/erPj4eJfHbdy4UfPnz9ekSZM0cuRISdKgQYPUuHFjPfLII1q7dq0kKSIiQpL01FNPKSIiQnFxcerTp4+WLl1KMspLAZ+MSk5O1qRJk7RhwwZt3LhRx48f14wZMzR48GDnMZmZmXrvvfe0aNEibdmyRceOHVOtWrXUp08fjRw5UuHh4UadOb15mTBhgh577DF/PhwAAFAA8ur1cqPjy1zLuzvuybW8l+MpI/7QesaIgx3mTAq36VkjbuFoYcR11MmIb3B8bcTLrba26z+ea/tO6XSu5T01Otu+E7meAQAIVFbQ+c0f9borLCxMVatWzfO4hQsXKjg4WEOGDHHuCw8P1913363HH39c+/btU2xsrOrXr6/Q0FAjB8CXGb4R8Mmo/HTTO3PmjO68805deeWVuv/++1W5cmWtW7dOY8eO1Zdffqmvvvoq2w13ww03aNCgQca+5s2b+/OhAACAv+Q1hCqviYFbOXb6p2EAAMCnkpKSjDgsLExhYWFe1bllyxbVr19fkZGRxv6WLVtKkrZu3arY2FiVKVNGPXv21PPPP6/XXntNu3fv1oIFC7Rw4UKvrg8vk1G1atXKNSvocDgUHh6uSy65RO3atdN9992niy66KMfj/SE/3fRCQ0O1Zs0atW7d2rnv3nvvVc2aNZ0JqQ4dOhjn1K9fXwMGDPB7+wEA8LW8vtGr56htxLus3Ubc2mF2S19rrc71fFd66Wkj/tAWAwCA4sHfPaNiY2ON/WPHjtXTTz/tVd2JiYmKiYnJtj9r38GDB537pk2bprvvvlsVK1ZUxYoV9eyzzzJEzwe8Ska1bdtW3333nX788Uc1adJEdevWlST98ssv2rZtm5o0aaL69evrl19+0eOPP66pU6dq9erVqlWrVh41+05+uumFhoYaiagst9xyi8aOHasdO3ZkS0ZJ0tmzZ50Jt6KKJWMBIDv778YKKp9reZhKGfHFjipeXd8+xMquq/7PiBfpZbfqtw+hWq3pbp0PAACQX/5ORu3bt8/oweRtryjp/Gd5V/VkfbY/e/asc1/58uX10UcfeX1NmLy6ZW6++WYdOHBAX3/9tb7//nt99NFH+uijj/T9999r5cqVOnDggAYPHqwtW7boq6++0vHjxzV6dPY5BoqqQ4cOSZIqVqyYrWzmzJkqU6aMIiIi1KhRI82bNy/P+lJTU5WUlGRsAIDsvF1SPFVpxgYAAIDiKTIy0th8kYyKiIhQampqtv0pKSnOcviXV8mop556Sg8++KDLLmpt27ZVQkKCHn/8/ASZ1113ne677z6tWLHCm0sWqBdffFGRkZHq3Lmzsb9169Z6/vnn9cknn+hf//qXgoOD1b9/f/3rX//Ktb4JEyYoKirKudm7GwIAAAAAUJxk9Yzyx+YvWdP52GXtq1atmv8uDkleDtPbtWtXrnNARUdHa9euXc64YcOGOn0699VZiorx48drxYoVev3111W+fHmjbM0ac6niu+66S5dffrkef/xxDR48OMcs6ujRozVixAhnnJSUREIKCEAMjwUAAEBJUZRW08uvZs2aaeXKlUpKSjKGAG7YsMFZDv/y6uWtXbu2Zs2aZYynzHLmzBnNmDHDmB/q4MGDqlSpkjeXLBALFizQE088obvvvltDhw7N8/jQ0FD93//9n06cOKFvv/02x+PCwsKydTEE4Ht5DeECAAAAUDzEx8erUaNGmjZtms/q7NmzpzIyMjR9+t/zaqampmrGjBlq1aoVnUYKgFc9o55++mn16dNHDRo00B133KE6depIOj+B+XvvvacDBw7o/ffflyRlZGRozpw5uvrqq71vtR8tX75cgwYNUteuXfXGG2/k+7ysm/XYsWP+ahoAAAAAAEVKpuP85o96JWnTpk1udeSYOnWqTpw44VwRb8mSJdq/f78k6cEHH1RUVJRatWqlXr16afTo0frjjz9Ut25dzZo1S3v27NE777zj88eC7LxKRvXq1UulS5fW6NGj9dxzzxlljRs31rRp09StWzdJ54eprFixItdhfYVtw4YNuuWWW3TFFVfogw8+UEhI/p+e3bvPL3tdHHp+oWRjCBkAAAAAX/F3MspdkydP1t69e53xokWLtGjRIknSgAEDFBUVJUl677339OSTT2r27Nk6fvy44uLi9Omnn+raa6/1uu3Im1fJKEnq2rWrunbtqsTEROcLXqNGDcXExJgXCglRjRo1vL2c3+zYsUNdu3ZVzZo19emnn+Y479Off/6ZLeF06tQpvfLKK6pYsaIuv/zygmguAAAAAACw2bNnT76OCw8P16RJkzRp0iT/NggueZ2MyhITE5MtAVVU5NVNLygoSDfeeKOOHz+uUaNG6bPPPjPOr1Onjq666ipJ0rRp0/TJJ5/opptuUvXq1ZWYmKh3331Xv//+u2bPnq3Q0NCCfXAAAAAAABSSotYzCsWD18mo33//XePHj9fKlSv1559/6pNPPtG1116rI0eO6JlnntGdd96p5s2b+6KtHsurm54k7du3T5L02GOPZTv/jjvucCajrr76aq1du1Zvv/22jh49qjJlyqhly5Z699131b59e38/lELHkC4AAAAAQBZ/J6Pi4+MVHByshIQEJSQk+P5CKBReJaO2b9+ua665RpmZmWrVqpV++eUXpaenS5IqVqyob775RqdPny70CcDy000vv0mWG264QTfccIOXLQIAAAAAAHlxdwJzFA9eJaMeeeQRlS9fXuvXr5fD4VDlypWN8q5du2rBggVeNRAAAAAAABRNGX9t/qgXgSvIm5P/+9//aujQoapUqVK2FbokqXr16jpw4IA3lwAAAAAAAEVUhqR0P2wkowKbV8mozMxMlS5dOsfyP//8U2FhYd5cAgAAAAAAAAHEq2RUixYtsq08lyU9PV3z58/XlVde6c0lAAAAAABAEXXOj5t0fgLzRo0aadq0aQX0iFAQvJozavTo0erWrZuGDh2qPn36SJIOHz6sFStWaPz48dqxY4emTp3qk4YCAAAAAICiJVVSqJ/qlZjAPFB5lYzq3LmzZs6cqYceekjTp0+XJA0YMECWZSkyMlLvvfeerr32Wp80FAAAAAAAAMWfV8koSRo4cKBuvfVWffHFF/rll1+UmZmpOnXq6MYbb1S5cuV80UYAAAAAAFAEnZUU7Kd6Ebi8TkZJUpkyZXTLLbf4oioAAAAAAAKOZVmF3QS/IBkFT7iVjPr99989ukj16tU9Og8AAAAAfKGXJuda3t1xjxH/23rbiB0OhxHbEwtlHBG51m8/366i4yIjPmIdd+v6eZUDQFHiVjKqZs2aef4SdSUjI8PtcwAAAFB8rPjKnCe0ffu1RrzxjnpGXGOWef6S1m8Z8ZVrdxjxwq/GGXGv9s+YFbTMNOONdxnhoqRJZnnky2Zcz3b+rjpmXMVWfriJGfexlc+3LVodlm7GqebbcEfVPBIHcbb6f7DV38JW/p1ZXs1x2oib26ov7UjL9fJ79Zhtz7+M6EbHl7meL0ldHZ/mUT4w1/JejqeM+EPLvAcudlQx4gPW4TzbBMB76ZJy/w3ieb0IXG4lo959910jGZWZmalXX31Ve/fuVf/+/XXppZdKkn766SfNmzdPNWvW1LBhw3zbYgAAgAIWpL22PevNMFsi5F4j/OWeX4242dtjjbiJ42Cu198n+3QIHxnRwsnPG3GHkf814tAg8y19D/sFsiU6Shuho5WZKOmZY0sBACVNmvyTjMqqMz4+XsHBwUpISFBCQoIfroTC4FYyavDgwUb8/PPPKyUlRb/88osqVKhglD399NNq06aNDh065HUjAQBA0XW748U8j2mt/9r2fG5EdXTMiH9VtBEHhZi9rG19VtRFS4x4qW4yYkc5M9nS0na+/frSNQIAAIVv06ZNioyMLOxmwMe8msD8jTfe0PDhw7MloiSpUqVKuvfee/Xaa69p9OjR3lwGABDgqsj8O3JYR404ryHieZWf0J22PebwkprabMRHVdeIQxWaa/2Ktg1HP2ZO49lO62ztecCIe8r8O5mpFLO+hrZeKzb24TH2t2ttZA5X+kjmcKUopdrOaGBE9uf3KrXJtT0AAKDkSJd/htQxTC+weZWMOnr0qM6cOZNj+ZkzZ3T06NEcywEA/uftBKa+mBCVSVQBACj6cvp7ndOXPhkZGdnOcVWHq31BQUEKCXH9cTQ1NVWZmeYXMfmtNzg4WOHh4S7rPXv2rNLTzRRHTu23/z8kJETlypVzWW9ycrJSUlKy1Zeff4eEhKhixYou6z158qROnTrlUb3BwcGKjY11We+JEyecn9PtjzOvfZLUoIH5pZW/JSUladeuXbm2Kbf7MC4uThER2RcYOH36tLZu3epWXRf+u1mzZoqKispWb2pqqoKCgrLth8mrZNSVV16pV155RZ07d9bll19ulG3evFmvvvqqWrVq5VUDS4rTp097/GGtVKlSCgsLy9exycnJ+a43JCQk11/knk5Mn1u9KSkpysjI0Llz57R7927t3LlTP//8s3bv3q20tNxHIjdu3FhjxoxxWTZ9+nR9+WXeE2u6UqNGDb34oushKPPnz9eiRYs8qveiiy7Sm2++6bJs6dKlmjFjhkf1BgUFacGCBS7LVq9enW3fbbfdlu+6Z82apbJly2bb//3332vcuHEuzsifqVOnqlq1atn2//bbbxo+fLjH9ebk2LFjuvNOe0+ZnP373/824rVr1+qqq67KdlxGRoZuucU+r4vUvXv3fF0nISFBN954o8uyPn36uPXze6EBAwaoT58+LsuGDBmiAwcOuFVf165dJZ1/XPfdd5/LY0aOHKnt27fnu87jSnL+O1Sl3GpPfvygYSqr+qqt/3NZflgzlaRVOZ5/xtZT6dwFMyMEK+83G1tlzp+Yrl+M+IDet52RqVIKVyt1dVnfokWL9PrrrzvjLbYhZiEyV2Cy9Pcbeody7kWWrq+Uohd0Tok5HiNJ/9M2I/71r+Nb6w6VUva/RylK1RaZczyUsrX5lFbkek1XzilNf+iIJOmY8uiFfaa9Ee7QWdXQEyqtS7MdmqGj+lW/GfvS1dGIN+qUedKO8n//++JnXbchM1367Hw7VtrmoDprG7aYKfM9wf80UDG6U9EyH4fT9E5S6t9t2qQk6YI60q2sD1Dn932l/c6y2tmmsv5bqs7JkiX974KBjZalL2X+3rAk6T7zMezVlaqhfq4r/uYuLb/gMVuypK0fGm38wd5D8J6/7q2WnaQhL7iud+9DUtJXkqSvbW1Uy43GY8jm8N1SlXdcVntUx6Uj5oevn7XHPOizS13Xm19H6uTcNknaUcuNut7Ntuuwca9b+konLogsper88+ZQiMJtv6OynNB/tF9PuixbpV6Scn/8aUpWKWV/H5FluT68ILKUpnNG+b81+fy98pfo6KmSpI0bN6puXbNHqyRt27ZNbdr83ZPzjM4ZbYyM/Pu9i2VZOmvrJbpu3d0u/95nKV3anFvtrP2edZMlS8d00hmXKpX738Pg4OBcyy8UHR2t48eP532gC88991yO77EbNmzoTBK4a9iwYXr11VddlrVv315r1651WZaXvn37at68eS7L+vXrp08++cSjejt06KDly5e7LBsxYoTeeustl2V5adq0qTMhYvfiiy9q/PjxHtUbExOjgwddz0c4c+ZMj99jh4SEZPtc5u8JzDdv3uzyPXZ+/fzzz6pfv362/bt27TJ+R7jrm2++0dVXX51t/9GjRxUeHp5jshXnefXsTJ06Vdddd51atmypK6+8UvXqnV8lZdeuXVq/fr2io6P1z3/+0ycNDXQNGjTQ/v378z7Qhccee0wTJkzI17E5ZfNdueuuu/TOO67flN1888364osv8l3XhW666aZsH+6z3HvvvZozZ45H9V5//fU5/qHcvHmzPvjgA4/qjYuLyzEZ9eOPP+rDDz90WZaXmJiYHJNRu3bt0sKFCz2qN7c3Jvv27cu2z51k2ttvv51tnycrbNpNnDjR5f6kpCQtXrzY6/rtUlJScrwH8yOnufAsy9KSJUuy7Xe1z5Vu3brlWPb555/rxIkT+arH7sorr8yxbNWqVW6/iVy6dKkkuXzjn2X9+vVas2aNW/VmCcolWeKp41ovSzkn0FO0S0n6JsfyDNu5F8Yh+fhTelybci0/ZU9sSApXmRyP37dvn8cJ9tySUZn6QxlapbN51JF0wYelC+OcnuNMZeqEvsuj1j15lGdnKVMpf334S9GPuR+c+bURnpKU4eJ5P1/vOZ2Rvee3+aHonK3UqCo9l17hh8/fZ9mPyP772az+O1W0zYNlnr5ROnvCGZ7M+UhJMlKBMcr5ZzlT1vkP/6fNoawuP9LuMn83pqp2zg1I2qkT9qTnGfP8bH3vd//1/5qNc6733D7p7P8kSdnS9z+dyPk8SUrL+TXIUIaUsdO8lP2gU559IP/7Ir/lXp5mn0Q/F5nZ7+1MW3Iue9rk/E++lcvvNEupStefLsvOub4r3JKWbciw/Rrmb6fjx88/CnsPmiyZmZlKSkpyWSZJp07lfr2c6s1y9mxevy29Y+/BY5dX+y5ED+WiKxBem8y/Nn/UW1wFwuvqb171HWvUqJG2bdumYcOG6ejRo1qwYIEWLFigo0eP6qGHHtK2bdt02WWX+aqtAAAAAAAUuMJILvjiS9+CrLe44XkoXF73G6tSpYpefvllvfzyy75oDwAAAAAAgCTpwQcflMPhUHBwsIKDg51JpAuTSa7+7eq4CwUHBxtzPrlbb07D8IKCgkh05YNHyaj169crJCREV1xxRY7HbN68WRkZGcwZVciaN2+uLVu2FHYzPOJwOFSzZk3Vr19f9evXdzk53IVq1855OEDXrl1VtWpVj9pRpUqVHMvatWuX53j9Z555xoifeuopSXI591KWVq1a6emnn85/Iy+Q2y++Jk2aZNvnzlxPOc31daFnn80+V8qTTz6Z6zGuVuSUpKpVq+q5557Ld/uyPPHEE7mWlytXTs8//3y+67MP/2zUqJHL44KCgjRhwoRsK4jmdxhtfHx8jmVjx45Vamruwwlycs01OS9RP2rUqDznkHj00UeN+IUXzs/VYp8r8EIPPPCAbr755ny3cdyosc5/hyhYKdkHwHilth5SuHL+Wb5InRWuOs54v8z5GcJsq+ldGAfJccHMK67V1UNGfFbmMNyKttXrLKUrOJe5s6699lq98sorzvhfD5vDh8JlxuacUdL3f80NYxes5grXFJWV+XN3xDa/U03b8KvyavzX+a7bXEqlVE8jjH1ltcOI9+k62zXN+86VEIWo4l8rMVZWL6Nsu94wDw41pw2oce5Phcn1xK5BilQ1xRj7kvWIEV9sm1NqR40L5uMp3VTS0uwVO4Kkq8/P9dV8zadG0WGZP6eJtjmwamqsyqmFy/ZKkrq/LGX8/XPTcKE5ZGynMRTPoWb6ewj0Raqq/+VQbSmFSLJ0rtZ0Y/8Vv32U7djNj5mvQdWJufwcN31SLVeYUwFsrNdDumAYad1dWcPKzu/7ZczF58MqNXKut+oIKbq3JKn5r+Y9sGXm/X9V99c17rDNpVch578dkSqnpChzLsfqJ835Vn5vc+HcNw7pGzfnNyl/4bB0h3TCNt9gTduQ7z25DNuM6iHtN9t3kT42hunW0WtG+ff6x9/XzkFZtVYdzZUk/ar+RtnltlU6HXJos0Ya+4KV+/uIVrrhgvOlLTKH116pvkb5s6vvkSRdcsklLuurW7euMWT8iavfd54rSc+tNec0e6S1+ffa1fumC23cuNGIr2lpzj2T6sHfsqgL5tRateXvuT4dDoeaNWtmHPv9998bcdOmTXOsd82aNcawPvv7xdziSpUq5VjvsmXLss0flNMHeXuc23v7Dz74wOX7Hlfvc+37ypTJeZj79OnT9dprr2Xbn1s7s/4dGprzyrqTJk1yvr/NbyIj69+5fZZ44oknNGrUqFzry8917BISEnT//fd7VK8r/l5N73//+58iI+1rBXuvcePGHk+DkZusz525DROG5LDc7G+4cuVKdejQQe+995769++f43Fz587VoEGD9PXXX3s1KVggS0pKUlRUlHOVBE8nBC9Xrpwuuugil2WJiYk6d86zD3VlypTJcWWHw4cPO1eMcFdERIQqV67ssuzIkSM6ffq0pPNJoPwkP4o6X6xE5ku+bk9+6ivo56AwHqM/r1/YCuLxVHWYv2sOu5hRxxttZX5g+Fotjfhy22S939rm0Clnm7/JHh+Mts19c8x8Y9lO64z4hB4w4jrqZMSZttlcFjV8yYit7eZrcqPDnD8qUmZs2d4ifmT70Bhlm6elki059ost8XKVzL/rl9jmMtpiTwRJipU5mWxF24Td39kmef9V0UbsCDYfQ52MekZc3/bBeql9fqWy5t/Ylsnma35U5oet0rbk0BFtMOImWm/EX7Q0Jxa/aeO9RrzkHnNi255vjzXin3S/EW+X+eG6pW1OrFQNMOItk7814g4j/2vEXzvMCVZ7WE8Z8cI4M0Ff+gdzYuYzLc0ZnHpuzD5H48KvzDratzfn2frqjtZG3GuWmfT9sPXjRnzlWjNhuf6rhub57c0vez5saT6mrhvvMuLPkmzzHkbavpOtZ85OUndXHSP+pcqvRtzksJmo2NbHnNhf822zYYTZPqql2q5fxTY7ymHb+XG28h9s5S1s5d+Z5TG2WbSa2+65lTInPT9rS8I3s026v1VmUrCji0UIvlAHI+4iM6Fm/zntYruvV9kS9100yog/tMx74GKH+aXDAeuwEd/uMH+XfmD9w4i7O+4x4n9b5j2T19/DMg5ztS774hd5qaDyRnzEMr8syuv6gfb+A0Vf1ufZeSek0r7PFelMktSv/PlVBf2RjPK3Cz/vF8f2+5vbPaPeeOMNXX755bkmoiSpf//++uc//6nXX3+dZFQ+XHzxxX6pNyYmJu+DPJBbbyFvVKxYMccEGAAAAACgaDknH8z/k0O9CFxuT2D+zTff5HtZxZtvvln//e9/8z4QAAAAAAAUO6k6v0KnrzfPJqgoGs6cOZNtKG0WT1ecDjRuJzCPHDmS7942VatW1Z9/ul7+FQAAAAAAuMbQy+Jp/fr1uummm1Sq1Pm5NC+cU0ySOnfu7NP5pPbs2aPFixdrzZo12r59u44cOSKHw6GKFSuqYcOGuvrqq9W9e3fVqlXLZ9f0BbeTUZGRkTp06FC+jj106BBjIwEAAIqZM5PNOaL0gRkufDPvRSC++tCcI0rmnO368ENzjijZFmZev8mcI0qnbOe/Zs4RpTlm+NmP5hxIkm1Opcm2+E0z3OswFwKw2/ambY6olbYD7rHVP9sWR+cxV6j9/I22cvscUXYt7eebr+nSO94z4ohZ5pxWEdkGyJhz45VymJNWyzInG3ddhzlXXB3b4giyzR1XwzZPlTTViNo71is39nL7RBC9HLZ7yMbb1bDcndOposOcAzav67tbzhxT8Jczkvxx95z1Q50FYcSIEZo6dao6d+6sqKgoLVu2THv37tWsWbPkcDh89rP26aefavLkyfrmm29kWZbq1Kmj2rVrq0mTJrIsS8ePH9fWrVv10UcfacSIEWrTpo1GjRqlbt26+eT63nI7GRUfH6+FCxfqsccey/PYhQsX5rriHgAAgCv2CcvtfkkwJ5OuP+0z84Catg/iR8w3fhufNydArzPmhBFvu8NMNMTMMj/If9HHnLBcu81wSWtzwnK7hTebK5k2/sT8oJ95sy1R8Yk5mfeWBHPCcrsVLa414lJbzPoWtrYlk8y5rQEAyDfPlrUqvHr9bfv27erdu7ez99Nnn32mu+66S7fccos++OCDPM7OnyuvvFLff/+9evTooQ8++EAdOnTIsSNQUlKSli9froULF+r2229X06ZNtW7dOpfHFiS3k1H33nuvbrvtNo0cOVKTJk1ymZG3LEuPPPKItmzZooULF7qoBQCA4qumbdWog/YDbKtyaZe5EluSbbU72Va3WxQ9Odfrd3PcadtjrkB1WmaiprRt1aueetKIl9tq+6WsudKcks3VAdfVM+eD7LXLbP8vLc3rS1LsRvM5+LCh2SOhzo4T2c4BAAAobqKionTgwAGVK1dOkhQeHq5PPvlEAwcO1I033qjMzDx6tuZDu3bttHjx4nwtLBYZGanbbrtNt912mw4dOqRXX33V6+v7gtvJqFtuuUV33HGHpkyZomXLlqlfv35q3LixypUrp1OnTmnbtm16//33tX37dg0aNCjfk50DgK8Udjdzf18/ELrV2x9DFVXwaf325cNP28rtS5xLtuHnZW29UpIZcg4AAOBKxl+bP+otjjp06KAZM2Zo2LC/hx6HhIRo3rx5GjJkiL7+OvuwZndNmDDBo/OqVq3q8bm+5tEKjDNmzNBll12miRMn6oknnjA+VFiWpYsuukgTJ07UqFGjfNZQAL7hbeLC2/kTAAAAAASONEnBeR7lWb3S+amCgoODlZCQoISEBD9cybf+9a9/KT09Xenp5pQDDodDb731lp588skcznTPyJEjNXDgQDVt2tQn9RU0j5JR0vkH/n//93/65ptvtGPHDiUlJSkyMlINGjRQmzZtFBER4ct2AsWGt5NJ5qWMw/zZOm0V16n9AAAAACB3mzZtKlYLo4WGhio0NDTHFfOqV6/uk+tMmTJFL7/8sho0aKABAwaob9++qlmzpk/qLggeJ6Ok82MfO3TooA4dOrgsX7Nmjb7++ms9/vjjLstRMgXCECMAAAAAwPmJxv3xiS7VD3UGkp07d2ru3LmaP3++xowZoyeeeEJXXXWVBgwYoF69eqlCBd9Og+FrQf6sfNWqVT7rggYAAAAAAIqWDD9ugeabb77RXXfdpeuuu05NmzZVXFycsbkz5K5u3boaO3asduzYoc2bN+vhhx/W3r179cADD6hatWrq3r27FixYoLNni+ZIGq96RgEAAAAAACB3U6ZM0ahRoxQeHq5LL71U0dHRPqu7RYsWatGihSZPnqxVq1Zp3rx5WrRokT799FOVLVtWN998s/r3768bb7zRZ9f0ll97RhUVycnJGjt2rDp16qTo6Gg5HA7NnDnT5bE7duxQp06dVLZsWUVHR2vgwIH6888/sx2XmZmpF198UbVq1VJ4eLji4uL0/vvv+/mRAAAAAACA4mbSpEm6+uqrdfDgQX333XdauXKly80bDodD7dq101tvvaVDhw7pk08+0dVXX605c+aoa9euPnokvlEiekYdOXJEzzzzjKpXr66mTZtq1apVLo/bv3+/rr32WkVFRWn8+PFKTk7W5MmTtW3bNm3cuFGhoaHOY8eMGaOJEyfq3nvvVXx8vBYvXqx+/frJ4XCoT58+BfTIAAAAAAAoPMwZlT9nzpxR//79FRUV5fdrnTt3Tp9++qnmzZvnzH9UqVLF79d1R4lIRsXExCgxMVFVq1bV5s2bFR8f7/K48ePH6/Tp0/r222+dM9y3bNlSN9xwg2bOnKkhQ4ZIkg4cOKCXXnpJCQkJmjp1qiTpnnvuUdu2bTVq1Cj16tVLwcH+WNwSAAAAAAAUN+3atdO2bdv8Vr9lWfryyy81b948ffzxxzp58qTKlSun3r17a8CAAWrfvr3fru0Jt5NRw4YNy/exmzdvdrd6vwgLC1PVqlXzPO6jjz5St27djKUWO3TooPr16+uDDz5wJqMWL16stLQ0PfDAA87jHA6Hhg4dqn79+mndunVq06aN7x8IAAAAAABFyElJoXke5b5zfqizMP3zn/9Ux44dNXnyZN11110+mzNq48aNmjdvnj744AMdPnxYISEhuvHGGzVgwAB1795d4eHhPrmOr7mdjMrqCZRfDofD3UsUigMHDuiPP/7QFVdcka2sZcuWWrp0qTPesmWLypQpo4YNG2Y7LqvcVTIqNTVVqal/dzZMSkryVfMBAAAAAChwyZJK+aHeND/UWZhiY2N13333aeTIkXr00UcVHh6ebUSVw+HQyZMn81XfU089pffff1+7d++WZVlq3bq1nnzySfXu3dunk6P7i9vJqMzMTH+0o9AlJiZKOj+kzy4mJkbHjh1TamqqwsLClJiYqCpVqmRLtGWde/DgQZfXmDBhgsaNG+fjlgMAAAAAgKLsqaee0vPPP6+LL75YV1xxhddzRz333HNq0KCBnnnmGfXv3181a9b0TUMLSImYMyo/zp49K+n8kD67rG5tZ8+eVVhYmPP/uR3nyujRozVixAhnnJSUpNjYWK/bDgAAAABAYUiV5I8uK4HWM+qNN95Q165d9cknnygoKMjr+r799ls1b97cBy0rHIWajIqLi/Pq/Lfffts5NM5bERERkmQMo8uSkpJiHBMREZGv4+zCwsJcJrEAAAAAACiOUiVl+KHe9L/+Hx8fr+DgYCUkJCghIcEPVyoY586dU9euXX2SiJLkMhG1fv16rVy5Un/88YceeOAB1atXT2fOnNFPP/2k+vXrq2zZsj65ti+4lYyqVauWgoKC9NNPP6lUqVKqVatWnnNCORwO/frrry7LfvzxRzVo0MDtJQbT0tK0bt06JScnu3VebrKG2GUN17tQYmKioqOjnYmkmJgYrVy5UpZlGY8/69xq1ar5rF0AAAAAAJRUmzZtUmRkZGE3w2vdunXT6tWrdd999/m87nPnzqlPnz5avHixM09x0003qV69egoKClLHjh01fPhwjRkzxufX9pRbyai2bdvK4XA4M3lZsTeeeOIJ9evXz61zjhw5osqVK3t1XbuLL75YlSpVcrkC4MaNG9WsWTNn3KxZM7399tvasWOHGjVq5Ny/YcMGZzkAAAAAAIHutPwz5Co970OKlbFjx6p379564IEHdPfdd6t69erZJjCX5NHk408++aQ+/fRT/etf/1K7du106aWXOsvCw8PVq1cvLV68uPgmo2bOnJlr7K4ePXp4NGdSeHi4evTo4fOE1G233aZZs2Zp3759znZ9+eWX2rlzp4YPH+48rkePHho+fLhef/115+qClmXpjTfe0MUXX6zWrVv7tF0AAAAAABRFpyRlT6l4zx9D/wpTVoJo69atevPNN3M8LiPD/Uf+/vvva+jQoRoyZIiOHj2arbxhw4b68MMP3a7Xn7xKYL733nu69tprc5y1fe/evfr66681aNAgl+Uff/yxR9ctW7as2+dOnTpVJ06ccK50t2TJEu3fv1+S9OCDDyoqKkqPP/64PvzwQ7Vr104PPfSQkpOTNWnSJDVp0kR33nmns65LLrlEDz/8sCZNmqS0tDTFx8frk08+0erVqzV37lyX2U0AAAAAAFAyPfXUU16PLMvJH3/8oSZNmuRYHhwcrDNnzvjl2p7yKhl15513avbs2Tkmo9avX68777wzx2RUQZo8ebL27t3rjBctWqRFixZJkgYMGKCoqCjFxsbq66+/1ogRI/TYY48pNDRUXbt21UsvvZRt4vGJEyfqoosu0ptvvqmZM2eqXr16mjNnjttDDgEAAAAAKK5OyqEg+T7JkilLkuXzegvL008/7be6Y2Nj9dNPP+VYvmbNGtWtW9dv1/eEV8koy8r9xjh9+rRCQvJ/if/+97+5ljscDoWHh+uSSy5xTjieX3v27MnXcZdddpk+//zzPI8LCgrS6NGjNXr0aLfaAQAAAABAoDihUnL4IRllyZJ0zuf1Fpb09HSdOXMmx8nYk5KSVLp0abdyKFn69eunKVOm6LbbblP9+vUlydkL66233tIHH3ygiRMnet54P3D7Uf7www/aunWrM169erXS07NPLXbixAm98cYbziciP6677rp8d1urV6+exo0bp969e+e7fgAAAAAAgII2bNgw/fe//9WPP/7osvzqq69W+/bt9eqrr7pd95gxY7R+/Xpde+21atiwoRwOh4YPH65jx45p//796tKlizEPdlHgdjLq448/1rhx4ySdz7S9+eabOU6+Vb58eb333nv5rnvZsmV69NFHlZqaqnvvvdfZjWzXrl16++23FRERoSeeeEJ79+7Vm2++qX79+ik4OFg9e/Z092EAAAAAAAAvnVEEPaPyYdmyZblOYdSzZ0/NmTPHo2RUaGioli1bprlz52rhwoXKyMhQamqq4uLi9Nxzz2ngwIF+m6/KU24no4YMGaJu3brJsiy1bNlSzzzzjDp37mwc43A4VKZMGdWpU8etLmbLli1TeHi4NmzYoNDQUKPsgQce0HXXXaf169frhRde0P33368rrrhCL7zwAskoAAAAAAAKQabKyaEgn9drKVPSSZ/XW1gOHjyoiy++OMfyatWq6cCBAx7X73A4NGDAAA0YMMDjOgqS28momJgY53xNK1euVMOGDVW5cmWfNGbu3Ll64oknsiWiJCk8PFz9+/fX888/rxdeeEHh4eEaMGCAnn32WZ9cG/AX+9xqRS0j7a285o7L7zGFyf6a2Ntb2O0PtHvGlcPKvgStO3rpBSM+bSv/QzVyPT9VEbmWX6yc3zhIkuOk7Z6pYL5mK6u0MuI6h08Y8cLo53KtP2ZH7quffFGzvRF33jPdiINU0Wyfko04KY9VYBvqsBHvsJXvU7dcz5eklWHxuZZX0J9GvFvmfArWZbm/yV06squ5Y6EZOs7aXiPbN7i/ti6fa/2JLUrnWi77NAxP2OIGtvgbM/zx5tznwlzfumHu1895zlJJUto/bK/xWtsBHXM/X3lcXpIUlke5fXTALls83RaftcVf2+IKtjiv997B9qWyzXsqYpc57US6/Xfvicxcz9cQW/E8W1zbdvxh29+WTspdc1u8zRZXt8UHzTDxNds9/K0Zni1r3iMRyebztbVmrBGX2muWf1HF/D0kSRGHzef0cB430u+23+XuOmT7PXKprfy4rjDi8vrSiJfoHa+u31Xjci3P6/3EUZ3w6vp5KQnvJ8Id5ufIFCtwetWg+KtQoYJ+/vnnHMt37NiR43xSgcirCczbtm3rq3ZIOj/h+eHDh3MsT0xMVHLy32+gy5cvr+A83kAXd3l9SPb3+QAAAAAA5KyMLPnjc7n9S4TirVOnTnrzzTfVv39/NW9ufsPw3Xffafr06erVq1e+6xs2bJhb13c4HB4NAfQXr5JRkvT555/rnXfe0e7du3X8+HGXvUB+/fXXfNXVvn17vfLKK7ryyivVrZv5LeuSJUv06quv6vrrr3fu27p1q2rWrOntQwAAAAAAAB4pJfklGeX7oX+F6dlnn9WyZcvUsmVLde/eXZdddpkk6ccff9SSJUtUuXJlt0Z+TZ06VQ6HI98dTgIqGTVp0iQ99thjqlKlilq2bKkmTZp41ZipU6eqXbt26tGjhy6++GLVqVNHkvTrr7/qwIEDqlGjhv75z39KklJSUvT777/rnnvu8eqaAAAAAAAA/lStWjVt3rxZjz32mBYvXqyPP/5YkhQZGan+/ftr/PjxqlatWr7rCwsLk8PhULdu3dSvXz917dpVpUqV8lfzfc6rZNSrr76q9u3ba+nSpT550NWrV9e2bdv0xhtv6PPPP9fevXslSQ0bNtTDDz+s++67T2XKlJF0fg6ppUuXen1NAAAAAADgqVD5p2dUYA3Tk87PwT1r1ixZlqU//zw/z12lSpU8mtPtjz/+0KJFizRv3jz16tVL5cqV02233aZ+/fqpXbt2vm66z3mVjDp+/Lh69uzp0+xb6dKlNWLECI0YMcJndQIAAAAAAH8IkQ9mAHIhcCfddzgcqlSpkvbt26e0tDSXi7jlpVy5crrjjjt0xx136PDhw5o/f77mzZund955RzExMerdu7f69eunK664Iu/KCoFXgzBbtmyZ62zwnkpNTdW6deu0ePFiHTlyxOf1AwAAAAAAFJY//vhDtWrV0jfffJP3wXmoUqWKHnroIW3YsEG7du3Sfffdp6VLl6pVq1Z68cUXfdBa3/MqGfX66687u4X5ymuvvaaYmBhdffXVuvXWW/XDDz9Iko4cOaKKFSvq3Xff9dm1AAAAAACAN0L8uEnx8fFq1KiRpk2bVmCPqKD4Y7X7EydO6OTJkzp16pQsy1JERITPr+ELXvWl6927t9LT0zVw4EANHTpUl1xyiYKDzbGiDodD33//fb7qmzFjhh5++GH16dNHHTt21F133eUsq1ixotq3b6/58+cb+wEAAAAAQGEpJX8O09u0aZMiIyP9UH/h82SuKFd27typefPm6f3339euXbvUoEEDDR06VP369VPt2rV9cg1f8+qOiY6OVoUKFVSvXj2fNOall15Sjx49NG/ePB09ejRb+eWXX67XXnvNJ9cCAAAAAAAoLN70jDpw4IDef/99vf/++9qyZYsuueQS9enTR/369VOzZs1810g/8SoZtWrVKh8147xffvlFw4YNy7E8OjraZZIKAAAAAAAUBn9NYB7YoqOjtXLlSo8TR9WrV1d4eLi6dOmiJ554Qtdee62zp9WxY8dyvGZRUaTumPLly+c6Yfn27dtVtWrVAmwRAAAAAADIWam/Nl8LrNX0tm7dqh07dqhv376SpFKlSiklJUU33XSTUlNT1a9fPz300EP5rs+yLJ09e1aLFi3SokWL8nVORkaGR233B58ko9LS0vTTTz/p5MmTyszMzFZ+7bXX5queLl26aPr06XrggQeylf3vf//TW2+9xXxRAAAAAACgWHnkkUdUunRpZzLqt99+0y233KIKFSqoWrVqGjFihCIiIjRkyJB81Td27Fh/NtfvvEpGZWZmavTo0Xr99dd15syZHI/Lb/btueeeU6tWrdS4cWPddNNNcjgcmjVrlt5991199NFHiomJ0VNPPeVNkwOeryZA8yd/rBhQlOT1+Lx9/GeU4tX53sqr/a7uwUB/zQuau68Bzz8AAAD8J1T0jMrb999/r1GjRjnj9957T8HBwdqyZYsqVqyo3r1764033iAZlR/jx4/XpEmTdN9996lNmzYaOHCgXnjhBZUvX16vv/66HA6HXnzxxXzXV61aNX377bd6/PHHtWDBAlmWpdmzZ6tcuXLq27evJk6cqIoVK3rTZABACbBBA424sn424jYylwbeoQFmebK5CmzOA8hda7drgxGvrNLKiJtrkhH/queMuMGxhkZ8Ut8ZcajK5Xr9sro81/IMnci1vGvy3Ua8Wy8Ycalfcv+S6fKNu7Pt+zasprnD9VQGTpG2L7JOKsg84H1bkvUu8w1rnT0njHh3sG0VnsW2C9rfETWxxdts8bfK3Q+29t1qe0P9u+346rZ4he38ONv59kWF/rTF7XNv3uVrzdfo29a2lXbMW1TqZItnuajUfs6ntni4Lf7RFje0xedcXONCeT2Hy2zxUFs8L/fq0y6y3XOnba/JO7YTJtriNbnXr7621zTZDNu/vdaIv7qjtRE7vjdHI1jVzfY23phoxD8OiDHiK2ftMOL1ZRsYcUeZQ0UW235vXmOZv+e+ktk+SWqnz434sO1FbqF3jXiH+hpxw2xPallb9Ha2a15opa4y4g5aZSv/Z67n27/MsX/Z091xjxGHq36ux7v75VBe1/d1OYqe4vMakYzKj5MnT6pChQrOeOnSpbrhhhucOY4bbrhB//nPf3xyLcuytG/fPlWtWlWhoaE+qdPXgvI+JGczZ87U7bffrn/961/q1On8u5TLL79c9957rzZs2CCHw6GvvvrKrTorV66st99+W8eOHdPhw4eVmJio48eP691331XlypW9aS4AAAAAAECBi4mJ0Y4d578ISExM1LfffquOHTs6y5OTkxUU5FWKxumPP/5QrVq19M033/ikPn/wqmfU/v379cgjj0iSwsLCJEkpKeeHEIWGhmrAgAGaMmWKxo8f71H9lSpV8qZ5AAAAAADAr8J1vneUrwX7oc7C06NHD/3zn/9USkqKNmzYoLCwMN1yyy3O8u+//161a9fOpQb3FPWedV4loypUqKDk5PN9isuWLavIyEjt3m12+z5+/HiO5z/zzDNuX9PhcOjJJ590+zwAAAAAAOBrpeWfZJRP1lsrMp577jn9+eefmj17tsqXL6+ZM2eqSpUqkqSkpCQtXLhQCQkJPrteUZ9P2qtXt3nz5tq0aZMzbteunV555RU1b95cmZmZeu2119S0adMcz3/66aez7ct6wlyNcbYsi2QUAAAAAAAoVsqWLau5c+fmWLZ//36VLl3aZ9cr6j2jvBqQOGTIEKWmpio1NVWS9Pzzz+vEiRO69tpr1bZtWyUlJemll17K8fzMzExj27dvn5o0aaK+fftq48aNOnnypE6ePKkNGzaoT58+atq0qfbt2+dNkwEAAAAAgM+U0fkFBny9lSnIB1GogoKCFBUVpVKl3J8I/syZM6pQoYImTfp7JZHo6GitXLlSl1+e+6I2hcmrnlHdu3dX9+7dnXGjRo3066+/atWqVQoODlbr1q0VHR2d7/oSEhJUr149zZkzx9gfHx+vuXPnqmfPnkpISNDHH3/sTbMBAAAAAIBPROj8vFG+5pvJvANd6dKlFRISojJl/k7elSpVSm3bti3EVuXN569uVFSUevTooW7dumVLRB0/flzt27fXli1bXJ771VdfqX37nNcivv766/Xll1/6tL0AAAAAAAC+1LJlS0nSuXPn8n1OamqqZsyYoUaNGrl1rdtuu00LFy4s8kPzLlSgM4KdO3dOq1atynFS8/DwcK1bt05Dhw51Wb527VqFh/sj4woAAAAAANxX6q/N1zL8UGfB6devn8aOHau6deuqR48e6tChg1q0aKFatWo554Y6ffq0fvvtN23evFkrVqzQkiVLFBoaqlGjRrl1rT59+uiBBx5Qu3btdO+996pmzZqKiIjIdlyLFi188th8oUhNT9+/f3+99tprKl++vB588EHVqVNHkvTrr7/qtdde07x58zRs2LBCbiUAAAAAADiPZJQrDz/8sMaOHavHHntM8+fP1+zZs50LtoWEnE/FpKenSzo/2Xjjxo01btw43XXXXYqMjHTrWtddd53z36tXr85WnrUYXEZG0XlOi1Qy6oUXXtCRI0c0depUTZs2TUFB50cRZmZmyrIs9e3bVy+88EIhtxIAAAAAACBvDzzwgB577DHt2bNHa9eu1U8//aSjR49KkipUqKAGDRroqquuUq1atTy+xrvvvutMdBUXRSoZFRoaqtmzZ2vUqFFaunSp9u7dK0mqUaOGOnfurKZNmxZyCwEAAAAAwN9C5J/UQpFKV3itZs2aqlmzpl/qHjx4sF/q9aci+erGxcUpLi6usJsBAAAAAAByFSz/pBaC/VBnwdu5c6euuOIKv16jffv2GjNmjK6//nqX5StXrtSzzz6rr776yq/tcEehrpUYFxenpUuXun3eyZMnFRcXp40bN/qhVQAAAAAAAN5r1aqVateurQcffFDLli1Tamqqz6+xatUqHT58OMfyP/74Q19//bXPr+uNQk1G/fjjjzp58qTb56Wnp+vHH39UcnKyH1oFAAAAAADyp5Qft8J33XXXKTw8XGXLllXZsmXVuXNnt87/4osvNHDgQK1bt05du3ZVhQoVdNNNN+nNN9/U77//7rN25jZn1C+//KJy5cr57Fq+UKDD9IKDg1WjRg1jicGHH35YY8aMcauezMxMv0zONXjwYM2aNSvH8v379+viiy/Wdddd5zKreOONN2rZsmU+bxcAAAAAAEWTvxJH6X6o0zNvv/22BgwY4NG58fHxuv766zVu3DgdPnxYn332mf7zn//o0Ucf1QMPPKBGjRqpa9eu6tatm1q3bu1cyC0vs2bNMvIXzz33nN56661sx504cUI//PCDunTp4lH7/cXnySjLsrRy5UqlpqaqTZs2RvatYsWK+u2335zxHXfc4dW1qlWr5tX5dvfdd586dOhg7LMsS/fff79q1qypiy++2Ln/kksu0YQJE/zaHgAAAAAAEBiqVKmiu+66S3fddZfS09O1evVqLV26VEuWLNGLL76o8uXLq2PHjho+fLhatWqVa11nzpzRn3/+6YxPnTqVLZHlcDhUpkwZ3X///Xrqqaf88pg85VUyasyYMVq7dq1Wrlwp6XzipmPHjvrqq69kWZaqV6+uL7/8UnXq1HF5/owZM7y5vM9dddVVuuqqq4x933zzjc6cOaP+/fsb+6OiojzOjAIAAAAAEBiKTs+o5ORkTZo0SRs2bNDGjRt1/PhxzZgxw+Vqc6mpqXrqqac0e/ZsHT9+XHFxcXruued0ww03ZDt2+PDhGj58uJo1a6aXXnrJJwuuhYSEqF27dmrXrp0mTZqkPXv26LPPPtPSpUu1evXqPJNRQ4cO1dChQyVJtWrV0quvvqru3bt73a6C4tWcUR999JFatmzpjBcuXKgvv/xSzz33nD799FNlZGTo6aef9raNhWrevHlyOBzq169ftrL09HTmrQIAAAAAlGBhksL9sIW53ZIjR47omWee0Y4dO9S0adNcjx08eLCmTJmi/v3769VXX1VwcLC6dOmib775xjjuxRdf1G+//abff/9dN9xwgzp37qxTp0653bbTp0/rrrvu0k8//eSyvGbNmkpISNBnn32mkSNHulX3b7/9VqwSUZKXyagDBw6obt26znjRokVq1KiRRo8erS5dumjo0KFatWqVt20sNGlpafrggw/UunVr1axZ0yjbuXOnypQpo3Llyqlq1ap68sknlZaWlmt9qampSkpKMjYAAAAAAOC9mJgYJSYmau/evZo0aVKOx23cuFHz58/XhAkTNGnSJA0ZMkRfffWVatSooUceecQ4tmXLlipbtqwiIiL0yCOPqFy5clq/fr3bbUtJSdGsWbN08OBBSVJSUpLat2+vLVu2uF2X3e+//54tifb9999r0KBB6t27tz755BOvr+FrXg3TCwkJcS5LaFmWvvzySw0aNMhZXqVKFR05csS7Fhaizz//XEePHs02RK9OnTpq166dmjRpotOnT2vhwoV67rnntHPnTi1YsCDH+iZMmKBx48a51QbLsjxqu6/OLwrsk9UHwmMCAAAAgMCQ1ZPJ1zLdPiMsLExVq1bN87iFCxcqODhYQ4YMce4LDw/X3Xffrccff1z79u1TbGysy3ODgoLc+kx6991365prrlHdunVlWZbz821aWppWrVql48eP57uunAwbNkzJyclasWKFJOnw4cNq166dzp07p3LlymnhwoX68MMPdeutt3p9LV/xKhnVuHFjzZkzR/3799fHH3+so0ePqmvXrs7yvXv3qmLFil43srDMmzdPpUqV0u23327sf+edd4x44MCBGjJkiN566y0NHz5cV155pcv6Ro8erREjRjjjpKSkHG9wIL9I1gEAAAAoPCHyz5xR59MV9hFFYWFhCgtzfwjfhbZs2aL69esrMjLS2J81DdHWrVsVGxurEydOaNOmTbr22mvlcDg0bdo0HTt2LM/5nC6UkZGhyZMna//+/XI4HHrsscd00003Oeedsn+e88TGjRv10EMPOeP33ntPZ8+e1Y8//qhatWqpU6dOmjx5cpFKRnk1TO+pp57S1q1bVbFiRd177726+uqr1a5dO2f5Z599pvj4eK8bWRiSk5O1ePFi3XjjjapQoUKex//jH/+QJGcm0pWwsDBFRkYaGwDvORwOY3OXZVnGVtSEqZSxAQAAACVFbGysoqKinJt9VXtPJCYmKiYmJtv+rH1ZQ+nS0tI0evRoVaxYUVWrVtWSJUu0dOlSRUVF5ftaM2fO1O+//65t27bJsixVrFhRCxYs0M033yyHw6FHH31Ujz/+uD799FMdPXrUo8dz7NgxVa5c2Rl/+umnatu2rerUqaOgoCDdeuutOc5VVVi86hl1ww036LvvvtPy5ctVvnx59e7d21l2/PhxXXvttcVuEq0sn3zyictV9HKS1cPp2LFj/mwWABS4gkjQVZGZ9D8s8w+xvQ32pOMWvZFr/X/oUtue0UZUXd8ZcZIuNuKftNOIW9tqszLsf07XmeFh+3c/5vV1LNhWXt+IrtbzRpxhO1p77PW/YET256eJuhnxzRkzjficrbYdqmLEpZT7HIkAAKAkCZGXqYVc6pX27dtndOTwtleUJJ09e9ZlPeHh4c5ySapUqZI2b97s9fUkOYcP/uMf/1D79u21c+dONWjQQNWqVdPKlSs1ZcoUpaWlKSMj2zu9PFWqVEl79+6VJJ04cULr16/XxIkTneXp6elKT3d/dUJ/8vqOadSokRo1apRt/0UXXaSXX37Z2+oLzdy5c1W2bNl8J9N2794t6fxNAABASXKJ5hjxb7o7+0Gp9rcc5jwQVbTNiH9WTbP8B/Pv6+HoP4y43eQNRvy7LQGZPWFoXr/aWnN+iYO3HjLiLt8NMuKl9d4z4tvaP2rEH5WdaMS3jHzXiD9ucZcR1/ykhhHvKbtHAAAUD/5NRvljVFFERIRz/usLpaSkOMt9pXbt2mrVqpUaN24sh8PhTDZljcAaNmyY2rdvr5SUFH333Xe5VZWjDh066LXXXlNkZKRWrVqlzMxM3Xzzzc7y7du3F7kpgnx2xyQnJ+v48eMuv0GvXr26ry5TIP7880+tWLFCffv2VenSpY2ypKSkbGNULcvSc889J0m68cYbC7StAAAg8HVZa0uGtTWTYXrb1jtupJlsazK5ia3GxUbUfvJaI/6qitn/r8ss2/Vb264v6aarFxnxkjts81I0s7VxrNnG2MZmj8R9aw4Y8VXjrjXidSP/a8Rdh5kJvs8mmwnAqDLm5U+2MOPSqmzEZ209NPNKqHZob7ZnRUOzvQCAoiMmJkYHDhzItj8xMVGSVK1aNZ9d66mnntK2bdv0n//8R5ZlqVu3boqPj1erVq2M5FR4eLhat7b3v8+fiRMnaufOnRo5cqRCQ0M1efJk1apVS5KUmpqqDz74QP369fPZY/IFr5JRKSkpGjdunN55551cxzZ60s2sMC1YsEDp6ekuh+h999136tu3r/r27au6devq7Nmz+vjjj7VmzRoNGTJELVq0cFEjAAAASrLSO8wvOM+0P2PE1kxz+PH1s8zzm8+63Ii3Bm8y4qs+MZNfp2Rb4XmYfTjv/8zrnzLLb7ZNwWj9ZmufvfxQ9jkbu9p2fau6Rlxbk414m2V++LvNdv5CPWvEN9l6YWZYZoLQPqR7udXWiCu6Oc2k/Uv37o57jPgDy1wO3uEwe0y6W39BlweCFMs+0Bzu8HxhpFLyzwTm5+uMj49XcHCwEhISlJCQ4JOamzVrppUrVyopKcnodbVhwwZnua8MHjxYkZGROnLkiCpXrqzHHntMycnJ+vLLL2VZlrp27arGjRurdevWuvrqq9W3b1+3r1GlShWtWbNGJ0+eVEREhEJCQvT777+ratWqyszM1JdffhlYPaMeeOABzZo1SzfffLOuueYaXXTRRb5qV6GaO3euKleurA4dOmQrq1Gjhq655hp9/PHHOnTokIKCgtSwYUO98cYbxrKQAAAAAAAEvlBJ3s/jlN35OSo3bdrk82F6PXv21OTJkzV9+nSNHDlS0vkeRDNmzFCrVq38krjJSva1bdtW7du3dyannnrqKaWnp2vNmjWaPXu2R8moLFkTqx8+fFi1atXS8uXL1b59ezVt2tQnj8GXvEpGLVq0SPfcc4/efPNNX7WnSFi3bl2OZbVq1dIHH3xQgK0BAAAAAAD5MXXqVJ04ccK5It6SJUu0f/9+SdKDDz6oqKgotWrVSr169dLo0aP1xx9/qG7dupo1a5b27Nmjd955xy/tCg4OVo0aNZzzUWUlp1q3bq327dtLkjIzM3M8311FvTekV8koh8PBsDQf6Nmzp0qV8s9y7V27dvVLvf7mcDgUExOj+vXrZyvL+qXiSZ3etqk4nP/HH3+43F+Y7T9y5EiBXt/VqpbF5fVzxZL5hyQpKcmt85OSkor847c/RrszZ87kWp5pm7slr/oybKvBZSjVFqfkcb3sE17mVl/28txXM7E/nkzb+nn2OPv5Zv325yP7+em28tzfCFlW7sdb2R6fi9ffMttgKbfYkf01tezXzC12dX2zvuz1XxB7ef8DABDQrDLnN5/X61kyZfLkyc6V5aTznWgWLTo/r+GAAQOcvYfee+89Pfnkk5o9e7aOHz+uuLg4ffrpp7r2Wv/M+Ve+fHn99ttvzrhUqVJq27atMcIsKMg+pNpz3r5/9zeH5UW6bPDgwTp9+rQ+/PBDX7apxEhKSnL+IAAAALjmkIxkmSN7gsyWnFOQ7fvGzHQ5jKSc6+8js47JNI51KMiWwM0MCs12ZnCmmVDMCLFdI/20GYeW1YWJQse5ZKPYKlPur4LzxwQnm+UZYeUuuLxDpVLM+tNKlzVbeEbG9axgGc+jI92c/9RyVLzwbMmyfdlTqor5cNLM5+hciDlkxZGeaNZfJmt+pPNtuLh81kM5H/+535z7JlPHjThNMUYcpsO24yvpwsebpn224y8xr1/77y9GHQ6HDv3654WtV0xdc0XLA7+YSfvY+uacWJJ0YKf5mpyWOVlwOduk8Zc0rOC8viTt237or6ufj5Nsk8qXkzlFSM0mlxjxtm3mKp1xcXHGh7Mfv88qP78vw5YUb968ufPf9g91DodDv3y719hX74qaRmxfDj4+Pt7lh0NXded1TEGfV1zr9kWbPP13cazj3XfNhR/uueeeXM9LS0vTjBkzpGM7pMhy8rmkU1J0Qw0dOlRhYWHF5nnM+ndKSoomTpyokydP+nyYYV4OHz6smJgYrVixwtnrqqhxKxll721w/Phx3X777br88st13333qXr16goODs52XnR0tPctDUAkowAAAAAAxZqfk1HFXWEko9LS0rR27Vo1a9asyOYc3EpGBQUF5TjDfm5dwIrbanoFhWQUAAAAAKBYO7pH8keyJSlJqlDT9/UWsMJIRhUHbs0Z9dRTTxX5cYfF0bhx4xQeHl7YzZDkm3Glox95zIgnvDjRrfMfeeSRvA8CAAAAABQ+q9T5zR/1ImB5NWeUuzIzM7V//35VrVpVoaH2uQZKnqyeUYGWKQ13mK9tinUuhyNdyysh5mpy6rx4e5sX5fMrVzbnW3A1gXlRbr8rMTHmPBh5TVpfrVo1I7YfX9Dtv+QSc86Kffv25XBk/tSJrWXEv/y+O9fjq1evbsQXTuDoCX88f7VqmY+posob8RGdMOLdu83HXLt2bSOuIfM5P6mTubbpKg014rOqZ8TJ+nsuGEuWvlUPo7yFPjPi72QuFnGl/p5L0ZKlDbrdKO+k+4x4mcxVaWurphHX041GnClzQvflmm2rf9QFkaXtmm+U19d1MjUwojR9a8Rf62MjDtGPRny9XjPi/eppXF+S/md7DKqw3QivO7rciDc723j+/DC1NcqPRq0x4pYnzblhEp3P4fnz96m1ef0m5mOotM2crPTPkf81zr9m8mijfHX1CUZ8w+9TjHh5xHDj/OvPfmKUf9nwFiOutuMGIz4Y8YVxfpuzY4zyb+5+/u/AsqR3mxvlGvSdEdZ9r6cRl9LLunAeqrI6akzivjk6awno8/taHxt7wdmW1jYZZ8SS1GbbSmPfN13amccstb0Gd5mvYeV3uxvxH28sNiavvWxognG9//WZZsRXzf/7yy9LltYPNb8cK/Mvc06n0/XMqSUid91kxEnlFhv165T5GunSC+9ZS81//sEo3hLbxIjD9nUz4tSblujC12BZgsP4fflY5/8Z1z+lfxnn7w56xbh+g0zzHj0j88u93zXYbL6mGq/5pMXn/3ZktWH8zW8Yx4/++O/fW5ZlaeytOy64ujTuI/P3iGVZer6nOWfSFplfUF6pgUY84oObjOfgpd6zjPKNWmrELWy/y0bOG2Jcv3///kb5nDlzjPj+AUOMONn2u/W9995z1nWhrPiVwRfOr2PpoRl3GcfdeeedRuxqha6c6nZ3nz/PK651+6JNnv67MOvw5tovv/yyLvTQQw/let65c+c0ffp06cgB//WMqnixBg4caCz4VVxei3PnzmnJkiUB93nfV7xaTc9df/75p2rVqqXly5cX2Um0UPRduNoAsqtUqVLeBxUz9uSUr4/3N3tyyl0O20pgsbGxuR5f1JdxdSVY2ecbvJA9eWVXSuY3Z3nVV1YVjNihqkacrotzPT9cub8GEcr9NS+r3OdSDJWZ1C9nOz5DuX+hU04VjTjU9vzYJ/2V7fGfU+5DyB2OS836LPP5DJeZLHQpxPzgWk5mcirYliALsb9lCTbnkCijU0YcKrON2UQ0MsJS9vqrmuXlbAlThV1mhJG251zB9vJNtus3NkL7a65gszzS/ppVjlOuKjczL6cI2/XM9pXTIfP8UpcbYXnbz4zKxWe75EXab+6o1Cr3NsZeZYRh9uegiZm8ipTtjfwlbYwwWjPM8jpmgjHENgm7ypk/F/bfIyrVTrmKut4IK9jbX9a8frbfS9U7GuGNN5q/6yfJnH8lSPOM2OHoYsQXaZIRh8iWPLO5SObj697dvOdn6HMjvvnmm414qm3y8VtvvTrbNd6VOYn7Flt5rJoaca9evYx4Qe/1RmxPRl2sOkbct29fI7Yno+zxQwP+z4jtyaiBA81kmd1Hg1cb8eDBg43Ynoy66y4zWQUUNfZk1CuvvJLr8UlJSeeTUZnB5zdf+6vOqVOnFstkDtPy5K5Ak1FS8fyQBAD4W169H+3lro6x/y2o6jA/yFexf/D1sQ/1qBF30RK/Xg8AACBgZQSf3/xRr86vRBkcHKyEhAQlJCTkcRKKiwJPRgEAUNSttswhT/bRw9/K7DVi95V1Za7nL5Q5xMtuh/WzEfdyPG7En+utXM+3J9vqyuxZtsgyh9Xd6jCHjnymmbnWn5ZtDgdzeFCmeilPh4NsOxYa0Ulbj4pwW4Ky57EnjPiozCFejWUOa/s17xYBAIAiaNOmTcWyZxRyRzIKAACUPBvtyTBzyFHpkaVt5eacS9plP3+UGSbbvyF+2wy/s59vDv0MS7YvbNLbbN8Es33m4CLJmmRmQOMmCwAA//BzzygEJpJRAAAAJcy3qmvE7fWNeUC2nmsDzHCtvVyy924Lm2X2bku1Hd18nNnD8Ii9uqvt1zDniGoyuYmt3JzHquPIr4x4g64x4grf5T53m3XUvD4LSgNADtL/2vxRLwIWySgAAADATbdu/IcRJ9lW3dQOezLN1tttmq18qjmX3le25FtzmcOHQzPMSeklc8L4bZa50qw9mbZFzWznm3P7Lbat3ie9bkR/2lYFlW2VTUn6zDJXELS34UONtJ1hPqcfWeYqlQ6HObnyvy1bj0ObvOaqPWIdt9XvXsbR2+vnxd4e5t4FEEhIRgEAAAAAAM9kOKR0P3QfzaBLaiAjGQUAAAAAADyT7qdklD/qRJHhasB/jqKjo7Vw4d/zATzzzDP68cfsXXJzUrZsWY0dO1a1a9d257IAAAAAAKAEio+PV6NGjTRt2rTCbgp8yK2eUcnJyTpz5u/1Wp5++mnVrVtXjRs3ztf5ZcqU0dixY91rIQAAAAAAKJr8PIH5pk2bFBkZ6YcLoDC5lYyqU6eOFi5cqGuuucZ5M5w+fVrHjh3L9bzo6NxXKwEAAAAAAMUQq+nBA24lox5//HHdeeed+uyzzySdX+Hh/vvv1/3335/reRkZGZ63EAAAAAAAAAHDrWTUwIED1bJlS61atUqHDx/W008/rVtuuUVxcXH+ah8AAAAAACiq0iWl+aleBCy3V9O79NJLdemll0qSZsyYoTvuuEPdu3f3ecMAAAAAAEARlyb/JKP8USeKDLeTURf67bfffNUOAAAAAAAAlABB3laQlJSkiRMn6sYbb1Tz5s21ceNGSdKxY8c0ZcoU/fLLL143EgAAAAAAFEHpftwQsLzqGbV//361bdtW+/btU7169fTTTz8pOTlZ0vkV9N58803t3btXr776qk8ai+KpjCPCiE9bZ90637IsXzYHAAAAAOArfh6mFx8fr+DgYCUkJCghIcEPF0Jh8CoZNWrUKJ06dUpbt25V5cqVVblyZaP85ptv1qeffupVAwEAAAAAQMm0adMmRUZGFnYz4GNeJaO++OILDR8+XI0aNdLRo0ezldeuXVv79u3z5hJAoXM4HEZc1HpqFbX2AAAAAChB0iSd81O9CFheJaPOnj2rSpUq5Vh+6tQpb6oHAAAAAABFWaq8zCzkUi8CllcTmDdq1Ej//e9/cyz/5JNP1Lx5c28uAQB5sizL2AAAAAAARZdX+cuHH35Yd9xxh+Li4tSrVy9JUmZmpn755ReNGzdO69at00cffeSThgKAvxT1oZgAAABAkXVWkiPPozyrFwHLq2TUgAEDtHfvXj3xxBMaM2aMJKlTp06yLEtBQUEaP368br75Zl+0EwBKrBTLu0H4eSXbSMYBAADAYySj4AGvR3aOGTNGAwcO1KJFi7Rr1y5lZmaqTp06uvXWW1W7dm1ftBEAEOAOWUeMuKqjohHbE2YAAAAAii+fTDOWlJSkc+fOybIsORwOZWZm6syZM76oGgCAPO2ydhtxRcdFRnzEOm7E9uTWZ1Y3/zQMAAAg0KVKCvZTvQhYXiWjUlNTdd9992n27NnOoXnS+XmjRo8erf79++vtt99WaGioTxoL7zEcBwB8L6/fpXVVy4h/0W9unf+hNd6IyzhezvV8++96+/XsFll3286/x6367e1r4ViW6/UAAEAASZeU5qd6JcXHxys4OFgJCQlKSEjww4VQGLxaTe/RRx/Ve++9p6FDh2rHjh1KSUlRamqqduzYofvvv19z5szRI4884qu2+t2qVavkcDhcbuvXrzeOXbt2rdq0aaPSpUuratWqGjZsmJKTkwup5UVLinXO2Ozszy0AIPDlterlv63bjM3ukHXE2Oy+sq40NnevDwAAiqZNmzZp+/btJKICjFc9o+bMmaOBAwdq6tSpxv5LL71U06ZNU1JSkubMmaNXXnnFm8sUuGHDhik+Pt7YV7duXee/t27dquuvv14NGzbUlClTtH//fk2ePFm7du3Sf/7zn4JuLgAA8NIB67ARl3FEGPFn1mwjdjjmGPFC60Vb+SQjzqv32W/W70Yc7qBXOQCgmDgn/wzT824NHxRxXiWj0tLSdOWV2b99zNK6dWstWbLEm0sUimuuuUY9e/bMsfzxxx/XRRddpFWrVikyMlKSVLNmTd1777364osv1LFjx4JqKooghkICAHzNngwr41hoxHn9rfnB+tGI7X+rvrSutpXnfn17Mk5Sth5t4W52ft6nxFzL1+kbI26iy4z4M8004o4a4F4DAACeSZWXY65yqRcBy6tb5sYbb9Tnn3+eY/myZcuKbWLm1KlTSk9Pz7Y/KSlJy5cv14ABA5yJKEkaNGiQypYtqw8++KAgm4kSiGGOAAC4r5IaGJvdUZ0wNnet0HXGZndGKcZmx993AEBJ4lXPqGeffVa33367br31ViUkJDiHsu3atUvTpk3T3r17tWDBAh07dsw4Lzo62pvL+t2dd96p5ORkBQcH65prrtGkSZN0xRVXSJK2bdum9PR0Z5wlNDRUzZo105YtWwqjyQAAAAhgp/JIkK21Vudabu89x1BQAD6TJv8M0/PHpOgoMrxKRjVs2FDS+QTN4sWLjbKsP3iNGjXKdl5GRoY3l/Wb0NBQ3XbbberSpYsqVqyo7du3a/Lkybrmmmu0du1aNW/eXImJ57uQx8TEZDs/JiZGq1fn/EYgNTVVqal/9zVMSkry/YMAAgBDGwEACDx5rczp7vm+xvsPwEOpkvzRoZNhegHNq2TUU089FVDdiFu3bq3WrVs74+7du6tnz56Ki4vT6NGjtWzZMp09e1aSFBYWlu388PBwZ7krEyZM0Lhx43zfcABu8ffvLd7MAgAAAEDOvEpGPf300z5qRtFVt25d9ejRQ4sWLVJGRoYiIs6vrnNhD6csKSkpznJXRo8erREjRjjjpKQkxcbG+r7RAAAAAAC4weMvVNPknwnMGaYX0LxKRpUUsbGxOnfunE6fPu0cnpc1XO9CiYmJqlatWo71hIWFuexRBQBFSV4rQqZYrLMLAACAv5yTf4bp8ZYzoPkjfxlwdu/erfDwcJUtW1aNGzdWSEiINm/ebBxz7tw5bd26Vc2aNSucRgJAEZFincu22eW1atQh64ix2VmWZWx2R6zjxubu+QAAAAD8h2TUBf78889s+77//nv9+9//VseOHRUUFKSoqCh16NBBc+bM0alTp5zHzZ49W8nJyerVq1dBNhkAUAjySrYBAACUGGl+3BCwGKZ3gd69eysiIkKtW7dW5cqVtX37dk2fPl2lS5fWxIkTncc9//zzat26tdq2bashQ4Zo//79eumll9SxY0d16tSpEB8BAKA48LY31mkr58UyAAAAClS6pGA/1SspPj5ewcHBSkhIUEJCgh8uhMJAMuoCN998s+bOnaspU6YoKSlJlSpV0q233qqxY8eqbt26zuNatGihFStW6NFHH9Xw4cNVrlw53X333ZowYUIhth4AAN/IK1mWV/l31nd+b8OH1nivrwEAAIq+TZs2KTIysrCbAR8jGXWBYcOGadiwYfk6tk2bNlqzZo2fWwQAADyxWP+y7XndiPJKdtH7DACAfEqXfyYASvdDnSgySEYBAAC4yduhlnmdz1xkAIBiI1WSP9aD4U9hQCMZBQAAUMx423OLVSQBAEBhIhkFv7O/YXa1jDsAAAgs9t5d9r//9rnF3H1/sE3/y7X8C3Uw4rqqZcRHrONeXf8ja4rt/JfdOh8AAkaaJH98xGM1vYBGMgoAAADwMXvvM19/GcdQTgBFxjn5Z5geyaiARjIKAAAACDD25Jc9OZZXMiuvoZw/WD963QYAQMlFMgoAAABAgSM5lTueHxQbKZIy/FAvPaMCGsmoEoY/arDjW0sAAAAAHjst/2QW0v1QJ4oMklEAvEIyCwAAAADgDpJRKHB5JStIZsBdeSXEWMERAAAA8JMzomcU3EYyCkCJRwIUAAAA8JA/5ovyZ70oEkhGocRhWBkAAAAAAIWHZBTgY6UVXthNAAAAAICCkS7JH9/v0zMqoJGMAoqYvHpu0ZML7nJ3njbm2AIAAEC+kYyCB4IKuwEAAAAAAAAoOUhGAQCKvDCVMjYAAAAUEWl+3CTFx8erUaNGmjZtWkE9IhQAhukBAJCHvIY6sjACAAAosfw8TG/Tpk2KjIz0wwVQmEhGAShxSBSgoO2ydhd2EwAAAIAig2QUALiJXjAobrhHAQCA36RLyvRDvf6oE0UGySgAKGAkswAAABAw0uWf2ahJRgU0klEAEGBIdgEAAAAoykhGAQAMJK8AAACQb2miZxTcRjIKAAAAAAB4Jt2SHH74MpMvSAMaySgAQJHT2nFNruUMRURJU8YRYcSnrbN+rR8AAMCfSEYBAADA70gaA0CAOifJkedR7uPPRkAjGQUAAIAiz57MyquHpL0cAOAnaQzTg/tIRgF54JtcAMUNv7eA7HZZu3Mt9/fPDckyAAD+RjIKJQ4f0gAAQFGTV7Iqr2QaABSadMkf+XU+tgU2klEAAAAAAMAjIZmWHH4YpmdZltJ9XiuKCpJRgI/5eoUjAAhE9FIFSp5wR6gRp1jnjJiVUgGg5CAZBRQxBf3Gizd6AAAAADwVIksOP3ymsETPqEBGMgoAAMBNefXgINEPACgpQmXJIf8ko1J8XiuKCpJRALzCBy4AAAAAgDtIRgEo9kiIAYBv8XsVQEnEvGWeiVCagpTm83ozlaYkn9eKoiKosBtQVGzatEn/93//p8suu0xlypRR9erVdfvtt2vnzp3GcYMHD5bD4ci2NWjQoJBaDiAvlmUZGwDAO1VUIdtmZ3+vBAAITKV1zm8bAhc9o/7ywgsvaM2aNerVq5fi4uJ06NAhTZ06VS1atND69evVuHFj57FhYWF6++23jfOjoqIKuskAAADFVl4JKr48AAAgcJGM+suIESM0b948hYb+veRs79691aRJE02cOFFz5sxx7g8JCdGAAQMKo5kAAABQ3skqklkAUDBKKV3Bfhiml1HE1tJbt26drr76aj3zzDN64oknCrs5xR7JqL+0bt0627569erpsssu044dO7KVZWRk6PTp04qMjCyI5gEAACCAhKlUYTcBAHwiWOkK9kviqOgkozIzMzV8+HDFx8cXdlMCBnNG5cKyLB0+fFgVK1Y09p85c0aRkZGKiopSdHS0EhISlJycnGd9qampSkpKMjYAxQ9zUAEA/C2vvzXMyQUABWf69Olq1aqVGjZsWNhNCRgko3Ixd+5cHThwQL1793bui4mJ0SOPPKIZM2bo/fffV/fu3fX666+rU6dOSk/PPXM7YcIERUVFObfY2Fh/PwQARRDJLACAv5HMAlBQQpTut81dycnJGjt2rDp16qTo6Gg5HA7NnDnT5bGpqal69NFHVa1aNUVERKhVq1Zavnx5tuOOHj2qV155RePGjXO7PcgZw/Ry8NNPPykhIUFXXXWV7rjjDuf+CRMmGMf16dNH9evX15gxY7Rw4UL16dMnxzpHjx6tESNGOOOkpCQSUgB8jgQXAKAosP89CneE5nAkgOIsWGl+mTNKHtR55MgRPfPMM6pevbqaNm2qVatW5Xjs4MGDtXDhQj388MOqV6+eZs6cqS5dumjlypVq06aN87gxY8bo4YcfVvny5T14DMgJPaNcOHTokLp27aqoqCgtXLhQwcHBuR4/fPhwBQUFacWKFbkeFxYWpsjISGMDAAAAAADei4mJUWJiovbu3atJkybleNzGjRs1f/58TZgwQZMmTdKQIUP01VdfqUaNGnrkkUecx23ZskWbNm3SvffeWxDNL1HoGWVz8uRJde7cWSdOnNDq1atVrVq1PM+JiIhQhQoVdOzYsQJoIQCUPCnWOSNmSAkAAEDREKxMBSvDDzVnun1GWFiYqlatmudxWZ1OhgwZ4twXHh6uu+++W48//rj27dun2NhYff311/r555918cUXSzqfLwgJCdGvv/6qGTNmuN0+/I1k1AVSUlJ00003aefOnVqxYoUaNWqUr/NOnTqlI0eOqFKlSn5uIQAEBoYSAgAABAaH0hXkh5XvMv+q077wV1hYmMLCwryqe8uWLapfv3620UotW7a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}, "metadata": {}, "output_type": "display_data" @@ -1269,100 +715,59 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, + "execution_count": 43, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:57.812314Z", + "start_time": "2023-12-27T21:25:56.030324Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "03-Dec-23 17:16:41: ELFIN EPD: START LOADING.\n", - "03-Dec-23 17:16:41: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", - "03-Dec-23 17:16:42: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", - "03-Dec-23 17:16:42: Unable to get ydata for variable ela_pef_Tspin\n", - "03-Dec-23 17:16:42: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:42: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:43: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:43: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_Et_nflux\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_Et_eflux\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_Et_dfovf\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_pa\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_spinphase\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_sectnum\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_hs_Epat_nflux\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_hs_Epat_eflux\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_hs_LCdeg\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_hs_antiLCdeg\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_fs_Epat_nflux\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_fs_Epat_eflux\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_fs_LCdeg\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_fs_antiLCdeg\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_nspinsinsum\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_nsectors\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_sect2add\n", - "03-Dec-23 17:16:43: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:43: This version will eventually be removed.\n", - "03-Dec-23 17:16:43: Time clip was applied to: ela_pef_spinph2add\n", - "03-Dec-23 17:16:43: ELFIN EPD: LOADING END.\n", - "03-Dec-23 17:16:43: ELFIN EPD L2: START PROCESSING.\n", - "03-Dec-23 17:16:43: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", - "03-Dec-23 17:16:43: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", - "03-Dec-23 17:16:43: Energy channel [(0, 2), (3, 5), (6, 8), (9, 15)] are used for epd l2 pitch angle spectra.\n" + "27-Dec-23 13:25:56: ELFIN EPD: START LOADING.\n", + "27-Dec-23 13:25:56: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", + "27-Dec-23 13:25:56: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", + "27-Dec-23 13:25:56: Unable to get ydata for variable ela_pef_Tspin\n", + "27-Dec-23 13:25:56: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:56: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:56: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:56: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_Et_nflux\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_Et_eflux\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_Et_dfovf\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_pa\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_spinphase\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_sectnum\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_hs_Epat_nflux\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_hs_Epat_eflux\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_hs_LCdeg\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_hs_antiLCdeg\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_fs_Epat_nflux\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_fs_Epat_eflux\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_fs_LCdeg\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_fs_antiLCdeg\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_nspinsinsum\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_nsectors\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_sect2add\n", + "27-Dec-23 13:25:56: Time clip was applied to: ela_pef_spinph2add\n", + "27-Dec-23 13:25:56: ELFIN EPD: LOADING END.\n", + "27-Dec-23 13:25:56: ELFIN EPD L2: START PROCESSING.\n", + "27-Dec-23 13:25:56: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", + "27-Dec-23 13:25:56: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", + "27-Dec-23 13:25:56: Energy channel [(0, 2), (3, 5), (6, 8), (9, 15)] are used for epd l2 pitch angle spectra.\n" ] }, { "data": { - "image/png": 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", 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" }, "metadata": {}, "output_type": "display_data" @@ -1420,92 +825,53 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, + "execution_count": 44, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:58.720380Z", + "start_time": "2023-12-27T21:25:57.812901Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "03-Dec-23 17:16:47: ELFIN EPD: START LOADING.\n", - "03-Dec-23 17:16:47: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", - "03-Dec-23 17:16:47: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", - "03-Dec-23 17:16:47: Unable to get ydata for variable ela_pef_Tspin\n", - "03-Dec-23 17:16:47: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:47: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:48: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:48: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_Et_nflux\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_Et_eflux\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_Et_dfovf\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_pa\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_spinphase\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_sectnum\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_hs_Epat_nflux\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_hs_Epat_eflux\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_hs_LCdeg\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_hs_antiLCdeg\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_hs_epa_spec\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_fs_Epat_nflux\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_fs_Epat_eflux\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_fs_LCdeg\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_fs_antiLCdeg\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_fs_epa_spec\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_nspinsinsum\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_nsectors\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_sect2add\n", - "03-Dec-23 17:16:48: time_clip has been moved to the pytplot.tplot_math module. Please update your imports!\n", - "03-Dec-23 17:16:48: This version will eventually be removed.\n", - "03-Dec-23 17:16:48: Time clip was applied to: ela_pef_spinph2add\n", - "03-Dec-23 17:16:48: ELFIN EPD: LOADING END.\n", - "03-Dec-23 17:16:48: ELFIN EPD L2: START PROCESSING.\n", - "03-Dec-23 17:16:48: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", - "03-Dec-23 17:16:48: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", - "03-Dec-23 17:16:48: Energy channel [(0, 3), (4, 8)] are used for epd l2 pitch angle spectra.\n" + "27-Dec-23 13:25:57: ELFIN EPD: START LOADING.\n", + "27-Dec-23 13:25:57: Downloading remote index: https://data.elfin.ucla.edu/ela/l2/epd/fast/electron/2021/\n", + "27-Dec-23 13:25:58: File is current: elfin_data/ela/l2/epd/fast/electron/2021/ela_l2_epdef_20210714_v01.cdf\n", + "27-Dec-23 13:25:58: Unable to get ydata for variable ela_pef_Tspin\n", + "27-Dec-23 13:25:58: Conflicting size for at least one dimension for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:58: Could not create coordinate v_dim for variable ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:58: Conflicting size for at least one dimension for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:58: Could not create coordinate v_dim for variable ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_Et_nflux\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_Et_eflux\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_Et_dfovf\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_pa\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_spinphase\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_sectnum\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_hs_Epat_nflux\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_hs_Epat_eflux\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_hs_Epat_dfovf\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_hs_LCdeg\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_hs_antiLCdeg\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_hs_epa_spec\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_fs_Epat_nflux\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_fs_Epat_eflux\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_fs_Epat_dfovf\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_fs_LCdeg\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_fs_antiLCdeg\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_fs_epa_spec\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_nspinsinsum\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_nsectors\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_sect2add\n", + "27-Dec-23 13:25:58: Time clip was applied to: ela_pef_spinph2add\n", + "27-Dec-23 13:25:58: ELFIN EPD: LOADING END.\n", + "27-Dec-23 13:25:58: ELFIN EPD L2: START PROCESSING.\n", + "27-Dec-23 13:25:58: ELFIN EPD L2: START ENERGY SPECTOGRAM.\n", + "27-Dec-23 13:25:58: ELFIN EPD L2: START PITCH ANGLE SPECTOGRAM.\n", + "27-Dec-23 13:25:58: Energy channel [(0, 3), (4, 8)] are used for epd l2 pitch angle spectra.\n" ] }, { @@ -1530,15 +896,18 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": 45, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:25:59.143842Z", + "start_time": "2023-12-27T21:25:58.725186Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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" }, "metadata": {}, "output_type": "display_data" diff --git a/pyspedas_examples/notebooks/Exploring_the_Heliosphere_with_Python.ipynb b/pyspedas_examples/notebooks/Exploring_the_Heliosphere_with_Python.ipynb index 2f81bfb..c385966 100644 --- a/pyspedas_examples/notebooks/Exploring_the_Heliosphere_with_Python.ipynb +++ b/pyspedas_examples/notebooks/Exploring_the_Heliosphere_with_Python.ipynb @@ -2189,7 +2189,7 @@ { "cell_type": "markdown", "source": [ - "Install PySPEDAS and all its required dependencies:" + "Install PySPEDAS and all its required dependencies: This is needed in Google Colab, but if you already have pyspedas installed, you can skip it or comment it out." ], "metadata": { "collapsed": false @@ -2209,7 +2209,7 @@ { "cell_type": "markdown", "source": [ - "Install sunpy and some related packages needed for SOHO example:" + "Install sunpy and some related packages needed for SOHO example: These are not installed by default with pyspedas, so unless you've installed them already, you probably need this." ], "metadata": { "collapsed": false @@ -2231,7 +2231,7 @@ { "cell_type": "markdown", "source": [ - "Install basemap package (needed for SECS and EICS examples):" + "Install basemap package (needed for SECS and EICS examples): Again, this is not installed by default with pyspedas, so you may need this." ], "metadata": { "collapsed": false diff --git a/pyspedas_examples/notebooks/Introduction_to_PyTplot.ipynb b/pyspedas_examples/notebooks/Introduction_to_PyTplot.ipynb index d27046e..eb0965e 100644 --- a/pyspedas_examples/notebooks/Introduction_to_PyTplot.ipynb +++ b/pyspedas_examples/notebooks/Introduction_to_PyTplot.ipynb @@ -1,1914 +1,1923 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "toc_visible": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Introduction to PyTplot\n", + "\n", + "This notebook demonstrates how to work with time series data using the `matplotlib` version of PyTplot. \n", + "\n", + "We'll install PySPEDAS to get PyTplot (as well as some load routines for quickly accessing some data, and additional tools for working with `tplot` variables). If you would like to install the `matplotlib` version of PyTplot without installing PySPEDAS, you can do so with:\n", + "\n", + "`pip install pytplot-mpl-temp`" + ], + "metadata": { + "id": "biQtjThm7wba" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "DMRu_5HWyeNh" + }, + "outputs": [], + "source": [ + "!pip install pyspedas" + ] + }, + { + "cell_type": "markdown", + "source": [ + "If you're working in Google Colab, you'll need to restart the runtime after installing PyTplot using `exit()` or using the menu at: \"Runtime\" -> \"Restart Runtime\".\n", + "\n", + "This is because we require a newer version of `matplotlib` than the one that comes pre-installed with Colab (due to a spectrogram bug)" + ], + "metadata": { + "id": "bbvs6NLJ-8Ny" + } + }, + { + "cell_type": "code", + "source": [ + "exit()" + ], + "metadata": { + "id": "ZFsKW2mY_J3w" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Load some data\n", + "\n", + "We'll use MMS FPI ion data as an example; this is a good case to show because the data includes multi-dimensional distribution function data" + ], + "metadata": { + "id": "k0jqPZJZyuwj" + } + }, + { + "cell_type": "code", + "source": [ + "import pyspedas\n", + "\n", + "pyspedas.mms.fpi(trange=['2015-10-16/13:05', '2015-10-16/13:06'],\n", + " data_rate='brst',\n", + " datatype=['dis-dist', 'dis-moms'])" + ], + "metadata": { + "id": "w48mm9QPyjj1" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Plot some variables\n", + "\n", + "The data are now loaded into `tplot` variables (the `t` stands for `timeseries`!); You can plot them with `tplot`:" + ], + "metadata": { + "id": "urQJI1HFFRcA" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot\n", + "\n", + "tplot(['mms1_dis_bulkv_gse_brst', 'mms1_dis_energyspectr_omni_brst'])" + ], + "metadata": { "colab": { - "provenance": [], - "toc_visible": true - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" + "base_uri": "https://localhost:8080/", + "height": 336 + }, + "id": "E7tBiFNOFTeT", + "outputId": "3dddd649-731a-49ec-8c80-68b21865396c" + }, + "execution_count": 38, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } } + ] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# Introduction to PyTplot\n", - "\n", - "This notebook demonstrates how to work with time series data using the `matplotlib` version of PyTplot. \n", - "\n", - "We'll install PySPEDAS to get PyTplot (as well as some load routines for quickly accessing some data, and additional tools for working with `tplot` variables). If you would like to install the `matplotlib` version of PyTplot without installing PySPEDAS, you can do so with:\n", - "\n", - "`pip install pytplot-mpl-temp`" - ], - "metadata": { - "id": "biQtjThm7wba" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "DMRu_5HWyeNh" - }, - "outputs": [], - "source": [ - "!pip install pyspedas" - ] - }, - { - "cell_type": "markdown", - "source": [ - "If you're working in Google Colab, you'll need to restart the runtime after installing PyTplot using `exit()` or using the menu at: \"Runtime\" -> \"Restart Runtime\".\n", - "\n", - "This is because we require a newer version of `matplotlib` than the one that comes pre-installed with Colab (due to a spectrogram bug)" - ], - "metadata": { - "id": "bbvs6NLJ-8Ny" - } - }, - { - "cell_type": "code", - "source": [ - "exit()" - ], - "metadata": { - "id": "ZFsKW2mY_J3w" - }, - "execution_count": 2, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "## Load some data\n", - "\n", - "We'll use MMS FPI ion data as an example; this is a good case to show because the data includes multi-dimensional distribution function data" - ], - "metadata": { - "id": "k0jqPZJZyuwj" - } - }, - { - "cell_type": "code", - "source": [ - "import pyspedas\n", - "\n", - "pyspedas.mms.fpi(trange=['2015-10-16/13:05', '2015-10-16/13:06'],\n", - " data_rate='brst',\n", - " datatype=['dis-dist', 'dis-moms'])" - ], - "metadata": { - "id": "w48mm9QPyjj1" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "## Plot some variables\n", - "\n", - "The data are now loaded into `tplot` variables (the `t` stands for `timeseries`!); You can plot them with `tplot`:" - ], - "metadata": { - "id": "urQJI1HFFRcA" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import tplot\n", - "\n", - "tplot(['mms1_dis_bulkv_gse_brst', 'mms1_dis_energyspectr_omni_brst'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 336 - }, - "id": "E7tBiFNOFTeT", - "outputId": "3dddd649-731a-49ec-8c80-68b21865396c" - }, - "execution_count": 38, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "## Access the data and time values" - ], - "metadata": { - "id": "uXcKIzFC2I0p" - } - }, - { - "cell_type": "markdown", - "source": [ - "You can access the data using `get_data`:" - ], - "metadata": { - "id": "LTIXcD14zE7_" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import get_data" - ], - "metadata": { - "id": "v5wr59qfy7nf" - }, - "execution_count": 2, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "data = get_data('mms1_dis_dist_brst', dt=True)" - ], - "metadata": { - "id": "FTp7iTTtzQv9" - }, - "execution_count": 3, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "## Time values\n", - "\n", - "The `dt` option tells `get_data` to return the times as a `numpy` array of type `datetime64[ns]`. These are unix times (so no leap seconds) in UTC. " - ], - "metadata": { - "id": "cMj_nIyHzZ3l" - } - }, - { - "cell_type": "code", - "source": [ - "data.times.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "kjKAf3iFAA88", - "outputId": "4d45e254-8e83-49e3-f402-b4392970f03e" - }, - "execution_count": 5, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(1531,)" - ] - }, - "metadata": {}, - "execution_count": 5 - } - ] - }, - { - "cell_type": "code", - "source": [ - "data.times" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "uizsFaNJzZS0", - "outputId": "8d15e5da-c4fe-4ab0-938f-b94d216cae30" - }, - "execution_count": 4, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array(['2015-10-16T13:03:34.033868000', '2015-10-16T13:03:34.183868000',\n", - " '2015-10-16T13:03:34.333868000', ...,\n", - " '2015-10-16T13:07:43.485598000', '2015-10-16T13:07:43.635598000',\n", - " '2015-10-16T13:07:43.785598000'], dtype='datetime64[ns]')" - ] - }, - "metadata": {}, - "execution_count": 4 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "## Multi-dimensional data values" - ], - "metadata": { - "id": "6w8vnQml2MPK" - } - }, - { - "cell_type": "markdown", - "source": [ - "The data values are in `data.y` (note the 4D dataset, simply stored as a `numpy` array):" - ], - "metadata": { - "id": "ByXMod5kzoiA" - } - }, - { - "cell_type": "code", - "source": [ - "data.y.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Z1BPwnXszdI4", - "outputId": "4433aaa7-84db-4c45-d931-1665aaf6c3b7" - }, - "execution_count": 6, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(1531, 32, 16, 32)" - ] - }, - "metadata": {}, - "execution_count": 6 - } + { + "cell_type": "markdown", + "source": [ + "## Access the data and time values" + ], + "metadata": { + "id": "uXcKIzFC2I0p" + } + }, + { + "cell_type": "markdown", + "source": [ + "You can access the data using `get_data`:" + ], + "metadata": { + "id": "LTIXcD14zE7_" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import get_data" + ], + "metadata": { + "id": "v5wr59qfy7nf" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "data = get_data('mms1_dis_dist_brst', dt=True)" + ], + "metadata": { + "id": "FTp7iTTtzQv9" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Time values\n", + "\n", + "The `dt` option tells `get_data` to return the times as a `numpy` array of type `datetime64[ns]`. These are unix times (so no leap seconds) in UTC. " + ], + "metadata": { + "id": "cMj_nIyHzZ3l" + } + }, + { + "cell_type": "code", + "source": [ + "data.times.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "kjKAf3iFAA88", + "outputId": "4d45e254-8e83-49e3-f402-b4392970f03e" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1531,)" ] - }, - { - "cell_type": "markdown", - "source": [ - "This is a function of time, energy, theta and phi. The phi values, which are time varying for this dataset, are in `v1`:" - ], - "metadata": { - "id": "BusBZ_RTzvlb" - } - }, - { - "cell_type": "code", - "source": [ - "data.v1.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "zqnscD7uzrUE", - "outputId": "deef7066-582b-4492-a9e3-6e8f1240e616" - }, - "execution_count": 7, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(1531, 32)" - ] - }, - "metadata": {}, - "execution_count": 7 - } + }, + "metadata": {}, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "source": [ + "data.times" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "uizsFaNJzZS0", + "outputId": "8d15e5da-c4fe-4ab0-938f-b94d216cae30" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['2015-10-16T13:03:34.033868000', '2015-10-16T13:03:34.183868000',\n", + " '2015-10-16T13:03:34.333868000', ...,\n", + " '2015-10-16T13:07:43.485598000', '2015-10-16T13:07:43.635598000',\n", + " '2015-10-16T13:07:43.785598000'], dtype='datetime64[ns]')" ] - }, - { - "cell_type": "markdown", - "source": [ - "The phi values for the first time stamp are:" - ], - "metadata": { - "id": "MfczTFYX0hlx" - } - }, - { - "cell_type": "code", - "source": [ - "data.v1[0, :]" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "NE0JviO10AMg", - "outputId": "790e7e1e-82e7-4806-bf8c-a3685460d162" - }, - "execution_count": 8, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([ 9.500004, 20.750004, 32.000004, 43.250004, 54.500004,\n", - " 65.75001 , 77.00001 , 88.25001 , 99.50001 , 110.75001 ,\n", - " 122.00001 , 133.25 , 144.5 , 155.75 , 167. ,\n", - " 178.25 , 189.5 , 200.75 , 212. , 223.25 ,\n", - " 234.5 , 245.75 , 257. , 268.25 , 279.5 ,\n", - " 290.75 , 302. , 313.25 , 324.5 , 335.75 ,\n", - " 347. , 358.25 ], dtype=float32)" - ] - }, - "metadata": {}, - "execution_count": 8 - } + }, + "metadata": {}, + "execution_count": 4 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Multi-dimensional data values" + ], + "metadata": { + "id": "6w8vnQml2MPK" + } + }, + { + "cell_type": "markdown", + "source": [ + "The data values are in `data.y` (note the 4D dataset, simply stored as a `numpy` array):" + ], + "metadata": { + "id": "ByXMod5kzoiA" + } + }, + { + "cell_type": "code", + "source": [ + "data.y.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Z1BPwnXszdI4", + "outputId": "4433aaa7-84db-4c45-d931-1665aaf6c3b7" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1531, 32, 16, 32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "The theta values are:" - ], - "metadata": { - "id": "_Tkh0KH20PeY" - } - }, - { - "cell_type": "code", - "source": [ - "data.v2.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "QiFXDww50L8f", - "outputId": "82554d72-a5b2-4e23-e62c-c3ae86ac974e" - }, - "execution_count": 9, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(16,)" - ] - }, - "metadata": {}, - "execution_count": 9 - } + }, + "metadata": {}, + "execution_count": 6 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "This is a function of time, energy, theta and phi. The phi values, which are time varying for this dataset, are in `v1`:" + ], + "metadata": { + "id": "BusBZ_RTzvlb" + } + }, + { + "cell_type": "code", + "source": [ + "data.v1.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zqnscD7uzrUE", + "outputId": "deef7066-582b-4492-a9e3-6e8f1240e616" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1531, 32)" ] - }, - { - "cell_type": "code", - "source": [ - "data.v2" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "SszO0C9I0N7d", - "outputId": "0e2e98b8-91fe-435a-b2a9-4e0fb1eb0de8" - }, - "execution_count": 10, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([ 5.625, 16.875, 28.125, 39.375, 50.625, 61.875, 73.125,\n", - " 84.375, 95.625, 106.875, 118.125, 129.375, 140.625, 151.875,\n", - " 163.125, 174.375], dtype=float32)" - ] - }, - "metadata": {}, - "execution_count": 10 - } + }, + "metadata": {}, + "execution_count": 7 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The phi values for the first time stamp are:" + ], + "metadata": { + "id": "MfczTFYX0hlx" + } + }, + { + "cell_type": "code", + "source": [ + "data.v1[0, :]" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NE0JviO10AMg", + "outputId": "790e7e1e-82e7-4806-bf8c-a3685460d162" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([ 9.500004, 20.750004, 32.000004, 43.250004, 54.500004,\n", + " 65.75001 , 77.00001 , 88.25001 , 99.50001 , 110.75001 ,\n", + " 122.00001 , 133.25 , 144.5 , 155.75 , 167. ,\n", + " 178.25 , 189.5 , 200.75 , 212. , 223.25 ,\n", + " 234.5 , 245.75 , 257. , 268.25 , 279.5 ,\n", + " 290.75 , 302. , 313.25 , 324.5 , 335.75 ,\n", + " 347. , 358.25 ], dtype=float32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "And the energy values are (also time varying for this dataset):" - ], - "metadata": { - "id": "qsM13imV0RHH" - } - }, - { - "cell_type": "code", - "source": [ - "data.v3.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "z3oVYdTA0OlR", - "outputId": "7c565f68-b9cb-4e33-ffa9-a49616eb8741" - }, - "execution_count": 11, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(1531, 32)" - ] - }, - "metadata": {}, - "execution_count": 11 - } + }, + "metadata": {}, + "execution_count": 8 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The theta values are:" + ], + "metadata": { + "id": "_Tkh0KH20PeY" + } + }, + { + "cell_type": "code", + "source": [ + "data.v2.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QiFXDww50L8f", + "outputId": "82554d72-a5b2-4e23-e62c-c3ae86ac974e" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(16,)" ] - }, - { - "cell_type": "markdown", - "source": [ - "So the energy table for the first timestamp are:" - ], - "metadata": { - "id": "ARAi6ReV0fAy" - } - }, - { - "cell_type": "code", - "source": [ - "data.v3[0, :]" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "q9bg5RWu0TOv", - "outputId": "5f59d816-d1ca-4aa0-e3a1-f87b0d8c1c3b" - }, - "execution_count": 12, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([1.206000e+01, 1.549000e+01, 1.989000e+01, 2.555000e+01,\n", - " 3.282000e+01, 4.216000e+01, 5.415000e+01, 6.956000e+01,\n", - " 8.934000e+01, 1.147600e+02, 1.474100e+02, 1.893400e+02,\n", - " 2.432100e+02, 3.124000e+02, 4.012700e+02, 5.154200e+02,\n", - " 6.620500e+02, 8.503900e+02, 1.092310e+03, 1.403060e+03,\n", - " 1.802200e+03, 2.314900e+03, 2.973450e+03, 3.819340e+03,\n", - " 4.905880e+03, 6.301520e+03, 8.094190e+03, 1.039685e+04,\n", - " 1.335458e+04, 1.715373e+04, 2.203368e+04, 2.830189e+04],\n", - " dtype=float32)" - ] - }, - "metadata": {}, - "execution_count": 12 - } + }, + "metadata": {}, + "execution_count": 9 + } + ] + }, + { + "cell_type": "code", + "source": [ + "data.v2" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SszO0C9I0N7d", + "outputId": "0e2e98b8-91fe-435a-b2a9-4e0fb1eb0de8" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([ 5.625, 16.875, 28.125, 39.375, 50.625, 61.875, 73.125,\n", + " 84.375, 95.625, 106.875, 118.125, 129.375, 140.625, 151.875,\n", + " 163.125, 174.375], dtype=float32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "## Access to the `xarray` `DataArray` objects\n", - "\n", - "You can also access the underlying `DataArray` object using `get_data`:" - ], - "metadata": { - "id": "S6YaShea27Zs" - } - }, - { - "cell_type": "code", - "source": [ - "xrdata = get_data('mms1_dis_dist_brst', xarray=True)" - ], - "metadata": { - "id": "MyXkhA0d1yWg" - }, - "execution_count": 13, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "xrdata" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "AckD0B4L13Kd", - "outputId": "06a6ecac-d542-44e6-8ef5-b74e86105e83" - }, - "execution_count": 14, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "\n", - "array([[[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", - " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", - " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", - " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", - " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", - " 0.00000000e+00, 0.00000000e+00, 2.21562505e-27],\n", - " ...,\n", - " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", - " 6.31603333e-27, 0.00000000e+00, 0.00000000e+00],\n", - " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", - " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", - " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", - 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-              "    v2         (v2_dim) float32 5.625 16.88 28.12 39.38 ... 151.9 163.1 174.4\n",
-              "    v3         (time, v3_dim) float32 12.06 15.49 19.89 ... 1.944e+04 2.497e+04\n",
-              "Dimensions without coordinates: v1_dim, v2_dim, v3_dim\n",
-              "Attributes:\n",
-              "    CDF:           {'VATT': {'CATDESC': 'MMS1 FPI/DIS burst sky-map instrumen...\n",
-              "    plot_options:  {'xaxis_opt': {'axis_label': 'Time', 'crosshair': 'X', 'x_...
" - ] - }, - "metadata": {}, - "execution_count": 14 - } + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "And the energy values are (also time varying for this dataset):" + ], + "metadata": { + "id": "qsM13imV0RHH" + } + }, + { + "cell_type": "code", + "source": [ + "data.v3.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "z3oVYdTA0OlR", + "outputId": "7c565f68-b9cb-4e33-ffa9-a49616eb8741" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1531, 32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "## Convert to other common time series objects (e.g. `pandas.DataFrame`)\n", - "\n", - "If you would prefer to work with pandas objects, you can convert the `xarray` `DataArray`, e.g., to convert the DIS bulk velocity to a `pandas.DataFrame`:" - ], - "metadata": { - "id": "oLs6d4Ri7Vna" - } - }, - { - "cell_type": "code", - "source": [ - "xrbulkv = get_data('mms1_dis_bulkv_gse_brst', xarray=True)" - ], - "metadata": { - "id": "AYwKS2mF7ZUD" - }, - "execution_count": 15, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "pandas_bulkv = xrbulkv.to_pandas()" - ], - "metadata": { - "id": "s0-HEQJC7MnS" - }, - "execution_count": 16, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "pandas_bulkv" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 455 - }, - "id": "Vrq3pmzl7l-k", - "outputId": "8912de34-4541-4109-8fec-d730955842e3" - }, - "execution_count": 17, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "v_dim 0 1 2\n", - "time \n", - "2015-10-16 13:03:34.033868 16.787725 44.732758 -4.006111\n", - "2015-10-16 13:03:34.183868 -13.278414 27.278732 -24.978951\n", - "2015-10-16 13:03:34.333868 -8.596485 50.468029 -18.141851\n", - "2015-10-16 13:03:34.483868 16.211563 62.125938 -2.751714\n", - "2015-10-16 13:03:34.633868 16.194830 34.393234 -0.694268\n", - "... ... ... ...\n", - "2015-10-16 13:07:43.185598 -166.930237 107.481194 -19.305483\n", - "2015-10-16 13:07:43.335598 -162.216476 105.852036 -20.874670\n", - "2015-10-16 13:07:43.485598 -164.943756 105.786499 -20.113689\n", - "2015-10-16 13:07:43.635598 -164.210678 104.270462 -17.082964\n", - "2015-10-16 13:07:43.785598 -161.231567 98.781708 -17.270777\n", - "\n", - "[1531 rows x 3 columns]" - ], - "text/html": [ - "\n", - "
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}, - { - "cell_type": "markdown", - "source": [ - "## Access the metadata\n", - "\n", - "You can also access the metadata of a tplot variable using `get_data`:" - ], - "metadata": { - "id": "kSI3JzyD19yG" - } - }, - { - "cell_type": "code", - "source": [ - "metadata = get_data('mms1_dis_dist_brst', metadata=True)" - ], - "metadata": { - "id": "5BmcHTgW00p_" - }, - "execution_count": 19, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "This is just a dictionary, containing the CDF and plot metadata:" - ], - "metadata": { - "id": "0oYb-esR1AMn" - } - }, - { - "cell_type": "code", - "source": [ - "metadata.keys()" + }, + "metadata": {}, + "execution_count": 12 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Access to the `xarray` `DataArray` objects\n", + "\n", + "You can also access the underlying `DataArray` object using `get_data`:" + ], + "metadata": { + "id": "S6YaShea27Zs" + } + }, + { + "cell_type": "code", + "source": [ + "xrdata = get_data('mms1_dis_dist_brst', xarray=True)" + ], + "metadata": { + "id": "MyXkhA0d1yWg" + }, + "execution_count": 13, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "xrdata" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "AckD0B4L13Kd", + "outputId": "06a6ecac-d542-44e6-8ef5-b74e86105e83" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "array([[[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 2.21562505e-27],\n", + " ...,\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 6.31603333e-27, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 6.08148318e-27, 0.00000000e+00, 0.00000000e+00]],\n", + "\n", + " [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + "...\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n", + "\n", + " [[1.23251551e-20, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 8.42857433e-27, 0.00000000e+00, 0.00000000e+00],\n", + " ...,\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 5.33773217e-27, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]],\n", + " dtype=float32)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2015-10-16T13:03:34.033868 ... 2015-10-1...\n", + " spec_bins (v2_dim) float32 5.625 16.88 28.12 39.38 ... 151.9 163.1 174.4\n", + " v1 (time, v1_dim) float32 9.5 20.75 32.0 43.25 ... 334.8 346.0 357.2\n", + " v2 (v2_dim) float32 5.625 16.88 28.12 39.38 ... 151.9 163.1 174.4\n", + " v3 (time, v3_dim) float32 12.06 15.49 19.89 ... 1.944e+04 2.497e+04\n", + "Dimensions without coordinates: v1_dim, v2_dim, v3_dim\n", + "Attributes:\n", + " CDF: {'VATT': {'CATDESC': 'MMS1 FPI/DIS burst sky-map instrumen...\n", + " plot_options: {'xaxis_opt': {'axis_label': 'Time', 'crosshair': 'X', 'x_..." ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "G--NH5uW07Hf", - "outputId": "4d432d4f-93f7-4bce-fb0a-e7539172acdb" - }, - "execution_count": 20, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "dict_keys(['CDF', 'plot_options'])" - ] - }, - "metadata": {}, - "execution_count": 20 - } + "text/html": [ + "
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+       "Coordinates:\n",
+       "  * time       (time) datetime64[ns] 2015-10-16T13:03:34.033868 ... 2015-10-1...\n",
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+       "Dimensions without coordinates: v1_dim, v2_dim, v3_dim\n",
+       "Attributes:\n",
+       "    CDF:           {'VATT': {'CATDESC': 'MMS1 FPI/DIS burst sky-map instrumen...\n",
+       "    plot_options:  {'xaxis_opt': {'axis_label': 'Time', 'crosshair': 'X', 'x_...
" ] - }, - { - "cell_type": "markdown", - "source": [ - "So to get the CDF metadata for our DF variable:" - ], - "metadata": { - "id": "ysaAd0ay1GeW" - } - }, - { - "cell_type": "code", - "source": [ - "metadata['CDF']['VATT']" + }, + "metadata": {}, + "execution_count": 14 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Convert to other common time series objects (e.g. `pandas.DataFrame`)\n", + "\n", + "If you would prefer to work with pandas objects, you can convert the `xarray` `DataArray`, e.g., to convert the DIS bulk velocity to a `pandas.DataFrame`:" + ], + "metadata": { + "id": "oLs6d4Ri7Vna" + } + }, + { + "cell_type": "code", + "source": [ + "xrbulkv = get_data('mms1_dis_bulkv_gse_brst', xarray=True)" + ], + "metadata": { + "id": "AYwKS2mF7ZUD" + }, + "execution_count": 15, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "pandas_bulkv = xrbulkv.to_pandas()" + ], + "metadata": { + "id": "s0-HEQJC7MnS" + }, + "execution_count": 16, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "pandas_bulkv" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 455 + }, + "id": "Vrq3pmzl7l-k", + "outputId": "8912de34-4541-4109-8fec-d730955842e3" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "v_dim 0 1 2\n", + "time \n", + "2015-10-16 13:03:34.033868 16.787725 44.732758 -4.006111\n", + "2015-10-16 13:03:34.183868 -13.278414 27.278732 -24.978951\n", + "2015-10-16 13:03:34.333868 -8.596485 50.468029 -18.141851\n", + "2015-10-16 13:03:34.483868 16.211563 62.125938 -2.751714\n", + "2015-10-16 13:03:34.633868 16.194830 34.393234 -0.694268\n", + "... ... ... ...\n", + "2015-10-16 13:07:43.185598 -166.930237 107.481194 -19.305483\n", + "2015-10-16 13:07:43.335598 -162.216476 105.852036 -20.874670\n", + "2015-10-16 13:07:43.485598 -164.943756 105.786499 -20.113689\n", + "2015-10-16 13:07:43.635598 -164.210678 104.270462 -17.082964\n", + "2015-10-16 13:07:43.785598 -161.231567 98.781708 -17.270777\n", + "\n", + "[1531 rows x 3 columns]" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "QnWTsFll1DIx", - "outputId": "4de8e232-4c5e-4337-e40f-8f48ab258a9c" - }, - "execution_count": 21, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "{'CATDESC': 'MMS1 FPI/DIS burst sky-map instrument distribution',\n", - " 'DEPEND_0': 'Epoch',\n", - " 'DEPEND_1': 'mms1_dis_phi_brst',\n", - " 'DEPEND_2': 'mms1_dis_theta_brst',\n", - " 'DEPEND_3': 'mms1_dis_energy_brst',\n", - " 'DISPLAY_TYPE': 'spectrogram',\n", - " 'FIELDNAM': 'MMS1 FPI/DIS brstSkyMap dist',\n", - " 'FILLVAL': -1e+31,\n", - " 'FORMAT': 'E12.2',\n", - " 'LABL_PTR_1': 'mms1_dis_sector_label_brst',\n", - " 'LABL_PTR_2': 'mms1_dis_pixel_label_brst',\n", - " 'LABL_PTR_3': 'mms1_dis_energy_label_brst',\n", - " 'SCALETYP': 'log',\n", - " 'SI_CONVERSION': '1e12>s^3 m^-6',\n", - " 'UNITS': 's^3/cm^6',\n", - " 'VALIDMIN': 0.0,\n", - " 'VALIDMAX': 1e+30,\n", - " 'VAR_NOTES': 'Az bin: sector ind=00 looks \"after\" (spin-phase) Sun, ..., sector ind=31 looks \"before\" Sun dir. Head field-of-view: pixel index=00 looks to zenith, ..., pixel index=15 looks to nadir. FPI operations nominally bin data from 64 energy filters into 32 pairwise energy bins, indexed 0-31. Nominally, bins are indexed in increasing energy order. See FPI docs for details.',\n", - " 'VAR_TYPE': 'data'}" - ] - }, - "metadata": {}, - "execution_count": 21 - } + "text/html": [ + "\n", + "
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v_dim012
time
2015-10-16 13:03:34.03386816.78772544.732758-4.006111
2015-10-16 13:03:34.183868-13.27841427.278732-24.978951
2015-10-16 13:03:34.333868-8.59648550.468029-18.141851
2015-10-16 13:03:34.48386816.21156362.125938-2.751714
2015-10-16 13:03:34.63386816.19483034.393234-0.694268
............
2015-10-16 13:07:43.185598-166.930237107.481194-19.305483
2015-10-16 13:07:43.335598-162.216476105.852036-20.874670
2015-10-16 13:07:43.485598-164.943756105.786499-20.113689
2015-10-16 13:07:43.635598-164.210678104.270462-17.082964
2015-10-16 13:07:43.785598-161.23156798.781708-17.270777
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1531 rows × 3 columns

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\n", + " " ] - }, - { - "cell_type": "markdown", - "source": [ - "## Create a `tplot` variable\n", - "\n", - "Use `store_data` to create a `tplot` variable:" - ], - "metadata": { - "id": "BjB_0VWuDXM_" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import store_data\n", - "import numpy as np" - ], - "metadata": { - "id": "Sjx_FFUEDZTM" - }, - "execution_count": 35, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "For our time values, we'll just create an array of 100 values from 0 to 100 as an example. If the input to `store_data` are floats, they should be unix times in UTC" - ], - "metadata": { - "id": "kelez0HSEhsC" - } - }, - { - "cell_type": "code", - "source": [ - "times = np.linspace(0, 100, 100)" - ], - "metadata": { - "id": "XQkrT_zgDyPd" - }, - "execution_count": 36, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "For the data values, we'll use the cosine of the time values" - ], - "metadata": { - "id": "26tKRrY0Epvw" - } - }, - { - "cell_type": "code", - "source": [ - "cosine = np.cos(times)" - ], - "metadata": { - "id": "5HU7Z1tKD9Kw" - }, - "execution_count": 31, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "store_data('cosine', data={'x': times,\n", - " 'y': cosine})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "kpW_u1A6EEDs", - "outputId": "61b5eb5d-4ba3-473d-8265-a2ad77c58785" - }, - "execution_count": 32, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 32 - } + }, + "metadata": {}, + "execution_count": 17 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Access the metadata\n", + "\n", + "You can also access the metadata of a tplot variable using `get_data`:" + ], + "metadata": { + "id": "kSI3JzyD19yG" + } + }, + { + "cell_type": "code", + "source": [ + "metadata = get_data('mms1_dis_dist_brst', metadata=True)" + ], + "metadata": { + "id": "5BmcHTgW00p_" + }, + "execution_count": 19, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "This is just a dictionary, containing the CDF and plot metadata:" + ], + "metadata": { + "id": "0oYb-esR1AMn" + } + }, + { + "cell_type": "code", + "source": [ + "metadata.keys()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "G--NH5uW07Hf", + "outputId": "4d432d4f-93f7-4bce-fb0a-e7539172acdb" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "dict_keys(['CDF', 'plot_options'])" ] - }, - { - "cell_type": "code", - "source": [ - "from pytplot import tplot\n", - "\n", - "tplot('cosine')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 336 - }, - "id": "FJ2bLueWEIqq", - "outputId": "b75a072f-9c6e-4051-b60f-980b63c69dfe" - }, - "execution_count": 34, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 20 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "So to get the CDF metadata for our DF variable:" + ], + "metadata": { + "id": "ysaAd0ay1GeW" + } + }, + { + "cell_type": "code", + "source": [ + "metadata['CDF']['VATT']" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QnWTsFll1DIx", + "outputId": "4de8e232-4c5e-4337-e40f-8f48ab258a9c" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'CATDESC': 'MMS1 FPI/DIS burst sky-map instrument distribution',\n", + " 'DEPEND_0': 'Epoch',\n", + " 'DEPEND_1': 'mms1_dis_phi_brst',\n", + " 'DEPEND_2': 'mms1_dis_theta_brst',\n", + " 'DEPEND_3': 'mms1_dis_energy_brst',\n", + " 'DISPLAY_TYPE': 'spectrogram',\n", + " 'FIELDNAM': 'MMS1 FPI/DIS brstSkyMap dist',\n", + " 'FILLVAL': -1e+31,\n", + " 'FORMAT': 'E12.2',\n", + " 'LABL_PTR_1': 'mms1_dis_sector_label_brst',\n", + " 'LABL_PTR_2': 'mms1_dis_pixel_label_brst',\n", + " 'LABL_PTR_3': 'mms1_dis_energy_label_brst',\n", + " 'SCALETYP': 'log',\n", + " 'SI_CONVERSION': '1e12>s^3 m^-6',\n", + " 'UNITS': 's^3/cm^6',\n", + " 'VALIDMIN': 0.0,\n", + " 'VALIDMAX': 1e+30,\n", + " 'VAR_NOTES': 'Az bin: sector ind=00 looks \"after\" (spin-phase) Sun, ..., sector ind=31 looks \"before\" Sun dir. Head field-of-view: pixel index=00 looks to zenith, ..., pixel index=15 looks to nadir. FPI operations nominally bin data from 64 energy filters into 32 pairwise energy bins, indexed 0-31. Nominally, bins are indexed in increasing energy order. See FPI docs for details.',\n", + " 'VAR_TYPE': 'data'}" ] - }, - { - "cell_type": "markdown", - "source": [ - "In addition to `x` and `y`, `store_data` accepts the `v` tag (for spectrograms), as well as the `v1`, `v2` and `v3` tags (for multi-dimensional data).\n", - "\n", - "For the time values (`x`), `store_data` accepts `datetime64` objects as well:" - ], - "metadata": { - "id": "v81U4mEpE3eM" - } - }, - { - "cell_type": "code", - "source": [ - "times = np.array([1, 2, 3, 4, 5], dtype='datetime64[s]')" - ], - "metadata": { - "id": "5T2Q0XRKF426" - }, - "execution_count": 45, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "times" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Qwi_0uY2F9GP", - "outputId": "aee5dd99-f83d-4ca4-e46e-ea50f3b76e0d" - }, - "execution_count": 46, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array(['1970-01-01T00:00:01', '1970-01-01T00:00:02',\n", - " '1970-01-01T00:00:03', '1970-01-01T00:00:04',\n", - " '1970-01-01T00:00:05'], dtype='datetime64[s]')" - ] - }, - "metadata": {}, - "execution_count": 46 - } + }, + "metadata": {}, + "execution_count": 21 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Create a `tplot` variable\n", + "\n", + "Use `store_data` to create a `tplot` variable:" + ], + "metadata": { + "id": "BjB_0VWuDXM_" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import store_data\n", + "import numpy as np" + ], + "metadata": { + "id": "Sjx_FFUEDZTM" + }, + "execution_count": 35, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For our time values, we'll just create an array of 100 values from 0 to 100 as an example. If the input to `store_data` are floats, they should be unix times in UTC" + ], + "metadata": { + "id": "kelez0HSEhsC" + } + }, + { + "cell_type": "code", + "source": [ + "times = np.linspace(0, 100, 100)" + ], + "metadata": { + "id": "XQkrT_zgDyPd" + }, + "execution_count": 36, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For the data values, we'll use the cosine of the time values" + ], + "metadata": { + "id": "26tKRrY0Epvw" + } + }, + { + "cell_type": "code", + "source": [ + "cosine = np.cos(times)" + ], + "metadata": { + "id": "5HU7Z1tKD9Kw" + }, + "execution_count": 31, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "store_data('cosine', data={'x': times,\n", + " 'y': cosine})" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "kpW_u1A6EEDs", + "outputId": "61b5eb5d-4ba3-473d-8265-a2ad77c58785" + }, + "execution_count": 32, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" ] - }, - { - "cell_type": "code", - "source": [ - "store_data('another_variable', data={'x': times,\n", - " 'y': [1, 2, 3, 4, 5]})" + }, + "metadata": {}, + "execution_count": 32 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot\n", + "\n", + "tplot('cosine')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 336 + }, + "id": "FJ2bLueWEIqq", + "outputId": "b75a072f-9c6e-4051-b60f-980b63c69dfe" + }, + "execution_count": 34, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "JQzoTMdRF_qX", - "outputId": "bc8a2898-a3fc-41f7-dc6d-92da7f82e711" - }, - "execution_count": 47, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 47 - } + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "In addition to `x` and `y`, `store_data` accepts the `v` tag (for spectrograms), as well as the `v1`, `v2` and `v3` tags (for multi-dimensional data).\n", + "\n", + "For the time values (`x`), `store_data` accepts `datetime64` objects as well:" + ], + "metadata": { + "id": "v81U4mEpE3eM" + } + }, + { + "cell_type": "code", + "source": [ + "times = np.array([1, 2, 3, 4, 5], dtype='datetime64[s]')" + ], + "metadata": { + "id": "5T2Q0XRKF426" + }, + "execution_count": 45, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "times" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Qwi_0uY2F9GP", + "outputId": "aee5dd99-f83d-4ca4-e46e-ea50f3b76e0d" + }, + "execution_count": 46, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['1970-01-01T00:00:01', '1970-01-01T00:00:02',\n", + " '1970-01-01T00:00:03', '1970-01-01T00:00:04',\n", + " '1970-01-01T00:00:05'], dtype='datetime64[s]')" ] - }, - { - "cell_type": "code", - "source": [ - "tplot('another_variable')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 336 - }, - "id": "p_diO37AGFjV", - "outputId": "af8f1b9e-ce0b-43ee-b787-34d3eaafffdf" - }, - "execution_count": 48, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 46 + } + ] + }, + { + "cell_type": "code", + "source": [ + "store_data('another_variable', data={'x': times,\n", + " 'y': [1, 2, 3, 4, 5]})" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JQzoTMdRF_qX", + "outputId": "bc8a2898-a3fc-41f7-dc6d-92da7f82e711" + }, + "execution_count": 47, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" ] - }, - { - "cell_type": "markdown", - "source": [ - "## Combine multiple `tplot` variables\n", - "\n", - "You can split a tplot variable into individual components using `split_vec`, and combine them using `join_vec`, e.g., \n", - "\n", - "Note: keeping track of the metadata needs to be improved" - ], - "metadata": { - "id": "cfSnmr4k4fGx" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import join_vec, split_vec" - ], - "metadata": { - "id": "MGKMAMKP4OPy" - }, - "execution_count": 49, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "split_vec('mms1_dis_bulkv_gse_brst')" + }, + "metadata": {}, + "execution_count": 47 + } + ] + }, + { + "cell_type": "code", + "source": [ + "tplot('another_variable')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 336 + }, + "id": "p_diO37AGFjV", + "outputId": "af8f1b9e-ce0b-43ee-b787-34d3eaafffdf" + }, + "execution_count": 48, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "rweQ1QTL4hBJ", - "outputId": "c1236246-5687-4030-f67b-ab7582a00eb1" - }, - "execution_count": 50, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['mms1_dis_bulkv_gse_brst_x',\n", - " 'mms1_dis_bulkv_gse_brst_y',\n", - " 'mms1_dis_bulkv_gse_brst_z']" - ] - }, - "metadata": {}, - "execution_count": 50 - } + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Combine multiple `tplot` variables\n", + "\n", + "You can split a tplot variable into individual components using `split_vec`, and combine them using `join_vec`, e.g., \n", + "\n", + "Note: keeping track of the metadata needs to be improved" + ], + "metadata": { + "id": "cfSnmr4k4fGx" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import join_vec, split_vec" + ], + "metadata": { + "id": "MGKMAMKP4OPy" + }, + "execution_count": 49, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "split_vec('mms1_dis_bulkv_gse_brst')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rweQ1QTL4hBJ", + "outputId": "c1236246-5687-4030-f67b-ab7582a00eb1" + }, + "execution_count": 50, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['mms1_dis_bulkv_gse_brst_x',\n", + " 'mms1_dis_bulkv_gse_brst_y',\n", + " 'mms1_dis_bulkv_gse_brst_z']" ] - }, - { - "cell_type": "markdown", - "source": [ - "Plot the individual components:" - ], - "metadata": { - "id": "WekgGCjz5kVX" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import tplot\n", - "\n", - "tplot(['mms1_dis_bulkv_gse_brst_x',\n", - " 'mms1_dis_bulkv_gse_brst_y',\n", - " 'mms1_dis_bulkv_gse_brst_z'])" + }, + "metadata": {}, + "execution_count": 50 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Plot the individual components:" + ], + "metadata": { + "id": "WekgGCjz5kVX" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot\n", + "\n", + "tplot(['mms1_dis_bulkv_gse_brst_x',\n", + " 'mms1_dis_bulkv_gse_brst_y',\n", + " 'mms1_dis_bulkv_gse_brst_z'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 336 + }, + "id": "4P6Syrmq5kH0", + "outputId": "be81258b-7e21-4f63-caba-4283ea28c349" + }, + "execution_count": 51, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 336 - }, - "id": "4P6Syrmq5kH0", - "outputId": "be81258b-7e21-4f63-caba-4283ea28c349" - }, - "execution_count": 51, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "And you can use `join_vec` to join them back together:" + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "And you can use `join_vec` to join them back together:" + ], + "metadata": { + "id": "-s3i7-NS5wug" + } + }, + { + "cell_type": "code", + "source": [ + "join_vec(['mms1_dis_bulkv_gse_brst_x',\n", + " 'mms1_dis_bulkv_gse_brst_y',\n", + " 'mms1_dis_bulkv_gse_brst_z'], new_tvar='bulkv_from_components')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 36 + }, + "id": "0NdJXKiT5qfj", + "outputId": "9aa37d6a-5ac6-41d8-f773-c3579e971bfc" + }, + "execution_count": 52, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'bulkv_from_components'" ], - "metadata": { - "id": "-s3i7-NS5wug" + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" } - }, - { - "cell_type": "code", - "source": [ - "join_vec(['mms1_dis_bulkv_gse_brst_x',\n", - " 'mms1_dis_bulkv_gse_brst_y',\n", - " 'mms1_dis_bulkv_gse_brst_z'], new_tvar='bulkv_from_components')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 36 - }, - "id": "0NdJXKiT5qfj", - "outputId": "9aa37d6a-5ac6-41d8-f773-c3579e971bfc" - }, - "execution_count": 52, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "'bulkv_from_components'" - ], - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - } - }, - "metadata": {}, - "execution_count": 52 - } - ] - }, - { - "cell_type": "code", - "source": [ - "tplot('bulkv_from_components')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 336 - }, - "id": "x6jzQgZJHYmr", - "outputId": "679336bd-cee4-4b3e-e5ff-b330ea89b7d1" - }, - "execution_count": 53, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "## More examples\n", - "\n", - "Please see the following for more examples:\n", - "### Loading Data\n", - "- [MMS examples](https://github.com/spedas/mms-examples/tree/master/basic)\n", - "- [THEMIS examples](https://github.com/spedas/themis-examples/tree/main/basic)\n", - "- [Load data from HAPI servers](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PySPEDAS_loading_data_from_HAPI_servers.ipynb)\n", - "- [Exploring the Heliosphere with Python](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/Exploring_the_Heliosphere_with_Python.ipynb)\n", - "\n", - "### Plotting Data\n", - "- [Annotations](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_annotations.ipynb)\n", - "- [Range options](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_range_options.ipynb)\n", - "- [Spectrogram options](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_spectrogram_options.ipynb)\n", - "- [Legend options](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_legend_options.ipynb)\n", - "- [Markers and symbols](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_markers_and_symbols.ipynb)\n", - "- [Error bars](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_error_bars.ipynb)\n", - "- [Pseudo variables](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_pseudo_variables.ipynb)\n", - "- [Highlight intervals and vertical bars](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_highlight_intervals_and_vertical_bars.ipynb)\n", - "\n", - "\n", - "### Dates and Times\n", - "- [Working with dates and times](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/Working_with_dates_and_times_with_PySPEDAS_PyTplot.ipynb)\n", - "\n", - "### Coordinate Transformations\n", - "- [Coordinate transformations](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/Coordinate_transformations_with_OMNI_data.ipynb)\n", - "- [Transforming MMS data to boundary normal (LMN) coordinates](https://github.com/spedas/mms-examples/blob/master/advanced/MMS_LMN_coordinate_transformation.ipynb)\n", - "- [Quaternion transformations with SpacePy](https://github.com/spedas/mms-examples/blob/master/basic/MMS_quaternion_coordinate_transformations.ipynb)\n", - "\n", - "### Analysis\n", - "- [Plasma calculations with PlasmaPy](https://github.com/spedas/mms-examples/blob/master/advanced/Plasma%20calculations%20with%20PlasmaPy.ipynb)\n", - "- [Calculating Poynting flux with MMS data](https://github.com/spedas/mms-examples/blob/master/advanced/Poynting_flux_with_MMS_data.ipynb)\n", - "- [Plasma beta with MMS data](https://github.com/spedas/mms-examples/blob/master/basic/Plasma%20Beta%20with%20FGM%20and%20FPI%20data.ipynb) (note: the PlasmaPy notebook above shows a much easier method)\n", - "- [Curlometer calculations](https://github.com/spedas/mms-examples/blob/master/basic/Curlometer%20Technique.ipynb)\n", - "- [Neutral sheet models](https://github.com/spedas/mms-examples/blob/master/advanced/MMS_neutral_sheet_models.ipynb)\n", - "- [Wave polarization calculations](https://github.com/spedas/mms-examples/blob/master/advanced/Wave_polarization_using_SCM_data.ipynb)\n", - "- [Dynamic power spectra calculations](https://github.com/spedas/mms-examples/blob/master/basic/Search-coil%20Magnetometer%20(SCM).ipynb)\n", - "- [2D slices of MMS distribution functions](https://github.com/spedas/mms-examples/blob/master/advanced/Generate_2D_slices_of_FPI_and_HPCA_data.ipynb)\n", - "- [Generating spectrograms and moments from MMS distribution functions](https://github.com/spedas/mms-examples/blob/master/advanced/Generate%20spectrograms%20and%20moments%20with%20mms_part_getspec.ipynb)\n" + }, + "metadata": {}, + "execution_count": 52 + } + ] + }, + { + "cell_type": "code", + "source": [ + "tplot('bulkv_from_components')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 336 + }, + "id": "x6jzQgZJHYmr", + "outputId": "679336bd-cee4-4b3e-e5ff-b330ea89b7d1" + }, + "execution_count": 53, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "e4k7cLf5IBxs" - } - }, - { - "cell_type": "code", - "source": [], - "metadata": { - "id": "sP7EcvdPHZmR" - }, - "execution_count": 53, - "outputs": [] + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "markdown", + "source": [ + "## More examples\n", + "\n", + "Please see the following for more examples:\n", + "### Loading Data\n", + "- [MMS examples](https://github.com/spedas/mms-examples/tree/master/basic)\n", + "- [THEMIS examples](https://github.com/spedas/themis-examples/tree/main/basic)\n", + "- [Load data from HAPI servers](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PySPEDAS_loading_data_from_HAPI_servers.ipynb)\n", + "- [Exploring the Heliosphere with Python](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/Exploring_the_Heliosphere_with_Python.ipynb)\n", + "\n", + "### Plotting Data\n", + "- [Annotations](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_annotations.ipynb)\n", + "- [Range options](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_range_options.ipynb)\n", + "- [Spectrogram options](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_spectrogram_options.ipynb)\n", + "- [Legend options](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_legend_options.ipynb)\n", + "- [Markers and symbols](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_markers_and_symbols.ipynb)\n", + "- [Error bars](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_error_bars.ipynb)\n", + "- [Pseudo variables](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_pseudo_variables.ipynb)\n", + "- [Highlight intervals and vertical bars](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/PyTplot_highlight_intervals_and_vertical_bars.ipynb)\n", + "\n", + "\n", + "### Dates and Times\n", + "- [Working with dates and times](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/Working_with_dates_and_times_with_PySPEDAS_PyTplot.ipynb)\n", + "\n", + "### Coordinate Transformations\n", + "- [Coordinate transformations](https://github.com/spedas/pyspedas_examples/blob/master/pyspedas_examples/notebooks/Coordinate_transformations_with_OMNI_data.ipynb)\n", + "- [Transforming MMS data to boundary normal (LMN) coordinates](https://github.com/spedas/mms-examples/blob/master/advanced/MMS_LMN_coordinate_transformation.ipynb)\n", + "- [Quaternion transformations with SpacePy](https://github.com/spedas/mms-examples/blob/master/basic/MMS_quaternion_coordinate_transformations.ipynb)\n", + "\n", + "### Analysis\n", + "- [Plasma calculations with PlasmaPy](https://github.com/spedas/mms-examples/blob/master/advanced/Plasma%20calculations%20with%20PlasmaPy.ipynb)\n", + "- [Calculating Poynting flux with MMS data](https://github.com/spedas/mms-examples/blob/master/advanced/Poynting_flux_with_MMS_data.ipynb)\n", + "- [Plasma beta with MMS data](https://github.com/spedas/mms-examples/blob/master/basic/Plasma%20Beta%20with%20FGM%20and%20FPI%20data.ipynb) (note: the PlasmaPy notebook above shows a much easier method)\n", + "- [Curlometer calculations](https://github.com/spedas/mms-examples/blob/master/basic/Curlometer%20Technique.ipynb)\n", + "- [Neutral sheet models](https://github.com/spedas/mms-examples/blob/master/advanced/MMS_neutral_sheet_models.ipynb)\n", + "- [Wave polarization calculations](https://github.com/spedas/mms-examples/blob/master/advanced/Wave_polarization_using_SCM_data.ipynb)\n", + "- [Dynamic power spectra calculations](https://github.com/spedas/mms-examples/blob/master/basic/Search-coil%20Magnetometer%20(SCM).ipynb)\n", + "- [2D slices of MMS distribution functions](https://github.com/spedas/mms-examples/blob/master/advanced/Generate_2D_slices_of_FPI_and_HPCA_data.ipynb)\n", + "- [Generating spectrograms and moments from MMS distribution functions](https://github.com/spedas/mms-examples/blob/master/advanced/Generate%20spectrograms%20and%20moments%20with%20mms_part_getspec.ipynb)\n" + ], + "metadata": { + "id": "e4k7cLf5IBxs" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "sP7EcvdPHZmR" + }, + "execution_count": 53, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/PySPEDAS_PyTplot_for_Solar_Physicists.ipynb b/pyspedas_examples/notebooks/PySPEDAS_PyTplot_for_Solar_Physicists.ipynb index 61aa1c8..a1e4c95 100644 --- a/pyspedas_examples/notebooks/PySPEDAS_PyTplot_for_Solar_Physicists.ipynb +++ b/pyspedas_examples/notebooks/PySPEDAS_PyTplot_for_Solar_Physicists.ipynb @@ -1,1621 +1,1625 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "PySPEDAS/PyTplot for Solar Physicists.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# PySPEDAS/PyTplot for Solar Physicists\n", + "\n", + "**By Eric Grimes, UCLA - Earth, Planetary, and Space Sciences; egrimes@igpp.ucla.edu**\n", + "\n", + "- PySPEDAS: https://pyspedas.readthedocs.io/\n", + "- PyTplot: https://pytplot.readthedocs.io/\n", + "\n", + "\n", + "This notebook is available online at:\n", + "\n", + "https://colab.research.google.com/drive/1OOobvI53Qgb6HszUc1pFsF9BmLYQGVN7?usp=sharing\n", + "\n", + "\n", + "A little history: \n", + "- `tplot` started as an IDL project in 1995, by Davin Larson, and is the core of SPEDAS (and now PySPEDAS)\n", + "- in 2017, some developers on the MAVEN team created an initial Python version, using Qt as a back-end for creating figures\n", + "- in late 2021, development began on a `matplotlib` version, which is what we're using in this notebook\n", + "- it has primarily been used in Magnetospheric Physics, but I'm sure it's also going to be useful for timeseries data in other areas of Heliophysics" + ], + "metadata": { + "id": "nP-sacPgp0Gy" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "source": [ + "!pip install pyspedas" + ], + "metadata": { + "id": "dYoYmlyMgSYN" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "c7sjkMVhf0G1" + }, + "outputs": [], + "source": [ + "import pyspedas\n", + "from pytplot import tplot" + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Setting your local data directory\n", + "\n", + "By default, data files are saved in a subfolder of your current working directory; you can change this by setting the `SPEDAS_DATA_DIR` environment variable. Directories for individual missions can also be changed from the default with mission-specific environment variables, e.g., `PSP_DATA_DIR` or `SOLO_DATA_DIR`" + ], + "metadata": { + "id": "ccGCBtj2crIN" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Load some Parker Solar Probe FIELDS data\n", + "\n", + "#### Set a timespan for four days near perihelion 2\n", + "\n", + "This example time range was taken from the PSP FIELDS team's IDL example" + ], + "metadata": { + "id": "SbJmTdoV0PW1" + } + }, + { + "cell_type": "code", + "source": [ + "trange = ['2019-04-03', '2019-04-07']" + ], + "metadata": { + "id": "ablkBhTuLPbv" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Load the MAG data in RTN coordinates\n", + "\n", + "Note: the load routines in PySPEDAS all follow the form: pyspedas.mission.instrument(), and have the same core keywords for accessing data (trange, level, datatype, etc). " + ], + "metadata": { + "id": "SFmFng0z0i26" + } + }, + { + "cell_type": "code", + "source": [ + "variables = pyspedas.psp.fields(datatype='mag_rtn_4_sa_per_cyc', trange=trange)" + ], + "metadata": { "colab": { - "name": "PySPEDAS/PyTplot for Solar Physicists.ipynb", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" + "base_uri": "https://localhost:8080/" + }, + "id": "c057pvX-gEH0", + "outputId": "eca6ccf6-7c67-4d4a-e233-71402515eef3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "05-Apr-22 23:05:31: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/mag_rtn_4_per_cycle/2019/\n", + "05-Apr-22 23:05:31: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190403_v02.cdf to psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190403_v02.cdf\n", + "05-Apr-22 23:05:31: Download complete: psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190403_v02.cdf\n", + "05-Apr-22 23:05:31: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190404_v02.cdf to psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190404_v02.cdf\n", + "05-Apr-22 23:05:32: Download complete: psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190404_v02.cdf\n", + "05-Apr-22 23:05:32: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190405_v02.cdf to psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190405_v02.cdf\n", + "05-Apr-22 23:05:32: Download complete: psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190405_v02.cdf\n", + "05-Apr-22 23:05:32: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190406_v02.cdf to psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190406_v02.cdf\n", + "05-Apr-22 23:05:32: Download complete: psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190406_v02.cdf\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['psp_fld_l2_mag_RTN_4_Sa_per_Cyc']" + ] + }, + "metadata": {}, + "execution_count": 4 } + ] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# PySPEDAS/PyTplot for Solar Physicists\n", - "\n", - "**By Eric Grimes, UCLA - Earth, Planetary, and Space Sciences; egrimes@igpp.ucla.edu**\n", - "\n", - "- PySPEDAS: https://pyspedas.readthedocs.io/\n", - "- PyTplot: https://pytplot.readthedocs.io/\n", - "\n", - "\n", - "This notebook is available online at:\n", - "\n", - "https://colab.research.google.com/drive/1OOobvI53Qgb6HszUc1pFsF9BmLYQGVN7?usp=sharing\n", - "\n", - "\n", - "A little history: \n", - "- `tplot` started as an IDL project in 1995, by Davin Larson, and is the core of SPEDAS (and now PySPEDAS)\n", - "- in 2017, some developers on the MAVEN team created an initial Python version, using Qt as a back-end for creating figures\n", - "- in late 2021, development began on a `matplotlib` version, which is what we're using in this notebook\n", - "- it has primarily been used in Magnetospheric Physics, but I'm sure it's also going to be useful for timeseries data in other areas of Heliophysics" - ], - "metadata": { - "id": "nP-sacPgp0Gy" - } - }, - { - "cell_type": "code", - "source": [ - "!pip install pyspedas" - ], - "metadata": { - "id": "dYoYmlyMgSYN" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "c7sjkMVhf0G1" - }, - "outputs": [], - "source": [ - "import pyspedas\n", - "from pytplot import tplot" - ] - }, - { - "cell_type": "markdown", - "source": [ - "### Setting your local data directory\n", - "\n", - "By default, data files are saved in a subfolder of your current working directory; you can change this by setting the `SPEDAS_DATA_DIR` environment variable. Directories for individual missions can also be changed from the default with mission-specific environment variables, e.g., `PSP_DATA_DIR` or `SOLO_DATA_DIR`" - ], - "metadata": { - "id": "ccGCBtj2crIN" - } - }, - { - "cell_type": "markdown", - "source": [ - "### Load some Parker Solar Probe FIELDS data\n", - "\n", - "#### Set a timespan for four days near perihelion 2\n", - "\n", - "This example time range was taken from the PSP FIELDS team's IDL example" - ], - "metadata": { - "id": "SbJmTdoV0PW1" - } - }, - { - "cell_type": "code", - "source": [ - "trange = ['2019-04-03', '2019-04-07']" - ], - "metadata": { - "id": "ablkBhTuLPbv" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "### Load the MAG data in RTN coordinates\n", - "\n", - "Note: the load routines in PySPEDAS all follow the form: pyspedas.mission.instrument(), and have the same core keywords for accessing data (trange, level, datatype, etc). " - ], - "metadata": { - "id": "SFmFng0z0i26" - } - }, - { - "cell_type": "code", - "source": [ - "variables = pyspedas.psp.fields(datatype='mag_rtn_4_sa_per_cyc', trange=trange)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "c057pvX-gEH0", - "outputId": "eca6ccf6-7c67-4d4a-e233-71402515eef3" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "05-Apr-22 23:05:31: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/mag_rtn_4_per_cycle/2019/\n", - "05-Apr-22 23:05:31: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190403_v02.cdf to psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190403_v02.cdf\n", - "05-Apr-22 23:05:31: Download complete: psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190403_v02.cdf\n", - "05-Apr-22 23:05:31: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190404_v02.cdf to psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190404_v02.cdf\n", - "05-Apr-22 23:05:32: Download complete: psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190404_v02.cdf\n", - "05-Apr-22 23:05:32: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190405_v02.cdf to psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190405_v02.cdf\n", - "05-Apr-22 23:05:32: Download complete: psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190405_v02.cdf\n", - "05-Apr-22 23:05:32: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190406_v02.cdf to psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190406_v02.cdf\n", - "05-Apr-22 23:05:32: Download complete: psp_data/fields/l2/mag_rtn_4_per_cycle/2019/psp_fld_l2_mag_rtn_4_sa_per_cyc_20190406_v02.cdf\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['psp_fld_l2_mag_RTN_4_Sa_per_Cyc']" - ] - }, - "metadata": {}, - "execution_count": 4 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "To find the supported load routines and keywords, see our documentation: https://pyspedas.readthedocs.io/\n", - "\n", - "You can also see the supported options by calling `help` on the load routine you're interested in" - ], - "metadata": { - "id": "Sr69rMo4Svex" - } - }, - { - "cell_type": "code", - "source": [ - "help(pyspedas.solo.mag)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "oB2yIwdSSUdN", - "outputId": "4b02e9b4-8987-4383-9a0c-c9c2c3ecac0f" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Help on function mag in module pyspedas.solo:\n", - "\n", - "mag(trange=['2020-06-01', '2020-06-02'], datatype='rtn-normal', level='l2', suffix='', get_support_data=False, varformat=None, varnames=[], downloadonly=False, notplot=False, no_update=False, time_clip=False)\n", - " This function loads data from the Magnetometer (MAG)\n", - " \n", - " Parameters\n", - " ----------\n", - " trange : list of str\n", - " time range of interest [starttime, endtime] with the format \n", - " 'YYYY-MM-DD','YYYY-MM-DD'] or to specify more or less than a day \n", - " ['YYYY-MM-DD/hh:mm:ss','YYYY-MM-DD/hh:mm:ss']\n", - " \n", - " datatype: str\n", - " Data type; Valid options:\n", - " 'rtn-normal': RTN Coordinates in Normal Mode\n", - " 'rtn-normal-1-minute': Same as above, but at 1-min resolution\n", - " 'rtn-burst': RTN Coordinates in Burst Mode\n", - " 'srf-normal': Spacecraft Reference Frame in Normal Mode\n", - " 'srf-burst': Spacecraft Reference Frame in Burst Mode \n", - " \n", - " level: str\n", - " Data level (default: l2)\n", - " \n", - " suffix: str\n", - " The tplot variable names will be given this suffix. By default, \n", - " no suffix is added.\n", - " \n", - " get_support_data: bool\n", - " Data with an attribute \"VAR_TYPE\" with a value of \"support_data\"\n", - " will be loaded into tplot. By default, only loads in data with a \n", - " \"VAR_TYPE\" attribute of \"data\".\n", - " \n", - " varformat: str\n", - " The file variable formats to load into tplot. Wildcard character\n", - " \"*\" is accepted. By default, all variables are loaded in.\n", - " \n", - " varnames: list of str\n", - " List of variable names to load (if not specified,\n", - " all data variables are loaded)\n", - " \n", - " downloadonly: bool\n", - " Set this flag to download the CDF files, but not load them into \n", - " tplot variables\n", - " \n", - " notplot: bool\n", - " Return the data in hash tables instead of creating tplot variables\n", - " \n", - " no_update: bool\n", - " If set, only load data from your local cache\n", - " \n", - " time_clip: bool\n", - " Time clip the variables to exactly the range specified in the trange keyword\n", - " \n", - " Returns\n", - " ----------\n", - " List of tplot variables created.\n", - "\n" - ] - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Note: most load routines have some reasonable defaults for every keyword (including trange), so simply calling `pyspedas.mission.instrument()` should load some data, e.g., " - ], - "metadata": { - "id": "bwscaJGmWqgg" - } - }, - { - "cell_type": "code", - "source": [ - "pyspedas.solo.mag()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "TFZ4njfsW19U", - "outputId": "0493b7b1-325c-4518-a9fb-88304bcb5b38" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "05-Apr-22 23:05:39: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/solar-orbiter/mag/science/l2/rtn-normal/2020/\n", - "05-Apr-22 23:05:39: Downloading https://spdf.gsfc.nasa.gov/pub/data/solar-orbiter/mag/science/l2/rtn-normal/2020/solo_l2_mag-rtn-normal_20200601_v02.cdf to solar_orbiter_data/mag/science/l2/rtn-normal/2020/solo_l2_mag-rtn-normal_20200601_v02.cdf\n", - "05-Apr-22 23:05:40: Download complete: solar_orbiter_data/mag/science/l2/rtn-normal/2020/solo_l2_mag-rtn-normal_20200601_v02.cdf\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['B_RTN']" - ] - }, - "metadata": {}, - "execution_count": 6 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "And we can now plot it:" - ], - "metadata": { - "id": "ipHH8YbQW5yE" - } - }, - { - "cell_type": "code", - "source": [ - "tplot('B_RTN')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "zJ33ZbuyW8Ql", - "outputId": "f27aca9c-5ea7-4cf0-f4d1-e722f1ee2bf0" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "### PSP Radio Frequency Spectrometer (RFS) HFR and LFR data\n", - "\n", - "Note: specifying the variable names with the varnames keyword isn't required, but does speed up loading these data" - ], - "metadata": { - "id": "oyGWQLN_0nvC" - } - }, - { - "cell_type": "code", - "source": [ - "pyspedas.psp.fields(datatype='rfs_hfr', trange=trange, varnames='psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2')\n", - "pyspedas.psp.fields(datatype='rfs_lfr', trange=trange, varnames='psp_fld_l2_rfs_lfr_auto_averages_ch0_V1V2')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ryluxlNMLQRK", - "outputId": "2357c0ad-af6a-4053-9e2c-8092a0fa63e1" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "05-Apr-22 23:05:53: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_hfr/2019/\n", - "05-Apr-22 23:05:54: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190403_v02.cdf to psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190403_v02.cdf\n", - "05-Apr-22 23:05:54: Download complete: psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190403_v02.cdf\n", - "05-Apr-22 23:05:54: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190404_v02.cdf to psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190404_v02.cdf\n", - "05-Apr-22 23:05:55: Download complete: psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190404_v02.cdf\n", - "05-Apr-22 23:05:55: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190405_v02.cdf to psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190405_v02.cdf\n", - "05-Apr-22 23:05:56: Download complete: psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190405_v02.cdf\n", - "05-Apr-22 23:05:56: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190406_v02.cdf to psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190406_v02.cdf\n", - "05-Apr-22 23:05:57: Download complete: psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190406_v02.cdf\n", - "05-Apr-22 23:05:57: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_lfr/2019/\n", - "05-Apr-22 23:05:57: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190403_v02.cdf to psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190403_v02.cdf\n", - "05-Apr-22 23:05:58: Download complete: psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190403_v02.cdf\n", - "05-Apr-22 23:05:58: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190404_v02.cdf to psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190404_v02.cdf\n", - "05-Apr-22 23:05:58: Download complete: psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190404_v02.cdf\n", - "05-Apr-22 23:05:58: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190405_v02.cdf to psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190405_v02.cdf\n", - "05-Apr-22 23:05:59: Download complete: psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190405_v02.cdf\n", - "05-Apr-22 23:05:59: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190406_v02.cdf to psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190406_v02.cdf\n", - "05-Apr-22 23:06:00: Download complete: psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190406_v02.cdf\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['psp_fld_l2_rfs_lfr_auto_averages_ch0_V1V2']" - ] - }, - "metadata": {}, - "execution_count": 8 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "You can use the `xsize` and `ysize` options to change the figure size" - ], - "metadata": { - "id": "AZbBo05uYs3d" - } - }, - { - "cell_type": "code", - "source": [ - "tplot(['psp_fld_l2_mag_RTN_4_Sa_per_Cyc',\n", - " 'psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2',\n", - " 'psp_fld_l2_rfs_lfr_auto_averages_ch0_V1V2'], xsize=20)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 610 - }, - "id": "a-2dIig0LTAr", - "outputId": "8f04ac4b-0f15-40c2-a50b-15f603e90c0f" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Return the data in `numpy` arrays" - ], - "metadata": { - "id": "6fXF8JRzokD5" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import get_data\n", - "\n", - "data = get_data('psp_fld_l2_mag_RTN_4_Sa_per_Cyc')" - ], - "metadata": { - "id": "IcwP6iZyLYxV" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "The time values are stored in `data.times` (as unix times)" - ], - "metadata": { - "id": "H2TnM6Z8ooMh" - } - }, - { - "cell_type": "code", - "source": [ - "data.times" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "6dk-RnwNojzK", - "outputId": "f3fcac6d-2f90-4478-d320-093bbfacd23a" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([1.5542496e+09, 1.5542496e+09, 1.5542496e+09, ..., 1.5545952e+09,\n", - " 1.5545952e+09, 1.5545952e+09])" - ] - }, - "metadata": {}, - "execution_count": 11 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "The data values (for a simple line plot) are stored in `data.y`" - ], - "metadata": { - "id": "LD_XotKsoud6" - } - }, - { - "cell_type": "code", - "source": [ - "data.y" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "IH1asENRotLi", - "outputId": "c741237b-36da-47a8-bc9e-a3cd0f757fe6" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([[-68.48057 , 24.101665 , -2.508148 ],\n", - " [-68.432144 , 24.598341 , -1.9882753],\n", - " [-68.27809 , 25.49397 , -1.8627083],\n", - " ...,\n", - " [-85.62291 , -6.7592106, 30.901932 ],\n", - " [-84.878944 , -7.3238993, 32.606995 ],\n", - " [-85.198906 , -3.1285264, 32.59051 ]], dtype=float32)" - ] - }, - "metadata": {}, - "execution_count": 12 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "You can then use the `numpy` `ndarray` methods to work with these data, e.g., to find the shape of the data:" - ], - "metadata": { - "id": "8IQTd1zFVomn" - } - }, - { - "cell_type": "code", - "source": [ - "data.y.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "0pmAYRdKVxf2", - "outputId": "bfd7668e-8fe7-4577-c11c-c21ef9321e2e" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(1582027, 3)" - ] - }, - "metadata": {}, - "execution_count": 13 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "You can convert from unix times to strings using `time_string`" - ], - "metadata": { - "id": "CLBNVxmPo2aS" - } - }, - { - "cell_type": "code", - "source": [ - "from pyspedas import time_string\n", - "\n", - "time_string(data.times[0])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 35 - }, - "id": "I_hvemMUoykS", - "outputId": "b478a836-1b47-4df2-8b51-38d97ecc4315" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "'2019-04-03 00:00:00.075775'" - ], - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - } - }, - "metadata": {}, - "execution_count": 14 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "And convert back using `time_double`" - ], - "metadata": { - "id": "bleHlkqzo9sC" - } - }, - { - "cell_type": "code", - "source": [ - "from pyspedas import time_double\n", - "\n", - "time_double('2019-04-03 00:00:00.075775')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "3B_appLco8lq", - "outputId": "37a09552-bf5f-4307-e676-080cd31c9211" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "1554249600.075775" - ] - }, - "metadata": {}, - "execution_count": 15 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "And convert to datetime objects using `time_datetime`" - ], - "metadata": { - "id": "FR_HWjGUpLz7" - } - }, - { - "cell_type": "code", - "source": [ - "from pyspedas import time_datetime\n", - "\n", - "time_datetime(data.times[0])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "2LTmYN8NpJXk", - "outputId": "765b9a3a-7eb0-43fe-bba7-e77f3953d7f3" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "datetime.datetime(2019, 4, 3, 0, 0, 0, 75775, tzinfo=datetime.timezone.utc)" - ] - }, - "metadata": {}, - "execution_count": 16 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "For spectra variables, `data.y` contains the data values (z-axis), and `data.v` contains the y-axis values at each point" - ], - "metadata": { - "id": "H6TSoCMb05zr" - } - }, - { - "cell_type": "code", - "source": [ - "rfs_data = get_data('psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2')" - ], - "metadata": { - "id": "Jf8UvPBKpPdT" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "rfs_data.y" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "-had6FOn1EVS", - "outputId": "4f9120e8-7a84-42a9-8d3d-d15a5d7d96c4" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([[1.4241522e-16, 1.2002528e-16, 1.1531492e-16, ..., 4.1675483e-17,\n", - " 5.2248089e-17, 5.5130728e-17],\n", - " [1.3988928e-16, 1.3030286e-16, 1.1411372e-16, ..., 3.7384977e-17,\n", - " 4.7942641e-17, 6.0811354e-17],\n", - " [1.2689870e-16, 1.4484774e-16, 1.1981941e-16, ..., 4.8320540e-17,\n", - " 5.1633024e-17, 6.9066663e-17],\n", - " ...,\n", - " [6.9643929e-17, 7.2604177e-17, 7.0270032e-17, ..., 3.7698915e-17,\n", - " 4.9464114e-17, 6.5470293e-17],\n", - " [7.3432846e-17, 7.4527471e-17, 7.4414161e-17, ..., 4.8399026e-17,\n", - " 5.2863154e-17, 6.1260904e-17],\n", - " [7.5297239e-17, 7.1101607e-17, 6.3363147e-17, ..., 4.1884777e-17,\n", - " 4.8169242e-17, 6.2078257e-17]], dtype=float32)" - ] - }, - "metadata": {}, - "execution_count": 18 - } - ] - }, - { - "cell_type": "code", - "source": [ - "rfs_data.y.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "q7NuQWkG9T_x", - "outputId": "7ef751f7-c1c8-42b6-ab4a-45d8381e1d10" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(49436, 64)" - ] - }, - "metadata": {}, - "execution_count": 19 - } - ] - }, - { - "cell_type": "code", - "source": [ - "rfs_data.v" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "uAsWrB671FL7", - "outputId": "6fa0206c-fb5f-4fa1-faf2-f5ac90fb1779" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([[ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", - " 19171876.],\n", - " [ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", - " 19171876.],\n", - " [ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", - " 19171876.],\n", - " ...,\n", - " [ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", - " 19171876.],\n", - " [ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", - " 19171876.],\n", - " [ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", - " 19171876.]], dtype=float32)" - ] - }, - "metadata": {}, - "execution_count": 20 - } - ] - }, - { - "cell_type": "code", - "source": [ - "rfs_data.v.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "0c1E1mY79WyR", - "outputId": "49d163d7-8582-49dc-d741-34614ea6315e" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(49436, 64)" - ] - }, - "metadata": {}, - "execution_count": 21 - } + { + "cell_type": "markdown", + "source": [ + "To find the supported load routines and keywords, see our documentation: https://pyspedas.readthedocs.io/\n", + "\n", + "You can also see the supported options by calling `help` on the load routine you're interested in" + ], + "metadata": { + "id": "Sr69rMo4Svex" + } + }, + { + "cell_type": "code", + "source": [ + "help(pyspedas.solo.mag)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "oB2yIwdSSUdN", + "outputId": "4b02e9b4-8987-4383-9a0c-c9c2c3ecac0f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Help on function mag in module pyspedas.solo:\n", + "\n", + "mag(trange=['2020-06-01', '2020-06-02'], datatype='rtn-normal', level='l2', suffix='', get_support_data=False, varformat=None, varnames=[], downloadonly=False, notplot=False, no_update=False, time_clip=False)\n", + " This function loads data from the Magnetometer (MAG)\n", + " \n", + " Parameters\n", + " ----------\n", + " trange : list of str\n", + " time range of interest [starttime, endtime] with the format \n", + " 'YYYY-MM-DD','YYYY-MM-DD'] or to specify more or less than a day \n", + " ['YYYY-MM-DD/hh:mm:ss','YYYY-MM-DD/hh:mm:ss']\n", + " \n", + " datatype: str\n", + " Data type; Valid options:\n", + " 'rtn-normal': RTN Coordinates in Normal Mode\n", + " 'rtn-normal-1-minute': Same as above, but at 1-min resolution\n", + " 'rtn-burst': RTN Coordinates in Burst Mode\n", + " 'srf-normal': Spacecraft Reference Frame in Normal Mode\n", + " 'srf-burst': Spacecraft Reference Frame in Burst Mode \n", + " \n", + " level: str\n", + " Data level (default: l2)\n", + " \n", + " suffix: str\n", + " The tplot variable names will be given this suffix. By default, \n", + " no suffix is added.\n", + " \n", + " get_support_data: bool\n", + " Data with an attribute \"VAR_TYPE\" with a value of \"support_data\"\n", + " will be loaded into tplot. By default, only loads in data with a \n", + " \"VAR_TYPE\" attribute of \"data\".\n", + " \n", + " varformat: str\n", + " The file variable formats to load into tplot. Wildcard character\n", + " \"*\" is accepted. By default, all variables are loaded in.\n", + " \n", + " varnames: list of str\n", + " List of variable names to load (if not specified,\n", + " all data variables are loaded)\n", + " \n", + " downloadonly: bool\n", + " Set this flag to download the CDF files, but not load them into \n", + " tplot variables\n", + " \n", + " notplot: bool\n", + " Return the data in hash tables instead of creating tplot variables\n", + " \n", + " no_update: bool\n", + " If set, only load data from your local cache\n", + " \n", + " time_clip: bool\n", + " Time clip the variables to exactly the range specified in the trange keyword\n", + " \n", + " Returns\n", + " ----------\n", + " List of tplot variables created.\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Note: most load routines have some reasonable defaults for every keyword (including trange), so simply calling `pyspedas.mission.instrument()` should load some data, e.g., " + ], + "metadata": { + "id": "bwscaJGmWqgg" + } + }, + { + "cell_type": "code", + "source": [ + "pyspedas.solo.mag()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TFZ4njfsW19U", + "outputId": "0493b7b1-325c-4518-a9fb-88304bcb5b38" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "05-Apr-22 23:05:39: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/solar-orbiter/mag/science/l2/rtn-normal/2020/\n", + "05-Apr-22 23:05:39: Downloading https://spdf.gsfc.nasa.gov/pub/data/solar-orbiter/mag/science/l2/rtn-normal/2020/solo_l2_mag-rtn-normal_20200601_v02.cdf to solar_orbiter_data/mag/science/l2/rtn-normal/2020/solo_l2_mag-rtn-normal_20200601_v02.cdf\n", + "05-Apr-22 23:05:40: Download complete: solar_orbiter_data/mag/science/l2/rtn-normal/2020/solo_l2_mag-rtn-normal_20200601_v02.cdf\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['B_RTN']" ] - }, - { - "cell_type": "markdown", - "source": [ - "The metadata for a variable can be obtained using the `metadata` option in `get_data`" - ], - "metadata": { - "id": "DL-0OXuA9YFV" - } - }, - { - "cell_type": "code", - "source": [ - "metadata = get_data('psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2', metadata=True)\n", - "\n", - "metadata" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "gRSYswwd9dKJ", - "outputId": "12d112bd-9639-4505-f173-a80603e99b40" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "{'CDF': {'FILENAME': 'psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190406_v02.cdf',\n", - " 'GATT': {'Data_type': 'L2>Level 2 Data',\n", - " 'Data_version': '02',\n", - " 'Dependencies': 'None',\n", - " 'Descriptor': 'RFS_HFR>Radio Frequency Spectrometer HFR',\n", - " 'Discipline': ['Solar Physics>Heliospheric Physics',\n", - " 'Space Physics>Interplanetary Studies'],\n", - " 'File_naming_convention': 'source_datatype_descriptor_yyyyMMdd',\n", - " 'Generated_by': 'PSP FIELDS SOC',\n", - " 'Generation_date': 'Thu Jan 30 19:00:36 2020',\n", - " 'HTTP_LINK': 'http://fields.ssl.berkeley.edu/data/',\n", - " 'Instrument_type': ['Radio and Plasma Waves (space)',\n", - " 'Electric Fields (space)',\n", - " 'Magnetic Fields (space)'],\n", - " 'LINK_TEXT': 'PSP/FIELDS SOC',\n", - " 'LINK_TITLE': 'PSP/FIELDS RFS HFR and LFR data available at',\n", - " 'Logical_file_id': 'psp_fld_l2_rfs_hfr_20190406_v02',\n", - " 'Logical_source': 'psp_fld_l2_rfs_hfr',\n", - " 'Logical_source_description': 'PSP FIELDS RFS HFR Data',\n", - " 'MODS': ['Revision 1', \"Revision 2: Corrected 'Instrument_type' metadata\"],\n", - " 'Mission_group': 'PSP',\n", - " 'PI_affiliation': 'UC Berkeley Space Sciences Laboratory',\n", - " 'PI_name': 'Stuart D. Bale (bale@ssl.berkeley.edu)',\n", - " 'Parents': ['spp_fld_l1_rfs_hfr_auto_20190405_v00.cdf',\n", - " 'spp_fld_l1_rfs_hfr_auto_20190406_v00.cdf',\n", - " 'spp_fld_l1_rfs_hfr_auto_20190407_v00.cdf',\n", - " 'spp_fld_l1_rfs_hfr_cross_20190405_v00.cdf',\n", - " 'spp_fld_l1_rfs_hfr_cross_20190406_v00.cdf',\n", - " 'spp_fld_l1_rfs_hfr_cross_20190407_v00.cdf'],\n", - " 'Project': 'PSP',\n", - " 'Rules_of_use': 'PSP/FIELDS Rules of the Road available at http://fields.ssl.berkeley.edu/rules/',\n", - " 'Source_name': 'PSP_FLD>Parker Solar Probe FIELDS',\n", - " 'TEXT': ['PSP FIELDS Radio Frequency Spectrometer (RFS), HFR data.',\n", - " 'The RFS is the high frequency component of the FIELDS experiment on the Parker Solar Probe spacecraft [1]. For a full description of the FIELDS experiment, see [2]. For a description of the RFS, see [3].',\n", - " 'The RFS produces auto and cross spectral data products in two frequency ranges, the LFR (Low Frequency Reciever) range and the HFR (High Frequency Receiver) range. Telemetered spectral data products for both HFR and LFR contain 64 frequency bins, with the LFR typically covering a frequency range from 10.5 kHz to 1.7 MHz, and the HFR covering from 1.3 MHz to 19.2 MHz, with approximately logarithmically spaced bins. LFR HiRes spectra contain 32 finely spaced frequency bins near the plasma frequency. The exact frequency bins are selectable and are included as metadata variables in this file.',\n", - " 'The Level 2 data products contained in this data file have been calibrated for the preamp and RFS analog section response, and the polyphase filter bank (PFB) and the FFT spectral processing as described in [3]. Corrections for base capacitance and antenna effective length have not been applied (these corrections will be applied in Level 3 RFS data.) Therefore, units for all spectral quantities are given in V^2/Hz.',\n", - " 'Time resolution of the RFS varies with instrument mode. During encounter (when PSP is within 0.25 AU of the Sun), cadence for RFS HFR and LFR spectra is typically about 7 seconds. During cruise mode, which is the default mode for operations outside of 0.25 AU, cadence for HFR and LFR spectra is about 56 seconds.',\n", - " 'References:',\n", - " '1. Fox, N.J., Velli, M.C., Bale, S.D. et al. Space Sci Rev (2016) 204: 7. https://doi.org/10.1007/s11214-015-0211-6',\n", - " '2. Bale, S.D., Goetz, K., Harvey, P.R. et al. Space Sci Rev (2016) 204: 49. https://doi.org/10.1007/s11214-016-0244-5',\n", - " '3. Pulupa, M., Bale, S. D., Bonnell, J.W. et al. (2017) JGR Space Physics, 122, 2836-2854. https://doi.org/10.1002/2016JA023345'],\n", - " 'TITLE': 'PSP FIELDS RFS HFR data',\n", - " 'Time_resolution': 'Varies with instrument mode (see TEXT)',\n", - " 'spase_DatasetResourceID': 'spase://VSPO/TBD',\n", - " 'svn_version': '26129'},\n", - " 'VATT': {'CATDESC': 'HFR Auto Spectra, Ch0: V1V2',\n", - " 'DEPEND_0': 'epoch_hfr_auto_averages_ch0_V1V2',\n", - " 'DEPEND_1': 'frequency_hfr_auto_averages_ch0_V1V2',\n", - " 'DISPLAY_TYPE': 'spectrogram',\n", - " 'FIELDNAM': 'psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2',\n", - " 'FILLVAL': -1e+31,\n", - " 'FORMAT': 'E12.2',\n", - " 'LABLAXIS': 'HFR auto_averages ch0 V1V2 PSD',\n", - " 'SCALETYP': 'log',\n", - " 'SI_conv': '1.0>Volts^2/Hz',\n", - " 'UNITS': 'Volts^2/Hz',\n", - " 'VALIDMAX': 1e+30,\n", - " 'VALIDMIN': 0.0,\n", - " 'VAR_TYPE': 'data'}},\n", - " 'plot_options': {'create_time': datetime.datetime(2022, 4, 5, 23, 5, 57, 612159),\n", - " 'error': None,\n", - " 'extras': {'alt': 0,\n", - " 'border': True,\n", - " 'char_size': 10,\n", - " 'map': 0,\n", - " 'panel_size': 1,\n", - " 'plotter': None,\n", - " 'spec': 1,\n", - " 'spec_dim_to_plot': 'v'},\n", - " 'interactive_xaxis_opt': {},\n", - " 'interactive_yaxis_opt': {},\n", - " 'line_opt': {},\n", - " 'links': {},\n", - " 'overplots': [],\n", - " 'spec_bins_ascending': True,\n", - " 'time_bar': [],\n", - " 'trange': [1554249601.3932629, 1554595198.9892254],\n", - " 'xaxis_opt': {'axis_label': 'Time',\n", - " 'crosshair': 'X',\n", - " 'x_axis_type': 'linear'},\n", - " 'yaxis_opt': {'axis_label': 'HFR auto_averages ch0 V1V2 PSD',\n", - " 'crosshair': 'Y',\n", - " 'y_axis_type': 'log',\n", - " 'y_range': [1275000.0, 19171876.0]},\n", - " 'zaxis_opt': {'axis_label': '[Volts^2/Hz]',\n", - " 'crosshair': 'Z',\n", - " 'z_axis_type': 'log'}}}" - ] - }, - "metadata": {}, - "execution_count": 22 - } + }, + "metadata": {}, + "execution_count": 6 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "And we can now plot it:" + ], + "metadata": { + "id": "ipHH8YbQW5yE" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('B_RTN')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 + }, + "id": "zJ33ZbuyW8Ql", + "outputId": "f27aca9c-5ea7-4cf0-f4d1-e722f1ee2bf0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### PSP Radio Frequency Spectrometer (RFS) HFR and LFR data\n", + "\n", + "Note: specifying the variable names with the varnames keyword isn't required, but does speed up loading these data" + ], + "metadata": { + "id": "oyGWQLN_0nvC" + } + }, + { + "cell_type": "code", + "source": [ + "pyspedas.psp.fields(datatype='rfs_hfr', trange=trange, varnames='psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2')\n", + "pyspedas.psp.fields(datatype='rfs_lfr', trange=trange, varnames='psp_fld_l2_rfs_lfr_auto_averages_ch0_V1V2')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ryluxlNMLQRK", + "outputId": "2357c0ad-af6a-4053-9e2c-8092a0fa63e1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "05-Apr-22 23:05:53: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_hfr/2019/\n", + "05-Apr-22 23:05:54: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190403_v02.cdf to psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190403_v02.cdf\n", + "05-Apr-22 23:05:54: Download complete: psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190403_v02.cdf\n", + "05-Apr-22 23:05:54: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190404_v02.cdf to psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190404_v02.cdf\n", + "05-Apr-22 23:05:55: Download complete: psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190404_v02.cdf\n", + "05-Apr-22 23:05:55: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190405_v02.cdf to psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190405_v02.cdf\n", + "05-Apr-22 23:05:56: Download complete: psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190405_v02.cdf\n", + "05-Apr-22 23:05:56: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190406_v02.cdf to psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190406_v02.cdf\n", + "05-Apr-22 23:05:57: Download complete: psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190406_v02.cdf\n", + "05-Apr-22 23:05:57: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_lfr/2019/\n", + "05-Apr-22 23:05:57: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190403_v02.cdf to psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190403_v02.cdf\n", + "05-Apr-22 23:05:58: Download complete: psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190403_v02.cdf\n", + "05-Apr-22 23:05:58: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190404_v02.cdf to psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190404_v02.cdf\n", + "05-Apr-22 23:05:58: Download complete: psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190404_v02.cdf\n", + "05-Apr-22 23:05:58: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190405_v02.cdf to psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190405_v02.cdf\n", + "05-Apr-22 23:05:59: Download complete: psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190405_v02.cdf\n", + "05-Apr-22 23:05:59: Downloading https://spdf.gsfc.nasa.gov/pub/data/psp/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190406_v02.cdf to psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190406_v02.cdf\n", + "05-Apr-22 23:06:00: Download complete: psp_data/fields/l2/rfs_lfr/2019/psp_fld_l2_rfs_lfr_20190406_v02.cdf\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['psp_fld_l2_rfs_lfr_auto_averages_ch0_V1V2']" ] - }, - { - "cell_type": "markdown", - "source": [ - "You can create new `tplot` variables using `store_data`" - ], - "metadata": { - "id": "6-OXiPf68jqf" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import store_data\n", - "\n", - "store_data('mag_rtn', data={'x': data.times, 'y': data.y})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Md2K3Aeh1GLD", - "outputId": "cd7dea64-e4a9-44dd-cf76-40104241fb24" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 23 - } + }, + "metadata": {}, + "execution_count": 8 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You can use the `xsize` and `ysize` options to change the figure size" + ], + "metadata": { + "id": "AZbBo05uYs3d" + } + }, + { + "cell_type": "code", + "source": [ + "tplot(['psp_fld_l2_mag_RTN_4_Sa_per_Cyc',\n", + " 'psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2',\n", + " 'psp_fld_l2_rfs_lfr_auto_averages_ch0_V1V2'], xsize=20)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 610 + }, + "id": "a-2dIig0LTAr", + "outputId": "8f04ac4b-0f15-40c2-a50b-15f603e90c0f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Return the data in `numpy` arrays" + ], + "metadata": { + "id": "6fXF8JRzokD5" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import get_data\n", + "\n", + "data = get_data('psp_fld_l2_mag_RTN_4_Sa_per_Cyc')" + ], + "metadata": { + "id": "IcwP6iZyLYxV" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "The time values are stored in `data.times` (as unix times)" + ], + "metadata": { + "id": "H2TnM6Z8ooMh" + } + }, + { + "cell_type": "code", + "source": [ + "data.times" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6dk-RnwNojzK", + "outputId": "f3fcac6d-2f90-4478-d320-093bbfacd23a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([1.5542496e+09, 1.5542496e+09, 1.5542496e+09, ..., 1.5545952e+09,\n", + " 1.5545952e+09, 1.5545952e+09])" ] - }, - { - "cell_type": "code", - "source": [ - "tplot('mag_rtn')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "1hBOPnFp8nM3", - "outputId": "8a86b2d0-7143-4f89-b522-ebe3372ee2d0" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 11 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The data values (for a simple line plot) are stored in `data.y`" + ], + "metadata": { + "id": "LD_XotKsoud6" + } + }, + { + "cell_type": "code", + "source": [ + "data.y" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IH1asENRotLi", + "outputId": "c741237b-36da-47a8-bc9e-a3cd0f757fe6" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[-68.48057 , 24.101665 , -2.508148 ],\n", + " [-68.432144 , 24.598341 , -1.9882753],\n", + " [-68.27809 , 25.49397 , -1.8627083],\n", + " ...,\n", + " [-85.62291 , -6.7592106, 30.901932 ],\n", + " [-84.878944 , -7.3238993, 32.606995 ],\n", + " [-85.198906 , -3.1285264, 32.59051 ]], dtype=float32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "To find the names of all of the loaded `tplot` variables, use `tplot_names`" - ], - "metadata": { - "id": "BQen4j-o92Dy" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import tplot_names\n", - "\n", - "variables = tplot_names()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "u4l-dAbQ8wO4", - "outputId": "3ec9f961-4d05-4f9d-a086-f8af51c8cf27" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "0 : psp_fld_l2_mag_RTN_4_Sa_per_Cyc\n", - "1 : B_RTN\n", - "2 : psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2\n", - "3 : psp_fld_l2_rfs_lfr_auto_averages_ch0_V1V2\n", - "4 : mag_rtn\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['psp_fld_l2_mag_RTN_4_Sa_per_Cyc',\n", - " 'B_RTN',\n", - " 'psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2',\n", - " 'psp_fld_l2_rfs_lfr_auto_averages_ch0_V1V2',\n", - " 'mag_rtn']" - ] - }, - "metadata": {}, - "execution_count": 25 - } + }, + "metadata": {}, + "execution_count": 12 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You can then use the `numpy` `ndarray` methods to work with these data, e.g., to find the shape of the data:" + ], + "metadata": { + "id": "8IQTd1zFVomn" + } + }, + { + "cell_type": "code", + "source": [ + "data.y.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0pmAYRdKVxf2", + "outputId": "bfd7668e-8fe7-4577-c11c-c21ef9321e2e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1582027, 3)" ] - }, - { - "cell_type": "markdown", - "source": [ - "To change the plot options, use the `options` function in `pytplot`" - ], - "metadata": { - "id": "dILRAqlNTPIK" + }, + "metadata": {}, + "execution_count": 13 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You can convert from unix times to strings using `time_string`" + ], + "metadata": { + "id": "CLBNVxmPo2aS" + } + }, + { + "cell_type": "code", + "source": [ + "from pyspedas import time_string\n", + "\n", + "time_string(data.times[0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "id": "I_hvemMUoykS", + "outputId": "b478a836-1b47-4df2-8b51-38d97ecc4315" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'2019-04-03 00:00:00.075775'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import options\n", - "\n", - "help(options)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "nWPD_tWo-BfL", - "outputId": "d073d9df-6ef7-4f57-d5c8-14fdbd3e0df2" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Help on function options in module pytplot.options:\n", - "\n", - "options(name, option=None, value=None, opt_dict=None)\n", - " This function allows the user to set a large variety of options for individual plots.\n", - " \n", - " Parameters:\n", - " name : str\n", - " Name or number of the tplot variable\n", - " option : str\n", - " The name of the option. See section below.\n", - " value : str/int/float/list\n", - " The value of the option. See section below.\n", - " dict : dict\n", - " This can be a dictionary of option:value pairs. Option and value\n", - " will not be needed if this dictionary item is supplied.\n", - " \n", - " Options:\n", - " =================== ========== =====\n", - " Options Value type Notes\n", - " =================== ========== =====\n", - " Color str/list red, green, blue, etc. Also takes in RGB tuples, i.e. (0,255,0) for green\n", - " Colormap str/list https://matplotlib.org/examples/color/colormaps_reference.html.\n", - " Spec int 1 sets the Tplot Variable to spectrogram mode, 0 reverts.\n", - " Alt int 1 sets the Tplot Variable to altitude plot mode, 0 reverts.\n", - " Map int 1 sets the Tplot Variable to latitude/longitude mode, 0 reverts.\n", - " link list Allows a user to reference one tplot variable to another.\n", - " ylog int 1 sets the y axis to log scale, 0 reverts.\n", - " zlog int 1 sets the z axis to log scale, 0 reverts (spectrograms only).\n", - " legend_names list A list of strings that will be used to identify the lines.\n", - " xlog_slice bool Sets x axis on slice plot to log scale if True.\n", - " ylog bool Set y axis on main plot window to log scale if True.\n", - " ylog_slice bool Sets y axis on slice plot to log scale if True.\n", - " zlog bool Sets z axis on main plot window to log scale if True.\n", - " line_style str scatter (to make scatter plots), or solid_line, dot, dash, dash_dot, dash_dot_dot_dot, long_dash.\n", - " char_size int Defines character size for plot labels, etc.\n", - " name str The title of the plot.\n", - " panel_size flt Number between (0,1], representing the percent size of the plot.\n", - " basemap str Full path and name of a background image for \"Map\" plots.\n", - " alpha flt Number between [0,1], gives the transparency of the plot lines.\n", - " thick flt Sets plot line width.\n", - " yrange flt list Two numbers that give the y axis range of the plot.\n", - " zrange flt list Two numbers that give the z axis range of the plot.\n", - " xrange_slice flt list Two numbers that give the x axis range of spectrogram slicing plots.\n", - " yrange_slice flt list Two numbers that give the y axis range of spectrogram slicing plots.\n", - " ytitle str Title shown on the y axis. Use backslash for new lines.\n", - " ztitle str Title shown on the z axis. Spec plots only. Use backslash for new lines.\n", - " ysubtitle str Subtitle shown on the y axis.\n", - " zsubtitle str Subtitle shown on the z axis. Spec plots only.\n", - " plotter str Allows a user to implement their own plotting script in place of the ones\n", - " herein.\n", - " crosshair_x str Title for x-axis crosshair.\n", - " crosshair_y str Title for y-axis crosshair.\n", - " crosshair_z str Title for z-axis crosshair.\n", - " static str Datetime string that gives desired time to plot y and z values from a spec\n", - " plot.\n", - " static_tavg str Datetime string that gives desired time-averaged y and z values to plot\n", - " from a spec plot.\n", - " t_average int Seconds around which the cursor is averaged when hovering over spectrogram\n", - " plots.\n", - " spec_plot_dim int/str If variable has more than two dimensions, this sets which dimension the v\n", - " variable will display on the y axis in spectrogram plots.\n", - " All other dimensions are summed into this one, unless \"spec_slices_to_use\"\n", - " is also set for this variable.\n", - " spec_dim_to_plot int/str Same as spec_plot_dim, just with a slightly more descriptive name\n", - " spec_slices_to_use str Must be a dictionary of coordinate:values. If a variable has more than two\n", - " dimensions, spectrogram plots will plot values at that particular slice of\n", - " that dimension. See examples for how it works.\n", - " border bool Turns on or off the top/right axes that would create a box around the plot\n", - " var_label_ticks int Sets the number of ticks if this variable is displayed as an alternative x axis\n", - " =================== ========== =====\n", - " Returns:\n", - " None\n", - " \n", - " Examples:\n", - " >>> # Change the y range of Variable1\n", - " >>> import pytplot\n", - " >>> x_data = [1,2,3,4,5]\n", - " >>> y_data = [1,2,3,4,5]\n", - " >>> pytplot.store_data(\"Variable1\", data={'x':x_data, 'y':y_data})\n", - " >>> pytplot.options('Variable1', 'yrange', [2,4])\n", - " \n", - " >>> # Change Variable1 to use a log scale\n", - " >>> pytplot.options('Variable1', 'ylog', 1)\n", - " \n", - " >>> # Set the spectrogram plots to show dimension 'v2' at slice 'v1' = 0\n", - " >>> pytplot.options(\"Variable2\", \"spec_dim_to_plot\", 'v2')\n", - " >>> pytplot.options(\"Variable2\", \"spec_slices_to_use\", {'v1': 0})\n", - "\n" - ] - } + }, + "metadata": {}, + "execution_count": 14 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "And convert back using `time_double`" + ], + "metadata": { + "id": "bleHlkqzo9sC" + } + }, + { + "cell_type": "code", + "source": [ + "from pyspedas import time_double\n", + "\n", + "time_double('2019-04-03 00:00:00.075775')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3B_appLco8lq", + "outputId": "37a09552-bf5f-4307-e676-080cd31c9211" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1554249600.075775" ] - }, - { - "cell_type": "markdown", - "source": [ - "For example:" - ], - "metadata": { - "id": "tpvTiaRTTXvq" - } - }, - { - "cell_type": "code", - "source": [ - "options('mag_rtn', 'color', ['purple', 'green', 'black'])\n", - "options('mag_rtn', 'legend_names', ['R', 'T', 'N'])\n", - "options('mag_rtn', 'ytitle', 'Parker Solar Probe B-field')\n", - "options('mag_rtn', 'ysubtitle', '[nT]')\n", - "options('mag_rtn', 'char_size', 15)\n", - "\n", - "tplot(['psp_fld_l2_mag_RTN_4_Sa_per_Cyc', 'mag_rtn'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 680 - }, - "id": "5fQ_h4P1TU3h", - "outputId": "1c6048a7-e0a6-428d-c642-c5465d7ee771" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "05-Apr-22 23:07:42: /usr/local/lib/python3.7/dist-packages/IPython/core/pylabtools.py:125: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", - " fig.canvas.print_figure(bytes_io, **kw)\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 15 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "And convert to datetime objects using `time_datetime`" + ], + "metadata": { + "id": "FR_HWjGUpLz7" + } + }, + { + "cell_type": "code", + "source": [ + "from pyspedas import time_datetime\n", + "\n", + "time_datetime(data.times[0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2LTmYN8NpJXk", + "outputId": "765b9a3a-7eb0-43fe-bba7-e77f3953d7f3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "datetime.datetime(2019, 4, 3, 0, 0, 0, 75775, tzinfo=datetime.timezone.utc)" ] - }, - { - "cell_type": "markdown", - "source": [ - "Note: `options` changes panel-level options, figure-level options can be set with `tplot_options`, e.g., \n", - "\n", - "\n", - "Note: not all of these options are supported by the `matplotlib` version yet; if you find one that isn't working, please let us know and we'll prioritize it\n" - ], - "metadata": { - "id": "Gog_sjchUfof" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import tplot_options\n", - "\n", - "help(tplot_options)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "SoQ09VVkTi6N", - "outputId": "a7e4a7ef-78a7-4a2b-ff72-11b3dd28671f" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Help on function tplot_options in module pytplot.tplot_options:\n", - "\n", - "tplot_options(option, value)\n", - " This function allows the user to set GLOBAL options for the generated plots.\n", - " \n", - " Parameters:\n", - " option : str\n", - " The name of the option. See section below \n", - " value : str/int/float/list\n", - " The value of the option. See section below. \n", - " \n", - " Options:\n", - " ================ ========== =====\n", - " Options Value type Notes\n", - " ================ ========== =====\n", - " title str Title of the the entire output\n", - " title_size int Font size of the output\n", - " wsize [int, int] [height, width], pixel size of the plot window\n", - " title_align int Offset position in pixels of the title\n", - " var_label srt Name of the tplot variable to be used as another x axis\n", - " alt_range [flt, flt] The min and max altitude to be plotted on all alt plots\n", - " map_x_range [int, int] The min and max longitude to be plotted on all map plots\n", - " map_y_range [int, int] The min and max latitude to be plotted on all map plots\n", - " x_range [flt, flt] The min and max x_range (usually time) to be plotted on all Spec/1D plots\n", - " data_gap int Number of seconds with consecutive nan values allowed before no interp should occur\n", - " roi [str, str] Times between which there's a region of interest for a user\n", - " crosshair bool Option allowing crosshairs and crosshair legend\n", - " vertical_spacing int The space in pixels between two plots\n", - " show_all_axes bool Whether or not to just use one axis at the bottom of the plot\n", - " black_background bool Whether or not to make plot backgrounds black w/ white text\n", - " axis_font_size int The font size of the axis ticks. Default is 10.\n", - " axis_tick_num [tuples] A list of tuples that determines how many ticks appear. See pyqtgraph textFillLimits\n", - " yaxis_width int The number of pixels wide of the y axis\n", - " y_axis_zoom bool Set True if the mouse wheel should zoom in on the y axis as well as the x on plots.\n", - " ================ ========== =====\n", - " \n", - " Returns:\n", - " None\n", - " \n", - " Examples:\n", - " >>> # Set the plot title\n", - " >>> import pytplot\n", - " >>> pytplot.tplot_options('title', 'SWEA Data for Orbit 1563')\n", - " \n", - " >>> # Set the window size \n", - " >>> pytplot.tplot_options('wsize', [1000,500])\n", - "\n" - ] - } + }, + "metadata": {}, + "execution_count": 16 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "For spectra variables, `data.y` contains the data values (z-axis), and `data.v` contains the y-axis values at each point" + ], + "metadata": { + "id": "H6TSoCMb05zr" + } + }, + { + "cell_type": "code", + "source": [ + "rfs_data = get_data('psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2')" + ], + "metadata": { + "id": "Jf8UvPBKpPdT" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "rfs_data.y" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-had6FOn1EVS", + "outputId": "4f9120e8-7a84-42a9-8d3d-d15a5d7d96c4" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[1.4241522e-16, 1.2002528e-16, 1.1531492e-16, ..., 4.1675483e-17,\n", + " 5.2248089e-17, 5.5130728e-17],\n", + " [1.3988928e-16, 1.3030286e-16, 1.1411372e-16, ..., 3.7384977e-17,\n", + " 4.7942641e-17, 6.0811354e-17],\n", + " [1.2689870e-16, 1.4484774e-16, 1.1981941e-16, ..., 4.8320540e-17,\n", + " 5.1633024e-17, 6.9066663e-17],\n", + " ...,\n", + " [6.9643929e-17, 7.2604177e-17, 7.0270032e-17, ..., 3.7698915e-17,\n", + " 4.9464114e-17, 6.5470293e-17],\n", + " [7.3432846e-17, 7.4527471e-17, 7.4414161e-17, ..., 4.8399026e-17,\n", + " 5.2863154e-17, 6.1260904e-17],\n", + " [7.5297239e-17, 7.1101607e-17, 6.3363147e-17, ..., 4.1884777e-17,\n", + " 4.8169242e-17, 6.2078257e-17]], dtype=float32)" ] - }, - { - "cell_type": "code", - "source": [ - "tplot_options('title', 'Parker Solar Probe Data')\n", - "\n", - "tplot(['psp_fld_l2_mag_RTN_4_Sa_per_Cyc', 'mag_rtn'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 696 - }, - "id": "NY5F-vTUUqdQ", - "outputId": "b4260d70-723f-4728-fa6d-a8aaaa9d8409" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "05-Apr-22 23:08:35: /usr/local/lib/python3.7/dist-packages/IPython/core/pylabtools.py:125: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", - " fig.canvas.print_figure(bytes_io, **kw)\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 18 + } + ] + }, + { + "cell_type": "code", + "source": [ + "rfs_data.y.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "q7NuQWkG9T_x", + "outputId": "7ef751f7-c1c8-42b6-ab4a-45d8381e1d10" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(49436, 64)" ] - }, - { - "cell_type": "markdown", - "source": [ - "You can save figures using keywords to `tplot`, e.g., to save a PNG file:" - ], - "metadata": { - "id": "bF5R1zNb8qlV" - } - }, - { - "cell_type": "code", - "source": [ - "tplot('psp_fld_l2_mag_RTN_4_Sa_per_Cyc', save_png='figure')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 624 - }, - "id": "sQGhRTgmVQLM", - "outputId": "7fb41b9d-c172-4176-d9a6-6817d81a33f0" - }, - "execution_count": null, - "outputs": [ - { - "output_type": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 19 + } + ] + }, + { + "cell_type": "code", + "source": [ + "rfs_data.v" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "uAsWrB671FL7", + "outputId": "6fa0206c-fb5f-4fa1-faf2-f5ac90fb1779" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", + " 19171876.],\n", + " [ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", + " 19171876.],\n", + " [ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", + " 19171876.],\n", + " ...,\n", + " [ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", + " 19171876.],\n", + " [ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", + " 19171876.],\n", + " [ 1275000., 1321875., 1378125., ..., 17625000., 18375000.,\n", + " 19171876.]], dtype=float32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "To save the figure as a postscript file:" - ], - "metadata": { - "id": "RN-V_DuF86AM" - } - }, - { - "cell_type": "code", - "source": [ - "tplot('psp_fld_l2_mag_RTN_4_Sa_per_Cyc', save_eps='figure')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 624 - }, - "id": "Ru7ygES18x2O", - "outputId": "5b0abf63-960f-48e3-cefd-bc45c3721b13" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 20 + } + ] + }, + { + "cell_type": "code", + "source": [ + "rfs_data.v.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0c1E1mY79WyR", + "outputId": "49d163d7-8582-49dc-d741-34614ea6315e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(49436, 64)" ] - }, - { - "cell_type": "markdown", - "source": [ - "Or save as a PDF:" - ], - "metadata": { - "id": "vwBGAUmp9JQ4" - } - }, - { - "cell_type": "code", - "source": [ - "tplot('psp_fld_l2_mag_RTN_4_Sa_per_Cyc', save_pdf='figure')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 624 - }, - "id": "Ehf8fJnt8_if", - "outputId": "83acd7b8-ccca-4a23-f999-8f0dcd820dbc" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 21 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The metadata for a variable can be obtained using the `metadata` option in `get_data`" + ], + "metadata": { + "id": "DL-0OXuA9YFV" + } + }, + { + "cell_type": "code", + "source": [ + "metadata = get_data('psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2', metadata=True)\n", + "\n", + "metadata" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gRSYswwd9dKJ", + "outputId": "12d112bd-9639-4505-f173-a80603e99b40" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'CDF': {'FILENAME': 'psp_data/fields/l2/rfs_hfr/2019/psp_fld_l2_rfs_hfr_20190406_v02.cdf',\n", + " 'GATT': {'Data_type': 'L2>Level 2 Data',\n", + " 'Data_version': '02',\n", + " 'Dependencies': 'None',\n", + " 'Descriptor': 'RFS_HFR>Radio Frequency Spectrometer HFR',\n", + " 'Discipline': ['Solar Physics>Heliospheric Physics',\n", + " 'Space Physics>Interplanetary Studies'],\n", + " 'File_naming_convention': 'source_datatype_descriptor_yyyyMMdd',\n", + " 'Generated_by': 'PSP FIELDS SOC',\n", + " 'Generation_date': 'Thu Jan 30 19:00:36 2020',\n", + " 'HTTP_LINK': 'http://fields.ssl.berkeley.edu/data/',\n", + " 'Instrument_type': ['Radio and Plasma Waves (space)',\n", + " 'Electric Fields (space)',\n", + " 'Magnetic Fields (space)'],\n", + " 'LINK_TEXT': 'PSP/FIELDS SOC',\n", + " 'LINK_TITLE': 'PSP/FIELDS RFS HFR and LFR data available at',\n", + " 'Logical_file_id': 'psp_fld_l2_rfs_hfr_20190406_v02',\n", + " 'Logical_source': 'psp_fld_l2_rfs_hfr',\n", + " 'Logical_source_description': 'PSP FIELDS RFS HFR Data',\n", + " 'MODS': ['Revision 1', \"Revision 2: Corrected 'Instrument_type' metadata\"],\n", + " 'Mission_group': 'PSP',\n", + " 'PI_affiliation': 'UC Berkeley Space Sciences Laboratory',\n", + " 'PI_name': 'Stuart D. Bale (bale@ssl.berkeley.edu)',\n", + " 'Parents': ['spp_fld_l1_rfs_hfr_auto_20190405_v00.cdf',\n", + " 'spp_fld_l1_rfs_hfr_auto_20190406_v00.cdf',\n", + " 'spp_fld_l1_rfs_hfr_auto_20190407_v00.cdf',\n", + " 'spp_fld_l1_rfs_hfr_cross_20190405_v00.cdf',\n", + " 'spp_fld_l1_rfs_hfr_cross_20190406_v00.cdf',\n", + " 'spp_fld_l1_rfs_hfr_cross_20190407_v00.cdf'],\n", + " 'Project': 'PSP',\n", + " 'Rules_of_use': 'PSP/FIELDS Rules of the Road available at http://fields.ssl.berkeley.edu/rules/',\n", + " 'Source_name': 'PSP_FLD>Parker Solar Probe FIELDS',\n", + " 'TEXT': ['PSP FIELDS Radio Frequency Spectrometer (RFS), HFR data.',\n", + " 'The RFS is the high frequency component of the FIELDS experiment on the Parker Solar Probe spacecraft [1]. For a full description of the FIELDS experiment, see [2]. For a description of the RFS, see [3].',\n", + " 'The RFS produces auto and cross spectral data products in two frequency ranges, the LFR (Low Frequency Reciever) range and the HFR (High Frequency Receiver) range. Telemetered spectral data products for both HFR and LFR contain 64 frequency bins, with the LFR typically covering a frequency range from 10.5 kHz to 1.7 MHz, and the HFR covering from 1.3 MHz to 19.2 MHz, with approximately logarithmically spaced bins. LFR HiRes spectra contain 32 finely spaced frequency bins near the plasma frequency. The exact frequency bins are selectable and are included as metadata variables in this file.',\n", + " 'The Level 2 data products contained in this data file have been calibrated for the preamp and RFS analog section response, and the polyphase filter bank (PFB) and the FFT spectral processing as described in [3]. Corrections for base capacitance and antenna effective length have not been applied (these corrections will be applied in Level 3 RFS data.) Therefore, units for all spectral quantities are given in V^2/Hz.',\n", + " 'Time resolution of the RFS varies with instrument mode. During encounter (when PSP is within 0.25 AU of the Sun), cadence for RFS HFR and LFR spectra is typically about 7 seconds. During cruise mode, which is the default mode for operations outside of 0.25 AU, cadence for HFR and LFR spectra is about 56 seconds.',\n", + " 'References:',\n", + " '1. Fox, N.J., Velli, M.C., Bale, S.D. et al. Space Sci Rev (2016) 204: 7. https://doi.org/10.1007/s11214-015-0211-6',\n", + " '2. Bale, S.D., Goetz, K., Harvey, P.R. et al. Space Sci Rev (2016) 204: 49. https://doi.org/10.1007/s11214-016-0244-5',\n", + " '3. Pulupa, M., Bale, S. D., Bonnell, J.W. et al. (2017) JGR Space Physics, 122, 2836-2854. https://doi.org/10.1002/2016JA023345'],\n", + " 'TITLE': 'PSP FIELDS RFS HFR data',\n", + " 'Time_resolution': 'Varies with instrument mode (see TEXT)',\n", + " 'spase_DatasetResourceID': 'spase://VSPO/TBD',\n", + " 'svn_version': '26129'},\n", + " 'VATT': {'CATDESC': 'HFR Auto Spectra, Ch0: V1V2',\n", + " 'DEPEND_0': 'epoch_hfr_auto_averages_ch0_V1V2',\n", + " 'DEPEND_1': 'frequency_hfr_auto_averages_ch0_V1V2',\n", + " 'DISPLAY_TYPE': 'spectrogram',\n", + " 'FIELDNAM': 'psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2',\n", + " 'FILLVAL': -1e+31,\n", + " 'FORMAT': 'E12.2',\n", + " 'LABLAXIS': 'HFR auto_averages ch0 V1V2 PSD',\n", + " 'SCALETYP': 'log',\n", + " 'SI_conv': '1.0>Volts^2/Hz',\n", + " 'UNITS': 'Volts^2/Hz',\n", + " 'VALIDMAX': 1e+30,\n", + " 'VALIDMIN': 0.0,\n", + " 'VAR_TYPE': 'data'}},\n", + " 'plot_options': {'create_time': datetime.datetime(2022, 4, 5, 23, 5, 57, 612159),\n", + " 'error': None,\n", + " 'extras': {'alt': 0,\n", + " 'border': True,\n", + " 'char_size': 10,\n", + " 'map': 0,\n", + " 'panel_size': 1,\n", + " 'plotter': None,\n", + " 'spec': 1,\n", + " 'spec_dim_to_plot': 'v'},\n", + " 'interactive_xaxis_opt': {},\n", + " 'interactive_yaxis_opt': {},\n", + " 'line_opt': {},\n", + " 'links': {},\n", + " 'overplots': [],\n", + " 'spec_bins_ascending': True,\n", + " 'time_bar': [],\n", + " 'trange': [1554249601.3932629, 1554595198.9892254],\n", + " 'xaxis_opt': {'axis_label': 'Time',\n", + " 'crosshair': 'X',\n", + " 'x_axis_type': 'linear'},\n", + " 'yaxis_opt': {'axis_label': 'HFR auto_averages ch0 V1V2 PSD',\n", + " 'crosshair': 'Y',\n", + " 'y_axis_type': 'log',\n", + " 'y_range': [1275000.0, 19171876.0]},\n", + " 'zaxis_opt': {'axis_label': '[Volts^2/Hz]',\n", + " 'crosshair': 'Z',\n", + " 'z_axis_type': 'log'}}}" ] - }, - { - "cell_type": "markdown", - "source": [ - "Note: you can have full control over the figures and axes by returning the objects using the `return_plot_objects` keyword, e.g., " - ], - "metadata": { - "id": "dAVuN5Ce9b8p" - } - }, - { - "cell_type": "code", - "source": [ - "fig, axes = tplot('psp_fld_l2_mag_RTN_4_Sa_per_Cyc', return_plot_objects=True)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 624 - }, - "id": "znN-U5j19MyI", - "outputId": "cdeafc29-fc6f-4935-dae3-f1d64f89a0b2" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 22 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You can create new `tplot` variables using `store_data`" + ], + "metadata": { + "id": "6-OXiPf68jqf" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import store_data\n", + "\n", + "store_data('mag_rtn', data={'x': data.times, 'y': data.y})" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Md2K3Aeh1GLD", + "outputId": "cd7dea64-e4a9-44dd-cf76-40104241fb24" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" ] - }, - { - "cell_type": "code", - "source": [ - "axes" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "mL4qz8VE90qj", - "outputId": "a32004ee-e455-494d-b112-426b3f84a9f9" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 34 - } + }, + "metadata": {}, + "execution_count": 23 + } + ] + }, + { + "cell_type": "code", + "source": [ + "tplot('mag_rtn')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 + }, + "id": "1hBOPnFp8nM3", + "outputId": "8a86b2d0-7143-4f89-b522-ebe3372ee2d0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "To find the names of all of the loaded `tplot` variables, use `tplot_names`" + ], + "metadata": { + "id": "BQen4j-o92Dy" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot_names\n", + "\n", + "variables = tplot_names()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "u4l-dAbQ8wO4", + "outputId": "3ec9f961-4d05-4f9d-a086-f8af51c8cf27" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0 : psp_fld_l2_mag_RTN_4_Sa_per_Cyc\n", + "1 : B_RTN\n", + "2 : psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2\n", + "3 : psp_fld_l2_rfs_lfr_auto_averages_ch0_V1V2\n", + "4 : mag_rtn\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['psp_fld_l2_mag_RTN_4_Sa_per_Cyc',\n", + " 'B_RTN',\n", + " 'psp_fld_l2_rfs_hfr_auto_averages_ch0_V1V2',\n", + " 'psp_fld_l2_rfs_lfr_auto_averages_ch0_V1V2',\n", + " 'mag_rtn']" ] - }, - { - "cell_type": "markdown", - "source": [ - "For example, to add some text to a figure:" - ], - "metadata": { - "id": "3OBWO6Ln9w7L" - } - }, - { - "cell_type": "code", - "source": [ - "from datetime import datetime, timezone\n", - "import matplotlib\n", - "\n", - "time = matplotlib.dates.date2num(datetime(2019, 4, 6, 13, 0, 0, tzinfo=timezone.utc))\n", - "axes.annotate('Your text', (time, -110), fontsize='x-large')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "WzeYiFju9rwc", - "outputId": "a3ebc818-b141-423a-be40-45dd258774c8" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "Text(737155.5416666666, -110, 'Your text')" - ] - }, - "metadata": {}, - "execution_count": 35 - } + }, + "metadata": {}, + "execution_count": 25 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "To change the plot options, use the `options` function in `pytplot`" + ], + "metadata": { + "id": "dILRAqlNTPIK" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import options\n", + "\n", + "help(options)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nWPD_tWo-BfL", + "outputId": "d073d9df-6ef7-4f57-d5c8-14fdbd3e0df2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Help on function options in module pytplot.options:\n", + "\n", + "options(name, option=None, value=None, opt_dict=None)\n", + " This function allows the user to set a large variety of options for individual plots.\n", + " \n", + " Parameters:\n", + " name : str\n", + " Name or number of the tplot variable\n", + " option : str\n", + " The name of the option. See section below.\n", + " value : str/int/float/list\n", + " The value of the option. See section below.\n", + " dict : dict\n", + " This can be a dictionary of option:value pairs. Option and value\n", + " will not be needed if this dictionary item is supplied.\n", + " \n", + " Options:\n", + " =================== ========== =====\n", + " Options Value type Notes\n", + " =================== ========== =====\n", + " Color str/list red, green, blue, etc. Also takes in RGB tuples, i.e. (0,255,0) for green\n", + " Colormap str/list https://matplotlib.org/examples/color/colormaps_reference.html.\n", + " Spec int 1 sets the Tplot Variable to spectrogram mode, 0 reverts.\n", + " Alt int 1 sets the Tplot Variable to altitude plot mode, 0 reverts.\n", + " Map int 1 sets the Tplot Variable to latitude/longitude mode, 0 reverts.\n", + " link list Allows a user to reference one tplot variable to another.\n", + " ylog int 1 sets the y axis to log scale, 0 reverts.\n", + " zlog int 1 sets the z axis to log scale, 0 reverts (spectrograms only).\n", + " legend_names list A list of strings that will be used to identify the lines.\n", + " xlog_slice bool Sets x axis on slice plot to log scale if True.\n", + " ylog bool Set y axis on main plot window to log scale if True.\n", + " ylog_slice bool Sets y axis on slice plot to log scale if True.\n", + " zlog bool Sets z axis on main plot window to log scale if True.\n", + " line_style str scatter (to make scatter plots), or solid_line, dot, dash, dash_dot, dash_dot_dot_dot, long_dash.\n", + " char_size int Defines character size for plot labels, etc.\n", + " name str The title of the plot.\n", + " panel_size flt Number between (0,1], representing the percent size of the plot.\n", + " basemap str Full path and name of a background image for \"Map\" plots.\n", + " alpha flt Number between [0,1], gives the transparency of the plot lines.\n", + " thick flt Sets plot line width.\n", + " yrange flt list Two numbers that give the y axis range of the plot.\n", + " zrange flt list Two numbers that give the z axis range of the plot.\n", + " xrange_slice flt list Two numbers that give the x axis range of spectrogram slicing plots.\n", + " yrange_slice flt list Two numbers that give the y axis range of spectrogram slicing plots.\n", + " ytitle str Title shown on the y axis. Use backslash for new lines.\n", + " ztitle str Title shown on the z axis. Spec plots only. Use backslash for new lines.\n", + " ysubtitle str Subtitle shown on the y axis.\n", + " zsubtitle str Subtitle shown on the z axis. Spec plots only.\n", + " plotter str Allows a user to implement their own plotting script in place of the ones\n", + " herein.\n", + " crosshair_x str Title for x-axis crosshair.\n", + " crosshair_y str Title for y-axis crosshair.\n", + " crosshair_z str Title for z-axis crosshair.\n", + " static str Datetime string that gives desired time to plot y and z values from a spec\n", + " plot.\n", + " static_tavg str Datetime string that gives desired time-averaged y and z values to plot\n", + " from a spec plot.\n", + " t_average int Seconds around which the cursor is averaged when hovering over spectrogram\n", + " plots.\n", + " spec_plot_dim int/str If variable has more than two dimensions, this sets which dimension the v\n", + " variable will display on the y axis in spectrogram plots.\n", + " All other dimensions are summed into this one, unless \"spec_slices_to_use\"\n", + " is also set for this variable.\n", + " spec_dim_to_plot int/str Same as spec_plot_dim, just with a slightly more descriptive name\n", + " spec_slices_to_use str Must be a dictionary of coordinate:values. If a variable has more than two\n", + " dimensions, spectrogram plots will plot values at that particular slice of\n", + " that dimension. See examples for how it works.\n", + " border bool Turns on or off the top/right axes that would create a box around the plot\n", + " var_label_ticks int Sets the number of ticks if this variable is displayed as an alternative x axis\n", + " =================== ========== =====\n", + " Returns:\n", + " None\n", + " \n", + " Examples:\n", + " >>> # Change the y range of Variable1\n", + " >>> import pytplot\n", + " >>> x_data = [1,2,3,4,5]\n", + " >>> y_data = [1,2,3,4,5]\n", + " >>> pytplot.store_data(\"Variable1\", data={'x':x_data, 'y':y_data})\n", + " >>> pytplot.options('Variable1', 'yrange', [2,4])\n", + " \n", + " >>> # Change Variable1 to use a log scale\n", + " >>> pytplot.options('Variable1', 'ylog', 1)\n", + " \n", + " >>> # Set the spectrogram plots to show dimension 'v2' at slice 'v1' = 0\n", + " >>> pytplot.options(\"Variable2\", \"spec_dim_to_plot\", 'v2')\n", + " >>> pytplot.options(\"Variable2\", \"spec_slices_to_use\", {'v1': 0})\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "For example:" + ], + "metadata": { + "id": "tpvTiaRTTXvq" + } + }, + { + "cell_type": "code", + "source": [ + "options('mag_rtn', 'color', ['purple', 'green', 'black'])\n", + "options('mag_rtn', 'legend_names', ['R', 'T', 'N'])\n", + "options('mag_rtn', 'ytitle', 'Parker Solar Probe B-field')\n", + "options('mag_rtn', 'ysubtitle', '[nT]')\n", + "options('mag_rtn', 'char_size', 15)\n", + "\n", + "tplot(['psp_fld_l2_mag_RTN_4_Sa_per_Cyc', 'mag_rtn'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 680 + }, + "id": "5fQ_h4P1TU3h", + "outputId": "1c6048a7-e0a6-428d-c642-c5465d7ee771" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "05-Apr-22 23:07:42: /usr/local/lib/python3.7/dist-packages/IPython/core/pylabtools.py:125: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Note: `options` changes panel-level options, figure-level options can be set with `tplot_options`, e.g., \n", + "\n", + "\n", + "Note: not all of these options are supported by the `matplotlib` version yet; if you find one that isn't working, please let us know and we'll prioritize it\n" + ], + "metadata": { + "id": "Gog_sjchUfof" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot_options\n", + "\n", + "help(tplot_options)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SoQ09VVkTi6N", + "outputId": "a7e4a7ef-78a7-4a2b-ff72-11b3dd28671f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Help on function tplot_options in module pytplot.tplot_options:\n", + "\n", + "tplot_options(option, value)\n", + " This function allows the user to set GLOBAL options for the generated plots.\n", + " \n", + " Parameters:\n", + " option : str\n", + " The name of the option. See section below \n", + " value : str/int/float/list\n", + " The value of the option. See section below. \n", + " \n", + " Options:\n", + " ================ ========== =====\n", + " Options Value type Notes\n", + " ================ ========== =====\n", + " title str Title of the the entire output\n", + " title_size int Font size of the output\n", + " wsize [int, int] [height, width], pixel size of the plot window\n", + " title_align int Offset position in pixels of the title\n", + " var_label srt Name of the tplot variable to be used as another x axis\n", + " alt_range [flt, flt] The min and max altitude to be plotted on all alt plots\n", + " map_x_range [int, int] The min and max longitude to be plotted on all map plots\n", + " map_y_range [int, int] The min and max latitude to be plotted on all map plots\n", + " x_range [flt, flt] The min and max x_range (usually time) to be plotted on all Spec/1D plots\n", + " data_gap int Number of seconds with consecutive nan values allowed before no interp should occur\n", + " roi [str, str] Times between which there's a region of interest for a user\n", + " crosshair bool Option allowing crosshairs and crosshair legend\n", + " vertical_spacing int The space in pixels between two plots\n", + " show_all_axes bool Whether or not to just use one axis at the bottom of the plot\n", + " black_background bool Whether or not to make plot backgrounds black w/ white text\n", + " axis_font_size int The font size of the axis ticks. Default is 10.\n", + " axis_tick_num [tuples] A list of tuples that determines how many ticks appear. See pyqtgraph textFillLimits\n", + " yaxis_width int The number of pixels wide of the y axis\n", + " y_axis_zoom bool Set True if the mouse wheel should zoom in on the y axis as well as the x on plots.\n", + " ================ ========== =====\n", + " \n", + " Returns:\n", + " None\n", + " \n", + " Examples:\n", + " >>> # Set the plot title\n", + " >>> import pytplot\n", + " >>> pytplot.tplot_options('title', 'SWEA Data for Orbit 1563')\n", + " \n", + " >>> # Set the window size \n", + " >>> pytplot.tplot_options('wsize', [1000,500])\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "tplot_options('title', 'Parker Solar Probe Data')\n", + "\n", + "tplot(['psp_fld_l2_mag_RTN_4_Sa_per_Cyc', 'mag_rtn'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 696 + }, + "id": "NY5F-vTUUqdQ", + "outputId": "b4260d70-723f-4728-fa6d-a8aaaa9d8409" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "05-Apr-22 23:08:35: /usr/local/lib/python3.7/dist-packages/IPython/core/pylabtools.py:125: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You can save figures using keywords to `tplot`, e.g., to save a PNG file:" + ], + "metadata": { + "id": "bF5R1zNb8qlV" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('psp_fld_l2_mag_RTN_4_Sa_per_Cyc', save_png='figure')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 624 + }, + "id": "sQGhRTgmVQLM", + "outputId": "7fb41b9d-c172-4176-d9a6-6817d81a33f0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "To save the figure as a postscript file:" + ], + "metadata": { + "id": "RN-V_DuF86AM" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('psp_fld_l2_mag_RTN_4_Sa_per_Cyc', save_eps='figure')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 624 + }, + "id": "Ru7ygES18x2O", + "outputId": "5b0abf63-960f-48e3-cefd-bc45c3721b13" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Or save as a PDF:" + ], + "metadata": { + "id": "vwBGAUmp9JQ4" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('psp_fld_l2_mag_RTN_4_Sa_per_Cyc', save_pdf='figure')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 624 + }, + "id": "Ehf8fJnt8_if", + "outputId": "83acd7b8-ccca-4a23-f999-8f0dcd820dbc" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Note: you can have full control over the figures and axes by returning the objects using the `return_plot_objects` keyword, e.g., " + ], + "metadata": { + "id": "dAVuN5Ce9b8p" + } + }, + { + "cell_type": "code", + "source": [ + "fig, axes = tplot('psp_fld_l2_mag_RTN_4_Sa_per_Cyc', return_plot_objects=True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 624 + }, + "id": "znN-U5j19MyI", + "outputId": "cdeafc29-fc6f-4935-dae3-f1d64f89a0b2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "axes" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mL4qz8VE90qj", + "outputId": "a32004ee-e455-494d-b112-426b3f84a9f9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" ] - }, - { - "cell_type": "code", - "source": [ - "fig" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 624 - }, - "id": "lKWK9wcP-DNH", - "outputId": "2f081c6d-b292-4ac9-9988-16156a13dfb2" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {}, - "execution_count": 36 - } + }, + "metadata": {}, + "execution_count": 34 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "For example, to add some text to a figure:" + ], + "metadata": { + "id": "3OBWO6Ln9w7L" + } + }, + { + "cell_type": "code", + "source": [ + "from datetime import datetime, timezone\n", + "import matplotlib\n", + "\n", + "time = matplotlib.dates.date2num(datetime(2019, 4, 6, 13, 0, 0, tzinfo=timezone.utc))\n", + "axes.annotate('Your text', (time, -110), fontsize='x-large')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WzeYiFju9rwc", + "outputId": "a3ebc818-b141-423a-be40-45dd258774c8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(737155.5416666666, -110, 'Your text')" ] - }, - { - "cell_type": "code", - "source": [ - "" - ], - "metadata": { - "id": "0jDdd8oc-GRu" - }, - "execution_count": null, - "outputs": [] + }, + "metadata": {}, + "execution_count": 35 } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "code", + "source": [ + "fig" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 624 + }, + "id": "lKWK9wcP-DNH", + "outputId": "2f081c6d-b292-4ac9-9988-16156a13dfb2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {}, + "execution_count": 36 + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "0jDdd8oc-GRu" + }, + "execution_count": null, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/PySPEDAS_PyTplot_timeseries_data.ipynb b/pyspedas_examples/notebooks/PySPEDAS_PyTplot_timeseries_data.ipynb index ff6d949..c2dd165 100644 --- a/pyspedas_examples/notebooks/PySPEDAS_PyTplot_timeseries_data.ipynb +++ b/pyspedas_examples/notebooks/PySPEDAS_PyTplot_timeseries_data.ipynb @@ -1,2073 +1,2082 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "toc_visible": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Timeseries data with PySPEDAS + PyTplot\n", + "\n", + "This notebook demonstrates how to work with time series data using PySPEDAS and PyTplot. " + ], + "metadata": { + "id": "biQtjThm7wba" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "DMRu_5HWyeNh" + }, + "outputs": [], + "source": [ + "!pip install pyspedas" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Load some data\n", + "\n", + "We'll use MMS FPI ion distribution data as an example; this is a good case to show because the data are multi-dimensional" + ], + "metadata": { + "id": "k0jqPZJZyuwj" + } + }, + { + "cell_type": "code", + "source": [ + "import pyspedas\n", + "\n", + "pyspedas.mms.fpi(trange=['2015-10-16/13:05', '2015-10-16/13:06'],\n", + " data_rate='brst',\n", + " datatype=['dis-dist', 'dis-moms'])" + ], + "metadata": { "colab": { - "provenance": [], - "toc_visible": true - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" + "base_uri": "https://localhost:8080/" + }, + "id": "w48mm9QPyjj1", + "outputId": "613ae689-1c42-442b-c896-001fc95387d0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "10-Jan-23 22:53:39: Loading pydata/mms1/fpi/brst/l2/dis-dist/2015/10/16/mms1_fpi_brst_l2_dis-dist_20151016130334_v3.3.0.cdf\n", + "10-Jan-23 22:53:39: Loading pydata/mms1/fpi/brst/l2/dis-dist/2015/10/16/mms1_fpi_brst_l2_dis-dist_20151016130524_v3.3.0.cdf\n", + "10-Jan-23 22:53:39: Downloading mms1_fpi_brst_l2_dis-moms_20151016130334_v3.3.0.cdf to pydata/mms1/fpi/brst/l2/dis-moms/2015/10/16\n", + "10-Jan-23 22:53:40: Downloading mms1_fpi_brst_l2_dis-moms_20151016130524_v3.3.0.cdf to pydata/mms1/fpi/brst/l2/dis-moms/2015/10/16\n", + "10-Jan-23 22:53:44: Loading pydata/mms1/fpi/brst/l2/dis-moms/2015/10/16/mms1_fpi_brst_l2_dis-moms_20151016130334_v3.3.0.cdf\n", + "10-Jan-23 22:53:44: Loading pydata/mms1/fpi/brst/l2/dis-moms/2015/10/16/mms1_fpi_brst_l2_dis-moms_20151016130524_v3.3.0.cdf\n", + "10-Jan-23 22:53:44: Loading pydata/mms1/fpi/brst/l2/dis-dist/2015/10/16/mms1_fpi_brst_l2_dis-dist_20151016130334_v3.3.0.cdf\n", + "10-Jan-23 22:53:44: Loading pydata/mms1/fpi/brst/l2/dis-dist/2015/10/16/mms1_fpi_brst_l2_dis-dist_20151016130524_v3.3.0.cdf\n", + "10-Jan-23 22:53:44: Problem reading the variable: mms1_des_compressionloss_brst_moms\n", + "10-Jan-23 22:53:44: Problem reading the variable: mms1_des_compressionloss_brst_dist\n", + "10-Jan-23 22:53:44: Problem reading the variable: mms1_des_compressionloss_brst_moms\n", + "10-Jan-23 22:53:44: Problem reading the variable: mms1_des_compressionloss_brst_dist\n", + "10-Jan-23 22:53:44: Loaded variables:\n", + "10-Jan-23 22:53:44: Epoch\n", + "10-Jan-23 22:53:44: Epoch_plus_var\n", + "10-Jan-23 22:53:44: Epoch_minus_var\n", + "10-Jan-23 22:53:44: mms1_dis_errorflags_brst\n", + "10-Jan-23 22:53:44: mms1_dis_compressionloss_brst\n", + "10-Jan-23 22:53:44: mms1_dis_steptable_parity_brst\n", + "10-Jan-23 22:53:45: mms1_dis_startdelphi_count_brst\n", + "10-Jan-23 22:53:45: mms1_dis_startdelphi_angle_brst\n", + "10-Jan-23 22:53:45: mms1_dis_phi_brst\n", + "10-Jan-23 22:53:45: mms1_dis_phi_delta_brst\n", + "10-Jan-23 22:53:45: mms1_dis_dist_brst\n", + "10-Jan-23 22:53:45: mms1_dis_disterr_brst\n", + "10-Jan-23 22:53:45: mms1_dis_sector_despinp_brst\n", + "10-Jan-23 22:53:45: mms1_dis_theta_brst\n", + "10-Jan-23 22:53:45: mms1_dis_theta_delta_brst\n", + "10-Jan-23 22:53:45: mms1_dis_energy_brst\n", + "10-Jan-23 22:53:45: mms1_dis_energy_delta_brst\n", + "10-Jan-23 22:53:45: mms1_dis_energyspectr_px_brst\n", + "10-Jan-23 22:53:45: mms1_dis_energyspectr_mx_brst\n", + "10-Jan-23 22:53:45: mms1_dis_energyspectr_py_brst\n", + "10-Jan-23 22:53:45: mms1_dis_energyspectr_my_brst\n", + "10-Jan-23 22:53:45: mms1_dis_energyspectr_pz_brst\n", + "10-Jan-23 22:53:45: mms1_dis_energyspectr_mz_brst\n", + "10-Jan-23 22:53:45: mms1_dis_energyspectr_omni_brst\n", + "10-Jan-23 22:53:45: mms1_dis_spectr_bg_brst\n", + "10-Jan-23 22:53:45: mms1_dis_numberdensity_bg_brst\n", + "10-Jan-23 22:53:45: mms1_dis_numberdensity_brst\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n", + "That name is currently not in pytplot\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "10-Jan-23 22:53:45: mms1_dis_numberdensity_err_brst\n", + "10-Jan-23 22:53:45: mms1_dis_densityextrapolation_low_brst\n", + "10-Jan-23 22:53:45: mms1_dis_densityextrapolation_high_brst\n", + "10-Jan-23 22:53:45: mms1_dis_bulkv_dbcs_brst\n", + "10-Jan-23 22:53:45: mms1_dis_bulkv_spintone_dbcs_brst\n", + "10-Jan-23 22:53:45: mms1_dis_bulkv_gse_brst\n", + "10-Jan-23 22:53:45: mms1_dis_bulkv_spintone_gse_brst\n", + "10-Jan-23 22:53:45: mms1_dis_bulkv_err_brst\n", + "10-Jan-23 22:53:45: mms1_dis_prestensor_dbcs_brst\n", + "10-Jan-23 22:53:45: mms1_dis_prestensor_gse_brst\n", + "10-Jan-23 22:53:45: mms1_dis_prestensor_err_brst\n", + "10-Jan-23 22:53:45: mms1_dis_pres_bg_brst\n", + "10-Jan-23 22:53:45: mms1_dis_temptensor_dbcs_brst\n", + "10-Jan-23 22:53:45: mms1_dis_temptensor_gse_brst\n", + "10-Jan-23 22:53:45: mms1_dis_temptensor_err_brst\n", + "10-Jan-23 22:53:45: mms1_dis_heatq_dbcs_brst\n", + "10-Jan-23 22:53:45: mms1_dis_heatq_gse_brst\n", + "10-Jan-23 22:53:45: mms1_dis_heatq_err_brst\n", + "10-Jan-23 22:53:45: mms1_dis_temppara_brst\n", + "10-Jan-23 22:53:45: mms1_dis_tempperp_brst\n", + "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_moms\n", + "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_moms\n", + "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_dist\n", + "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_dist\n", + "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_dist_flagbars_dist\n", + "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_moms_flagbars\n", + "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_dist_flagbars\n", + "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_moms_flagbars_full\n", + "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_moms_flagbars_main\n", + "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_moms_flagbars_others\n", + "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_moms_flagbars_mini\n", + "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_moms_flagbars\n", + "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_dist_flagbars\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['Epoch',\n", + " 'Epoch_plus_var',\n", + " 'Epoch_minus_var',\n", + " 'mms1_dis_errorflags_brst',\n", + " 'mms1_dis_compressionloss_brst',\n", + " 'mms1_dis_steptable_parity_brst',\n", + " 'mms1_dis_startdelphi_count_brst',\n", + " 'mms1_dis_startdelphi_angle_brst',\n", + " 'mms1_dis_phi_brst',\n", + " 'mms1_dis_phi_delta_brst',\n", + " 'mms1_dis_dist_brst',\n", + " 'mms1_dis_disterr_brst',\n", + " 'mms1_dis_sector_despinp_brst',\n", + " 'mms1_dis_theta_brst',\n", + " 'mms1_dis_theta_delta_brst',\n", + " 'mms1_dis_energy_brst',\n", + " 'mms1_dis_energy_delta_brst',\n", + " 'mms1_dis_energyspectr_px_brst',\n", + " 'mms1_dis_energyspectr_mx_brst',\n", + " 'mms1_dis_energyspectr_py_brst',\n", + " 'mms1_dis_energyspectr_my_brst',\n", + " 'mms1_dis_energyspectr_pz_brst',\n", + " 'mms1_dis_energyspectr_mz_brst',\n", + " 'mms1_dis_energyspectr_omni_brst',\n", + " 'mms1_dis_spectr_bg_brst',\n", + " 'mms1_dis_numberdensity_bg_brst',\n", + " 'mms1_dis_numberdensity_brst',\n", + " 'mms1_dis_numberdensity_err_brst',\n", + " 'mms1_dis_densityextrapolation_low_brst',\n", + " 'mms1_dis_densityextrapolation_high_brst',\n", + " 'mms1_dis_bulkv_dbcs_brst',\n", + " 'mms1_dis_bulkv_spintone_dbcs_brst',\n", + " 'mms1_dis_bulkv_gse_brst',\n", + " 'mms1_dis_bulkv_spintone_gse_brst',\n", + " 'mms1_dis_bulkv_err_brst',\n", + " 'mms1_dis_prestensor_dbcs_brst',\n", + " 'mms1_dis_prestensor_gse_brst',\n", + " 'mms1_dis_prestensor_err_brst',\n", + " 'mms1_dis_pres_bg_brst',\n", + " 'mms1_dis_temptensor_dbcs_brst',\n", + " 'mms1_dis_temptensor_gse_brst',\n", + " 'mms1_dis_temptensor_err_brst',\n", + " 'mms1_dis_heatq_dbcs_brst',\n", + " 'mms1_dis_heatq_gse_brst',\n", + " 'mms1_dis_heatq_err_brst',\n", + " 'mms1_dis_temppara_brst',\n", + " 'mms1_dis_tempperp_brst',\n", + " 'mms1_dis_errorflags_brst_moms',\n", + " 'mms1_dis_compressionloss_brst_moms',\n", + " 'mms1_dis_errorflags_brst_dist',\n", + " 'mms1_dis_compressionloss_brst_dist',\n", + " 'mms1_dis_errorflags_brst_dist_flagbars_dist',\n", + " 'mms1_dis_compressionloss_brst_moms_flagbars',\n", + " 'mms1_dis_compressionloss_brst_dist_flagbars',\n", + " 'mms1_dis_errorflags_brst_moms_flagbars_full',\n", + " 'mms1_dis_errorflags_brst_moms_flagbars_main',\n", + " 'mms1_dis_errorflags_brst_moms_flagbars_others',\n", + " 'mms1_dis_errorflags_brst_moms_flagbars_mini',\n", + " 'mms1_dis_compressionloss_brst_moms_flagbars',\n", + " 'mms1_dis_compressionloss_brst_dist_flagbars']" + ] + }, + "metadata": {}, + "execution_count": 1 } + ] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# Timeseries data with PySPEDAS + PyTplot\n", - "\n", - "This notebook demonstrates how to work with time series data using PySPEDAS and PyTplot. " - ], - "metadata": { - "id": "biQtjThm7wba" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "DMRu_5HWyeNh" - }, - "outputs": [], - "source": [ - "!pip install pyspedas" - ] - }, - { - "cell_type": "markdown", - "source": [ - "## Load some data\n", - "\n", - "We'll use MMS FPI ion distribution data as an example; this is a good case to show because the data are multi-dimensional" - ], - "metadata": { - "id": "k0jqPZJZyuwj" - } - }, - { - "cell_type": "code", - "source": [ - "import pyspedas\n", - "\n", - "pyspedas.mms.fpi(trange=['2015-10-16/13:05', '2015-10-16/13:06'],\n", - " data_rate='brst',\n", - " datatype=['dis-dist', 'dis-moms'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "w48mm9QPyjj1", - "outputId": "613ae689-1c42-442b-c896-001fc95387d0" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "10-Jan-23 22:53:39: Loading pydata/mms1/fpi/brst/l2/dis-dist/2015/10/16/mms1_fpi_brst_l2_dis-dist_20151016130334_v3.3.0.cdf\n", - "10-Jan-23 22:53:39: Loading pydata/mms1/fpi/brst/l2/dis-dist/2015/10/16/mms1_fpi_brst_l2_dis-dist_20151016130524_v3.3.0.cdf\n", - "10-Jan-23 22:53:39: Downloading mms1_fpi_brst_l2_dis-moms_20151016130334_v3.3.0.cdf to pydata/mms1/fpi/brst/l2/dis-moms/2015/10/16\n", - "10-Jan-23 22:53:40: Downloading mms1_fpi_brst_l2_dis-moms_20151016130524_v3.3.0.cdf to pydata/mms1/fpi/brst/l2/dis-moms/2015/10/16\n", - "10-Jan-23 22:53:44: Loading pydata/mms1/fpi/brst/l2/dis-moms/2015/10/16/mms1_fpi_brst_l2_dis-moms_20151016130334_v3.3.0.cdf\n", - "10-Jan-23 22:53:44: Loading pydata/mms1/fpi/brst/l2/dis-moms/2015/10/16/mms1_fpi_brst_l2_dis-moms_20151016130524_v3.3.0.cdf\n", - "10-Jan-23 22:53:44: Loading pydata/mms1/fpi/brst/l2/dis-dist/2015/10/16/mms1_fpi_brst_l2_dis-dist_20151016130334_v3.3.0.cdf\n", - "10-Jan-23 22:53:44: Loading pydata/mms1/fpi/brst/l2/dis-dist/2015/10/16/mms1_fpi_brst_l2_dis-dist_20151016130524_v3.3.0.cdf\n", - "10-Jan-23 22:53:44: Problem reading the variable: mms1_des_compressionloss_brst_moms\n", - "10-Jan-23 22:53:44: Problem reading the variable: mms1_des_compressionloss_brst_dist\n", - "10-Jan-23 22:53:44: Problem reading the variable: mms1_des_compressionloss_brst_moms\n", - "10-Jan-23 22:53:44: Problem reading the variable: mms1_des_compressionloss_brst_dist\n", - "10-Jan-23 22:53:44: Loaded variables:\n", - "10-Jan-23 22:53:44: Epoch\n", - "10-Jan-23 22:53:44: Epoch_plus_var\n", - "10-Jan-23 22:53:44: Epoch_minus_var\n", - "10-Jan-23 22:53:44: mms1_dis_errorflags_brst\n", - "10-Jan-23 22:53:44: mms1_dis_compressionloss_brst\n", - "10-Jan-23 22:53:44: mms1_dis_steptable_parity_brst\n", - "10-Jan-23 22:53:45: mms1_dis_startdelphi_count_brst\n", - "10-Jan-23 22:53:45: mms1_dis_startdelphi_angle_brst\n", - "10-Jan-23 22:53:45: mms1_dis_phi_brst\n", - "10-Jan-23 22:53:45: mms1_dis_phi_delta_brst\n", - "10-Jan-23 22:53:45: mms1_dis_dist_brst\n", - "10-Jan-23 22:53:45: mms1_dis_disterr_brst\n", - "10-Jan-23 22:53:45: mms1_dis_sector_despinp_brst\n", - "10-Jan-23 22:53:45: mms1_dis_theta_brst\n", - "10-Jan-23 22:53:45: mms1_dis_theta_delta_brst\n", - "10-Jan-23 22:53:45: mms1_dis_energy_brst\n", - "10-Jan-23 22:53:45: mms1_dis_energy_delta_brst\n", - "10-Jan-23 22:53:45: mms1_dis_energyspectr_px_brst\n", - "10-Jan-23 22:53:45: mms1_dis_energyspectr_mx_brst\n", - "10-Jan-23 22:53:45: mms1_dis_energyspectr_py_brst\n", - "10-Jan-23 22:53:45: mms1_dis_energyspectr_my_brst\n", - "10-Jan-23 22:53:45: mms1_dis_energyspectr_pz_brst\n", - "10-Jan-23 22:53:45: mms1_dis_energyspectr_mz_brst\n", - "10-Jan-23 22:53:45: mms1_dis_energyspectr_omni_brst\n", - "10-Jan-23 22:53:45: mms1_dis_spectr_bg_brst\n", - "10-Jan-23 22:53:45: mms1_dis_numberdensity_bg_brst\n", - "10-Jan-23 22:53:45: mms1_dis_numberdensity_brst\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n", - "That name is currently not in pytplot\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "10-Jan-23 22:53:45: mms1_dis_numberdensity_err_brst\n", - "10-Jan-23 22:53:45: mms1_dis_densityextrapolation_low_brst\n", - "10-Jan-23 22:53:45: mms1_dis_densityextrapolation_high_brst\n", - "10-Jan-23 22:53:45: mms1_dis_bulkv_dbcs_brst\n", - "10-Jan-23 22:53:45: mms1_dis_bulkv_spintone_dbcs_brst\n", - "10-Jan-23 22:53:45: mms1_dis_bulkv_gse_brst\n", - "10-Jan-23 22:53:45: mms1_dis_bulkv_spintone_gse_brst\n", - "10-Jan-23 22:53:45: mms1_dis_bulkv_err_brst\n", - "10-Jan-23 22:53:45: mms1_dis_prestensor_dbcs_brst\n", - "10-Jan-23 22:53:45: mms1_dis_prestensor_gse_brst\n", - "10-Jan-23 22:53:45: mms1_dis_prestensor_err_brst\n", - "10-Jan-23 22:53:45: mms1_dis_pres_bg_brst\n", - "10-Jan-23 22:53:45: mms1_dis_temptensor_dbcs_brst\n", - "10-Jan-23 22:53:45: mms1_dis_temptensor_gse_brst\n", - "10-Jan-23 22:53:45: mms1_dis_temptensor_err_brst\n", - "10-Jan-23 22:53:45: mms1_dis_heatq_dbcs_brst\n", - "10-Jan-23 22:53:45: mms1_dis_heatq_gse_brst\n", - "10-Jan-23 22:53:45: mms1_dis_heatq_err_brst\n", - "10-Jan-23 22:53:45: mms1_dis_temppara_brst\n", - "10-Jan-23 22:53:45: mms1_dis_tempperp_brst\n", - "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_moms\n", - "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_moms\n", - "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_dist\n", - "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_dist\n", - "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_dist_flagbars_dist\n", - "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_moms_flagbars\n", - "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_dist_flagbars\n", - "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_moms_flagbars_full\n", - "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_moms_flagbars_main\n", - "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_moms_flagbars_others\n", - "10-Jan-23 22:53:45: mms1_dis_errorflags_brst_moms_flagbars_mini\n", - "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_moms_flagbars\n", - "10-Jan-23 22:53:45: mms1_dis_compressionloss_brst_dist_flagbars\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['Epoch',\n", - " 'Epoch_plus_var',\n", - " 'Epoch_minus_var',\n", - " 'mms1_dis_errorflags_brst',\n", - " 'mms1_dis_compressionloss_brst',\n", - " 'mms1_dis_steptable_parity_brst',\n", - " 'mms1_dis_startdelphi_count_brst',\n", - " 'mms1_dis_startdelphi_angle_brst',\n", - " 'mms1_dis_phi_brst',\n", - " 'mms1_dis_phi_delta_brst',\n", - " 'mms1_dis_dist_brst',\n", - " 'mms1_dis_disterr_brst',\n", - " 'mms1_dis_sector_despinp_brst',\n", - " 'mms1_dis_theta_brst',\n", - " 'mms1_dis_theta_delta_brst',\n", - " 'mms1_dis_energy_brst',\n", - " 'mms1_dis_energy_delta_brst',\n", - " 'mms1_dis_energyspectr_px_brst',\n", - " 'mms1_dis_energyspectr_mx_brst',\n", - " 'mms1_dis_energyspectr_py_brst',\n", - " 'mms1_dis_energyspectr_my_brst',\n", - " 'mms1_dis_energyspectr_pz_brst',\n", - " 'mms1_dis_energyspectr_mz_brst',\n", - " 'mms1_dis_energyspectr_omni_brst',\n", - " 'mms1_dis_spectr_bg_brst',\n", - " 'mms1_dis_numberdensity_bg_brst',\n", - " 'mms1_dis_numberdensity_brst',\n", - " 'mms1_dis_numberdensity_err_brst',\n", - " 'mms1_dis_densityextrapolation_low_brst',\n", - " 'mms1_dis_densityextrapolation_high_brst',\n", - " 'mms1_dis_bulkv_dbcs_brst',\n", - " 'mms1_dis_bulkv_spintone_dbcs_brst',\n", - " 'mms1_dis_bulkv_gse_brst',\n", - " 'mms1_dis_bulkv_spintone_gse_brst',\n", - " 'mms1_dis_bulkv_err_brst',\n", - " 'mms1_dis_prestensor_dbcs_brst',\n", - " 'mms1_dis_prestensor_gse_brst',\n", - " 'mms1_dis_prestensor_err_brst',\n", - " 'mms1_dis_pres_bg_brst',\n", - " 'mms1_dis_temptensor_dbcs_brst',\n", - " 'mms1_dis_temptensor_gse_brst',\n", - " 'mms1_dis_temptensor_err_brst',\n", - " 'mms1_dis_heatq_dbcs_brst',\n", - " 'mms1_dis_heatq_gse_brst',\n", - " 'mms1_dis_heatq_err_brst',\n", - " 'mms1_dis_temppara_brst',\n", - " 'mms1_dis_tempperp_brst',\n", - " 'mms1_dis_errorflags_brst_moms',\n", - " 'mms1_dis_compressionloss_brst_moms',\n", - " 'mms1_dis_errorflags_brst_dist',\n", - " 'mms1_dis_compressionloss_brst_dist',\n", - " 'mms1_dis_errorflags_brst_dist_flagbars_dist',\n", - " 'mms1_dis_compressionloss_brst_moms_flagbars',\n", - " 'mms1_dis_compressionloss_brst_dist_flagbars',\n", - " 'mms1_dis_errorflags_brst_moms_flagbars_full',\n", - " 'mms1_dis_errorflags_brst_moms_flagbars_main',\n", - " 'mms1_dis_errorflags_brst_moms_flagbars_others',\n", - " 'mms1_dis_errorflags_brst_moms_flagbars_mini',\n", - " 'mms1_dis_compressionloss_brst_moms_flagbars',\n", - " 'mms1_dis_compressionloss_brst_dist_flagbars']" - ] - }, - "metadata": {}, - "execution_count": 1 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "## Store data that is a function of time" - ], - "metadata": { - "id": "uXcKIzFC2I0p" - } - }, - { - "cell_type": "markdown", - "source": [ - "The data are now loaded into `tplot` variables (the `t` stands for `timeseries`!); access the data:" - ], - "metadata": { - "id": "LTIXcD14zE7_" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import get_data" - ], - "metadata": { - "id": "v5wr59qfy7nf" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "data = get_data('mms1_dis_dist_brst', dt=True)" - ], - "metadata": { - "id": "FTp7iTTtzQv9" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "## Handle time scales with leapseconds\n", - "\n", - "The `dt` option tells `get_data` to return the times as a `numpy` array of type `datetime64[ns]`. These are unix times (so no leap seconds) in UTC. \n", - "\n", - "Note: the original dataset contains leap seconds and we remove them when loading the data. I think having this policy technically meets the requiremnt of handling time scales with leapseconds. " - ], - "metadata": { - "id": "cMj_nIyHzZ3l" - } - }, - { - "cell_type": "code", - "source": [ - "data.times" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "uizsFaNJzZS0", - "outputId": "1289e2ed-c310-4070-9346-41824c9cb586" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array(['2015-10-16T13:03:34.033868000', '2015-10-16T13:03:34.183868000',\n", - " '2015-10-16T13:03:34.333868000', ...,\n", - " '2015-10-16T13:07:43.485598000', '2015-10-16T13:07:43.635598000',\n", - " '2015-10-16T13:07:43.785598000'], dtype='datetime64[ns]')" - ] - }, - "metadata": {}, - "execution_count": 4 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "## Store multi-dimensional data" - ], - "metadata": { - "id": "6w8vnQml2MPK" - } - }, - { - "cell_type": "markdown", - "source": [ - "The data values are in `data.y` (note the 4D dataset, simply stored as a `numpy` array):" - ], - "metadata": { - "id": "ByXMod5kzoiA" - } - }, - { - "cell_type": "code", - "source": [ - "data.y.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Z1BPwnXszdI4", - "outputId": "41557496-3152-4ee5-c96e-c50c5af993d3" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(1531, 32, 16, 32)" - ] - }, - "metadata": {}, - "execution_count": 5 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "## Store and use physical units with the data and any non-time indices" - ], - "metadata": { - "id": "mi28u9wQ2wuf" - } - }, - { - "cell_type": "markdown", - "source": [ - "This is a function of time, energy, theta and phi. The phi values, which are time varying for this dataset, are in `v1`:" - ], - "metadata": { - "id": "BusBZ_RTzvlb" - } - }, - { - "cell_type": "code", - "source": [ - "data.v1.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "zqnscD7uzrUE", - "outputId": "3985c5b4-5a86-456b-e1cd-ab528245e424" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(1531, 32)" - ] - }, - "metadata": {}, - "execution_count": 6 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "The phi values for the first time stamp are:" - ], - "metadata": { - "id": "MfczTFYX0hlx" - } - }, - { - "cell_type": "code", - "source": [ - "data.v1[0, :]" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "NE0JviO10AMg", - "outputId": "8179c29d-09d2-48fe-eb07-8a090c392eca" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([ 9.500004, 20.750004, 32.000004, 43.250004, 54.500004,\n", - " 65.75001 , 77.00001 , 88.25001 , 99.50001 , 110.75001 ,\n", - " 122.00001 , 133.25 , 144.5 , 155.75 , 167. ,\n", - " 178.25 , 189.5 , 200.75 , 212. , 223.25 ,\n", - " 234.5 , 245.75 , 257. , 268.25 , 279.5 ,\n", - " 290.75 , 302. , 313.25 , 324.5 , 335.75 ,\n", - " 347. , 358.25 ], dtype=float32)" - ] - }, - "metadata": {}, - "execution_count": 7 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "The theta values are:" - ], - "metadata": { - "id": "_Tkh0KH20PeY" - } - }, - { - "cell_type": "code", - "source": [ - "data.v2.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "QiFXDww50L8f", - "outputId": "ae100fff-4476-4973-9bbe-4cd368a56ba4" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(16,)" - ] - }, - "metadata": {}, - "execution_count": 8 - } - ] - }, - { - "cell_type": "code", - "source": [ - "data.v2" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "SszO0C9I0N7d", - "outputId": "6dd9c1b5-a9fb-426d-b3fa-3acbc68ecebf" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([ 5.625, 16.875, 28.125, 39.375, 50.625, 61.875, 73.125,\n", - " 84.375, 95.625, 106.875, 118.125, 129.375, 140.625, 151.875,\n", - " 163.125, 174.375], dtype=float32)" - ] - }, - "metadata": {}, - "execution_count": 9 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "And the energy values are (also time varying for this dataset):" - ], - "metadata": { - "id": "qsM13imV0RHH" - } - }, - { - "cell_type": "code", - "source": [ - "data.v3.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "z3oVYdTA0OlR", - "outputId": "e5860a7f-ec8f-470e-a0cf-8749183603c7" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(1531, 32)" - ] - }, - "metadata": {}, - "execution_count": 10 - } + { + "cell_type": "markdown", + "source": [ + "## Store data that is a function of time" + ], + "metadata": { + "id": "uXcKIzFC2I0p" + } + }, + { + "cell_type": "markdown", + "source": [ + "The data are now loaded into `tplot` variables (the `t` stands for `timeseries`!); access the data:" + ], + "metadata": { + "id": "LTIXcD14zE7_" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import get_data" + ], + "metadata": { + "id": "v5wr59qfy7nf" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "data = get_data('mms1_dis_dist_brst', dt=True)" + ], + "metadata": { + "id": "FTp7iTTtzQv9" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Handle time scales with leapseconds\n", + "\n", + "The `dt` option tells `get_data` to return the times as a `numpy` array of type `datetime64[ns]`. These are unix times (so no leap seconds) in UTC. \n", + "\n", + "Note: the original dataset contains leap seconds and we remove them when loading the data. I think having this policy technically meets the requiremnt of handling time scales with leapseconds. " + ], + "metadata": { + "id": "cMj_nIyHzZ3l" + } + }, + { + "cell_type": "code", + "source": [ + "data.times" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "uizsFaNJzZS0", + "outputId": "1289e2ed-c310-4070-9346-41824c9cb586" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['2015-10-16T13:03:34.033868000', '2015-10-16T13:03:34.183868000',\n", + " '2015-10-16T13:03:34.333868000', ...,\n", + " '2015-10-16T13:07:43.485598000', '2015-10-16T13:07:43.635598000',\n", + " '2015-10-16T13:07:43.785598000'], dtype='datetime64[ns]')" ] - }, - { - "cell_type": "markdown", - "source": [ - "So the energy table for the first timestamp are:" - ], - "metadata": { - "id": "ARAi6ReV0fAy" - } - }, - { - "cell_type": "code", - "source": [ - "data.v3[0, :]" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "q9bg5RWu0TOv", - "outputId": "c381aa9c-ff20-42b6-ab75-86b2ac342e22" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "array([1.206000e+01, 1.549000e+01, 1.989000e+01, 2.555000e+01,\n", - " 3.282000e+01, 4.216000e+01, 5.415000e+01, 6.956000e+01,\n", - " 8.934000e+01, 1.147600e+02, 1.474100e+02, 1.893400e+02,\n", - " 2.432100e+02, 3.124000e+02, 4.012700e+02, 5.154200e+02,\n", - " 6.620500e+02, 8.503900e+02, 1.092310e+03, 1.403060e+03,\n", - " 1.802200e+03, 2.314900e+03, 2.973450e+03, 3.819340e+03,\n", - " 4.905880e+03, 6.301520e+03, 8.094190e+03, 1.039685e+04,\n", - " 1.335458e+04, 1.715373e+04, 2.203368e+04, 2.830189e+04],\n", - " dtype=float32)" - ] - }, - "metadata": {}, - "execution_count": 11 - } + }, + "metadata": {}, + "execution_count": 4 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Store multi-dimensional data" + ], + "metadata": { + "id": "6w8vnQml2MPK" + } + }, + { + "cell_type": "markdown", + "source": [ + "The data values are in `data.y` (note the 4D dataset, simply stored as a `numpy` array):" + ], + "metadata": { + "id": "ByXMod5kzoiA" + } + }, + { + "cell_type": "code", + "source": [ + "data.y.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Z1BPwnXszdI4", + "outputId": "41557496-3152-4ee5-c96e-c50c5af993d3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1531, 32, 16, 32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "## Store data in a format that can be used with scientific Python libraries\n", - "\n", - "Since all of the data are available as `numpy` arrays, I think this requirement is met, but you can also access the underlying `xarray` object using `get_data`:" - ], - "metadata": { - "id": "S6YaShea27Zs" - } - }, - { - "cell_type": "code", - "source": [ - "xrdata = get_data('mms1_dis_dist_brst', xarray=True)" - ], - "metadata": { - "id": "MyXkhA0d1yWg" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "xrdata" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "AckD0B4L13Kd", - "outputId": "5dc6e9fa-6339-4afb-c6d5-8137c830cfcb" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "\n", - "array([[[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", - " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", - 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-              "    CDF:           {'VATT': {'CATDESC': 'MMS1 FPI/DIS burst sky-map instrumen...\n",
-              "    plot_options:  {'xaxis_opt': {'axis_label': 'Time', 'crosshair': 'X', 'x_...
" - ] - }, - "metadata": {}, - "execution_count": 13 - } + }, + "metadata": {}, + "execution_count": 5 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Store and use physical units with the data and any non-time indices" + ], + "metadata": { + "id": "mi28u9wQ2wuf" + } + }, + { + "cell_type": "markdown", + "source": [ + "This is a function of time, energy, theta and phi. The phi values, which are time varying for this dataset, are in `v1`:" + ], + "metadata": { + "id": "BusBZ_RTzvlb" + } + }, + { + "cell_type": "code", + "source": [ + "data.v1.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zqnscD7uzrUE", + "outputId": "3985c5b4-5a86-456b-e1cd-ab528245e424" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1531, 32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "## Ability to convert to other common time series objects (e.g. pandas.DataFrame)\n", - "\n", - "The `xarray` DataArray for the bulk velocity data:" - ], - "metadata": { - "id": "oLs6d4Ri7Vna" - } - }, - { - "cell_type": "code", - "source": [ - "xrbulkv = get_data('mms1_dis_bulkv_gse_brst', xarray=True)" - ], - "metadata": { - "id": "AYwKS2mF7ZUD" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "pandas_bulkv = xrbulkv.to_pandas()" - ], - "metadata": { - "id": "s0-HEQJC7MnS" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "pandas_bulkv" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 455 - }, - "id": "Vrq3pmzl7l-k", - "outputId": "e753e3bc-2afc-4c97-a5c2-dc02cc840bfb" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "v_dim 0 1 2\n", - "time \n", - "2015-10-16 13:03:34.033868 16.787725 44.732758 -4.006111\n", - "2015-10-16 13:03:34.183868 -13.278414 27.278732 -24.978951\n", - "2015-10-16 13:03:34.333868 -8.596485 50.468029 -18.141851\n", - "2015-10-16 13:03:34.483868 16.211563 62.125938 -2.751714\n", - "2015-10-16 13:03:34.633868 16.194830 34.393234 -0.694268\n", - "... ... ... ...\n", - "2015-10-16 13:07:43.185598 -166.930237 107.481194 -19.305483\n", - "2015-10-16 13:07:43.335598 -162.216476 105.852036 -20.874670\n", - "2015-10-16 13:07:43.485598 -164.943756 105.786499 -20.113689\n", - "2015-10-16 13:07:43.635598 -164.210678 104.270462 -17.082964\n", - "2015-10-16 13:07:43.785598 -161.231567 98.781708 -17.270777\n", - "\n", - "[1531 rows x 3 columns]" - ], - "text/html": [ - "\n", - "
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2015-10-16 13:03:34.03386816.78772544.732758-4.006111
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............
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\n", - " \n", - " \n", - " \n", - "\n", - " \n", - "
\n", - "
\n", - " " - ] - }, - "metadata": {}, - "execution_count": 41 - } + }, + "metadata": {}, + "execution_count": 6 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The phi values for the first time stamp are:" + ], + "metadata": { + "id": "MfczTFYX0hlx" + } + }, + { + "cell_type": "code", + "source": [ + "data.v1[0, :]" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NE0JviO10AMg", + "outputId": "8179c29d-09d2-48fe-eb07-8a090c392eca" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([ 9.500004, 20.750004, 32.000004, 43.250004, 54.500004,\n", + " 65.75001 , 77.00001 , 88.25001 , 99.50001 , 110.75001 ,\n", + " 122.00001 , 133.25 , 144.5 , 155.75 , 167. ,\n", + " 178.25 , 189.5 , 200.75 , 212. , 223.25 ,\n", + " 234.5 , 245.75 , 257. , 268.25 , 279.5 ,\n", + " 290.75 , 302. , 313.25 , 324.5 , 335.75 ,\n", + " 347. , 358.25 ], dtype=float32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "## Store metadata alongside actual data" - ], - "metadata": { - "id": "kSI3JzyD19yG" - } - }, - { - "cell_type": "markdown", - "source": [ - "You can also access the metadata of a tplot variable using `get_data`:" - ], - "metadata": { - "id": "cEhSSlKm019C" - } - }, - { - "cell_type": "code", - "source": [ - "metadata = get_data('mms1_dis_dist_brst', metadata=True)" - ], - "metadata": { - "id": "5BmcHTgW00p_" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "This is just a dictionary, containing the CDF and plot metadata:" - ], - "metadata": { - "id": "0oYb-esR1AMn" - } - }, - { - "cell_type": "code", - "source": [ - "metadata.keys()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "G--NH5uW07Hf", - "outputId": "21fab9ea-5c72-4577-b538-198e34186163" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "dict_keys(['CDF', 'plot_options'])" - ] - }, - "metadata": {}, - "execution_count": 15 - } + }, + "metadata": {}, + "execution_count": 7 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The theta values are:" + ], + "metadata": { + "id": "_Tkh0KH20PeY" + } + }, + { + "cell_type": "code", + "source": [ + "data.v2.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QiFXDww50L8f", + "outputId": "ae100fff-4476-4973-9bbe-4cd368a56ba4" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(16,)" ] - }, - { - "cell_type": "markdown", - "source": [ - "So to get the CDF metadata for our DF variable:" - ], - "metadata": { - "id": "ysaAd0ay1GeW" - } - }, - { - "cell_type": "code", - "source": [ - "metadata['CDF']['VATT']" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "QnWTsFll1DIx", - "outputId": "76436b42-a67f-425c-f357-805e50acedd9" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "{'CATDESC': 'MMS1 FPI/DIS burst sky-map instrument distribution',\n", - " 'DEPEND_0': 'Epoch',\n", - " 'DEPEND_1': 'mms1_dis_phi_brst',\n", - " 'DEPEND_2': 'mms1_dis_theta_brst',\n", - " 'DEPEND_3': 'mms1_dis_energy_brst',\n", - " 'DISPLAY_TYPE': 'spectrogram',\n", - " 'FIELDNAM': 'MMS1 FPI/DIS brstSkyMap dist',\n", - " 'FILLVAL': -1e+31,\n", - " 'FORMAT': 'E12.2',\n", - " 'LABL_PTR_1': 'mms1_dis_sector_label_brst',\n", - " 'LABL_PTR_2': 'mms1_dis_pixel_label_brst',\n", - " 'LABL_PTR_3': 'mms1_dis_energy_label_brst',\n", - " 'SCALETYP': 'log',\n", - " 'SI_CONVERSION': '1e12>s^3 m^-6',\n", - " 'UNITS': 's^3/cm^6',\n", - " 'VALIDMIN': 0.0,\n", - " 'VALIDMAX': 1e+30,\n", - " 'VAR_NOTES': 'Az bin: sector ind=00 looks \"after\" (spin-phase) Sun, ..., sector ind=31 looks \"before\" Sun dir. Head field-of-view: pixel index=00 looks to zenith, ..., pixel index=15 looks to nadir. FPI operations nominally bin data from 64 energy filters into 32 pairwise energy bins, indexed 0-31. Nominally, bins are indexed in increasing energy order. See FPI docs for details.',\n", - " 'VAR_TYPE': 'data'}" - ] - }, - "metadata": {}, - "execution_count": 16 - } + }, + "metadata": {}, + "execution_count": 8 + } + ] + }, + { + "cell_type": "code", + "source": [ + "data.v2" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SszO0C9I0N7d", + "outputId": "6dd9c1b5-a9fb-426d-b3fa-3acbc68ecebf" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([ 5.625, 16.875, 28.125, 39.375, 50.625, 61.875, 73.125,\n", + " 84.375, 95.625, 106.875, 118.125, 129.375, 140.625, 151.875,\n", + " 163.125, 174.375], dtype=float32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "## Have a way to store an observer coordinate alongside the time index (?)" - ], - "metadata": { - "id": "VrIAbaLz2BQD" - } - }, - { - "cell_type": "markdown", - "source": [ - "If the CDF metadata includes a coordinate system (which this one doesn't), it'll be available using `cotrans_get_coord`" - ], - "metadata": { - "id": "73AMSVr41OxL" - } - }, - { - "cell_type": "code", - "source": [ - "from pyspedas.cotrans.cotrans_get_coord import cotrans_get_coord" - ], - "metadata": { - "id": "Tgo6OA2k0VU7" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "cotrans_get_coord('mms1_dis_dist_brst')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "khuynBUu0rVP", - "outputId": "32774e6b-1574-470c-b06f-34ebcf696e73" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "10-Jan-23 22:53:56: Coordinate system not found: mms1_dis_dist_brst\n" - ] - } + }, + "metadata": {}, + "execution_count": 9 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "And the energy values are (also time varying for this dataset):" + ], + "metadata": { + "id": "qsM13imV0RHH" + } + }, + { + "cell_type": "code", + "source": [ + "data.v3.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "z3oVYdTA0OlR", + "outputId": "e5860a7f-ec8f-470e-a0cf-8749183603c7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1531, 32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "You can set it with `cotrans_set_coord`" - ], - "metadata": { - "id": "rVhV1NGP1V4S" - } - }, - { - "cell_type": "code", - "source": [ - "from pyspedas.cotrans.cotrans_set_coord import cotrans_set_coord" - ], - "metadata": { - "id": "dQAE3KSn0vWR" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "cotrans_set_coord('mms1_dis_dist_brst', 'DBCS')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "3yuty5Lj1bST", - "outputId": "82502164-0adc-419a-8fe7-901ded6c8065" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 20 - } + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "So the energy table for the first timestamp are:" + ], + "metadata": { + "id": "ARAi6ReV0fAy" + } + }, + { + "cell_type": "code", + "source": [ + "data.v3[0, :]" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "q9bg5RWu0TOv", + "outputId": "c381aa9c-ff20-42b6-ab75-86b2ac342e22" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([1.206000e+01, 1.549000e+01, 1.989000e+01, 2.555000e+01,\n", + " 3.282000e+01, 4.216000e+01, 5.415000e+01, 6.956000e+01,\n", + " 8.934000e+01, 1.147600e+02, 1.474100e+02, 1.893400e+02,\n", + " 2.432100e+02, 3.124000e+02, 4.012700e+02, 5.154200e+02,\n", + " 6.620500e+02, 8.503900e+02, 1.092310e+03, 1.403060e+03,\n", + " 1.802200e+03, 2.314900e+03, 2.973450e+03, 3.819340e+03,\n", + " 4.905880e+03, 6.301520e+03, 8.094190e+03, 1.039685e+04,\n", + " 1.335458e+04, 1.715373e+04, 2.203368e+04, 2.830189e+04],\n", + " dtype=float32)" ] - }, - { - "cell_type": "markdown", - "source": [ - "And now it's available:" - ], - "metadata": { - "id": "vW8nNYAe1fhU" - } - }, - { - "cell_type": "code", - "source": [ - "cotrans_get_coord('mms1_dis_dist_brst')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 36 - }, - "id": "KJh8sX-m1dvd", - "outputId": "b0635217-714e-4efa-e74c-40397ee4531d" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "'DBCS'" - ], - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - } - }, - "metadata": {}, - "execution_count": 21 - } + }, + "metadata": {}, + "execution_count": 11 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Store data in a format that can be used with scientific Python libraries\n", + "\n", + "Since all of the data are available as `numpy` arrays, I think this requirement is met, but you can also access the underlying `xarray` object using `get_data`:" + ], + "metadata": { + "id": "S6YaShea27Zs" + } + }, + { + "cell_type": "code", + "source": [ + "xrdata = get_data('mms1_dis_dist_brst', xarray=True)" + ], + "metadata": { + "id": "MyXkhA0d1yWg" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "xrdata" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "AckD0B4L13Kd", + "outputId": "5dc6e9fa-6339-4afb-c6d5-8137c830cfcb" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "array([[[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 2.21562505e-27],\n", + " ...,\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 6.31603333e-27, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 6.08148318e-27, 0.00000000e+00, 0.00000000e+00]],\n", + "\n", + " [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + "...\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n", + "\n", + " [[1.23251551e-20, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 8.42857433e-27, 0.00000000e+00, 0.00000000e+00],\n", + " ...,\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 5.33773217e-27, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]],\n", + " dtype=float32)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2015-10-16T13:03:34.033868 ... 2015-10-1...\n", + " spec_bins (v2_dim) float32 5.625 16.88 28.12 39.38 ... 151.9 163.1 174.4\n", + " v1 (time, v1_dim) float32 9.5 20.75 32.0 43.25 ... 334.8 346.0 357.2\n", + " v2 (v2_dim) float32 5.625 16.88 28.12 39.38 ... 151.9 163.1 174.4\n", + " v3 (time, v3_dim) float32 12.06 15.49 19.89 ... 1.944e+04 2.497e+04\n", + "Dimensions without coordinates: v1_dim, v2_dim, v3_dim\n", + "Attributes:\n", + " CDF: {'VATT': {'CATDESC': 'MMS1 FPI/DIS burst sky-map instrumen...\n", + " plot_options: {'xaxis_opt': {'axis_label': 'Time', 'crosshair': 'X', 'x_..." + ], + "text/html": [ + "
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+       "         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]],\n",
+       "      dtype=float32)\n",
+       "Coordinates:\n",
+       "  * time       (time) datetime64[ns] 2015-10-16T13:03:34.033868 ... 2015-10-1...\n",
+       "    spec_bins  (v2_dim) float32 5.625 16.88 28.12 39.38 ... 151.9 163.1 174.4\n",
+       "    v1         (time, v1_dim) float32 9.5 20.75 32.0 43.25 ... 334.8 346.0 357.2\n",
+       "    v2         (v2_dim) float32 5.625 16.88 28.12 39.38 ... 151.9 163.1 174.4\n",
+       "    v3         (time, v3_dim) float32 12.06 15.49 19.89 ... 1.944e+04 2.497e+04\n",
+       "Dimensions without coordinates: v1_dim, v2_dim, v3_dim\n",
+       "Attributes:\n",
+       "    CDF:           {'VATT': {'CATDESC': 'MMS1 FPI/DIS burst sky-map instrumen...\n",
+       "    plot_options:  {'xaxis_opt': {'axis_label': 'Time', 'crosshair': 'X', 'x_...
" ] - }, - { - "cell_type": "markdown", - "source": [ - "## Have an easy way to do common data manipulation tasks\n", - "\n", - "Storing data in `tplot` variables makes implementing routines for common data manipulation tasks easy, e.g., to interpolate our FPI data to the electric field data:" - ], - "metadata": { - "id": "ihp4ph0k1saX" - } - }, - { - "cell_type": "code", - "source": [ - "pyspedas.mms.edp(trange=['2015-10-16/13:05', '2015-10-16/13:06'], data_rate='brst')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "9IAJUf5K3TF0", - "outputId": "90ec2a33-fffd-4027-edde-4630b641d110" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "10-Jan-23 22:53:56: Loading pydata/mms1/edp/brst/l2/dce/2015/10/16/mms1_edp_brst_l2_dce_20151016130334_v2.2.0.cdf\n", - "10-Jan-23 22:53:56: Loading pydata/mms1/edp/brst/l2/dce/2015/10/16/mms1_edp_brst_l2_dce_20151016130524_v2.2.0.cdf\n", - "10-Jan-23 22:54:06: Time clip was applied to: mms1_edp_dce_gse_brst_l2\n", - "10-Jan-23 22:54:09: Time clip was applied to: mms1_edp_dce_dsl_brst_l2\n", - "10-Jan-23 22:54:11: Time clip was applied to: mms1_edp_dce_par_epar_brst_l2\n", - "10-Jan-23 22:54:11: Loaded variables:\n", - "10-Jan-23 22:54:11: mms1_edp_dce_gse_brst_l2\n", - "10-Jan-23 22:54:11: mms1_edp_dce_dsl_brst_l2\n", - "10-Jan-23 22:54:11: mms1_edp_dce_par_epar_brst_l2\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['mms1_edp_dce_gse_brst_l2',\n", - " 'mms1_edp_dce_dsl_brst_l2',\n", - " 'mms1_edp_dce_par_epar_brst_l2']" - ] - }, - "metadata": {}, - "execution_count": 22 - } + }, + "metadata": {}, + "execution_count": 13 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Ability to convert to other common time series objects (e.g. pandas.DataFrame)\n", + "\n", + "The `xarray` DataArray for the bulk velocity data:" + ], + "metadata": { + "id": "oLs6d4Ri7Vna" + } + }, + { + "cell_type": "code", + "source": [ + "xrbulkv = get_data('mms1_dis_bulkv_gse_brst', xarray=True)" + ], + "metadata": { + "id": "AYwKS2mF7ZUD" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "pandas_bulkv = xrbulkv.to_pandas()" + ], + "metadata": { + "id": "s0-HEQJC7MnS" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "pandas_bulkv" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 455 + }, + "id": "Vrq3pmzl7l-k", + "outputId": "e753e3bc-2afc-4c97-a5c2-dc02cc840bfb" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "v_dim 0 1 2\n", + "time \n", + "2015-10-16 13:03:34.033868 16.787725 44.732758 -4.006111\n", + "2015-10-16 13:03:34.183868 -13.278414 27.278732 -24.978951\n", + "2015-10-16 13:03:34.333868 -8.596485 50.468029 -18.141851\n", + "2015-10-16 13:03:34.483868 16.211563 62.125938 -2.751714\n", + "2015-10-16 13:03:34.633868 16.194830 34.393234 -0.694268\n", + "... ... ... ...\n", + "2015-10-16 13:07:43.185598 -166.930237 107.481194 -19.305483\n", + "2015-10-16 13:07:43.335598 -162.216476 105.852036 -20.874670\n", + "2015-10-16 13:07:43.485598 -164.943756 105.786499 -20.113689\n", + "2015-10-16 13:07:43.635598 -164.210678 104.270462 -17.082964\n", + "2015-10-16 13:07:43.785598 -161.231567 98.781708 -17.270777\n", + "\n", + "[1531 rows x 3 columns]" + ], + "text/html": [ + "\n", + "
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\n", + " " ] - }, - { - "cell_type": "markdown", - "source": [ - "Interpolate the electric field data to the bulk velocity:" - ], - "metadata": { - "id": "QlsvzPCu5POu" - } - }, - { - "cell_type": "code", - "source": [ - "from pyspedas import tinterpol" - ], - "metadata": { - "id": "1nEUIamx1fFz" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tinterpol('mms1_edp_dce_gse_brst_l2', 'mms1_dis_bulkv_gse_brst')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "pLzVgnAh3PKe", - "outputId": "cf0d3b94-4e33-4e46-a14a-10eb19225f23" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "10-Jan-23 22:55:16: tinterpol (linear) was applied to: mms1_edp_dce_gse_brst_l2-itrp\n" - ] - } + }, + "metadata": {}, + "execution_count": 41 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Store metadata alongside actual data" + ], + "metadata": { + "id": "kSI3JzyD19yG" + } + }, + { + "cell_type": "markdown", + "source": [ + "You can also access the metadata of a tplot variable using `get_data`:" + ], + "metadata": { + "id": "cEhSSlKm019C" + } + }, + { + "cell_type": "code", + "source": [ + "metadata = get_data('mms1_dis_dist_brst', metadata=True)" + ], + "metadata": { + "id": "5BmcHTgW00p_" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "This is just a dictionary, containing the CDF and plot metadata:" + ], + "metadata": { + "id": "0oYb-esR1AMn" + } + }, + { + "cell_type": "code", + "source": [ + "metadata.keys()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "G--NH5uW07Hf", + "outputId": "21fab9ea-5c72-4577-b538-198e34186163" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "dict_keys(['CDF', 'plot_options'])" ] - }, - { - "cell_type": "code", - "source": [ - "new_efield = get_data('mms1_edp_dce_gse_brst_l2-itrp')" - ], - "metadata": { - "id": "Ts8U1SmM5TSj" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "new_efield.y.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "C8iWlF4f5XzW", - "outputId": "c01e556d-adbe-41b0-c122-752d4453ce54" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(1531, 3)" - ] - }, - "metadata": {}, - "execution_count": 30 - } + }, + "metadata": {}, + "execution_count": 15 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "So to get the CDF metadata for our DF variable:" + ], + "metadata": { + "id": "ysaAd0ay1GeW" + } + }, + { + "cell_type": "code", + "source": [ + "metadata['CDF']['VATT']" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QnWTsFll1DIx", + "outputId": "76436b42-a67f-425c-f357-805e50acedd9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'CATDESC': 'MMS1 FPI/DIS burst sky-map instrument distribution',\n", + " 'DEPEND_0': 'Epoch',\n", + " 'DEPEND_1': 'mms1_dis_phi_brst',\n", + " 'DEPEND_2': 'mms1_dis_theta_brst',\n", + " 'DEPEND_3': 'mms1_dis_energy_brst',\n", + " 'DISPLAY_TYPE': 'spectrogram',\n", + " 'FIELDNAM': 'MMS1 FPI/DIS brstSkyMap dist',\n", + " 'FILLVAL': -1e+31,\n", + " 'FORMAT': 'E12.2',\n", + " 'LABL_PTR_1': 'mms1_dis_sector_label_brst',\n", + " 'LABL_PTR_2': 'mms1_dis_pixel_label_brst',\n", + " 'LABL_PTR_3': 'mms1_dis_energy_label_brst',\n", + " 'SCALETYP': 'log',\n", + " 'SI_CONVERSION': '1e12>s^3 m^-6',\n", + " 'UNITS': 's^3/cm^6',\n", + " 'VALIDMIN': 0.0,\n", + " 'VALIDMAX': 1e+30,\n", + " 'VAR_NOTES': 'Az bin: sector ind=00 looks \"after\" (spin-phase) Sun, ..., sector ind=31 looks \"before\" Sun dir. Head field-of-view: pixel index=00 looks to zenith, ..., pixel index=15 looks to nadir. FPI operations nominally bin data from 64 energy filters into 32 pairwise energy bins, indexed 0-31. Nominally, bins are indexed in increasing energy order. See FPI docs for details.',\n", + " 'VAR_TYPE': 'data'}" ] - }, - { - "cell_type": "markdown", - "source": [ - "These should be at the same timestamps as the bulk velocity:" - ], - "metadata": { - "id": "8tq-d9Ql5Zzx" - } - }, - { - "cell_type": "code", - "source": [ - "bulkv = get_data('mms1_dis_bulkv_gse_brst')\n", - "bulkv.y.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "75vDJ3_P5dV6", - "outputId": "d1402f42-f413-44e2-8986-07a2d6cbe301" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(1531, 3)" - ] - }, - "metadata": {}, - "execution_count": 31 - } + }, + "metadata": {}, + "execution_count": 16 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Have a way to store an observer coordinate alongside the time index (?)" + ], + "metadata": { + "id": "VrIAbaLz2BQD" + } + }, + { + "cell_type": "markdown", + "source": [ + "If the CDF metadata includes a coordinate system (which this one doesn't), it'll be available using `cotrans_get_coord`" + ], + "metadata": { + "id": "73AMSVr41OxL" + } + }, + { + "cell_type": "code", + "source": [ + "from pyspedas.cotrans.cotrans_get_coord import cotrans_get_coord" + ], + "metadata": { + "id": "Tgo6OA2k0VU7" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "cotrans_get_coord('mms1_dis_dist_brst')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "khuynBUu0rVP", + "outputId": "32774e6b-1574-470c-b06f-34ebcf696e73" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "10-Jan-23 22:53:56: Coordinate system not found: mms1_dis_dist_brst\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You can set it with `cotrans_set_coord`" + ], + "metadata": { + "id": "rVhV1NGP1V4S" + } + }, + { + "cell_type": "code", + "source": [ + "from pyspedas.cotrans.cotrans_set_coord import cotrans_set_coord" + ], + "metadata": { + "id": "dQAE3KSn0vWR" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "cotrans_set_coord('mms1_dis_dist_brst', 'DBCS')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3yuty5Lj1bST", + "outputId": "82502164-0adc-419a-8fe7-901ded6c8065" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" ] - }, - { - "cell_type": "markdown", - "source": [ - "## Have a way to combine multiple timeseries objects, and keep track of metadata\n", - "\n", - "You can split a tplot variable into individual components using `split_vec`, and combine them using `join_vec`, e.g., \n", - "\n", - "Note: keeping track of the metadata could be improved" - ], - "metadata": { - "id": "cfSnmr4k4fGx" + }, + "metadata": {}, + "execution_count": 20 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "And now it's available:" + ], + "metadata": { + "id": "vW8nNYAe1fhU" + } + }, + { + "cell_type": "code", + "source": [ + "cotrans_get_coord('mms1_dis_dist_brst')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 36 + }, + "id": "KJh8sX-m1dvd", + "outputId": "b0635217-714e-4efa-e74c-40397ee4531d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'DBCS'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import join_vec, split_vec" - ], - "metadata": { - "id": "MGKMAMKP4OPy" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "split_vec('mms1_edp_dce_gse_brst_l2')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "rweQ1QTL4hBJ", - "outputId": "2f538470-7393-41a7-9b0a-34b8488394cf" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['mms1_edp_dce_gse_brst_l2_x',\n", - " 'mms1_edp_dce_gse_brst_l2_y',\n", - " 'mms1_edp_dce_gse_brst_l2_z']" - ] - }, - "metadata": {}, - "execution_count": 26 - } + }, + "metadata": {}, + "execution_count": 21 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Have an easy way to do common data manipulation tasks\n", + "\n", + "Storing data in `tplot` variables makes implementing routines for common data manipulation tasks easy, e.g., to interpolate our FPI data to the electric field data:" + ], + "metadata": { + "id": "ihp4ph0k1saX" + } + }, + { + "cell_type": "code", + "source": [ + "pyspedas.mms.edp(trange=['2015-10-16/13:05', '2015-10-16/13:06'], data_rate='brst')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9IAJUf5K3TF0", + "outputId": "90ec2a33-fffd-4027-edde-4630b641d110" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "10-Jan-23 22:53:56: Loading pydata/mms1/edp/brst/l2/dce/2015/10/16/mms1_edp_brst_l2_dce_20151016130334_v2.2.0.cdf\n", + "10-Jan-23 22:53:56: Loading pydata/mms1/edp/brst/l2/dce/2015/10/16/mms1_edp_brst_l2_dce_20151016130524_v2.2.0.cdf\n", + "10-Jan-23 22:54:06: Time clip was applied to: mms1_edp_dce_gse_brst_l2\n", + "10-Jan-23 22:54:09: Time clip was applied to: mms1_edp_dce_dsl_brst_l2\n", + "10-Jan-23 22:54:11: Time clip was applied to: mms1_edp_dce_par_epar_brst_l2\n", + "10-Jan-23 22:54:11: Loaded variables:\n", + "10-Jan-23 22:54:11: mms1_edp_dce_gse_brst_l2\n", + "10-Jan-23 22:54:11: mms1_edp_dce_dsl_brst_l2\n", + "10-Jan-23 22:54:11: mms1_edp_dce_par_epar_brst_l2\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['mms1_edp_dce_gse_brst_l2',\n", + " 'mms1_edp_dce_dsl_brst_l2',\n", + " 'mms1_edp_dce_par_epar_brst_l2']" ] - }, - { - "cell_type": "markdown", - "source": [ - "Plot the individual components:" - ], - "metadata": { - "id": "WekgGCjz5kVX" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import tplot\n", - "\n", - "tplot(['mms1_edp_dce_gse_brst_l2_x',\n", - " 'mms1_edp_dce_gse_brst_l2_y',\n", - " 'mms1_edp_dce_gse_brst_l2_z'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 300 - }, - "id": "4P6Syrmq5kH0", - "outputId": "f544042f-74fe-4898-f9fd-6c3e785476a3" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 22 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Interpolate the electric field data to the bulk velocity:" + ], + "metadata": { + "id": "QlsvzPCu5POu" + } + }, + { + "cell_type": "code", + "source": [ + "from pyspedas import tinterpol" + ], + "metadata": { + "id": "1nEUIamx1fFz" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tinterpol('mms1_edp_dce_gse_brst_l2', 'mms1_dis_bulkv_gse_brst')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pLzVgnAh3PKe", + "outputId": "cf0d3b94-4e33-4e46-a14a-10eb19225f23" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "10-Jan-23 22:55:16: tinterpol (linear) was applied to: mms1_edp_dce_gse_brst_l2-itrp\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "new_efield = get_data('mms1_edp_dce_gse_brst_l2-itrp')" + ], + "metadata": { + "id": "Ts8U1SmM5TSj" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "new_efield.y.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "C8iWlF4f5XzW", + "outputId": "c01e556d-adbe-41b0-c122-752d4453ce54" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1531, 3)" ] - }, - { - "cell_type": "markdown", - "source": [ - "And you can use `join_vec` to join them back together:" - ], - "metadata": { - "id": "-s3i7-NS5wug" - } - }, - { - "cell_type": "code", - "source": [ - "join_vec(['mms1_edp_dce_gse_brst_l2_x',\n", - " 'mms1_edp_dce_gse_brst_l2_y',\n", - " 'mms1_edp_dce_gse_brst_l2_z'], new_tvar='efield_from_components')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 36 - }, - "id": "0NdJXKiT5qfj", - "outputId": "ea931aaf-565f-4d1f-bb0f-edac35e1b96c" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "'efield_from_components'" - ], - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - } - }, - "metadata": {}, - "execution_count": 34 - } + }, + "metadata": {}, + "execution_count": 30 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "These should be at the same timestamps as the bulk velocity:" + ], + "metadata": { + "id": "8tq-d9Ql5Zzx" + } + }, + { + "cell_type": "code", + "source": [ + "bulkv = get_data('mms1_dis_bulkv_gse_brst')\n", + "bulkv.y.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "75vDJ3_P5dV6", + "outputId": "d1402f42-f413-44e2-8986-07a2d6cbe301" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1531, 3)" ] - }, - { - "cell_type": "code", - "source": [ - "tplot('efield_from_components')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 300 - }, - "id": "06Hma8BR55S2", - "outputId": "e931ed16-12a7-472a-a104-2913274acb45" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 31 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Have a way to combine multiple timeseries objects, and keep track of metadata\n", + "\n", + "You can split a tplot variable into individual components using `split_vec`, and combine them using `join_vec`, e.g., \n", + "\n", + "Note: keeping track of the metadata could be improved" + ], + "metadata": { + "id": "cfSnmr4k4fGx" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import join_vec, split_vec" + ], + "metadata": { + "id": "MGKMAMKP4OPy" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "split_vec('mms1_edp_dce_gse_brst_l2')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rweQ1QTL4hBJ", + "outputId": "2f538470-7393-41a7-9b0a-34b8488394cf" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['mms1_edp_dce_gse_brst_l2_x',\n", + " 'mms1_edp_dce_gse_brst_l2_y',\n", + " 'mms1_edp_dce_gse_brst_l2_z']" ] - }, - { - "cell_type": "code", - "source": [], - "metadata": { - "id": "B4-IF9AL59cb" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "## Functionality for loading and saving out to common file formats\n", - "\n", - "PyTplot makes this simple (already contains loaders for CDFs, netCDFs, and STS files, and it's easy to add more). \n", - "\n", - "The examples above focus on accessing the data; to create tplot variables, remove the leap seconds and call `pytplot.store_data` to save the variables, and `pytplot.options` to set plot options on the variables. Global plot options can be set with `pytplot.tplot_options`" - ], - "metadata": { - "id": "hl-ObOqE6Mm4" + }, + "metadata": {}, + "execution_count": 26 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Plot the individual components:" + ], + "metadata": { + "id": "WekgGCjz5kVX" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot\n", + "\n", + "tplot(['mms1_edp_dce_gse_brst_l2_x',\n", + " 'mms1_edp_dce_gse_brst_l2_y',\n", + " 'mms1_edp_dce_gse_brst_l2_z'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "id": "4P6Syrmq5kH0", + "outputId": "f544042f-74fe-4898-f9fd-6c3e785476a3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "And you can use `join_vec` to join them back together:" + ], + "metadata": { + "id": "-s3i7-NS5wug" + } + }, + { + "cell_type": "code", + "source": [ + "join_vec(['mms1_edp_dce_gse_brst_l2_x',\n", + " 'mms1_edp_dce_gse_brst_l2_y',\n", + " 'mms1_edp_dce_gse_brst_l2_z'], new_tvar='efield_from_components')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 36 + }, + "id": "0NdJXKiT5qfj", + "outputId": "ea931aaf-565f-4d1f-bb0f-edac35e1b96c" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'efield_from_components'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" } - }, - { - "cell_type": "code", - "source": [], - "metadata": { - "id": "N-WKlPFc6O-q" - }, - "execution_count": null, - "outputs": [] + }, + "metadata": {}, + "execution_count": 34 } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "code", + "source": [ + "tplot('efield_from_components')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "id": "06Hma8BR55S2", + "outputId": "e931ed16-12a7-472a-a104-2913274acb45" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "B4-IF9AL59cb" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Functionality for loading and saving out to common file formats\n", + "\n", + "PyTplot makes this simple (already contains loaders for CDFs, netCDFs, and STS files, and it's easy to add more). \n", + "\n", + "The examples above focus on accessing the data; to create tplot variables, remove the leap seconds and call `pytplot.store_data` to save the variables, and `pytplot.options` to set plot options on the variables. Global plot options can be set with `pytplot.tplot_options`" + ], + "metadata": { + "id": "hl-ObOqE6Mm4" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "N-WKlPFc6O-q" + }, + "execution_count": null, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/PySPEDAS_loading_data_from_HAPI_servers.ipynb b/pyspedas_examples/notebooks/PySPEDAS_loading_data_from_HAPI_servers.ipynb index 5d5520d..46cb5fd 100644 --- a/pyspedas_examples/notebooks/PySPEDAS_loading_data_from_HAPI_servers.ipynb +++ b/pyspedas_examples/notebooks/PySPEDAS_loading_data_from_HAPI_servers.ipynb @@ -1,2769 +1,2775 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "PySPEDAS - loading data from HAPI servers.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Loading data from HAPI servers with PySPEDAS\n", + "\n", + "This notebook shows how to load data from HAPI servers using PySPEDAS\n", + "\n", + "Originally created at the 2022 PyHC Spring Meeting Hackathon" + ], + "metadata": { + "id": "0B39eQewcca9" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tgDOtpNVDOsp" + }, + "outputs": [], + "source": [ + "!pip install pyspedas" + ] + }, + { + "cell_type": "code", + "source": [ + "import pyspedas" + ], + "metadata": { + "id": "hkX3j__RDh5q" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "To see the available options:" + ], + "metadata": { + "id": "QgN6oNQGcsaf" + } + }, + { + "cell_type": "code", + "source": [ + "help(pyspedas.hapi.hapi.hapi)" + ], + "metadata": { "colab": { - "name": "PySPEDAS - loading data from HAPI servers.ipynb", - "provenance": [], - "collapsed_sections": [] + "base_uri": "https://localhost:8080/" }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" + "id": "5zTSugxTDSXB", + "outputId": "9ac75b7b-6637-43a0-9d55-5ffb9570baf5" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Help on function hapi in module pyspedas.hapi.hapi:\n", + "\n", + "hapi(trange=None, server=None, dataset=None, parameters='', suffix='', prefix='', catalog=False)\n", + " Loads data from a HAPI server into pytplot variables\n", + " \n", + " Parameters\n", + " -----------\n", + " trange: list of str or list of float\n", + " Time range to load the data for\n", + " \n", + " server: str\n", + " HAPI server to load the data from\n", + " \n", + " dataset: str\n", + " HAPI dataset to load\n", + " \n", + " parameters: str or list of str\n", + " Parameters in the dataset to load; default\n", + " is to load them all\n", + " \n", + " prefix: str\n", + " Prefix to append to the tplot variables\n", + " \n", + " suffix: str\n", + " Suffix to append to the tplot variables\n", + " \n", + " catalog: bool\n", + " If True, returns the server's catalog of datasets\n", + " \n", + " Returns\n", + " -------\n", + " List of tplot variables created.\n" + ] } + ] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# Loading data from HAPI servers with PySPEDAS\n", - "\n", - "This notebook shows how to load data from HAPI servers using PySPEDAS\n", - "\n", - "Originally created at the 2022 PyHC Spring Meeting Hackathon" - ], - "metadata": { - "id": "0B39eQewcca9" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "tgDOtpNVDOsp" - }, - "outputs": [], - "source": [ - "!pip install pyspedas" - ] - }, - { - "cell_type": "code", - "source": [ - "import pyspedas" - ], - "metadata": { - "id": "hkX3j__RDh5q" - }, - "execution_count": 3, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "To see the available options:" - ], - "metadata": { - "id": "QgN6oNQGcsaf" - } - }, - { - "cell_type": "code", - "source": [ - "help(pyspedas.hapi.hapi.hapi)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "5zTSugxTDSXB", - "outputId": "9ac75b7b-6637-43a0-9d55-5ffb9570baf5" - }, - "execution_count": 4, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Help on function hapi in module pyspedas.hapi.hapi:\n", - "\n", - "hapi(trange=None, server=None, dataset=None, parameters='', suffix='', prefix='', catalog=False)\n", - " Loads data from a HAPI server into pytplot variables\n", - " \n", - " Parameters\n", - " -----------\n", - " trange: list of str or list of float\n", - " Time range to load the data for\n", - " \n", - " server: str\n", - " HAPI server to load the data from\n", - " \n", - " dataset: str\n", - " HAPI dataset to load\n", - " \n", - " parameters: str or list of str\n", - " Parameters in the dataset to load; default\n", - " is to load them all\n", - " \n", - " prefix: str\n", - " Prefix to append to the tplot variables\n", - " \n", - " suffix: str\n", - " Suffix to append to the tplot variables\n", - " \n", - " catalog: bool\n", - " If True, returns the server's catalog of datasets\n", - " \n", - " Returns\n", - " -------\n", - " List of tplot variables created.\n", - "\n" - ] - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "To see the available datasets, set the `catalog` keyword:" - ], - "metadata": { - "id": "Y9sr5L4Ec1Mk" - } - }, - { - "cell_type": "code", - "source": [ - "pyspedas.hapi.hapi.hapi(trange=['2015-10-16', '2015-10-17'], \n", - " server='https://cdaweb.gsfc.nasa.gov/hapi', \n", - " catalog=True)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "I3YuHK54DhI5", - "outputId": "62085fe4-2211-4a16-c075-1d7b0554b56f" - }, - "execution_count": 5, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "18-May-22 16:46:24: /usr/local/lib/python3.7/dist-packages/urllib3/connectionpool.py:847: InsecureRequestWarning: Unverified HTTPS request is being made. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n", - " InsecureRequestWarning)\n", - "\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Available datasets: \n", - "A1_K0_MPA\n", - "A2_K0_MPA\n", - "AC_AT_DEF\n", - "AC_H0_MFI\n", - "AC_H0_SWE\n", - "AC_H1_EPM\n", - "AC_H1_MFI\n", - "AC_H1_SIS\n", - "AC_H2_CRIS\n", - "AC_H2_EPM\n", - "AC_H2_MFI\n", - "AC_H2_SEP\n", - "AC_H2_SIS\n", - "AC_H2_SWE\n", - "AC_H2_SWI\n", - "AC_H2_ULE\n", - "AC_H3_CRIS\n", - "AC_H3_EPM\n", - "AC_H3_MFI\n", - "AC_H3_SW2\n", - "AC_H3_SWI\n", - "AC_H4_SWI\n", - "AC_H5_SWI\n", - "AC_H6_SWI\n", - "AC_K0_EPM\n", - "AC_K0_MFI\n", - "AC_K0_SIS\n", - "AC_K0_SWE\n", - "AC_K1_EPM\n", - "AC_K1_MFI\n", - "AC_K1_SWE\n", - "AC_K2_MFI\n", - "AC_OR_DEF\n", - "AC_OR_SSC\n", - "AEROCUBE-6-A_DOSIMETER_L2\n", - "AEROCUBE-6-B_DOSIMETER_L2\n", - "ALOUETTE2_AV_LIM\n", - "ALOUETTE2_AV_QUI\n", - "ALOUETTE2_AV_SNT\n", - "ALOUETTE2_AV_SOL\n", - "ALOUETTE2_AV_ULA\n", - "ALOUETTE2_AV_WNK\n", - "ALOUETTE2_NEPROF_TOPS\n", - "AMPTECCE_H0_MEPA@0\n", - "AMPTECCE_H0_MEPA@1\n", - "AMPTECCE_H0_MEPA@2\n", - "AMPTECCE_H0_MEPA@3\n", - "AMPTECCE_H0_MEPA@4\n", - "BAR_1A_L2_EPHM\n", - "BAR_1A_L2_FSPC\n", - "BAR_1A_L2_HKPG\n", - "BAR_1A_L2_MAGN\n", - "BAR_1A_L2_MSPC\n", - "BAR_1A_L2_RCNT\n", - "BAR_1A_L2_SSPC\n", - "BAR_1B_L2_EPHM\n", - "BAR_1B_L2_FSPC\n", - "BAR_1B_L2_HKPG\n", - "BAR_1B_L2_MAGN\n", - "BAR_1B_L2_MSPC\n", - "BAR_1B_L2_RCNT\n", - "BAR_1B_L2_SSPC\n", - "BAR_1C_L2_EPHM\n", - "BAR_1C_L2_FSPC\n", - "BAR_1C_L2_HKPG\n", - "BAR_1C_L2_MAGN\n", - "BAR_1C_L2_MSPC\n", - "BAR_1C_L2_RCNT\n", - "BAR_1C_L2_SSPC\n", - "BAR_1D_L2_EPHM\n", - "BAR_1D_L2_FSPC\n", - "BAR_1D_L2_HKPG\n", - "BAR_1D_L2_MAGN\n", - "BAR_1D_L2_MSPC\n", - "BAR_1D_L2_RCNT\n", - "BAR_1D_L2_SSPC\n", - "BAR_1G_L2_EPHM\n", - "BAR_1G_L2_FSPC\n", - "BAR_1G_L2_HKPG\n", - "BAR_1G_L2_MAGN\n", - "BAR_1G_L2_MSPC\n", - "BAR_1G_L2_RCNT\n", - "BAR_1G_L2_SSPC\n", - "BAR_1H_L2_EPHM\n", - "BAR_1H_L2_FSPC\n", - "BAR_1H_L2_HKPG\n", - "BAR_1H_L2_MAGN\n", - "BAR_1H_L2_MSPC\n", - "BAR_1H_L2_RCNT\n", - "BAR_1H_L2_SSPC\n", - "BAR_1I_L2_EPHM\n", - "BAR_1I_L2_FSPC\n", - "BAR_1I_L2_HKPG\n", - "BAR_1I_L2_MAGN\n", - "BAR_1I_L2_MSPC\n", - "BAR_1I_L2_RCNT\n", - "BAR_1I_L2_SSPC\n", - "BAR_1J_L2_EPHM\n", - "BAR_1J_L2_FSPC\n", - "BAR_1J_L2_HKPG\n", - "BAR_1J_L2_MAGN\n", - "BAR_1J_L2_MSPC\n", - "BAR_1J_L2_RCNT\n", - "BAR_1J_L2_SSPC\n", - "BAR_1K_L2_EPHM\n", - "BAR_1K_L2_FSPC\n", - "BAR_1K_L2_HKPG\n", - "BAR_1K_L2_MAGN\n", - "BAR_1K_L2_MSPC\n", - "BAR_1K_L2_RCNT\n", - "BAR_1K_L2_SSPC\n", - "BAR_1M_L2_EPHM\n", - "BAR_1M_L2_FSPC\n", - "BAR_1M_L2_HKPG\n", - "BAR_1M_L2_MAGN\n", - "BAR_1M_L2_MSPC\n", - "BAR_1M_L2_RCNT\n", - "BAR_1M_L2_SSPC\n", - "BAR_1N_L2_EPHM\n", - "BAR_1N_L2_FSPC\n", - "BAR_1N_L2_HKPG\n", - "BAR_1N_L2_MAGN\n", - "BAR_1N_L2_MSPC\n", - "BAR_1N_L2_RCNT\n", - "BAR_1N_L2_SSPC\n", - "BAR_1O_L2_EPHM\n", - "BAR_1O_L2_FSPC\n", - "BAR_1O_L2_HKPG\n", - "BAR_1O_L2_MAGN\n", - "BAR_1O_L2_MSPC\n", - "BAR_1O_L2_RCNT\n", - "BAR_1O_L2_SSPC\n", - "BAR_1Q_L2_EPHM\n", - "BAR_1Q_L2_FSPC\n", - "BAR_1Q_L2_HKPG\n", - "BAR_1Q_L2_MAGN\n", - "BAR_1Q_L2_MSPC\n", - "BAR_1Q_L2_RCNT\n", - "BAR_1Q_L2_SSPC\n", - "BAR_1R_L2_EPHM\n", - "BAR_1R_L2_FSPC\n", - "BAR_1R_L2_HKPG\n", - "BAR_1R_L2_MAGN\n", - "BAR_1R_L2_MSPC\n", - "BAR_1R_L2_RCNT\n", - "BAR_1R_L2_SSPC\n", - "BAR_1S_L2_EPHM\n", - "BAR_1S_L2_FSPC\n", - "BAR_1S_L2_HKPG\n", - "BAR_1S_L2_MAGN\n", - "BAR_1S_L2_MSPC\n", - "BAR_1S_L2_RCNT\n", - "BAR_1S_L2_SSPC\n", - "BAR_1T_L2_EPHM\n", - "BAR_1T_L2_FSPC\n", - "BAR_1T_L2_HKPG\n", - "BAR_1T_L2_MAGN\n", - "BAR_1T_L2_MSPC\n", - "BAR_1T_L2_RCNT\n", - "BAR_1T_L2_SSPC\n", - "BAR_1U_L2_EPHM\n", - "BAR_1U_L2_FSPC\n", - "BAR_1U_L2_HKPG\n", - "BAR_1U_L2_MAGN\n", - "BAR_1U_L2_MSPC\n", - "BAR_1U_L2_RCNT\n", - "BAR_1U_L2_SSPC\n", - "BAR_1V_L2_EPHM\n", - "BAR_1V_L2_FSPC\n", - "BAR_1V_L2_HKPG\n", - "BAR_1V_L2_MAGN\n", - "BAR_1V_L2_MSPC\n", - "BAR_1V_L2_RCNT\n", - "BAR_1V_L2_SSPC\n", - "BAR_2A_L2_EPHM\n", - "BAR_2A_L2_FSPC\n", - "BAR_2A_L2_HKPG\n", - "BAR_2A_L2_MAGN\n", - "BAR_2A_L2_MSPC\n", - "BAR_2A_L2_RCNT\n", - "BAR_2A_L2_SSPC\n", - "BAR_2B_L2_EPHM\n", - "BAR_2B_L2_FSPC\n", - "BAR_2B_L2_HKPG\n", - "BAR_2B_L2_MAGN\n", - "BAR_2B_L2_MSPC\n", - "BAR_2B_L2_RCNT\n", - "BAR_2B_L2_SSPC\n", - "BAR_2C_L2_EPHM\n", - "BAR_2C_L2_FSPC\n", - "BAR_2C_L2_HKPG\n", - "BAR_2C_L2_MAGN\n", - "BAR_2C_L2_MSPC\n", - "BAR_2C_L2_RCNT\n", - "BAR_2C_L2_SSPC\n", - "BAR_2D_L2_EPHM\n", - "BAR_2D_L2_FSPC\n", - "BAR_2D_L2_HKPG\n", - "BAR_2D_L2_MAGN\n", - "BAR_2D_L2_MSPC\n", - "BAR_2D_L2_RCNT\n", - "BAR_2D_L2_SSPC\n", - "BAR_2E_L2_EPHM\n", - "BAR_2E_L2_FSPC\n", - "BAR_2E_L2_HKPG\n", - "BAR_2E_L2_MAGN\n", - "BAR_2E_L2_MSPC\n", - "BAR_2E_L2_RCNT\n", - "BAR_2E_L2_SSPC\n", - "BAR_2F_L2_EPHM\n", - "BAR_2F_L2_FSPC\n", - "BAR_2F_L2_HKPG\n", - "BAR_2F_L2_MAGN\n", - "BAR_2F_L2_MSPC\n", - "BAR_2F_L2_RCNT\n", - "BAR_2F_L2_SSPC\n", - "BAR_2I_L2_EPHM\n", - "BAR_2I_L2_FSPC\n", - "BAR_2I_L2_HKPG\n", - "BAR_2I_L2_MAGN\n", - "BAR_2I_L2_MSPC\n", - "BAR_2I_L2_RCNT\n", - "BAR_2I_L2_SSPC\n", - "BAR_2K_L2_EPHM\n", - "BAR_2K_L2_FSPC\n", - "BAR_2K_L2_HKPG\n", - "BAR_2K_L2_MAGN\n", - "BAR_2K_L2_MSPC\n", - "BAR_2K_L2_RCNT\n", - "BAR_2K_L2_SSPC\n", - "BAR_2L_L2_EPHM\n", - "BAR_2L_L2_FSPC\n", - "BAR_2L_L2_HKPG\n", - "BAR_2L_L2_MAGN\n", - "BAR_2L_L2_MSPC\n", - "BAR_2L_L2_RCNT\n", - "BAR_2L_L2_SSPC\n", - "BAR_2M_L2_EPHM\n", - "BAR_2M_L2_FSPC\n", - "BAR_2M_L2_HKPG\n", - "BAR_2M_L2_MAGN\n", - "BAR_2M_L2_MSPC\n", - "BAR_2M_L2_RCNT\n", - "BAR_2M_L2_SSPC\n", - "BAR_2N_L2_EPHM\n", - "BAR_2N_L2_FSPC\n", - "BAR_2N_L2_HKPG\n", - "BAR_2N_L2_MAGN\n", - "BAR_2N_L2_MSPC\n", - "BAR_2N_L2_RCNT\n", - "BAR_2N_L2_SSPC\n", - "BAR_2O_L2_EPHM\n", - "BAR_2O_L2_FSPC\n", - "BAR_2O_L2_HKPG\n", - "BAR_2O_L2_MAGN\n", - "BAR_2O_L2_MSPC\n", - "BAR_2O_L2_RCNT\n", - "BAR_2O_L2_SSPC\n", - "BAR_2P_L2_EPHM\n", - "BAR_2P_L2_FSPC\n", - "BAR_2P_L2_HKPG\n", - "BAR_2P_L2_MAGN\n", - "BAR_2P_L2_MSPC\n", - "BAR_2P_L2_RCNT\n", - "BAR_2P_L2_SSPC\n", - "BAR_2Q_L2_EPHM\n", - "BAR_2Q_L2_FSPC\n", - "BAR_2Q_L2_HKPG\n", - "BAR_2Q_L2_MAGN\n", - "BAR_2Q_L2_MSPC\n", - "BAR_2Q_L2_RCNT\n", - "BAR_2Q_L2_SSPC\n", - "BAR_2T_L2_EPHM\n", - "BAR_2T_L2_FSPC\n", - "BAR_2T_L2_HKPG\n", - "BAR_2T_L2_MAGN\n", - "BAR_2T_L2_MSPC\n", - "BAR_2T_L2_RCNT\n", - "BAR_2T_L2_SSPC\n", - "BAR_2W_L2_EPHM\n", - "BAR_2W_L2_FSPC\n", - "BAR_2W_L2_HKPG\n", - "BAR_2W_L2_MAGN\n", - "BAR_2W_L2_MSPC\n", - "BAR_2W_L2_RCNT\n", - "BAR_2W_L2_SSPC\n", - "BAR_2X_L2_EPHM\n", - "BAR_2X_L2_FSPC\n", - "BAR_2X_L2_HKPG\n", - "BAR_2X_L2_MAGN\n", - "BAR_2X_L2_MSPC\n", - "BAR_2X_L2_RCNT\n", - "BAR_2X_L2_SSPC\n", - "BAR_2Y_L2_EPHM\n", - "BAR_2Y_L2_FSPC\n", - "BAR_2Y_L2_HKPG\n", - "BAR_2Y_L2_MAGN\n", - "BAR_2Y_L2_MSPC\n", - "BAR_2Y_L2_RCNT\n", - "BAR_2Y_L2_SSPC\n", - "BAR_3A_L2_EPHM\n", - "BAR_3A_L2_FSPC\n", - "BAR_3A_L2_HKPG\n", - "BAR_3A_L2_MAGN\n", - "BAR_3A_L2_MSPC\n", - "BAR_3A_L2_RCNT\n", - "BAR_3A_L2_SSPC\n", - "BAR_3B_L2_EPHM\n", - "BAR_3B_L2_FSPC\n", - "BAR_3B_L2_HKPG\n", - "BAR_3B_L2_MAGN\n", - "BAR_3B_L2_MSPC\n", - "BAR_3B_L2_RCNT\n", - "BAR_3B_L2_SSPC\n", - "BAR_3C_L2_EPHM\n", - "BAR_3C_L2_FSPC\n", - "BAR_3C_L2_HKPG\n", - "BAR_3C_L2_MAGN\n", - "BAR_3C_L2_MSPC\n", - "BAR_3C_L2_RCNT\n", - "BAR_3C_L2_SSPC\n", - "BAR_3D_L2_EPHM\n", - "BAR_3D_L2_FSPC\n", - "BAR_3D_L2_HKPG\n", - "BAR_3D_L2_MAGN\n", - "BAR_3D_L2_MSPC\n", - "BAR_3D_L2_RCNT\n", - "BAR_3D_L2_SSPC\n", - "BAR_3E_L2_EPHM\n", - "BAR_3E_L2_FSPC\n", - "BAR_3E_L2_HKPG\n", - "BAR_3E_L2_MAGN\n", - "BAR_3E_L2_MSPC\n", - "BAR_3E_L2_RCNT\n", - "BAR_3E_L2_SSPC\n", - "BAR_3F_L2_EPHM\n", - "BAR_3F_L2_FSPC\n", - "BAR_3F_L2_HKPG\n", - "BAR_3F_L2_MAGN\n", - "BAR_3F_L2_MSPC\n", - "BAR_3F_L2_RCNT\n", - "BAR_3F_L2_SSPC\n", - "BAR_3G_L2_EPHM\n", - "BAR_3G_L2_FSPC\n", - "BAR_3G_L2_HKPG\n", - "BAR_3G_L2_MAGN\n", - "BAR_3G_L2_MSPC\n", - "BAR_3G_L2_RCNT\n", - "BAR_3G_L2_SSPC\n", - "BAR_4A_L2_EPHM\n", - "BAR_4A_L2_FSPC\n", - "BAR_4A_L2_HKPG\n", - "BAR_4A_L2_MSPC\n", - "BAR_4A_L2_RCNT\n", - "BAR_4A_L2_SSPC\n", - "BAR_4A_L2_USPC\n", - "BAR_4A_L2_XSPC\n", - "BAR_4B_L2_EPHM\n", - "BAR_4B_L2_FSPC\n", - "BAR_4B_L2_HKPG\n", - "BAR_4B_L2_MSPC\n", - "BAR_4B_L2_RCNT\n", - "BAR_4B_L2_SSPC\n", - "BAR_4B_L2_USPC\n", - "BAR_4B_L2_XSPC\n", - "BAR_4C_L2_EPHM\n", - "BAR_4C_L2_FSPC\n", - "BAR_4C_L2_HKPG\n", - "BAR_4C_L2_MSPC\n", - "BAR_4C_L2_RCNT\n", - "BAR_4C_L2_SSPC\n", - "BAR_4C_L2_USPC\n", - "BAR_4C_L2_XSPC\n", - "BAR_4D_L2_EPHM\n", - "BAR_4D_L2_FSPC\n", - "BAR_4D_L2_HKPG\n", - "BAR_4D_L2_MSPC\n", - "BAR_4D_L2_RCNT\n", - "BAR_4D_L2_SSPC\n", - "BAR_4D_L2_USPC\n", - "BAR_4D_L2_XSPC\n", - "BAR_4E_L2_EPHM\n", - "BAR_4E_L2_FSPC\n", - "BAR_4E_L2_HKPG\n", - "BAR_4E_L2_MSPC\n", - "BAR_4E_L2_RCNT\n", - "BAR_4E_L2_SSPC\n", - "BAR_4E_L2_USPC\n", - "BAR_4E_L2_XSPC\n", - "BAR_4F_L2_EPHM\n", - "BAR_4F_L2_FSPC\n", - "BAR_4F_L2_HKPG\n", - "BAR_4F_L2_MSPC\n", - "BAR_4F_L2_RCNT\n", - "BAR_4F_L2_SSPC\n", - "BAR_4F_L2_USPC\n", - "BAR_4F_L2_XSPC\n", - "BAR_4G_L2_EPHM\n", - "BAR_4G_L2_FSPC\n", - "BAR_4G_L2_HKPG\n", - "BAR_4G_L2_MSPC\n", - "BAR_4G_L2_RCNT\n", - "BAR_4G_L2_SSPC\n", - "BAR_4G_L2_USPC\n", - "BAR_4G_L2_XSPC\n", - "BAR_4H_L2_EPHM\n", - "BAR_4H_L2_FSPC\n", - "BAR_4H_L2_HKPG\n", - "BAR_4H_L2_MSPC\n", - "BAR_4H_L2_RCNT\n", - "BAR_4H_L2_SSPC\n", - "BAR_4H_L2_USPC\n", - "BAR_4H_L2_XSPC\n", - "BAR_5A_L2_EPHM\n", - "BAR_5A_L2_FSPC\n", - "BAR_5A_L2_HKPG\n", - "BAR_5A_L2_MSPC\n", - "BAR_5A_L2_RCNT\n", - "BAR_5A_L2_SSPC\n", - "BAR_5A_L2_USPC\n", - "BAR_5A_L2_XSPC\n", - "BEPICOLOMBO_HELIO1DAY_POSITION\n", - "C1_CP_FGM_SPIN\n", - "C1_JP_PMP\n", - "C1_JP_PSE\n", - "C1_PP_ASP\n", - "C1_PP_CIS\n", - "C1_PP_DWP\n", - "C1_PP_EDI\n", - "C1_PP_EFW\n", - "C1_PP_PEA\n", - "C1_PP_RAP\n", - "C1_PP_STA\n", - "C1_PP_WHI\n", - "C1_UP_FGM\n", - "C1_WAVEFORM_WBD\n", - "C1_WAVEFORM_WBD_BM2\n", - "C2_CP_FGM_SPIN\n", - "C2_JP_PMP\n", - "C2_JP_PSE\n", - "C2_PP_ASP\n", - "C2_PP_DWP\n", - "C2_PP_EDI\n", - "C2_PP_EFW\n", - "C2_PP_PEA\n", - "C2_PP_RAP\n", - "C2_PP_STA\n", - "C2_PP_WHI\n", - "C2_UP_FGM\n", - "C2_WAVEFORM_WBD\n", - "C2_WAVEFORM_WBD_BM2\n", - "C3_CP_FGM_SPIN\n", - "C3_JP_PMP\n", - "C3_JP_PSE\n", - "C3_PP_ASP\n", - "C3_PP_CIS\n", - "C3_PP_EDI\n", - "C3_PP_PEA\n", - "C3_PP_RAP\n", - "C3_PP_STA\n", - "C3_PP_WHI\n", - "C3_UP_FGM\n", - "C3_WAVEFORM_WBD\n", - "C3_WAVEFORM_WBD_BM2\n", - "C4_CP_FGM_SPIN\n", - "C4_JP_PMP\n", - "C4_JP_PSE\n", - "C4_PP_ASP\n", - "C4_PP_CIS\n", - "C4_PP_DWP\n", - "C4_PP_EDI\n", - "C4_PP_EFW\n", - "C4_PP_PEA\n", - "C4_PP_RAP\n", - "C4_PP_STA\n", - "C4_PP_WHI\n", - "C4_UP_FGM\n", - "C4_WAVEFORM_WBD\n", - "C4_WAVEFORM_WBD_BM2\n", - "CASSINI_MAG_1MIN_MAGNETIC_FIELD\n", - "CL_JP_PCY\n", - "CL_JP_PGP\n", - "CNOFS_CINDI_IVM_500MS\n", - "CNOFS_PLP_PLASMA_1SEC\n", - "CNOFS_VEFI_BFIELD_1SEC\n", - "CNOFS_VEFI_EFIELD_1SEC\n", - "CNOFS_VEFI_LD_500MS\n", - "CN_K0_ASI\n", - "CN_K0_BARS\n", - "CN_K0_MARI\n", - "CN_K0_MPA\n", - "CN_K1_MARI\n", - "CSSWE_REPTILE_6SEC-COUNTS-L1\n", - "CSSWE_REPTILE_6SEC-FLUX-L2\n", - "CT_JP_PSE\n", - "DE1_1MIN_RIMS\n", - "DE1_6SEC_MAGAGMS\n", - "DE1_PWI_LFC-SPECTRA\n", - "DE1_PWI_OR-AT\n", - "DE1_PWI_SFC-SPECTRA\n", - "DE2_62MS_VEFIMAGB@0\n", - "DE2_62MS_VEFIMAGB@1\n", - "DE2_AC500MS_VEFI\n", - "DE2_DCA500MS_VEFI\n", - "DE2_DUCT16MS_RPA@0\n", - "DE2_DUCT16MS_RPA@1\n", - "DE2_DUCT16MS_RPA@2\n", - "DE2_DUCT16MS_RPA@3\n", - "DE2_DUCT16MS_RPA@4\n", - "DE2_DUCT16MS_RPA@5\n", - "DE2_DUCT16MS_RPA@6\n", - "DE2_DUCT16MS_RPA@7\n", - "DE2_ION2S_RPA\n", - "DE2_NEUTRAL1S_NACS\n", - "DE2_NEUTRAL8S_FPI\n", - "DE2_PLASMA500MS_LANG\n", - "DE2_UA16S_ALL\n", - "DE2_VION250MS_IDM@0\n", - "DE2_VION250MS_IDM@1\n", - "DE2_VION250MS_IDM@2\n", - "DE2_WIND2S_WATS\n", - "DE_UV_SAI\n", - "DE_VS_EICS\n", - "DMSP-F16_SSIES-3_THERMAL-PLASMA\n", - "DMSP-F16_SSJ_PRECIPITATING-ELECTRONS-IONS\n", - "DMSP-F16_SSM_MAGNETOMETER\n", - "DMSP-F17_SSIES-3_THERMAL-PLASMA\n", - "DMSP-F17_SSJ_PRECIPITATING-ELECTRONS-IONS\n", - "DMSP-F17_SSM_MAGNETOMETER\n", - "DMSP-F18_SSIES-3_THERMAL-PLASMA\n", - "DMSP-F18_SSJ_PRECIPITATING-ELECTRONS-IONS\n", - "DMSP-F18_SSM_MAGNETOMETER\n", - "DN_K0_GBAY\n", - "DN_K0_HANK\n", - "DN_K0_ICEW\n", - "DN_K0_KAPU\n", - "DN_K0_PACE\n", - "DN_K0_PYKK\n", - "DN_K0_SASK\n", - "DSCOVR_AT_DEF\n", - "DSCOVR_AT_PRE\n", - "DSCOVR_H0_MAG\n", - "DSCOVR_H1_FC\n", - "DSCOVR_ORBIT_PRE\n", - "ELA_L1_EPDEF\n", - "ELA_L1_STATE_DEFN@0\n", - "ELA_L1_STATE_DEFN@1\n", - "ELA_L1_STATE_PRED\n", - "ELB_L1_EPDEF\n", - "ELB_L1_STATE_DEFN@0\n", - "ELB_L1_STATE_DEFN@1\n", - "ELB_L1_STATE_PRED\n", - "EQ_PP_AUX\n", - "EQ_PP_EDI\n", - "EQ_PP_EPI\n", - "EQ_PP_MAM\n", - "EQ_PP_PCD\n", - "EQ_SP_SFD\n", - "ERG_HEP_L2_OMNIFLUX@0\n", - "ERG_HEP_L2_OMNIFLUX@1\n", - "ERG_LEPE_L2_OMNIFLUX\n", - "ERG_LEPI_L2_OMNIFLUX\n", - "ERG_MEPE_L2_3DFLUX@0\n", - "ERG_MEPE_L2_3DFLUX@1\n", - "ERG_MEPE_L2_OMNIFLUX\n", - "ERG_MEPI_L2_3DFLUX@0\n", - "ERG_MEPI_L2_3DFLUX@1\n", - "ERG_MEPI_L2_OMNIFLUX\n", - "ERG_MGF_L2_8SEC\n", - "ERG_ORB_L2\n", - "ERG_ORB_L3\n", - "ERG_ORB_LPRE_L2\n", - "ERG_ORB_MPRE_L2\n", - "ERG_ORB_PRE_L2\n", - "ERG_ORB_SPRE_L2\n", - "ERG_PWE_EFD_L2_E_SPIN@0\n", - "ERG_PWE_EFD_L2_E_SPIN@1\n", - "ERG_PWE_EFD_L2_POT\n", - "ERG_PWE_HFA_L2_SPEC_HIGH\n", - "ERG_PWE_HFA_L2_SPEC_LOW\n", - "ERG_PWE_HFA_L2_SPEC_MONIT\n", - "ERG_PWE_OFA_L2_SPEC@0\n", - "ERG_PWE_OFA_L2_SPEC@1\n", - "ERG_XEP_L2_OMNIFLUX\n", - "FAST_HR_DCB@0\n", - "FAST_HR_DCB@1\n", - "FAST_HR_DCB@2\n", - "FAST_HR_DCB@3\n", - "FA_ESA_L2_EEB\n", - "FA_ESA_L2_EES\n", - "FA_ESA_L2_IEB\n", - "FA_ESA_L2_IES\n", - "FA_K0_ACF\n", - "FA_K0_TMS\n", - "G0_K0_EP8\n", - "G0_K0_MAG\n", - "G10_L2_MAG@0\n", - "G10_L2_MAG@1\n", - "G10_L2_MAG@2\n", - "G11_L2_MAG@0\n", - "G11_L2_MAG@1\n", - "G11_L2_MAG@2\n", - "G12_L2_MAG@0\n", - "G12_L2_MAG@1\n", - "G12_L2_MAG@2\n", - "G6_K0_EPS\n", - "G6_K0_MAG\n", - "G7_K0_EPS\n", - "G7_K0_MAG\n", - "G7_K1_MAG\n", - "G8_K0_EP8\n", - "G8_K0_MAG\n", - "G9_K0_EP8\n", - "G9_K0_MAG\n", - "GE_1MIN_MAG_PLASMA_SW_ONLY\n", - "GE_AT_DEF\n", - "GE_AT_PRE\n", - "GE_EDA12SEC_LEP\n", - "GE_EDA3SEC_MGF\n", - "GE_EDB12SEC_LEP\n", - "GE_EDB3SEC_MGF\n", - "GE_H0_CPI\n", - "GE_HPAMOM_CPI\n", - "GE_K0_CPI\n", - "GE_K0_EFD\n", - "GE_K0_EPI\n", - "GE_K0_LEP\n", - "GE_K0_MGF\n", - "GE_K0_PWI\n", - "GE_K0_SPHA\n", - "GE_OR_DEF\n", - "GE_OR_PRE\n", - "GE_SW_CPI\n", - "GOES10_EPHEMERIS_SSC\n", - "GOES11_EPHEMERIS_SSC\n", - "GOES11_K0_EP8\n", - "GOES11_K0_MAG\n", - "GOES12_EPHEMERIS_SSC\n", - "GOES12_K0_MAG\n", - "GOES13_EPEAD-SCIENCE-ELECTRONS-E13EW_1MIN\n", - "GOES13_EPHEMERIS_SSC\n", - "GOES13_EPS-MAGED_1MIN\n", - "GOES13_EPS-MAGED_5MIN\n", - "GOES13_EPS-PITCH-ANGLES_1MIN\n", - "GOES14_EPEAD-SCIENCE-ELECTRONS-E13EW_1MIN\n", - "GOES14_EPHEMERIS_SSC\n", - "GOES14_EPS-MAGED_1MIN\n", - "GOES14_EPS-MAGED_5MIN\n", - "GOES14_EPS-PITCH-ANGLES_1MIN\n", - "GOES15_EPEAD-SCIENCE-ELECTRONS-E13EW_1MIN\n", - "GOES15_EPHEMERIS_SSC\n", - "GOES15_EPS-MAGED_1MIN\n", - "GOES15_EPS-MAGED_5MIN\n", - "GOES15_EPS-PITCH-ANGLES_1MIN\n", - "GOES16_EPHEMERIS_SSC\n", - "GOES17_EPHEMERIS_SSC\n", - "GOES18_EPHEMERIS_SSC\n", - "GPS_ROTI15MIN_JPL\n", - "GPS_TEC15MIN_IGS\n", - "GPS_TEC1HR_IGS\n", - "GPS_TEC2HR_IGS\n", - "HEL2_6SEC_NESSMAG\n", - "HELIOS1_40SEC_MAG-PLASMA\n", - "HELIOS1_COHO1HR_MERGED_MAG_PLASMA\n", - "HELIOS1_E6_1HOUR_PARTICLE_FLUX\n", - "HELIOS1_E6_KUNOW_1HOUR_PARTICLE-FLUX\n", - "HELIOS2_40SEC_MAG-PLASMA\n", - "HELIOS2_COHO1HR_MERGED_MAG_PLASMA\n", - "HELIOS2_E6_1HOUR_PARTICLE_FLUX\n", - "HELIOS2_E6_KUNOW_1HOUR_PARTICLE-FLUX\n", - "I1_AV2_OTT\n", - "I1_AV2_QUI\n", - "I1_AV2_ULA\n", - "I1_AV_ALL@0\n", - "I1_AV_ALL@1\n", - "I1_AV_KER\n", - "I1_AV_KSH\n", - "I1_AV_KWA\n", - "I1_AV_ODG\n", - "I1_AV_ORR\n", - "I1_AV_OTT\n", - "I1_AV_QUI\n", - "I1_AV_RES\n", - "I1_AV_SNT\n", - "I1_AV_SOD\n", - "I1_AV_TRO\n", - "I1_AV_ULA\n", - "I1_AV_WNK\n", - "I1_NEPROF_TOPS\n", - "I2_AV_ACN\n", - "I2_AV_ADL\n", - "I2_AV_AME\n", - "I2_AV_BRZ\n", - "I2_AV_BUR\n", - "I2_AV_CNA\n", - "I2_AV_KER\n", - "I2_AV_KRU\n", - "I2_AV_KSH\n", - "I2_AV_KWA\n", - "I2_AV_LAU\n", - "I2_AV_ODG\n", - "I2_AV_ORR\n", - "I2_AV_OTT\n", - "I2_AV_QUI\n", - "I2_AV_RES\n", - "I2_AV_SNT\n", - "I2_AV_SOD\n", - "I2_AV_SOL\n", - "I2_AV_SYO\n", - "I2_AV_TRO\n", - "I2_AV_ULA\n", - "I2_AV_WNK\n", - "I2_NEPROF_TOPIST\n", - "I2_NEPROF_TOPS\n", - "I8_15SEC_MAG\n", - "I8_320MSEC_MAG\n", - "I8_H0_MITPLASMA\n", - "IA_K0_ENF\n", - "IA_K0_EPI\n", - "IA_K0_ICD\n", - "IA_K0_MFI\n", - "IA_OR_DEF\n", - "IBEX_H3_ENA_HI_R10_CG_NOSP_ANTIRAM_1YR\n", - "IBEX_H3_ENA_HI_R10_CG_NOSP_ANTIRAM_7YR\n", - "IBEX_H3_ENA_HI_R10_CG_NOSP_OMNI_6MO\n", - "IBEX_H3_ENA_HI_R10_CG_NOSP_OMNI_7YR\n", - "IBEX_H3_ENA_HI_R10_CG_NOSP_RAM_1YR\n", - "IBEX_H3_ENA_HI_R10_CG_NOSP_RAM_7YR\n", - "IBEX_H3_ENA_HI_R10_CG_SP_ANTIRAM_1YR\n", - "IBEX_H3_ENA_HI_R10_CG_SP_ANTIRAM_7YR\n", - "IBEX_H3_ENA_HI_R10_CG_SP_OMNI_6MO\n", - "IBEX_H3_ENA_HI_R10_CG_SP_OMNI_7YR\n", - "IBEX_H3_ENA_HI_R10_CG_SP_RAM_1YR\n", - "IBEX_H3_ENA_HI_R10_CG_SP_RAM_7YR\n", - "IBEX_H3_ENA_HI_R10_NOCG_NOSP_ANTIRAM_1YR\n", - "IBEX_H3_ENA_HI_R10_NOCG_NOSP_ANTIRAM_7YR\n", - "IBEX_H3_ENA_HI_R10_NOCG_NOSP_OMNI_6MO\n", - "IBEX_H3_ENA_HI_R10_NOCG_NOSP_OMNI_7YR\n", - "IBEX_H3_ENA_HI_R10_NOCG_NOSP_RAM_1YR\n", - "IBEX_H3_ENA_HI_R10_NOCG_SP_ANTIRAM_1YR\n", - "IBEX_H3_ENA_HI_R10_NOCG_SP_ANTIRAM_7YR\n", - "IBEX_H3_ENA_HI_R10_NOCG_SP_OMNI_6MO\n", - "IBEX_H3_ENA_HI_R10_NOCG_SP_OMNI_7YR\n", - "IBEX_H3_ENA_HI_R10_NOCG_SP_RAM_1YR\n", - "IBEX_H3_ENA_HI_R12_MAGNETOSPHERE_24MIN\n", - "IBEX_H3_ENA_HI_R13_CG_NOSP_ANTIRAM_1YR\n", - "IBEX_H3_ENA_HI_R13_CG_NOSP_RAM_1YR\n", - "IBEX_H3_ENA_HI_R14_PRESS-SLOPE_CG_NOSP_RAM_3YR\n", - "IBEX_H3_ENA_LO_R09_PARK_OMAP_3YR\n", - "IBEX_H3_ENA_LO_R09_PARK_OMAP_3YR-EVEN-MAPS\n", - "IBEX_H3_ENA_LO_R09_PARK_OMAP_3YR-ODD-MAPS\n", - "IBEX_H3_ENA_LO_R09_PARK_OMAP_6MO\n", - "IBEX_H3_ENA_LO_R09_PARK_OMAP_STAT_3YR\n", - "IBEX_H3_ENA_LO_R10_NOCG_NOSP_OMNI_6MO\n", - "IBEX_H3_ENA_LO_R10_NOCG_NOSP_OMNI_7YR\n", - "IBEX_H3_ENA_LO_R10_NOCG_SP_OMNI_6MO\n", - "IBEX_H3_ENA_LO_R10_NOCG_SP_OMNI_7YR\n", - "IG_K0_PCI\n", - "IMAGE_M2_EUV\n", - "IM_ELECTRON_DENSITY_RPI\n", - "IM_HK_ADS\n", - "IM_HK_AST\n", - "IM_HK_COM\n", - "IM_HK_FSW\n", - "IM_HK_PWR\n", - "IM_HK_TML\n", - "IM_K0_EUV\n", - "IM_K0_HENA\n", - "IM_K0_LENA\n", - "IM_K0_MENA\n", - "IM_K0_RPI\n", - "IM_K0_SIE\n", - "IM_K0_SIP\n", - "IM_K0_WIC\n", - "IM_K1_RPI\n", - "IM_OR_DEF\n", - "IM_OR_PRE\n", - "ISEE-3_MAGPLASMA_2MIN_MAGNETIC_FIELD_PLASMA\n", - "ISEE-3_MAG_1MIN_MAGNETIC_FIELD\n", - "ISEE1_4SEC_MFI\n", - "ISEE1_60SEC_MFI\n", - "ISEE1_H1_FPE\n", - "ISEE1_H2_FPE\n", - "ISEE1_PWI_SA\n", - "ISEE1_PWI_SA-RAPID-E\n", - "ISEE1_PWI_SFR-E\n", - "ISEE2_4SEC_MFI\n", - "ISEE2_60SEC_MFI\n", - "ISEE2_H1_FPE\n", - "ISS_27DAY-AVERAGES_AMS-02\n", - "ISS_DOSANL_TEPC\n", - "ISS_SP_FPMU\n", - "IT_K0_AKR\n", - "IT_K0_COR\n", - "IT_K0_ELE\n", - "IT_K0_EPI\n", - "IT_K0_ICD\n", - "IT_K0_MFI\n", - "IT_K0_VDP\n", - "IT_K0_WAV\n", - "IT_OR_DEF\n", - "L0_K0_MPA\n", - "L0_K0_SPA\n", - "L1_K0_MPA\n", - "L1_K0_SPA\n", - "L4_K0_MPA\n", - "L4_K0_SPA\n", - "L7_H0_MPA\n", - "L7_K0_MPA\n", - "L7_K0_SPA\n", - "L9_H0_MPA\n", - "L9_K0_MPA\n", - "L9_K0_SPA\n", - "MESSENGER_MAG_RTN@0\n", - "MESSENGER_MAG_RTN@1\n", - "METOP1_POES-SEM2_FLUXES-2SEC\n", - "METOP2_POES-SEM2_FLUXES-2SEC\n", - "MMS1_ASPOC_SRVY_L2\n", - "MMS1_DSP_FAST_L2_BPSD\n", - "MMS1_DSP_FAST_L2_EPSD\n", - "MMS1_DSP_SLOW_L2_BPSD\n", - "MMS1_DSP_SLOW_L2_EPSD\n", - "MMS1_EDI_BRST_L2_AMB-PM2@0\n", - "MMS1_EDI_BRST_L2_AMB-PM2@1\n", - "MMS1_EDI_BRST_L2_AMB@0\n", - "MMS1_EDI_BRST_L2_AMB@1\n", - "MMS1_EDI_BRST_L2_EFIELD\n", - "MMS1_EDI_BRST_L2_Q0@0\n", - "MMS1_EDI_BRST_L2_Q0@1\n", - "MMS1_EDI_BRST_L2_Q0@2\n", - "MMS1_EDI_SRVY_L2_AMB-PM2@0\n", - "MMS1_EDI_SRVY_L2_AMB-PM2@1\n", - "MMS1_EDI_SRVY_L2_AMB@0\n", - "MMS1_EDI_SRVY_L2_AMB@1\n", - "MMS1_EDI_SRVY_L2_EFIELD\n", - "MMS1_EDI_SRVY_L2_Q0@0\n", - "MMS1_EDI_SRVY_L2_Q0@1\n", - "MMS1_EDI_SRVY_L2_Q0@2\n", - "MMS1_EDP_BRST_L2_DCE\n", - "MMS1_EDP_BRST_L2_HMFE\n", - "MMS1_EDP_BRST_L2_SCPOT\n", - "MMS1_EDP_FAST_L2_DCE\n", - "MMS1_EDP_FAST_L2_SCPOT\n", - "MMS1_EDP_SLOW_L2_DCE\n", - "MMS1_EDP_SLOW_L2_SCPOT\n", - "MMS1_EDP_SRVY_L2_HFESP\n", - "MMS1_EPD-EIS_BRST_L2_EXTOF\n", - "MMS1_EPD-EIS_BRST_L2_PHXTOF\n", - "MMS1_EPD-EIS_SRVY_L2_ELECTRONENERGY\n", - "MMS1_EPD-EIS_SRVY_L2_EXTOF\n", - "MMS1_EPD-EIS_SRVY_L2_PHXTOF\n", - "MMS1_FEEPS_BRST_L2_ELECTRON\n", - "MMS1_FEEPS_BRST_L2_ION\n", - "MMS1_FEEPS_SRVY_L2_ELECTRON\n", - "MMS1_FEEPS_SRVY_L2_ION\n", - "MMS1_FGM_BRST_L2@0\n", - "MMS1_FGM_BRST_L2@1\n", - "MMS1_FGM_SRVY_L2@0\n", - "MMS1_FGM_SRVY_L2@1\n", - "MMS1_FPI_BRST_L2_DES-DIST\n", - "MMS1_FPI_BRST_L2_DES-MOMS\n", - "MMS1_FPI_BRST_L2_DES-PARTMOMS\n", - "MMS1_FPI_BRST_L2_DIS-DIST\n", - "MMS1_FPI_BRST_L2_DIS-MOMS\n", - "MMS1_FPI_BRST_L2_DIS-PARTMOMS\n", - "MMS1_FPI_FAST_L2_DES-DIST\n", - "MMS1_FPI_FAST_L2_DES-MOMS\n", - "MMS1_FPI_FAST_L2_DES-PARTMOMS\n", - "MMS1_FPI_FAST_L2_DIS-DIST\n", - "MMS1_FPI_FAST_L2_DIS-MOMS\n", - "MMS1_FPI_FAST_L2_DIS-PARTMOMS\n", - "MMS1_HPCA_BRST_L2_ION\n", - "MMS1_HPCA_BRST_L2_MOMENTS\n", - "MMS1_HPCA_SRVY_L2_ION\n", - "MMS1_HPCA_SRVY_L2_MOMENTS\n", - "MMS1_HPCA_SRVY_L2_TOF-COUNTS\n", - "MMS1_MEC_BRST_L2_EPHT89D\n", - "MMS1_MEC_BRST_L2_EPHT89Q\n", - "MMS1_MEC_BRST_L2_EPHTS04D\n", - "MMS1_MEC_SRVY_L2_EPHT89D\n", - "MMS1_MEC_SRVY_L2_EPHT89Q\n", - "MMS1_MEC_SRVY_L2_EPHTS04D\n", - "MMS1_SCM_BRST_L2_SCB\n", - "MMS1_SCM_BRST_L2_SCHB\n", - "MMS1_SCM_SRVY_L2_SCSRVY\n", - "MMS2_ASPOC_SRVY_L2\n", - "MMS2_DSP_FAST_L2_BPSD\n", - "MMS2_DSP_FAST_L2_EPSD\n", - "MMS2_DSP_SLOW_L2_BPSD\n", - "MMS2_DSP_SLOW_L2_EPSD\n", - "MMS2_EDI_BRST_L2_AMB-PM2@0\n", - "MMS2_EDI_BRST_L2_AMB-PM2@1\n", - "MMS2_EDI_BRST_L2_AMB@0\n", - "MMS2_EDI_BRST_L2_AMB@1\n", - "MMS2_EDI_BRST_L2_EFIELD\n", - "MMS2_EDI_BRST_L2_Q0@0\n", - "MMS2_EDI_BRST_L2_Q0@1\n", - "MMS2_EDI_BRST_L2_Q0@2\n", - "MMS2_EDI_SRVY_L2_AMB-PM2@0\n", - "MMS2_EDI_SRVY_L2_AMB-PM2@1\n", - "MMS2_EDI_SRVY_L2_AMB@0\n", - "MMS2_EDI_SRVY_L2_AMB@1\n", - "MMS2_EDI_SRVY_L2_EFIELD\n", - "MMS2_EDI_SRVY_L2_Q0@0\n", - "MMS2_EDI_SRVY_L2_Q0@1\n", - "MMS2_EDI_SRVY_L2_Q0@2\n", - "MMS2_EDP_BRST_L2_DCE\n", - "MMS2_EDP_BRST_L2_HMFE\n", - "MMS2_EDP_BRST_L2_SCPOT\n", - "MMS2_EDP_FAST_L2_DCE\n", - "MMS2_EDP_FAST_L2_SCPOT\n", - "MMS2_EDP_SLOW_L2_DCE\n", - "MMS2_EDP_SLOW_L2_SCPOT\n", - "MMS2_EDP_SRVY_L2_HFESP\n", - "MMS2_EPD-EIS_BRST_L2_EXTOF\n", - "MMS2_EPD-EIS_BRST_L2_PHXTOF\n", - "MMS2_EPD-EIS_SRVY_L2_ELECTRONENERGY\n", - "MMS2_EPD-EIS_SRVY_L2_EXTOF\n", - "MMS2_EPD-EIS_SRVY_L2_PHXTOF\n", - "MMS2_FEEPS_BRST_L2_ELECTRON\n", - "MMS2_FEEPS_BRST_L2_ION\n", - "MMS2_FEEPS_SRVY_L2_ELECTRON\n", - "MMS2_FEEPS_SRVY_L2_ION\n", - "MMS2_FGM_BRST_L2@0\n", - "MMS2_FGM_BRST_L2@1\n", - "MMS2_FGM_SRVY_L2@0\n", - "MMS2_FGM_SRVY_L2@1\n", - "MMS2_FPI_BRST_L2_DES-DIST\n", - "MMS2_FPI_BRST_L2_DES-MOMS\n", - "MMS2_FPI_BRST_L2_DES-PARTMOMS\n", - "MMS2_FPI_BRST_L2_DIS-DIST\n", - "MMS2_FPI_BRST_L2_DIS-MOMS\n", - "MMS2_FPI_BRST_L2_DIS-PARTMOMS\n", - "MMS2_FPI_FAST_L2_DES-DIST\n", - "MMS2_FPI_FAST_L2_DES-MOMS\n", - "MMS2_FPI_FAST_L2_DES-PARTMOMS\n", - "MMS2_FPI_FAST_L2_DIS-DIST\n", - "MMS2_FPI_FAST_L2_DIS-MOMS\n", - "MMS2_FPI_FAST_L2_DIS-PARTMOMS\n", - "MMS2_HPCA_BRST_L2_ION\n", - "MMS2_HPCA_BRST_L2_MOMENTS\n", - "MMS2_HPCA_SRVY_L2_ION\n", - "MMS2_HPCA_SRVY_L2_MOMENTS\n", - "MMS2_HPCA_SRVY_L2_TOF-COUNTS\n", - "MMS2_MEC_BRST_L2_EPHT89D\n", - "MMS2_MEC_BRST_L2_EPHT89Q\n", - "MMS2_MEC_BRST_L2_EPHTS04D\n", - "MMS2_MEC_SRVY_L2_EPHT89D\n", - "MMS2_MEC_SRVY_L2_EPHT89Q\n", - "MMS2_MEC_SRVY_L2_EPHTS04D\n", - "MMS2_SCM_BRST_L2_SCB\n", - "MMS2_SCM_BRST_L2_SCHB\n", - "MMS2_SCM_SRVY_L2_SCSRVY\n", - "MMS3_ASPOC_SRVY_L2\n", - "MMS3_DSP_FAST_L2_BPSD\n", - "MMS3_DSP_FAST_L2_EPSD\n", - "MMS3_DSP_SLOW_L2_BPSD\n", - "MMS3_DSP_SLOW_L2_EPSD\n", - "MMS3_EDI_BRST_L2_AMB-PM2@0\n", - "MMS3_EDI_BRST_L2_AMB-PM2@1\n", - "MMS3_EDI_BRST_L2_AMB@0\n", - "MMS3_EDI_BRST_L2_AMB@1\n", - "MMS3_EDI_BRST_L2_EFIELD\n", - "MMS3_EDI_BRST_L2_Q0@0\n", - "MMS3_EDI_BRST_L2_Q0@1\n", - "MMS3_EDI_BRST_L2_Q0@2\n", - "MMS3_EDI_SRVY_L2_AMB-PM2@0\n", - "MMS3_EDI_SRVY_L2_AMB-PM2@1\n", - "MMS3_EDI_SRVY_L2_AMB@0\n", - "MMS3_EDI_SRVY_L2_AMB@1\n", - "MMS3_EDI_SRVY_L2_EFIELD\n", - "MMS3_EDI_SRVY_L2_Q0@0\n", - "MMS3_EDI_SRVY_L2_Q0@1\n", - "MMS3_EDI_SRVY_L2_Q0@2\n", - "MMS3_EDP_BRST_L2_DCE\n", - "MMS3_EDP_BRST_L2_HMFE\n", - "MMS3_EDP_BRST_L2_SCPOT\n", - "MMS3_EDP_FAST_L2_DCE\n", - "MMS3_EDP_FAST_L2_SCPOT\n", - "MMS3_EDP_SLOW_L2_DCE\n", - "MMS3_EDP_SLOW_L2_SCPOT\n", - "MMS3_EDP_SRVY_L2_HFESP\n", - "MMS3_EPD-EIS_BRST_L2_EXTOF\n", - "MMS3_EPD-EIS_BRST_L2_PHXTOF\n", - "MMS3_EPD-EIS_SRVY_L2_ELECTRONENERGY\n", - "MMS3_EPD-EIS_SRVY_L2_EXTOF\n", - "MMS3_EPD-EIS_SRVY_L2_PHXTOF\n", - "MMS3_FEEPS_BRST_L2_ELECTRON\n", - "MMS3_FEEPS_BRST_L2_ION\n", - "MMS3_FEEPS_SRVY_L2_ELECTRON\n", - "MMS3_FEEPS_SRVY_L2_ION\n", - "MMS3_FGM_BRST_L2@0\n", - "MMS3_FGM_BRST_L2@1\n", - "MMS3_FGM_SRVY_L2@0\n", - "MMS3_FGM_SRVY_L2@1\n", - "MMS3_FPI_BRST_L2_DES-DIST\n", - "MMS3_FPI_BRST_L2_DES-MOMS\n", - "MMS3_FPI_BRST_L2_DES-PARTMOMS\n", - "MMS3_FPI_BRST_L2_DIS-DIST\n", - "MMS3_FPI_BRST_L2_DIS-MOMS\n", - "MMS3_FPI_BRST_L2_DIS-PARTMOMS\n", - "MMS3_FPI_FAST_L2_DES-DIST\n", - "MMS3_FPI_FAST_L2_DES-MOMS\n", - "MMS3_FPI_FAST_L2_DES-PARTMOMS\n", - "MMS3_FPI_FAST_L2_DIS-DIST\n", - "MMS3_FPI_FAST_L2_DIS-MOMS\n", - "MMS3_FPI_FAST_L2_DIS-PARTMOMS\n", - "MMS3_HPCA_BRST_L2_ION\n", - "MMS3_HPCA_BRST_L2_MOMENTS\n", - "MMS3_HPCA_SRVY_L2_ION\n", - "MMS3_HPCA_SRVY_L2_MOMENTS\n", - "MMS3_HPCA_SRVY_L2_TOF-COUNTS\n", - "MMS3_MEC_BRST_L2_EPHT89D\n", - "MMS3_MEC_BRST_L2_EPHT89Q\n", - "MMS3_MEC_BRST_L2_EPHTS04D\n", - "MMS3_MEC_SRVY_L2_EPHT89D\n", - "MMS3_MEC_SRVY_L2_EPHT89Q\n", - "MMS3_MEC_SRVY_L2_EPHTS04D\n", - "MMS3_SCM_BRST_L2_SCB\n", - "MMS3_SCM_BRST_L2_SCHB\n", - "MMS3_SCM_SRVY_L2_SCSRVY\n", - "MMS4_ASPOC_SRVY_L2\n", - "MMS4_DSP_FAST_L2_BPSD\n", - "MMS4_DSP_FAST_L2_EPSD\n", - "MMS4_DSP_SLOW_L2_BPSD\n", - "MMS4_DSP_SLOW_L2_EPSD\n", - "MMS4_EDI_BRST_L2_AMB-PM2@0\n", - "MMS4_EDI_BRST_L2_AMB-PM2@1\n", - "MMS4_EDI_BRST_L2_AMB@0\n", - "MMS4_EDI_BRST_L2_AMB@1\n", - "MMS4_EDI_BRST_L2_EFIELD\n", - "MMS4_EDI_BRST_L2_Q0@0\n", - "MMS4_EDI_BRST_L2_Q0@1\n", - "MMS4_EDI_BRST_L2_Q0@2\n", - "MMS4_EDI_SRVY_L2_AMB-PM2@0\n", - "MMS4_EDI_SRVY_L2_AMB-PM2@1\n", - "MMS4_EDI_SRVY_L2_AMB@0\n", - "MMS4_EDI_SRVY_L2_AMB@1\n", - "MMS4_EDI_SRVY_L2_EFIELD\n", - "MMS4_EDI_SRVY_L2_Q0@0\n", - "MMS4_EDI_SRVY_L2_Q0@1\n", - "MMS4_EDI_SRVY_L2_Q0@2\n", - "MMS4_EDP_BRST_L2_DCE\n", - "MMS4_EDP_BRST_L2_HMFE\n", - "MMS4_EDP_BRST_L2_SCPOT\n", - "MMS4_EDP_FAST_L2_DCE\n", - "MMS4_EDP_FAST_L2_SCPOT\n", - "MMS4_EDP_SLOW_L2_DCE\n", - "MMS4_EDP_SLOW_L2_SCPOT\n", - "MMS4_EDP_SRVY_L2_HFESP\n", - "MMS4_EPD-EIS_BRST_L2_EXTOF\n", - "MMS4_EPD-EIS_BRST_L2_PHXTOF\n", - "MMS4_EPD-EIS_SRVY_L2_ELECTRONENERGY\n", - "MMS4_EPD-EIS_SRVY_L2_EXTOF\n", - "MMS4_EPD-EIS_SRVY_L2_PHXTOF\n", - "MMS4_FEEPS_BRST_L2_ELECTRON\n", - "MMS4_FEEPS_BRST_L2_ION\n", - "MMS4_FEEPS_SRVY_L2_ELECTRON\n", - "MMS4_FEEPS_SRVY_L2_ION\n", - "MMS4_FGM_BRST_L2@0\n", - "MMS4_FGM_BRST_L2@1\n", - "MMS4_FGM_SRVY_L2@0\n", - "MMS4_FGM_SRVY_L2@1\n", - "MMS4_FPI_BRST_L2_DES-DIST\n", - "MMS4_FPI_BRST_L2_DES-MOMS\n", - "MMS4_FPI_BRST_L2_DES-PARTMOMS\n", - "MMS4_FPI_BRST_L2_DIS-DIST\n", - "MMS4_FPI_BRST_L2_DIS-MOMS\n", - "MMS4_FPI_BRST_L2_DIS-PARTMOMS\n", - "MMS4_FPI_FAST_L2_DES-DIST\n", - "MMS4_FPI_FAST_L2_DES-MOMS\n", - "MMS4_FPI_FAST_L2_DES-PARTMOMS\n", - "MMS4_FPI_FAST_L2_DIS-DIST\n", - "MMS4_FPI_FAST_L2_DIS-MOMS\n", - "MMS4_FPI_FAST_L2_DIS-PARTMOMS\n", - "MMS4_HPCA_BRST_L2_ION\n", - "MMS4_HPCA_BRST_L2_MOMENTS\n", - "MMS4_HPCA_SRVY_L2_ION\n", - "MMS4_HPCA_SRVY_L2_MOMENTS\n", - "MMS4_HPCA_SRVY_L2_TOF-COUNTS\n", - "MMS4_MEC_BRST_L2_EPHT89D\n", - "MMS4_MEC_BRST_L2_EPHT89Q\n", - "MMS4_MEC_BRST_L2_EPHTS04D\n", - "MMS4_MEC_SRVY_L2_EPHT89D\n", - "MMS4_MEC_SRVY_L2_EPHT89Q\n", - "MMS4_MEC_SRVY_L2_EPHTS04D\n", - "MMS4_SCM_BRST_L2_SCB\n", - "MMS4_SCM_BRST_L2_SCHB\n", - "MMS4_SCM_SRVY_L2_SCSRVY\n", - "MUNIN_M1_MDSE\n", - "MUNIN_M1_MDSI\n", - "MUNIN_M1_OA\n", - "MVN_INSITU_KP-4SEC\n", - "MVN_MAG_L2-SUNSTATE-1SEC\n", - "MVN_SEP_L2_S1-CAL-SVY-FULL\n", - "MVN_SEP_L2_S2-CAL-SVY-FULL\n", - "MVN_STA_L2_D8-12R1E\n", - "MVN_STA_L2_D9-12R64E\n", - "MVN_STA_L2_DA-1R64E\n", - "MVN_SWE_L2_ARCPAD\n", - "MVN_SWE_L2_SVYPAD\n", - "MVN_SWE_L2_SVYSPEC\n", - "MVN_SWI_L2_COARSEARC3D\n", - "MVN_SWI_L2_COARSESVY3D\n", - "MVN_SWI_L2_FINEARC3D\n", - "MVN_SWI_L2_FINESVY3D\n", - "MVN_SWI_L2_ONBOARDSVYMOM\n", - "MVN_SWI_L2_ONBOARDSVYSPEC\n", - "NEW_HORIZONS_SWAP_PICKUP-IONS\n", - "NEW_HORIZONS_SWAP_PICKUP-IONS-HISTOGRAM\n", - "NEW_HORIZONS_SWAP_VALIDSUM\n", - "NOAA15_POES-SEM2_FLUXES-2SEC\n", - "NOAA16_POES-SEM2_FLUXES-2SEC\n", - "NOAA18_POES-SEM2_FLUXES-2SEC\n", - "NOAA19_POES-SEM2_FLUXES-2SEC\n", - "OMNI2_H0_MRG1HR\n", - "OMNI_COHO1HR_MERGED_MAG_PLASMA\n", - "OMNI_HRO2_1MIN\n", - "OMNI_HRO2_5MIN\n", - "OMNI_HRO_1MIN\n", - "OMNI_HRO_5MIN\n", - "PIONEER10_COHO1HR_MERGED_MAG_PLASMA\n", - "PIONEER10_MAG_1MIN_MAGNETIC_FIELD@0\n", - "PIONEER10_MAG_1MIN_MAGNETIC_FIELD@1\n", - "PIONEER11_COHO1HR_MERGED_MAG_PLASMA\n", - "PIONEERVENUS_COHO1HR_MERGED_MAG_PLASMA\n", - "PIONEERVENUS_MERGED_SOLAR-WIND_10M\n", - "POLAR_HYDRA_MOMENTS-14SEC\n", - "PO_10MINATT_EFI\n", - "PO_6SECEDSC_EFI\n", - "PO_6SECPOTLDENS_EFI\n", - "PO_AT_DEF\n", - "PO_AT_PRE\n", - "PO_EJ_VIS\n", - "PO_H0_HYD\n", - "PO_H0_PWI@0\n", - "PO_H0_PWI@1\n", - "PO_H0_TID\n", - "PO_H0_TIM@0\n", - "PO_H0_TIM@1\n", - "PO_H0_TIM@2\n", - "PO_H0_TIM@3\n", - "PO_H0_UVI\n", - "PO_H1_PWI@0\n", - "PO_H1_PWI@1\n", - "PO_H1_PWI@2\n", - "PO_H1_PWI@3\n", - "PO_H1_PWI@4\n", - "PO_H1_TID\n", - "PO_H1_UVI\n", - "PO_H2_PWI\n", - "PO_H3_PWI@0\n", - "PO_H3_PWI@1\n", - "PO_H4_PWI@0\n", - "PO_H4_PWI@1\n", - "PO_H7_PWI\n", - "PO_H8_PWI\n", - "PO_H9_PWI\n", - "PO_HYD_ENERGY_FLUX\n", - "PO_K0_CAM\n", - "PO_K0_CEP\n", - "PO_K0_EFI\n", - "PO_K0_HYD\n", - "PO_K0_MFE@0\n", - "PO_K0_MFE@1\n", - "PO_K0_PIX\n", - "PO_K0_PWI\n", - "PO_K0_SPHA\n", - "PO_K0_UVI\n", - "PO_K0_VIS\n", - "PO_K1_TIM\n", - "PO_K1_VIS\n", - "PO_LEVEL1_UVI\n", - "PO_OR_DEF\n", - "PO_OR_PRE\n", - "PO_PA_DEF\n", - "PO_VIS_EARTH-CAMERA-CALIBRATED\n", - "PO_VIS_VISIBLE-IMAGER-CALIBRATED\n", - "PSP_COHO1HR_MERGED_MAG_PLASMA\n", - "PSP_FLD_L2_DFB_AC_BPF_DV12HG\n", - "PSP_FLD_L2_DFB_AC_BPF_DV34HG\n", - "PSP_FLD_L2_DFB_AC_BPF_SCMULFHG\n", - "PSP_FLD_L2_DFB_AC_BPF_SCMUMFHG\n", - "PSP_FLD_L2_DFB_AC_SPEC_DV12HG\n", - "PSP_FLD_L2_DFB_AC_SPEC_DV34HG\n", - "PSP_FLD_L2_DFB_AC_SPEC_SCMDLFHG\n", - "PSP_FLD_L2_DFB_AC_SPEC_SCMELFHG\n", - "PSP_FLD_L2_DFB_AC_SPEC_SCMFLFHG\n", - "PSP_FLD_L2_DFB_AC_SPEC_SCMMF\n", - "PSP_FLD_L2_DFB_AC_SPEC_SCMULFLG\n", - "PSP_FLD_L2_DFB_AC_SPEC_SCMVLFHG\n", - "PSP_FLD_L2_DFB_AC_SPEC_V5HG\n", - "PSP_FLD_L2_DFB_AC_XSPEC_DV12HG_DV34HG\n", - "PSP_FLD_L2_DFB_AC_XSPEC_SCMDLFHG_SCMELFHG\n", - "PSP_FLD_L2_DFB_AC_XSPEC_SCMDLFHG_SCMFLFHG\n", - "PSP_FLD_L2_DFB_AC_XSPEC_SCMELFHG_SCMFLFHG\n", - "PSP_FLD_L2_DFB_DBM_DVAC\n", - "PSP_FLD_L2_DFB_DBM_DVDC\n", - "PSP_FLD_L2_DFB_DBM_SCM\n", - "PSP_FLD_L2_DFB_DBM_VAC\n", - "PSP_FLD_L2_DFB_DBM_VDC\n", - "PSP_FLD_L2_DFB_DC_BPF_DV12HG\n", - "PSP_FLD_L2_DFB_DC_BPF_DV34HG\n", - "PSP_FLD_L2_DFB_DC_BPF_SCMULFHG\n", - "PSP_FLD_L2_DFB_DC_BPF_SCMVLFHG\n", - "PSP_FLD_L2_DFB_DC_SPEC_DV12HG\n", - "PSP_FLD_L2_DFB_DC_SPEC_SCMDLFHG\n", - "PSP_FLD_L2_DFB_DC_SPEC_SCMELFHG\n", - "PSP_FLD_L2_DFB_DC_SPEC_SCMFLFHG\n", - "PSP_FLD_L2_DFB_DC_SPEC_SCMULFHG\n", - "PSP_FLD_L2_DFB_DC_SPEC_SCMVLFHG\n", - "PSP_FLD_L2_DFB_DC_SPEC_SCMWLFHG\n", - "PSP_FLD_L2_DFB_DC_XSPEC_SCMDLFHG_SCMELFHG\n", - "PSP_FLD_L2_DFB_DC_XSPEC_SCMDLFHG_SCMFLFHG\n", - "PSP_FLD_L2_DFB_DC_XSPEC_SCMELFHG_SCMFLFHG\n", - "PSP_FLD_L2_DFB_DC_XSPEC_SCMVLFHG_SCMWLFHG\n", - "PSP_FLD_L2_DFB_WF_DVDC\n", - "PSP_FLD_L2_DFB_WF_SCM@0\n", - "PSP_FLD_L2_DFB_WF_SCM@1\n", - "PSP_FLD_L2_DFB_WF_VDC@0\n", - "PSP_FLD_L2_DFB_WF_VDC@1\n", - "PSP_FLD_L2_DFB_WF_VDC@2\n", - "PSP_FLD_L2_DFB_WF_VDC@3\n", - "PSP_FLD_L2_DFB_WF_VDC@4\n", - "PSP_FLD_L2_F2_100BPS\n", - "PSP_FLD_L2_MAG_RTN\n", - "PSP_FLD_L2_MAG_RTN_1MIN\n", - "PSP_FLD_L2_MAG_RTN_4_SA_PER_CYC\n", - "PSP_FLD_L2_MAG_SC\n", - "PSP_FLD_L2_MAG_SC_1MIN\n", - "PSP_FLD_L2_MAG_SC_4_SA_PER_CYC\n", - "PSP_FLD_L2_MAG_VSO\n", - "PSP_FLD_L2_RFS_BURST@0\n", - "PSP_FLD_L2_RFS_BURST@1\n", - "PSP_FLD_L2_RFS_BURST@2\n", - "PSP_FLD_L2_RFS_BURST@3\n", - "PSP_FLD_L2_RFS_BURST@4\n", - "PSP_FLD_L2_RFS_HFR@0\n", - "PSP_FLD_L2_RFS_HFR@1\n", - "PSP_FLD_L2_RFS_HFR@2\n", - "PSP_FLD_L2_RFS_HFR@3\n", - "PSP_FLD_L2_RFS_HFR@4\n", - "PSP_FLD_L2_RFS_HFR@5\n", - "PSP_FLD_L2_RFS_HFR@6\n", - "PSP_FLD_L2_RFS_HFR@7\n", - "PSP_FLD_L2_RFS_HFR@8\n", - "PSP_FLD_L2_RFS_LFR@0\n", - "PSP_FLD_L2_RFS_LFR@1\n", - "PSP_FLD_L2_RFS_LFR@10\n", - "PSP_FLD_L2_RFS_LFR@11\n", - "PSP_FLD_L2_RFS_LFR@12\n", - "PSP_FLD_L2_RFS_LFR@2\n", - "PSP_FLD_L2_RFS_LFR@3\n", - "PSP_FLD_L2_RFS_LFR@4\n", - "PSP_FLD_L2_RFS_LFR@5\n", - "PSP_FLD_L2_RFS_LFR@6\n", - "PSP_FLD_L2_RFS_LFR@7\n", - "PSP_FLD_L2_RFS_LFR@8\n", - "PSP_FLD_L2_RFS_LFR@9\n", - "PSP_FLD_L3_MERGED_SCAM_WF\n", - "PSP_FLD_L3_SQTN_RFS_V1V2\n", - "PSP_HELIO1DAY_POSITION\n", - "PSP_ISOIS-EPIHI_L2-HET-RATES10\n", - "PSP_ISOIS-EPIHI_L2-HET-RATES300\n", - "PSP_ISOIS-EPIHI_L2-HET-RATES3600\n", - "PSP_ISOIS-EPIHI_L2-HET-RATES60\n", - "PSP_ISOIS-EPIHI_L2-LET1-RATES10\n", - "PSP_ISOIS-EPIHI_L2-LET1-RATES300\n", - "PSP_ISOIS-EPIHI_L2-LET1-RATES3600\n", - "PSP_ISOIS-EPIHI_L2-LET1-RATES60\n", - "PSP_ISOIS-EPIHI_L2-LET2-RATES10\n", - "PSP_ISOIS-EPIHI_L2-LET2-RATES300\n", - "PSP_ISOIS-EPIHI_L2-LET2-RATES3600\n", - "PSP_ISOIS-EPIHI_L2-LET2-RATES60\n", - "PSP_ISOIS-EPIHI_L2-SECOND-RATES\n", - "PSP_ISOIS-EPILO_L2-IC@0\n", - "PSP_ISOIS-EPILO_L2-IC@1\n", - "PSP_ISOIS-EPILO_L2-IC@2\n", - "PSP_ISOIS-EPILO_L2-IC@3\n", - "PSP_ISOIS-EPILO_L2-IC@4\n", - "PSP_ISOIS-EPILO_L2-PE@0\n", - "PSP_ISOIS-EPILO_L2-PE@1\n", - "PSP_ISOIS-EPILO_L2-PE@2\n", - "PSP_ISOIS_L2-EPHEM\n", - "PSP_ISOIS_L2-SUMMARY@0\n", - "PSP_ISOIS_L2-SUMMARY@1\n", - "PSP_ISOIS_L2-SUMMARY@2\n", - "PSP_ISOIS_L2-SUMMARY@3\n", - "PSP_SWP_SPA_SF0_L2_16AX8DX32E\n", - "PSP_SWP_SPA_SF0_L3_PAD\n", - "PSP_SWP_SPA_SF1_L2_32E\n", - "PSP_SWP_SPB_SF0_L2_16AX8DX32E\n", - "PSP_SWP_SPB_SF0_L3_PAD\n", - "PSP_SWP_SPB_SF1_L2_32E\n", - "PSP_SWP_SPC_L2I\n", - "PSP_SWP_SPC_L3I\n", - "PSP_SWP_SPE_SF0_L3_PAD\n", - "PSP_SWP_SPI_SF00_L2_8DX32EX8A\n", - "PSP_SWP_SPI_SF00_L3_MOM\n", - "PSP_SWP_SPI_SF00_L3_MOM_INST\n", - "PSP_SWP_SPI_SF01_L2_8DX32EX8A\n", - "PSP_SWP_SPI_SF0A_L3_MOM\n", - "PSP_SWP_SPI_SF0A_L3_MOM_INST\n", - "RBSP-A-RBSPICE_LEV-2_ESRHELT\n", - "RBSP-A-RBSPICE_LEV-2_ESRLEHT\n", - "RBSP-A-RBSPICE_LEV-2_ISRHELT\n", - "RBSP-A-RBSPICE_LEV-2_TOFXEH\n", - "RBSP-A-RBSPICE_LEV-2_TOFXEION\n", - "RBSP-A-RBSPICE_LEV-2_TOFXENONH\n", - "RBSP-A-RBSPICE_LEV-2_TOFXPHHHELT\n", - "RBSP-A-RBSPICE_LEV-2_TOFXPHHLEHT\n", - "RBSP-A-RBSPICE_LEV-3-PAP_ESRHELT\n", - "RBSP-A-RBSPICE_LEV-3-PAP_ESRLEHT\n", - "RBSP-A-RBSPICE_LEV-3-PAP_TOFXEH\n", - "RBSP-A-RBSPICE_LEV-3-PAP_TOFXEHE-0\n", - "RBSP-A-RBSPICE_LEV-3-PAP_TOFXEION\n", - "RBSP-A-RBSPICE_LEV-3-PAP_TOFXEO-0\n", - "RBSP-A-RBSPICE_LEV-3-PAP_TOFXPHHHELT\n", - "RBSP-A-RBSPICE_LEV-3-PAP_TOFXPHHLEHT\n", - "RBSP-A-RBSPICE_LEV-3-PAP_TOFXPHOHELT\n", - "RBSP-A-RBSPICE_LEV-3-PAP_TOFXPHOLEHT\n", - "RBSP-A-RBSPICE_LEV-3_ESRHELT\n", - "RBSP-A-RBSPICE_LEV-3_ESRLEHT\n", - "RBSP-A-RBSPICE_LEV-3_ISRHELT\n", - "RBSP-A-RBSPICE_LEV-3_TOFXEH\n", - "RBSP-A-RBSPICE_LEV-3_TOFXEION\n", - "RBSP-A-RBSPICE_LEV-3_TOFXENONH\n", - "RBSP-A-RBSPICE_LEV-3_TOFXPHHHELT\n", - "RBSP-A-RBSPICE_LEV-3_TOFXPHHLEHT\n", - "RBSP-A_DENSITY_EMFISIS-L4\n", - "RBSP-A_HFR-SPECTRA-BURST_EMFISIS-L2\n", - "RBSP-A_HFR-SPECTRA_EMFISIS-L2\n", - "RBSP-A_HFR-WAVEFORM_EMFISIS-L2@0\n", - "RBSP-A_HFR-WAVEFORM_EMFISIS-L2@1\n", - "RBSP-A_MAGNETOMETER_1SEC-GEI_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_1SEC-GEO_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_1SEC-GSE_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_1SEC-GSM_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_1SEC-SM_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_4SEC-GEI_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_4SEC-GEO_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_4SEC-GSE_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_4SEC-GSM_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_4SEC-SM_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_HIRES-GEI_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_HIRES-GEO_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_HIRES-GSE_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_HIRES-GSM_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_HIRES-SM_EMFISIS-L3\n", - "RBSP-A_MAGNETOMETER_UVW_EMFISIS-L2\n", - "RBSP-A_WFR-SPECTRAL-MATRIX-DIAGONAL-MERGED_EMFISIS-L2\n", - "RBSP-A_WFR-SPECTRAL-MATRIX-DIAGONAL_EMFISIS-L2\n", - "RBSP-A_WFR-SPECTRAL-MATRIX_EMFISIS-L2\n", - "RBSP-A_WFR-WAVEFORM-CONTINUOUS-BURST_EMFISIS-L2\n", - "RBSP-A_WFR-WAVEFORM_EMFISIS-L2\n", - "RBSP-B-RBSPICE_LEV-2_ESRHELT\n", - "RBSP-B-RBSPICE_LEV-2_ESRLEHT\n", - "RBSP-B-RBSPICE_LEV-2_ISRHELT\n", - "RBSP-B-RBSPICE_LEV-2_TOFXEH\n", - "RBSP-B-RBSPICE_LEV-2_TOFXEION\n", - "RBSP-B-RBSPICE_LEV-2_TOFXENONH\n", - "RBSP-B-RBSPICE_LEV-2_TOFXPHHHELT\n", - "RBSP-B-RBSPICE_LEV-2_TOFXPHHLEHT\n", - "RBSP-B-RBSPICE_LEV-3-PAP_ESRHELT\n", - "RBSP-B-RBSPICE_LEV-3-PAP_ESRLEHT\n", - "RBSP-B-RBSPICE_LEV-3-PAP_TOFXEH\n", - "RBSP-B-RBSPICE_LEV-3-PAP_TOFXEHE-0\n", - "RBSP-B-RBSPICE_LEV-3-PAP_TOFXEION\n", - "RBSP-B-RBSPICE_LEV-3-PAP_TOFXEO-0\n", - "RBSP-B-RBSPICE_LEV-3-PAP_TOFXPHHHELT\n", - "RBSP-B-RBSPICE_LEV-3-PAP_TOFXPHHLEHT\n", - "RBSP-B-RBSPICE_LEV-3-PAP_TOFXPHOHELT\n", - "RBSP-B-RBSPICE_LEV-3-PAP_TOFXPHOLEHT\n", - "RBSP-B-RBSPICE_LEV-3_ESRHELT\n", - "RBSP-B-RBSPICE_LEV-3_ESRLEHT\n", - "RBSP-B-RBSPICE_LEV-3_ISRHELT\n", - "RBSP-B-RBSPICE_LEV-3_TOFXEH\n", - "RBSP-B-RBSPICE_LEV-3_TOFXEION\n", - "RBSP-B-RBSPICE_LEV-3_TOFXENONH\n", - "RBSP-B-RBSPICE_LEV-3_TOFXPHHHELT\n", - "RBSP-B-RBSPICE_LEV-3_TOFXPHHLEHT\n", - "RBSP-B_DENSITY_EMFISIS-L4\n", - "RBSP-B_HFR-SPECTRA-BURST_EMFISIS-L2\n", - "RBSP-B_HFR-SPECTRA-MERGED_EMFISIS-L2\n", - "RBSP-B_HFR-SPECTRA_EMFISIS-L2\n", - "RBSP-B_HFR-WAVEFORM_EMFISIS-L2@0\n", - "RBSP-B_HFR-WAVEFORM_EMFISIS-L2@1\n", - "RBSP-B_MAGNETOMETER_1SEC-GEI_EMFISIS-L3\n", - "RBSP-B_MAGNETOMETER_1SEC-GEO_EMFISIS-L3\n", - "RBSP-B_MAGNETOMETER_1SEC-GSE_EMFISIS-L3\n", - "RBSP-B_MAGNETOMETER_1SEC-GSM_EMFISIS-L3\n", - "RBSP-B_MAGNETOMETER_1SEC-SM_EMFISIS-L3\n", - "RBSP-B_MAGNETOMETER_4SEC-GEI_EMFISIS-L3\n", - "RBSP-B_MAGNETOMETER_4SEC-GEO_EMFISIS-L3\n", - "RBSP-B_MAGNETOMETER_4SEC-GSE_EMFISIS-L3\n", - "RBSP-B_MAGNETOMETER_4SEC-GSM_EMFISIS-L3\n", - "RBSP-B_MAGNETOMETER_4SEC-SM_EMFISIS-L3\n", - "RBSP-B_WFR-SPECTRAL-MATRIX-DIAGONAL-MERGED_EMFISIS-L2\n", - "RBSP-B_WFR-SPECTRAL-MATRIX-DIAGONAL_EMFISIS-L2\n", - "RBSP-B_WFR-SPECTRAL-MATRIX_EMFISIS-L2\n", - "RBSP-B_WFR-WAVEFORM-CONTINUOUS-BURST_EMFISIS-L2\n", - "RBSP-B_WFR-WAVEFORM_EMFISIS-L2\n", - "RBSPA_EFW-L2_E-HIRES-UVW@0\n", - "RBSPA_EFW-L2_E-HIRES-UVW@1\n", - "RBSPA_EFW-L2_E-SPINFIT-MGSE@0\n", - "RBSPA_EFW-L2_E-SPINFIT-MGSE@1\n", - "RBSPA_EFW-L2_ESVY_DESPUN@0\n", - "RBSPA_EFW-L2_ESVY_DESPUN@1\n", - "RBSPA_EFW-L2_FBK@0\n", - "RBSPA_EFW-L2_FBK@1\n", - "RBSPA_EFW-L2_SPEC@0\n", - "RBSPA_EFW-L2_SPEC@1\n", - "RBSPA_EFW-L2_VSVY-HIRES@0\n", - "RBSPA_EFW-L2_VSVY-HIRES@1\n", - "RBSPA_EFW-L2_VSVY-HIRES@2\n", - "RBSPA_EFW-L3@0\n", - "RBSPA_EFW-L3@1\n", - "RBSPA_L2-1MIN_PSBR-RPS\n", - "RBSPA_L2_PSBR-RPS@0\n", - "RBSPA_L2_PSBR-RPS@1\n", - "RBSPA_REL03_ECT-MAGEIS-L2@0\n", - "RBSPA_REL03_ECT-MAGEIS-L2@1\n", - "RBSPA_REL03_ECT-REPT-SCI-L2\n", - "RBSPA_REL03_ECT-REPT-SCI-L3@0\n", - "RBSPA_REL03_ECT-REPT-SCI-L3@1\n", - "RBSPA_REL04_ECT-HOPE-MOM-L3@0\n", - "RBSPA_REL04_ECT-HOPE-MOM-L3@1\n", - "RBSPA_REL04_ECT-HOPE-PA-L3@0\n", - "RBSPA_REL04_ECT-HOPE-PA-L3@1\n", - "RBSPA_REL04_ECT-HOPE-SCI-L2@0\n", - "RBSPA_REL04_ECT-HOPE-SCI-L2@1\n", - "RBSPA_REL04_ECT-HOPE-SCI-L2SA@0\n", - "RBSPA_REL04_ECT-HOPE-SCI-L2SA@1\n", - "RBSPA_REL04_ECT-MAGEIS-L3@0\n", - "RBSPA_REL04_ECT-MAGEIS-L3@1\n", - "RBSPB_EFW-L2_E-HIRES-UVW@0\n", - "RBSPB_EFW-L2_E-HIRES-UVW@1\n", - "RBSPB_EFW-L2_E-SPINFIT-MGSE@0\n", - "RBSPB_EFW-L2_E-SPINFIT-MGSE@1\n", - "RBSPB_EFW-L2_ESVY_DESPUN@0\n", - "RBSPB_EFW-L2_ESVY_DESPUN@1\n", - "RBSPB_EFW-L2_FBK@0\n", - "RBSPB_EFW-L2_FBK@1\n", - "RBSPB_EFW-L2_SPEC@0\n", - "RBSPB_EFW-L2_SPEC@1\n", - "RBSPB_EFW-L2_VSVY-HIRES@0\n", - "RBSPB_EFW-L2_VSVY-HIRES@1\n", - "RBSPB_EFW-L2_VSVY-HIRES@2\n", - "RBSPB_EFW-L3@0\n", - "RBSPB_EFW-L3@1\n", - "RBSPB_L2-1MIN_PSBR-RPS\n", - "RBSPB_L2_PSBR-RPS@0\n", - "RBSPB_L2_PSBR-RPS@1\n", - "RBSPB_REL03_ECT-MAGEIS-L2@0\n", - "RBSPB_REL03_ECT-MAGEIS-L2@1\n", - "RBSPB_REL03_ECT-REPT-SCI-L2\n", - "RBSPB_REL03_ECT-REPT-SCI-L3@0\n", - "RBSPB_REL03_ECT-REPT-SCI-L3@1\n", - "RBSPB_REL04_ECT-HOPE-MOM-L3@0\n", - "RBSPB_REL04_ECT-HOPE-MOM-L3@1\n", - "RBSPB_REL04_ECT-HOPE-PA-L3@0\n", - "RBSPB_REL04_ECT-HOPE-PA-L3@1\n", - "RBSPB_REL04_ECT-HOPE-SCI-L2@0\n", - "RBSPB_REL04_ECT-HOPE-SCI-L2@1\n", - "RBSPB_REL04_ECT-HOPE-SCI-L2SA@0\n", - "RBSPB_REL04_ECT-HOPE-SCI-L2SA@1\n", - "RBSPB_REL04_ECT-MAGEIS-L3@0\n", - "RBSPB_REL04_ECT-MAGEIS-L3@1\n", - "RBSP_ECT-REPT-SCI-L3-SELESNICK-MODEL\n", - "RENU2_H0_EFIELD\n", - "RENU2_H0_EPLAS\n", - "RENU2_H0_ERPAMAIN@0\n", - "RENU2_H0_ERPAMAIN@1\n", - "RENU2_H0_ERPAMAIN@2\n", - "RENU2_H0_ERPASUB@0\n", - "RENU2_H0_ERPASUB@1\n", - "RENU2_H0_ERPASUB@2\n", - "RENU2_H0_FGM\n", - "RENU2_H0_IG2\n", - "RENU2_H0_PMT@0\n", - "RENU2_H0_PMT@1\n", - "RENU2_H0_UVPMT\n", - "RENU2_H0_VLF\n", - "RS_K0_IPEI\n", - "SE_K0_AIS\n", - "SE_K0_FPI\n", - "SE_K0_MAG\n", - "SE_K0_RIO\n", - "SE_K0_VLF\n", - "SOHO_CELIAS-PM_30S\n", - "SOHO_CELIAS-PM_5MIN\n", - "SOHO_CELIAS-SEM_15S\n", - "SOHO_CELIAS-SEM_1DAY\n", - "SOHO_COSTEP-EPHIN_L3I-10MIN\n", - "SOHO_COSTEP-EPHIN_L3I-1DAY\n", - "SOHO_COSTEP-EPHIN_L3I-1HR\n", - "SOHO_COSTEP-EPHIN_L3I-1MIN\n", - "SOHO_COSTEP-EPHIN_L3I-30MIN\n", - "SOHO_COSTEP-EPHIN_L3I-5MIN\n", - "SOHO_ERNE-HED_L2-1MIN\n", - "SOHO_ERNE-LED_L2-1MIN\n", - "SOLO_HELIO1DAY_POSITION\n", - "SOLO_L2_EPD-EPT-ASUN-HCAD\n", - "SOLO_L2_EPD-EPT-ASUN-RATES@0\n", - "SOLO_L2_EPD-EPT-ASUN-RATES@1\n", - "SOLO_L2_EPD-EPT-NORTH-HCAD\n", - "SOLO_L2_EPD-EPT-NORTH-RATES@0\n", - "SOLO_L2_EPD-EPT-NORTH-RATES@1\n", - "SOLO_L2_EPD-EPT-SOUTH-HCAD\n", - "SOLO_L2_EPD-EPT-SOUTH-RATES@0\n", - "SOLO_L2_EPD-EPT-SOUTH-RATES@1\n", - "SOLO_L2_EPD-EPT-SUN-HCAD\n", - "SOLO_L2_EPD-EPT-SUN-RATES@0\n", - "SOLO_L2_EPD-EPT-SUN-RATES@1\n", - "SOLO_L2_EPD-HET-ASUN-RATES@0\n", - "SOLO_L2_EPD-HET-ASUN-RATES@1\n", - "SOLO_L2_EPD-HET-ASUN-RATES@2\n", - "SOLO_L2_EPD-HET-ASUN-RATES@3\n", - "SOLO_L2_EPD-HET-ASUN-RATES@4\n", - "SOLO_L2_EPD-HET-NORTH-RATES@0\n", - "SOLO_L2_EPD-HET-NORTH-RATES@1\n", - "SOLO_L2_EPD-HET-NORTH-RATES@2\n", - "SOLO_L2_EPD-HET-NORTH-RATES@3\n", - "SOLO_L2_EPD-HET-NORTH-RATES@4\n", - "SOLO_L2_EPD-HET-SOUTH-RATES@0\n", - "SOLO_L2_EPD-HET-SOUTH-RATES@1\n", - "SOLO_L2_EPD-HET-SOUTH-RATES@2\n", - "SOLO_L2_EPD-HET-SOUTH-RATES@3\n", - "SOLO_L2_EPD-HET-SOUTH-RATES@4\n", - "SOLO_L2_EPD-HET-SUN-RATES@0\n", - "SOLO_L2_EPD-HET-SUN-RATES@1\n", - "SOLO_L2_EPD-HET-SUN-RATES@2\n", - "SOLO_L2_EPD-HET-SUN-RATES@3\n", - "SOLO_L2_EPD-HET-SUN-RATES@4\n", - "SOLO_L2_EPD-SIS-A-HEHIST\n", - "SOLO_L2_EPD-SIS-A-RATES-MEDIUM\n", - "SOLO_L2_EPD-SIS-A-RATES-SLOW\n", - "SOLO_L2_EPD-SIS-B-HEHIST\n", - "SOLO_L2_EPD-SIS-B-RATES-MEDIUM\n", - "SOLO_L2_EPD-SIS-B-RATES-SLOW\n", - "SOLO_L2_EPD-STEP-HCAD\n", - "SOLO_L2_EPD-STEP-RATES\n", - "SOLO_L2_MAG-RTN-BURST\n", - "SOLO_L2_MAG-RTN-LL\n", - "SOLO_L2_MAG-RTN-LL-1-MINUTE\n", - "SOLO_L2_MAG-RTN-NORMAL\n", - "SOLO_L2_MAG-RTN-NORMAL-1-MINUTE\n", - "SOLO_L2_MAG-SRF-BURST\n", - "SOLO_L2_MAG-SRF-LL\n", - "SOLO_L2_MAG-SRF-NORMAL\n", - "SOLO_L2_MAG-VSO-BURST\n", - "SOLO_L2_MAG-VSO-NORMAL\n", - "SOLO_L2_MAG-VSO-NORMAL-1-MINUTE\n", - "SOLO_L2_RPW-HFR-SURV\n", - "SOLO_L2_RPW-LFR-SURV-BP1@0\n", - "SOLO_L2_RPW-LFR-SURV-BP1@1\n", - "SOLO_L2_RPW-LFR-SURV-BP1@2\n", - "SOLO_L2_RPW-LFR-SURV-BP1@3\n", - "SOLO_L2_RPW-LFR-SURV-BP2@0\n", - "SOLO_L2_RPW-LFR-SURV-BP2@1\n", - "SOLO_L2_RPW-LFR-SURV-BP2@2\n", - "SOLO_L2_RPW-LFR-SURV-BP2@3\n", - "SOLO_L2_RPW-LFR-SURV-CWF-B\n", - "SOLO_L2_RPW-LFR-SURV-CWF-E\n", - "SOLO_L2_RPW-TDS-SURV-HIST1D\n", - "SOLO_L2_RPW-TDS-SURV-HIST2D\n", - "SOLO_L2_RPW-TDS-SURV-STAT\n", - "SOLO_L2_SWA-PAS-EFLUX\n", - "SOLO_L2_SWA-PAS-GRND-MOM\n", - "SO_AT_DEF\n", - "SO_K0_CEL\n", - "SO_K0_CST\n", - "SO_K0_ERN\n", - "SO_OR_DEF\n", - "SO_OR_PRE\n", - "ST5-094_1SEC_MAG\n", - "ST5-155_1SEC_MAG\n", - "ST5-224_1SEC_MAG\n", - "STA_COHO1HR_MERGED_MAG_PLASMA\n", - "STA_L1_HET\n", - "STA_L1_IMPACT_BURST\n", - "STA_L1_IMPACT_HKP\n", - "STA_L1_LET\n", - "STA_L1_MAGB_RTN\n", - "STA_L1_MAGB_SC\n", - "STA_L1_MAG_RTN\n", - "STA_L1_MAG_SC\n", - "STA_L1_SEPT@0\n", - "STA_L1_SEPT@1\n", - "STA_L1_SIT\n", - "STA_L1_STE\n", - "STA_L1_SWEA_DISB\n", - "STA_L1_SWEA_DIST\n", - "STA_L1_SWEA_SPEC@0\n", - "STA_L1_SWEA_SPEC@1\n", - "STA_L2_MAGPLASMA_1M\n", - "STA_L2_PLA_1DMAX_10MIN\n", - "STA_L2_PLA_1DMAX_1HR\n", - "STA_L2_PLA_1DMAX_1MIN\n", - "STA_L2_PLA_IRON_Q_2HR\n", - "STA_L3_PLA_HE2PL_F_VSW_01HR\n", - "STA_L3_PLA_HEPLUS_24HR\n", - "STA_L3_PLA_HEPLUS_F_VSW_01HR\n", - "STA_L3_PLA_HEPLUS_F_VSW_10MIN\n", - "STA_L3_PLA_HEPLUS_F_VSW_24HR\n", - "STA_L3_PLA_HEPLUS_SW_VELCTDIST_5MIN\n", - "STA_LB_IMPACT@0\n", - "STA_LB_IMPACT@1\n", - "STA_LB_IMPACT@2\n", - "STA_LB_MAG_RTN\n", - "STA_LB_PLA_BROWSE\n", - "STB_COHO1HR_MERGED_MAG_PLASMA\n", - "STB_L1_HET\n", - "STB_L1_IMPACT_BURST\n", - "STB_L1_IMPACT_HKP\n", - "STB_L1_LET\n", - "STB_L1_MAGB_RTN\n", - "STB_L1_MAGB_SC\n", - "STB_L1_MAG_RTN\n", - "STB_L1_MAG_SC\n", - "STB_L1_SEPT@0\n", - "STB_L1_SEPT@1\n", - "STB_L1_SIT\n", - "STB_L1_STE\n", - "STB_L1_SWEA_DISB\n", - "STB_L1_SWEA_DIST\n", - "STB_L1_SWEA_SPEC@0\n", - "STB_L1_SWEA_SPEC@1\n", - "STB_L2_MAGPLASMA_1M\n", - "STB_L2_PLA_1DMAX_10MIN\n", - "STB_L2_PLA_1DMAX_1HR\n", - "STB_L2_PLA_1DMAX_1MIN\n", - "STB_L2_PLA_IRON_Q_2HR\n", - "STB_LB_IMPACT@0\n", - "STB_LB_IMPACT@1\n", - "STB_LB_IMPACT@2\n", - "STB_LB_PLA_BROWSE\n", - "STEREO_LEVEL2_SWAVES\n", - "SX_K0_30F\n", - "SX_K0_POF\n", - "THA_L1_STATE@0\n", - "THA_L1_STATE@1\n", - "THA_L1_STATE@2\n", - "THA_L2_EFI@0\n", - "THA_L2_EFI@1\n", - "THA_L2_EFI@2\n", - "THA_L2_EFI@3\n", - "THA_L2_EFI@4\n", - "THA_L2_EFI@5\n", - "THA_L2_ESA@0\n", - "THA_L2_ESA@1\n", - "THA_L2_ESA@2\n", - "THA_L2_ESA@3\n", - "THA_L2_ESA@4\n", - "THA_L2_ESA@5\n", - "THA_L2_ESA@6\n", - "THA_L2_ESA@7\n", - "THA_L2_FBK@0\n", - "THA_L2_FBK@1\n", - "THA_L2_FBK@10\n", - "THA_L2_FBK@11\n", - "THA_L2_FBK@12\n", - "THA_L2_FBK@13\n", - "THA_L2_FBK@14\n", - "THA_L2_FBK@15\n", - "THA_L2_FBK@2\n", - "THA_L2_FBK@3\n", - "THA_L2_FBK@4\n", - "THA_L2_FBK@5\n", - "THA_L2_FBK@6\n", - "THA_L2_FBK@7\n", - "THA_L2_FBK@8\n", - "THA_L2_FBK@9\n", - "THA_L2_FFT@0\n", - "THA_L2_FFT@1\n", - "THA_L2_FFT@2\n", - "THA_L2_FFT@3\n", - "THA_L2_FFT@4\n", - "THA_L2_FFT@5\n", - "THA_L2_FFT@6\n", - "THA_L2_FFT@7\n", - "THA_L2_FGM@0\n", - "THA_L2_FGM@1\n", - "THA_L2_FGM@2\n", - "THA_L2_FGM@3\n", - "THA_L2_FIT@0\n", - "THA_L2_FIT@1\n", - "THA_L2_FIT@2\n", - "THA_L2_FIT@3\n", - "THA_L2_GMOM@0\n", - "THA_L2_GMOM@1\n", - "THA_L2_GMOM@2\n", - "THA_L2_GMOM@3\n", - "THA_L2_GMOM@4\n", - "THA_L2_GMOM@5\n", - "THA_L2_GMOM@6\n", - "THA_L2_GMOM@7\n", - "THA_L2_MOM@0\n", - "THA_L2_MOM@1\n", - "THA_L2_MOM@2\n", - "THA_L2_MOM@3\n", - "THA_L2_MOM@4\n", - "THA_L2_SCM@0\n", - "THA_L2_SCM@1\n", - "THA_L2_SCM@2\n", - "THA_L2_SST@0\n", - "THA_L2_SST@1\n", - "THA_L2_SST@2\n", - "THA_L2_SST@3\n", - "THA_L2_SST@4\n", - "THA_L2_SST@5\n", - "THA_OR_SSC\n", - "THB_L1_STATE@0\n", - "THB_L1_STATE@1\n", - "THB_L1_STATE@2\n", - "THB_L2_EFI@0\n", - "THB_L2_EFI@1\n", - "THB_L2_EFI@2\n", - "THB_L2_EFI@3\n", - "THB_L2_EFI@4\n", - "THB_L2_EFI@5\n", - "THB_L2_ESA@0\n", - "THB_L2_ESA@1\n", - "THB_L2_ESA@2\n", - "THB_L2_ESA@3\n", - "THB_L2_ESA@4\n", - "THB_L2_ESA@5\n", - "THB_L2_ESA@6\n", - "THB_L2_ESA@7\n", - "THB_L2_FBK@0\n", - "THB_L2_FBK@1\n", - "THB_L2_FBK@10\n", - "THB_L2_FBK@11\n", - "THB_L2_FBK@12\n", - "THB_L2_FBK@13\n", - "THB_L2_FBK@14\n", - "THB_L2_FBK@15\n", - "THB_L2_FBK@2\n", - "THB_L2_FBK@3\n", - "THB_L2_FBK@4\n", - "THB_L2_FBK@5\n", - "THB_L2_FBK@6\n", - "THB_L2_FBK@7\n", - "THB_L2_FBK@8\n", - "THB_L2_FBK@9\n", - "THB_L2_FFT@0\n", - "THB_L2_FFT@1\n", - "THB_L2_FFT@2\n", - "THB_L2_FFT@3\n", - "THB_L2_FFT@4\n", - "THB_L2_FFT@5\n", - "THB_L2_FFT@6\n", - "THB_L2_FFT@7\n", - "THB_L2_FFT@8\n", - "THB_L2_FGM@0\n", - "THB_L2_FGM@1\n", - "THB_L2_FGM@2\n", - "THB_L2_FGM@3\n", - "THB_L2_FIT@0\n", - "THB_L2_FIT@1\n", - "THB_L2_FIT@2\n", - "THB_L2_FIT@3\n", - "THB_L2_GMOM@0\n", - "THB_L2_GMOM@1\n", - "THB_L2_GMOM@2\n", - "THB_L2_GMOM@3\n", - "THB_L2_GMOM@4\n", - "THB_L2_GMOM@5\n", - "THB_L2_GMOM@6\n", - "THB_L2_GMOM@7\n", - "THB_L2_MERGED\n", - "THB_L2_MOM@0\n", - "THB_L2_MOM@1\n", - "THB_L2_MOM@2\n", - "THB_L2_MOM@3\n", - "THB_L2_MOM@4\n", - "THB_L2_SCM@0\n", - "THB_L2_SCM@1\n", - "THB_L2_SCM@2\n", - "THB_L2_SST@0\n", - "THB_L2_SST@1\n", - "THB_L2_SST@2\n", - "THB_L2_SST@3\n", - "THB_L2_SST@4\n", - "THB_L2_SST@5\n", - "THB_OR_SSC\n", - "THC_L1_STATE@0\n", - "THC_L1_STATE@1\n", - "THC_L1_STATE@2\n", - "THC_L2_EFI@0\n", - "THC_L2_EFI@1\n", - "THC_L2_EFI@2\n", - "THC_L2_EFI@3\n", - "THC_L2_EFI@4\n", - "THC_L2_EFI@5\n", - "THC_L2_ESA@0\n", - "THC_L2_ESA@1\n", - "THC_L2_ESA@2\n", - "THC_L2_ESA@3\n", - "THC_L2_ESA@4\n", - "THC_L2_ESA@5\n", - "THC_L2_ESA@6\n", - "THC_L2_ESA@7\n", - "THC_L2_FBK@0\n", - "THC_L2_FBK@1\n", - "THC_L2_FBK@10\n", - "THC_L2_FBK@11\n", - "THC_L2_FBK@12\n", - "THC_L2_FBK@13\n", - "THC_L2_FBK@14\n", - "THC_L2_FBK@15\n", - "THC_L2_FBK@2\n", - "THC_L2_FBK@3\n", - "THC_L2_FBK@4\n", - "THC_L2_FBK@5\n", - "THC_L2_FBK@6\n", - "THC_L2_FBK@7\n", - "THC_L2_FBK@8\n", - "THC_L2_FBK@9\n", - "THC_L2_FFT@0\n", - "THC_L2_FFT@1\n", - "THC_L2_FFT@2\n", - "THC_L2_FFT@3\n", - "THC_L2_FFT@4\n", - "THC_L2_FFT@5\n", - "THC_L2_FFT@6\n", - "THC_L2_FFT@7\n", - "THC_L2_FFT@8\n", - "THC_L2_FGM@0\n", - "THC_L2_FGM@1\n", - "THC_L2_FGM@2\n", - "THC_L2_FGM@3\n", - "THC_L2_FIT@0\n", - "THC_L2_FIT@1\n", - "THC_L2_FIT@2\n", - "THC_L2_FIT@3\n", - "THC_L2_GMOM@0\n", - "THC_L2_GMOM@1\n", - "THC_L2_GMOM@2\n", - "THC_L2_GMOM@3\n", - "THC_L2_GMOM@4\n", - "THC_L2_GMOM@5\n", - "THC_L2_GMOM@6\n", - "THC_L2_GMOM@7\n", - "THC_L2_MERGED\n", - "THC_L2_MOM@0\n", - "THC_L2_MOM@1\n", - "THC_L2_MOM@2\n", - "THC_L2_MOM@3\n", - "THC_L2_MOM@4\n", - "THC_L2_SCM@0\n", - "THC_L2_SCM@1\n", - "THC_L2_SCM@2\n", - "THC_L2_SST@0\n", - "THC_L2_SST@1\n", - "THC_L2_SST@2\n", - "THC_L2_SST@3\n", - "THC_L2_SST@4\n", - "THC_L2_SST@5\n", - "THC_OR_SSC\n", - "THD_L1_STATE@0\n", - "THD_L1_STATE@1\n", - "THD_L1_STATE@2\n", - "THD_L2_EFI@0\n", - "THD_L2_EFI@1\n", - "THD_L2_EFI@2\n", - "THD_L2_EFI@3\n", - "THD_L2_EFI@4\n", - "THD_L2_EFI@5\n", - "THD_L2_ESA@0\n", - "THD_L2_ESA@1\n", - "THD_L2_ESA@2\n", - "THD_L2_ESA@3\n", - "THD_L2_ESA@4\n", - "THD_L2_ESA@5\n", - "THD_L2_ESA@6\n", - "THD_L2_ESA@7\n", - "THD_L2_FBK@0\n", - "THD_L2_FBK@1\n", - "THD_L2_FBK@10\n", - "THD_L2_FBK@11\n", - "THD_L2_FBK@12\n", - "THD_L2_FBK@13\n", - "THD_L2_FBK@14\n", - "THD_L2_FBK@15\n", - "THD_L2_FBK@2\n", - "THD_L2_FBK@3\n", - "THD_L2_FBK@4\n", - "THD_L2_FBK@5\n", - "THD_L2_FBK@6\n", - "THD_L2_FBK@7\n", - "THD_L2_FBK@8\n", - "THD_L2_FBK@9\n", - "THD_L2_FFT@0\n", - "THD_L2_FFT@1\n", - "THD_L2_FFT@2\n", - "THD_L2_FFT@3\n", - "THD_L2_FFT@4\n", - "THD_L2_FFT@5\n", - "THD_L2_FFT@6\n", - "THD_L2_FFT@7\n", - "THD_L2_FFT@8\n", - "THD_L2_FGM@0\n", - "THD_L2_FGM@1\n", - "THD_L2_FGM@2\n", - "THD_L2_FGM@3\n", - "THD_L2_FIT@0\n", - "THD_L2_FIT@1\n", - "THD_L2_FIT@2\n", - "THD_L2_FIT@3\n", - "THD_L2_GMOM@0\n", - "THD_L2_GMOM@1\n", - "THD_L2_GMOM@2\n", - "THD_L2_GMOM@3\n", - "THD_L2_GMOM@4\n", - "THD_L2_GMOM@5\n", - "THD_L2_GMOM@6\n", - "THD_L2_GMOM@7\n", - "THD_L2_MOM@0\n", - "THD_L2_MOM@1\n", - "THD_L2_MOM@2\n", - "THD_L2_MOM@3\n", - "THD_L2_MOM@4\n", - "THD_L2_SCM@0\n", - "THD_L2_SCM@1\n", - "THD_L2_SCM@2\n", - "THD_L2_SST@0\n", - "THD_L2_SST@1\n", - "THD_L2_SST@2\n", - "THD_L2_SST@3\n", - "THD_L2_SST@4\n", - "THD_L2_SST@5\n", - "THD_OR_SSC\n", - "THE_L1_STATE@0\n", - "THE_L1_STATE@1\n", - "THE_L1_STATE@2\n", - "THE_L2_EFI@0\n", - "THE_L2_EFI@1\n", - "THE_L2_EFI@2\n", - "THE_L2_EFI@3\n", - "THE_L2_EFI@4\n", - "THE_L2_EFI@5\n", - "THE_L2_ESA@0\n", - "THE_L2_ESA@1\n", - "THE_L2_ESA@2\n", - "THE_L2_ESA@3\n", - "THE_L2_ESA@4\n", - "THE_L2_ESA@5\n", - "THE_L2_ESA@6\n", - "THE_L2_ESA@7\n", - "THE_L2_FBK@0\n", - "THE_L2_FBK@1\n", - "THE_L2_FBK@10\n", - "THE_L2_FBK@11\n", - "THE_L2_FBK@12\n", - "THE_L2_FBK@13\n", - "THE_L2_FBK@14\n", - "THE_L2_FBK@15\n", - "THE_L2_FBK@2\n", - "THE_L2_FBK@3\n", - "THE_L2_FBK@4\n", - "THE_L2_FBK@5\n", - "THE_L2_FBK@6\n", - "THE_L2_FBK@7\n", - "THE_L2_FBK@8\n", - "THE_L2_FBK@9\n", - "THE_L2_FFT@0\n", - "THE_L2_FFT@1\n", - "THE_L2_FFT@2\n", - "THE_L2_FFT@3\n", - "THE_L2_FFT@4\n", - "THE_L2_FFT@5\n", - "THE_L2_FFT@6\n", - "THE_L2_FFT@7\n", - "THE_L2_FFT@8\n", - "THE_L2_FGM@0\n", - "THE_L2_FGM@1\n", - "THE_L2_FGM@2\n", - "THE_L2_FGM@3\n", - "THE_L2_FIT@0\n", - "THE_L2_FIT@1\n", - "THE_L2_FIT@2\n", - "THE_L2_FIT@3\n", - "THE_L2_GMOM@0\n", - "THE_L2_GMOM@1\n", - "THE_L2_GMOM@2\n", - "THE_L2_GMOM@3\n", - "THE_L2_GMOM@4\n", - "THE_L2_GMOM@5\n", - "THE_L2_GMOM@6\n", - "THE_L2_GMOM@7\n", - "THE_L2_MOM@0\n", - "THE_L2_MOM@1\n", - "THE_L2_MOM@2\n", - "THE_L2_MOM@3\n", - "THE_L2_MOM@4\n", - "THE_L2_SCM@0\n", - "THE_L2_SCM@1\n", - "THE_L2_SCM@2\n", - "THE_L2_SST@0\n", - "THE_L2_SST@1\n", - "THE_L2_SST@2\n", - "THE_L2_SST@3\n", - "THE_L2_SST@4\n", - "THE_L2_SST@5\n", - "THE_OR_SSC\n", - "THG_L1_ASK@0\n", - "THG_L1_ASK@1\n", - "THG_L1_ASK@10\n", - "THG_L1_ASK@11\n", - "THG_L1_ASK@12\n", - "THG_L1_ASK@13\n", - "THG_L1_ASK@14\n", - "THG_L1_ASK@15\n", - "THG_L1_ASK@16\n", - "THG_L1_ASK@17\n", - "THG_L1_ASK@18\n", - "THG_L1_ASK@19\n", - "THG_L1_ASK@2\n", - "THG_L1_ASK@3\n", - "THG_L1_ASK@4\n", - "THG_L1_ASK@5\n", - "THG_L1_ASK@6\n", - "THG_L1_ASK@7\n", - "THG_L1_ASK@8\n", - "THG_L1_ASK@9\n", - "THG_L2_MAG_AKUL\n", - "THG_L2_MAG_AMD\n", - "THG_L2_MAG_AMER\n", - "THG_L2_MAG_AMK\n", - "THG_L2_MAG_AND\n", - "THG_L2_MAG_ARCT\n", - "THG_L2_MAG_ATHA\n", - "THG_L2_MAG_ATU\n", - "THG_L2_MAG_BBG\n", - "THG_L2_MAG_BENN\n", - "THG_L2_MAG_BETT\n", - "THG_L2_MAG_BFE\n", - "THG_L2_MAG_BJN\n", - "THG_L2_MAG_BLC\n", - "THG_L2_MAG_BMLS\n", - "THG_L2_MAG_BOU\n", - "THG_L2_MAG_BRN\n", - "THG_L2_MAG_BRW\n", - "THG_L2_MAG_BSL\n", - "THG_L2_MAG_CBB\n", - "THG_L2_MAG_CCNV\n", - "THG_L2_MAG_CDRT\n", - "THG_L2_MAG_CHBG\n", - "THG_L2_MAG_CHBR\n", - "THG_L2_MAG_CIGO\n", - "THG_L2_MAG_CMO\n", - "THG_L2_MAG_CRVR\n", - "THG_L2_MAG_DED\n", - "THG_L2_MAG_DIK\n", - "THG_L2_MAG_DMH\n", - "THG_L2_MAG_DNB\n", - "THG_L2_MAG_DOB\n", - "THG_L2_MAG_DON\n", - "THG_L2_MAG_DRBY\n", - "THG_L2_MAG_EAGL\n", - "THG_L2_MAG_EKAT\n", - "THG_L2_MAG_FCC\n", - "THG_L2_MAG_FHB\n", - "THG_L2_MAG_FRD\n", - "THG_L2_MAG_FRN\n", - "THG_L2_MAG_FSIM\n", - "THG_L2_MAG_FSJ\n", - "THG_L2_MAG_FSMI\n", - "THG_L2_MAG_FTN\n", - "THG_L2_MAG_FYKN\n", - "THG_L2_MAG_FYTS\n", - "THG_L2_MAG_GAKO\n", - "THG_L2_MAG_GBAY\n", - "THG_L2_MAG_GDH\n", - "THG_L2_MAG_GHB\n", - "THG_L2_MAG_GILL\n", - "THG_L2_MAG_GJOA\n", - "THG_L2_MAG_GLYN\n", - "THG_L2_MAG_GUA\n", - "THG_L2_MAG_HAN\n", - "THG_L2_MAG_HLMS\n", - "THG_L2_MAG_HOMR\n", - "THG_L2_MAG_HON\n", - "THG_L2_MAG_HOP\n", - "THG_L2_MAG_HOTS\n", - "THG_L2_MAG_HOV\n", - "THG_L2_MAG_HRIS\n", - "THG_L2_MAG_HRP\n", - "THG_L2_MAG_IGLO\n", - "THG_L2_MAG_INUK\n", - "THG_L2_MAG_INUV\n", - "THG_L2_MAG_IQA\n", - "THG_L2_MAG_IVA\n", - "THG_L2_MAG_JAN\n", - "THG_L2_MAG_JCK\n", - "THG_L2_MAG_KAKO\n", - "THG_L2_MAG_KAPU\n", - "THG_L2_MAG_KAR\n", - "THG_L2_MAG_KENA\n", - "THG_L2_MAG_KEV\n", - "THG_L2_MAG_KIAN\n", - "THG_L2_MAG_KIL\n", - "THG_L2_MAG_KJPK\n", - "THG_L2_MAG_KODK\n", - "THG_L2_MAG_KUUJ\n", - "THG_L2_MAG_KUV\n", - "THG_L2_MAG_LARG\n", - "THG_L2_MAG_LCL\n", - "THG_L2_MAG_LETH\n", - "THG_L2_MAG_LOYS\n", - "THG_L2_MAG_LOZ\n", - "THG_L2_MAG_LREL\n", - "THG_L2_MAG_LRES\n", - "THG_L2_MAG_LRG\n", - "THG_L2_MAG_LRV\n", - "THG_L2_MAG_LYFD\n", - "THG_L2_MAG_LYR\n", - "THG_L2_MAG_MAS\n", - "THG_L2_MAG_MCGR\n", - "THG_L2_MAG_MEA\n", - "THG_L2_MAG_MEK\n", - "THG_L2_MAG_MUO\n", - "THG_L2_MAG_NAIN\n", - "THG_L2_MAG_NAL\n", - "THG_L2_MAG_NAQ\n", - "THG_L2_MAG_NEW\n", - "THG_L2_MAG_NOR\n", - "THG_L2_MAG_NRD\n", - "THG_L2_MAG_NRSQ\n", - "THG_L2_MAG_NUR\n", - "THG_L2_MAG_OTT\n", - "THG_L2_MAG_OUJ\n", - "THG_L2_MAG_PANG\n", - "THG_L2_MAG_PBK\n", - "THG_L2_MAG_PBLO\n", - "THG_L2_MAG_PCEL\n", - "THG_L2_MAG_PEL\n", - "THG_L2_MAG_PG0\n", - "THG_L2_MAG_PG1\n", - "THG_L2_MAG_PG2\n", - "THG_L2_MAG_PG3\n", - "THG_L2_MAG_PG4\n", - "THG_L2_MAG_PG5\n", - "THG_L2_MAG_PGEO\n", - "THG_L2_MAG_PINA\n", - "THG_L2_MAG_PINE\n", - "THG_L2_MAG_PKS\n", - "THG_L2_MAG_POKR\n", - "THG_L2_MAG_PTRS\n", - "THG_L2_MAG_PUVR\n", - "THG_L2_MAG_RADI\n", - "THG_L2_MAG_RAN\n", - "THG_L2_MAG_RANK\n", - "THG_L2_MAG_RBAY\n", - "THG_L2_MAG_REDR\n", - "THG_L2_MAG_RICH\n", - "THG_L2_MAG_RMUS\n", - "THG_L2_MAG_ROE\n", - "THG_L2_MAG_ROTH\n", - "THG_L2_MAG_RVK\n", - "THG_L2_MAG_SALU\n", - "THG_L2_MAG_SATX\n", - "THG_L2_MAG_SCHF\n", - "THG_L2_MAG_SCO\n", - "THG_L2_MAG_SEPT\n", - "THG_L2_MAG_SHU\n", - "THG_L2_MAG_SIT\n", - "THG_L2_MAG_SJG\n", - "THG_L2_MAG_SKT\n", - "THG_L2_MAG_SNAP\n", - "THG_L2_MAG_SNKQ\n", - "THG_L2_MAG_SOL\n", - "THG_L2_MAG_SOR\n", - "THG_L2_MAG_STF\n", - "THG_L2_MAG_STFD\n", - "THG_L2_MAG_STFL\n", - "THG_L2_MAG_STJ\n", - "THG_L2_MAG_SUM\n", - "THG_L2_MAG_SVS\n", - "THG_L2_MAG_SWNO\n", - "THG_L2_MAG_TAB\n", - "THG_L2_MAG_TAR\n", - "THG_L2_MAG_TDC\n", - "THG_L2_MAG_THL\n", - "THG_L2_MAG_TIK\n", - "THG_L2_MAG_TOOL\n", - "THG_L2_MAG_TPAS\n", - "THG_L2_MAG_TRAP\n", - "THG_L2_MAG_TRO\n", - "THG_L2_MAG_TUC\n", - "THG_L2_MAG_UKIA\n", - "THG_L2_MAG_UMQ\n", - "THG_L2_MAG_UPN\n", - "THG_L2_MAG_VIC\n", - "THG_L2_MAG_VIZ\n", - "THG_L2_MAG_VLDR\n", - "THG_L2_MAG_WHIT\n", - "THG_L2_MAG_WHS\n", - "THG_L2_MAG_WLPS\n", - "THG_L2_MAG_WRTH\n", - "THG_L2_MAG_YKC\n", - "THG_L2_MAG_YKNF\n", - "TIMED_EDP_GUVI\n", - "TIMED_L1BV20_SABER\n", - "TIMED_L1CDISK_GUVI@0\n", - "TIMED_L1CDISK_GUVI@1\n", - "TIMED_L2AV207_SABER\n", - "TIMED_L3A_SEE\n", - "TIMED_WINDVECTORSNCAR_TIDI@0\n", - "TIMED_WINDVECTORSNCAR_TIDI@1\n", - "TIMED_WINDVECTORSNCAR_TIDI@2\n", - "TIMED_WINDVECTORSNCAR_TIDI@3\n", - "TOOWINDY_E_NE@0\n", - "TOOWINDY_E_NE@1\n", - "TSS-1R_M1_CSAA\n", - "TSS-1R_M1_CSAB\n", - "TSS-1R_M1_CSCA\n", - "TSS-1R_M1_CSCB\n", - "TSS-1R_M1_CSEA\n", - "TSS-1R_M1_CSEB\n", - "TSS-1R_M1_CSMA\n", - "TSS-1R_M1_CSMB\n", - "TSS-1R_M1_CSSA\n", - "TSS-1R_M1_CSSB\n", - "TSS-1R_M1_CSSC\n", - "TSS-1R_M1_CSTA\n", - "TSS-1R_M1_DBPO@0\n", - "TSS-1R_M1_DBPO@1\n", - "TSS-1R_M1_DBSA@0\n", - "TSS-1R_M1_DBSA@1\n", - "TSS-1R_M1_DBSB@0\n", - "TSS-1R_M1_DBSB@1\n", - "TSS-1R_M1_DBSB@2\n", - "TSS-1R_M1_DBSC\n", - "TSS-1R_M1_DBTA@0\n", - "TSS-1R_M1_DBTA@1\n", - "TSS-1R_M1_DBTA@2\n", - "TSS-1R_M1_DCDV@0\n", - "TSS-1R_M1_DCDV@1\n", - "TSS-1R_M1_DCGA\n", - "TSS-1R_M1_DCGB\n", - "TSS-1R_M1_DCGC\n", - "TSS-1R_M1_DCMA@0\n", - "TSS-1R_M1_DCMA@1\n", - "TSS-1R_M1_DCMA@2\n", - "TSS-1R_M1_DCMA@3\n", - "TSS-1R_M1_DCMA@4\n", - "TSS-1R_M1_DCMB@0\n", - "TSS-1R_M1_DCMB@1\n", - "TSS-1R_M1_DCMB@2\n", - "TSS-1R_M1_DCMB@3\n", - "TSS-1R_M1_DCMB@4\n", - "TSS-1R_M1_DCMB@5\n", - "TSS-1R_M1_DCMC@0\n", - "TSS-1R_M1_DCMC@1\n", - "TSS-1R_M1_DCMD@0\n", - "TSS-1R_M1_DCMD@1\n", - "TSS-1R_M1_DCME@0\n", - "TSS-1R_M1_DCME@1\n", - "TSS-1R_M1_DCSA\n", - "TSS-1R_M1_DCSB@0\n", - "TSS-1R_M1_DCSB@1\n", - "TSS-1R_M1_DCSB@2\n", - "TSS-1R_M1_DCTA@0\n", - "TSS-1R_M1_DCTA@1\n", - "TSS-1R_M1_DCTA@2\n", - "TSS-1R_M1_DCTA@3\n", - "TSS-1R_M1_DCTA@4\n", - "TSS-1R_M1_DPHA\n", - "TSS-1R_M1_DPHB\n", - "TSS-1R_M1_DPHC\n", - "TSS-1R_M1_DPHD\n", - "TSS-1R_M1_DPHE\n", - "TSS-1R_M1_DPMA\n", - "TSS-1R_M1_DPMB\n", - "TSS-1R_M1_DPMC\n", - "TSS-1R_M1_DPMD\n", - "TSS-1R_M1_DPME\n", - "TSS-1R_M1_DPMF\n", - "TSS-1R_M1_DPMG\n", - "TSS-1R_M1_DPMH\n", - "TSS-1R_M1_DPMI\n", - "TSS-1R_M1_DPMJ\n", - "TSS-1R_M1_DPMK\n", - "TSS-1R_M1_DPSA\n", - "TSS-1R_M1_DPSC\n", - "TSS-1R_M1_DPSD\n", - "TSS-1R_M1_DPSE\n", - "TSS-1R_M1_DPSF\n", - "TSS-1R_M1_DPSG\n", - "TSS-1R_M1_DPSH\n", - "TSS-1R_M1_DPSI\n", - "TSS-1R_M1_DPSJ\n", - "TSS-1R_M1_DPTA\n", - "TSS-1R_M1_DPTB\n", - "TSS-1R_M1_EPMA@0\n", - "TSS-1R_M1_EPMA@1\n", - "TSS-1R_M1_EPMB@0\n", - "TSS-1R_M1_EPMB@1\n", - "TSS-1R_M1_EPMB@2\n", - "TSS-1R_M1_EPMB@3\n", - "TSS-1R_M1_EPMB@4\n", - "TSS-1R_M1_EPMC\n", - "TSS-1R_M1_EPMF@0\n", - "TSS-1R_M1_EPMF@1\n", - "TSS-1R_M1_EPMF@2\n", - "TSS-1R_M1_EPMG@0\n", - "TSS-1R_M1_EPMG@1\n", - "TSS-1R_M1_EPMH\n", - "TSS-1R_M1_EPSA@0\n", - "TSS-1R_M1_EPSA@1\n", - "TSS-1R_M1_EPSB@0\n", - "TSS-1R_M1_EPSB@1\n", - "TSS-1R_M1_EPSC\n", - "TSS-1R_M1_EPSD\n", - "TSS-1R_M1_RPBB\n", - "TSS-1R_M1_RPDM\n", - "TSS-1R_M1_RPDP@0\n", - "TSS-1R_M1_RPDP@1\n", - "TSS-1R_M1_RPEA@0\n", - "TSS-1R_M1_RPEA@1\n", - "TSS-1R_M1_RPEB@0\n", - "TSS-1R_M1_RPEB@1\n", - "TSS-1R_M1_RPEM\n", - "TSS-1R_M1_RPHA\n", - "TSS-1R_M1_RPHB\n", - "TSS-1R_M1_RPHC\n", - "TSS-1R_M1_RPHD\n", - "TSS-1R_M1_RPHE\n", - "TSS-1R_M1_RPHF\n", - "TSS-1R_M1_RPHG\n", - "TSS-1R_M1_RPIA@0\n", - "TSS-1R_M1_RPIA@1\n", - "TSS-1R_M1_RPIB@0\n", - "TSS-1R_M1_RPIB@1\n", - "TSS-1R_M1_RPSA\n", - "TSS-1R_M1_RPSB@0\n", - "TSS-1R_M1_RPSB@1\n", - "TSS-1R_M1_RPSB@2\n", - "TSS-1R_M1_RPSB@3\n", - "TSS-1R_M1_RPSC\n", - "TSS-1R_M1_RPSD\n", - "TSS-1R_M1_RTEF@0\n", - "TSS-1R_M1_RTEF@1\n", - "TSS-1R_M1_RTHF\n", - "TSS-1R_M1_RTIP\n", - "TSS-1R_M1_RTKA\n", - "TSS-1R_M1_RTKC\n", - "TSS-1R_M1_RTKD\n", - "TSS-1R_M1_RTKE\n", - "TSS-1R_M1_RTKF\n", - "TSS-1R_M1_RTKG\n", - "TSS-1R_M1_RTKH\n", - "TSS-1R_M1_RTKI\n", - "TSS-1R_M1_RTLA\n", - "TSS-1R_M1_RTLB\n", - "TSS-1R_M1_RTMC\n", - "TSS-1R_M1_RTMD\n", - "TSS-1R_M1_RTME\n", - "TSS-1R_M1_RTMF\n", - "TSS-1R_M1_RTRLP\n", - "TSS-1R_M1_SHAA\n", - "TSS-1R_M1_SHAB@0\n", - "TSS-1R_M1_SHAB@1\n", - "TSS-1R_M1_SHAC@0\n", - "TSS-1R_M1_SHAC@1\n", - "TSS-1R_M1_SHAC@2\n", - "TSS-1R_M1_SHAD@0\n", - "TSS-1R_M1_SHAD@1\n", - "TSS-1R_M1_SHAE@0\n", - "TSS-1R_M1_SHAE@1\n", - "TSS-1R_M1_SHAE@10\n", - "TSS-1R_M1_SHAE@2\n", - "TSS-1R_M1_SHAE@3\n", - "TSS-1R_M1_SHAE@4\n", - "TSS-1R_M1_SHAE@5\n", - "TSS-1R_M1_SHAE@6\n", - "TSS-1R_M1_SHAE@7\n", - "TSS-1R_M1_SHAE@8\n", - "TSS-1R_M1_SHAE@9\n", - "TSS-1R_M1_SHAF@0\n", - "TSS-1R_M1_SHAF@1\n", - "TSS-1R_M1_SHAG\n", - "TSS-1R_M1_SHHA@0\n", - "TSS-1R_M1_SHHA@1\n", - "TSS-1R_M1_SHHA@10\n", - "TSS-1R_M1_SHHA@11\n", - "TSS-1R_M1_SHHA@12\n", - "TSS-1R_M1_SHHA@2\n", - "TSS-1R_M1_SHHA@3\n", - "TSS-1R_M1_SHHA@4\n", - "TSS-1R_M1_SHHA@5\n", - "TSS-1R_M1_SHHA@6\n", - "TSS-1R_M1_SHHA@7\n", - "TSS-1R_M1_SHHA@8\n", - "TSS-1R_M1_SHHA@9\n", - "TSS-1R_M1_SHHB@0\n", - "TSS-1R_M1_SHHB@1\n", - "TSS-1R_M1_SHHB@2\n", - "TSS-1R_M1_SHHB@3\n", - "TSS-1R_M1_SHHB@4\n", - "TSS-1R_M1_SHHC@0\n", - "TSS-1R_M1_SHHC@1\n", - "TSS-1R_M1_SHHC@2\n", - "TSS-1R_M1_SHHC@3\n", - "TSS-1R_M1_SHHC@4\n", - "TSS-1R_M1_SHHC@5\n", - "TSS-1R_M1_SHHD@0\n", - "TSS-1R_M1_SHHD@1\n", - "TSS-1R_M1_SHHE@0\n", - "TSS-1R_M1_SHHE@1\n", - "TSS-1R_M1_SHHF@0\n", - "TSS-1R_M1_SHHF@1\n", - "TSS-1R_M1_SHMA\n", - "TSS-1R_M1_SHMB@0\n", - "TSS-1R_M1_SHMB@1\n", - "TSS-1R_M1_SHMC@0\n", - "TSS-1R_M1_SHMC@1\n", - "TSS-1R_M1_SHMC@10\n", - "TSS-1R_M1_SHMC@11\n", - "TSS-1R_M1_SHMC@12\n", - "TSS-1R_M1_SHMC@2\n", - "TSS-1R_M1_SHMC@3\n", - "TSS-1R_M1_SHMC@4\n", - "TSS-1R_M1_SHMC@5\n", - "TSS-1R_M1_SHMC@6\n", - "TSS-1R_M1_SHMC@7\n", - "TSS-1R_M1_SHMC@8\n", - "TSS-1R_M1_SHMC@9\n", - "TSS-1R_M1_SHMD@0\n", - "TSS-1R_M1_SHMD@1\n", - "TSS-1R_M1_SHMD@2\n", - "TSS-1R_M1_SHMD@3\n", - "TSS-1R_M1_SHMD@4\n", - "TSS-1R_M1_SHME@0\n", - "TSS-1R_M1_SHME@1\n", - "TSS-1R_M1_SHME@2\n", - "TSS-1R_M1_SHME@3\n", - "TSS-1R_M1_SHPA@0\n", - "TSS-1R_M1_SHPA@1\n", - "TSS-1R_M1_SHPA@2\n", - "TSS-1R_M1_SHPA@3\n", - "TSS-1R_M1_SHPA@4\n", - "TSS-1R_M1_SHPA@5\n", - "TSS-1R_M1_SHPA@6\n", - "TSS-1R_M1_SHSA@0\n", - "TSS-1R_M1_SHSA@1\n", - "TSS-1R_M1_SHSA@2\n", - "TSS-1R_M1_SHSA@3\n", - "TSS-1R_M1_SHSA@4\n", - "TSS-1R_M1_SHSB\n", - "TSS-1R_M1_SHSC\n", - "TSS-1R_M1_SHSD@0\n", - "TSS-1R_M1_SHSD@1\n", - "TSS-1R_M1_SHSD@2\n", - "TSS-1R_M1_SHSD@3\n", - "TSS-1R_M1_SHSE@0\n", - "TSS-1R_M1_SHSE@1\n", - "TSS-1R_M1_SHSE@2\n", - "TSS-1R_M1_SHSE@3\n", - "TSS-1R_M1_SHSF\n", - "TSS-1R_M1_SHSG@0\n", - "TSS-1R_M1_SHSG@1\n", - "TSS-1R_M1_SHSG@2\n", - "TSS-1R_M1_SHSG@3\n", - "TSS-1R_M1_SHSG@4\n", - "TSS-1R_M1_SHSG@5\n", - "TSS-1R_M1_SHSG@6\n", - "TSS-1R_M1_SHSG@7\n", - "TSS-1R_M1_SHSG@8\n", - "TSS-1R_M1_SHSG@9\n", - "TSS-1R_M1_SHSH\n", - "TSS-1R_M1_TMHA\n", - "TSS-1R_M1_TMHB\n", - "TSS-1R_M1_TMMI@0\n", - "TSS-1R_M1_TMMI@1\n", - "TSS-1R_M1_TMMO@0\n", - "TSS-1R_M1_TMMO@1\n", - "TSS-1R_M1_TMTA\n", - "TWINS_M2_ENA\n" - ] - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Load some RBSP magnetometer data" - ], - "metadata": { - "id": "0fHlIP2Ac7Xd" - } + { + "cell_type": "markdown", + "source": [ + "To see the available datasets, set the `catalog` keyword:" + ], + "metadata": { + "id": "Y9sr5L4Ec1Mk" + } + }, + { + "cell_type": "code", + "source": [ + "pyspedas.hapi.hapi.hapi(trange=['2015-10-16', '2015-10-17'], \n", + " server='https://cdaweb.gsfc.nasa.gov/hapi', \n", + " catalog=True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "I3YuHK54DhI5", + "outputId": "62085fe4-2211-4a16-c075-1d7b0554b56f" + }, + "execution_count": 5, + "outputs": [ { - "cell_type": "code", - "source": [ - "opts = {'trange': ['2015-10-16', '2015-10-17'],\n", - " 'server': 'https://cdaweb.gsfc.nasa.gov/hapi'}" - ], - "metadata": { - "id": "UgeSCiu5ESiW" - }, - "execution_count": 6, - "outputs": [] + "output_type": "stream", + "name": "stderr", + "text": [ + "18-May-22 16:46:24: /usr/local/lib/python3.7/dist-packages/urllib3/connectionpool.py:847: InsecureRequestWarning: Unverified HTTPS request is being made. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n", + " InsecureRequestWarning)\n", + "\n" + ] }, { - "cell_type": "code", - "source": [ - "pyspedas.hapi.hapi.hapi(**opts, dataset='RBSP-A_MAGNETOMETER_1SEC-SM_EMFISIS-L3')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "QRzobxCuEDtc", - "outputId": "0f8db2b8-e81f-4e4b-c504-92e7bc6ce043" - }, - "execution_count": 8, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Loading Mag\n", - "Loading Magnitude\n", - "Loading delta\n", - "Loading lambda\n", - "Loading rms\n", - "Loading coordinates\n", - "Loading range_flag\n", - "Loading partition\n", - "Loading MET\n", - "Loading calState\n", - "Loading magInvalid\n", - "Loading magFill\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['Mag',\n", - " 'Magnitude',\n", - " 'delta',\n", - " 'lambda',\n", - " 'rms',\n", - " 'coordinates',\n", - " 'range_flag',\n", - " 'partition',\n", - " 'MET',\n", - " 'calState',\n", - " 'magInvalid',\n", - " 'magFill']" - ] - }, - "metadata": {}, - "execution_count": 8 - } - ] + "output_type": "stream", + "name": "stdout", + "text": [ + "Available datasets: \n", + "A1_K0_MPA\n", + "A2_K0_MPA\n", + "AC_AT_DEF\n", + "AC_H0_MFI\n", + "AC_H0_SWE\n", + "AC_H1_EPM\n", + "AC_H1_MFI\n", + "AC_H1_SIS\n", + "AC_H2_CRIS\n", + "AC_H2_EPM\n", + "AC_H2_MFI\n", + "AC_H2_SEP\n", + "AC_H2_SIS\n", + "AC_H2_SWE\n", + "AC_H2_SWI\n", + "AC_H2_ULE\n", + "AC_H3_CRIS\n", + "AC_H3_EPM\n", + "AC_H3_MFI\n", + "AC_H3_SW2\n", + "AC_H3_SWI\n", + "AC_H4_SWI\n", + "AC_H5_SWI\n", + "AC_H6_SWI\n", + "AC_K0_EPM\n", + "AC_K0_MFI\n", + "AC_K0_SIS\n", + "AC_K0_SWE\n", + "AC_K1_EPM\n", + "AC_K1_MFI\n", + "AC_K1_SWE\n", + "AC_K2_MFI\n", + "AC_OR_DEF\n", + "AC_OR_SSC\n", + "AEROCUBE-6-A_DOSIMETER_L2\n", + "AEROCUBE-6-B_DOSIMETER_L2\n", + "ALOUETTE2_AV_LIM\n", + "ALOUETTE2_AV_QUI\n", + "ALOUETTE2_AV_SNT\n", + "ALOUETTE2_AV_SOL\n", + "ALOUETTE2_AV_ULA\n", + "ALOUETTE2_AV_WNK\n", + "ALOUETTE2_NEPROF_TOPS\n", + "AMPTECCE_H0_MEPA@0\n", + "AMPTECCE_H0_MEPA@1\n", + "AMPTECCE_H0_MEPA@2\n", + "AMPTECCE_H0_MEPA@3\n", + "AMPTECCE_H0_MEPA@4\n", + "BAR_1A_L2_EPHM\n", + "BAR_1A_L2_FSPC\n", + "BAR_1A_L2_HKPG\n", + "BAR_1A_L2_MAGN\n", + "BAR_1A_L2_MSPC\n", + "BAR_1A_L2_RCNT\n", + "BAR_1A_L2_SSPC\n", + "BAR_1B_L2_EPHM\n", + "BAR_1B_L2_FSPC\n", + "BAR_1B_L2_HKPG\n", + "BAR_1B_L2_MAGN\n", + "BAR_1B_L2_MSPC\n", + "BAR_1B_L2_RCNT\n", + "BAR_1B_L2_SSPC\n", + "BAR_1C_L2_EPHM\n", + "BAR_1C_L2_FSPC\n", + "BAR_1C_L2_HKPG\n", + "BAR_1C_L2_MAGN\n", + "BAR_1C_L2_MSPC\n", + "BAR_1C_L2_RCNT\n", + "BAR_1C_L2_SSPC\n", + "BAR_1D_L2_EPHM\n", + "BAR_1D_L2_FSPC\n", + "BAR_1D_L2_HKPG\n", + "BAR_1D_L2_MAGN\n", + "BAR_1D_L2_MSPC\n", + "BAR_1D_L2_RCNT\n", + "BAR_1D_L2_SSPC\n", + "BAR_1G_L2_EPHM\n", + "BAR_1G_L2_FSPC\n", + "BAR_1G_L2_HKPG\n", + "BAR_1G_L2_MAGN\n", + "BAR_1G_L2_MSPC\n", + "BAR_1G_L2_RCNT\n", + "BAR_1G_L2_SSPC\n", + "BAR_1H_L2_EPHM\n", + "BAR_1H_L2_FSPC\n", + "BAR_1H_L2_HKPG\n", + "BAR_1H_L2_MAGN\n", + "BAR_1H_L2_MSPC\n", + "BAR_1H_L2_RCNT\n", + "BAR_1H_L2_SSPC\n", + "BAR_1I_L2_EPHM\n", + "BAR_1I_L2_FSPC\n", + "BAR_1I_L2_HKPG\n", + "BAR_1I_L2_MAGN\n", + "BAR_1I_L2_MSPC\n", + "BAR_1I_L2_RCNT\n", + "BAR_1I_L2_SSPC\n", + "BAR_1J_L2_EPHM\n", + "BAR_1J_L2_FSPC\n", + "BAR_1J_L2_HKPG\n", + "BAR_1J_L2_MAGN\n", + "BAR_1J_L2_MSPC\n", + "BAR_1J_L2_RCNT\n", + "BAR_1J_L2_SSPC\n", + "BAR_1K_L2_EPHM\n", + "BAR_1K_L2_FSPC\n", + "BAR_1K_L2_HKPG\n", + "BAR_1K_L2_MAGN\n", + "BAR_1K_L2_MSPC\n", + "BAR_1K_L2_RCNT\n", + "BAR_1K_L2_SSPC\n", + "BAR_1M_L2_EPHM\n", + "BAR_1M_L2_FSPC\n", + "BAR_1M_L2_HKPG\n", + "BAR_1M_L2_MAGN\n", + "BAR_1M_L2_MSPC\n", + "BAR_1M_L2_RCNT\n", + "BAR_1M_L2_SSPC\n", + "BAR_1N_L2_EPHM\n", + "BAR_1N_L2_FSPC\n", + "BAR_1N_L2_HKPG\n", + "BAR_1N_L2_MAGN\n", + "BAR_1N_L2_MSPC\n", + "BAR_1N_L2_RCNT\n", + "BAR_1N_L2_SSPC\n", + "BAR_1O_L2_EPHM\n", + "BAR_1O_L2_FSPC\n", + "BAR_1O_L2_HKPG\n", + "BAR_1O_L2_MAGN\n", + "BAR_1O_L2_MSPC\n", + "BAR_1O_L2_RCNT\n", + "BAR_1O_L2_SSPC\n", + "BAR_1Q_L2_EPHM\n", + "BAR_1Q_L2_FSPC\n", + "BAR_1Q_L2_HKPG\n", + "BAR_1Q_L2_MAGN\n", + "BAR_1Q_L2_MSPC\n", + "BAR_1Q_L2_RCNT\n", + "BAR_1Q_L2_SSPC\n", + "BAR_1R_L2_EPHM\n", + "BAR_1R_L2_FSPC\n", + "BAR_1R_L2_HKPG\n", + "BAR_1R_L2_MAGN\n", + "BAR_1R_L2_MSPC\n", + "BAR_1R_L2_RCNT\n", + "BAR_1R_L2_SSPC\n", + "BAR_1S_L2_EPHM\n", + "BAR_1S_L2_FSPC\n", + "BAR_1S_L2_HKPG\n", + "BAR_1S_L2_MAGN\n", + "BAR_1S_L2_MSPC\n", + "BAR_1S_L2_RCNT\n", + "BAR_1S_L2_SSPC\n", + "BAR_1T_L2_EPHM\n", + "BAR_1T_L2_FSPC\n", + "BAR_1T_L2_HKPG\n", + "BAR_1T_L2_MAGN\n", + "BAR_1T_L2_MSPC\n", + "BAR_1T_L2_RCNT\n", + "BAR_1T_L2_SSPC\n", + "BAR_1U_L2_EPHM\n", + "BAR_1U_L2_FSPC\n", + "BAR_1U_L2_HKPG\n", + "BAR_1U_L2_MAGN\n", + "BAR_1U_L2_MSPC\n", + "BAR_1U_L2_RCNT\n", + "BAR_1U_L2_SSPC\n", + "BAR_1V_L2_EPHM\n", + "BAR_1V_L2_FSPC\n", + "BAR_1V_L2_HKPG\n", + "BAR_1V_L2_MAGN\n", + "BAR_1V_L2_MSPC\n", + "BAR_1V_L2_RCNT\n", + "BAR_1V_L2_SSPC\n", + "BAR_2A_L2_EPHM\n", + "BAR_2A_L2_FSPC\n", + "BAR_2A_L2_HKPG\n", + "BAR_2A_L2_MAGN\n", + "BAR_2A_L2_MSPC\n", + "BAR_2A_L2_RCNT\n", + "BAR_2A_L2_SSPC\n", + "BAR_2B_L2_EPHM\n", + "BAR_2B_L2_FSPC\n", + "BAR_2B_L2_HKPG\n", + "BAR_2B_L2_MAGN\n", + "BAR_2B_L2_MSPC\n", + "BAR_2B_L2_RCNT\n", + "BAR_2B_L2_SSPC\n", + "BAR_2C_L2_EPHM\n", + "BAR_2C_L2_FSPC\n", + "BAR_2C_L2_HKPG\n", + "BAR_2C_L2_MAGN\n", + "BAR_2C_L2_MSPC\n", + "BAR_2C_L2_RCNT\n", + "BAR_2C_L2_SSPC\n", + "BAR_2D_L2_EPHM\n", + "BAR_2D_L2_FSPC\n", + "BAR_2D_L2_HKPG\n", + "BAR_2D_L2_MAGN\n", + "BAR_2D_L2_MSPC\n", + "BAR_2D_L2_RCNT\n", + "BAR_2D_L2_SSPC\n", + "BAR_2E_L2_EPHM\n", + "BAR_2E_L2_FSPC\n", + "BAR_2E_L2_HKPG\n", + "BAR_2E_L2_MAGN\n", + "BAR_2E_L2_MSPC\n", + "BAR_2E_L2_RCNT\n", + "BAR_2E_L2_SSPC\n", + "BAR_2F_L2_EPHM\n", + "BAR_2F_L2_FSPC\n", + "BAR_2F_L2_HKPG\n", + "BAR_2F_L2_MAGN\n", + "BAR_2F_L2_MSPC\n", + "BAR_2F_L2_RCNT\n", + "BAR_2F_L2_SSPC\n", + "BAR_2I_L2_EPHM\n", + "BAR_2I_L2_FSPC\n", + "BAR_2I_L2_HKPG\n", + "BAR_2I_L2_MAGN\n", + "BAR_2I_L2_MSPC\n", + "BAR_2I_L2_RCNT\n", + "BAR_2I_L2_SSPC\n", + "BAR_2K_L2_EPHM\n", + "BAR_2K_L2_FSPC\n", + "BAR_2K_L2_HKPG\n", + "BAR_2K_L2_MAGN\n", + "BAR_2K_L2_MSPC\n", + "BAR_2K_L2_RCNT\n", + "BAR_2K_L2_SSPC\n", + "BAR_2L_L2_EPHM\n", + "BAR_2L_L2_FSPC\n", + "BAR_2L_L2_HKPG\n", + "BAR_2L_L2_MAGN\n", + "BAR_2L_L2_MSPC\n", + "BAR_2L_L2_RCNT\n", + "BAR_2L_L2_SSPC\n", + "BAR_2M_L2_EPHM\n", + "BAR_2M_L2_FSPC\n", + "BAR_2M_L2_HKPG\n", + "BAR_2M_L2_MAGN\n", + "BAR_2M_L2_MSPC\n", + "BAR_2M_L2_RCNT\n", + "BAR_2M_L2_SSPC\n", + "BAR_2N_L2_EPHM\n", + "BAR_2N_L2_FSPC\n", + "BAR_2N_L2_HKPG\n", + "BAR_2N_L2_MAGN\n", + "BAR_2N_L2_MSPC\n", + "BAR_2N_L2_RCNT\n", + "BAR_2N_L2_SSPC\n", + "BAR_2O_L2_EPHM\n", + "BAR_2O_L2_FSPC\n", + "BAR_2O_L2_HKPG\n", + "BAR_2O_L2_MAGN\n", + "BAR_2O_L2_MSPC\n", + "BAR_2O_L2_RCNT\n", + "BAR_2O_L2_SSPC\n", + "BAR_2P_L2_EPHM\n", + "BAR_2P_L2_FSPC\n", + "BAR_2P_L2_HKPG\n", + "BAR_2P_L2_MAGN\n", + "BAR_2P_L2_MSPC\n", + "BAR_2P_L2_RCNT\n", + "BAR_2P_L2_SSPC\n", + "BAR_2Q_L2_EPHM\n", + "BAR_2Q_L2_FSPC\n", + "BAR_2Q_L2_HKPG\n", + "BAR_2Q_L2_MAGN\n", + "BAR_2Q_L2_MSPC\n", + "BAR_2Q_L2_RCNT\n", + "BAR_2Q_L2_SSPC\n", + "BAR_2T_L2_EPHM\n", + "BAR_2T_L2_FSPC\n", + "BAR_2T_L2_HKPG\n", + "BAR_2T_L2_MAGN\n", + "BAR_2T_L2_MSPC\n", + "BAR_2T_L2_RCNT\n", + "BAR_2T_L2_SSPC\n", + "BAR_2W_L2_EPHM\n", + "BAR_2W_L2_FSPC\n", + "BAR_2W_L2_HKPG\n", + "BAR_2W_L2_MAGN\n", + "BAR_2W_L2_MSPC\n", + "BAR_2W_L2_RCNT\n", + "BAR_2W_L2_SSPC\n", + "BAR_2X_L2_EPHM\n", + "BAR_2X_L2_FSPC\n", + "BAR_2X_L2_HKPG\n", + "BAR_2X_L2_MAGN\n", + "BAR_2X_L2_MSPC\n", + "BAR_2X_L2_RCNT\n", + "BAR_2X_L2_SSPC\n", + "BAR_2Y_L2_EPHM\n", + "BAR_2Y_L2_FSPC\n", + "BAR_2Y_L2_HKPG\n", + "BAR_2Y_L2_MAGN\n", + "BAR_2Y_L2_MSPC\n", + "BAR_2Y_L2_RCNT\n", + "BAR_2Y_L2_SSPC\n", + "BAR_3A_L2_EPHM\n", + "BAR_3A_L2_FSPC\n", + "BAR_3A_L2_HKPG\n", + "BAR_3A_L2_MAGN\n", + "BAR_3A_L2_MSPC\n", + "BAR_3A_L2_RCNT\n", + "BAR_3A_L2_SSPC\n", + "BAR_3B_L2_EPHM\n", + "BAR_3B_L2_FSPC\n", + "BAR_3B_L2_HKPG\n", + "BAR_3B_L2_MAGN\n", + "BAR_3B_L2_MSPC\n", + "BAR_3B_L2_RCNT\n", + "BAR_3B_L2_SSPC\n", + "BAR_3C_L2_EPHM\n", + "BAR_3C_L2_FSPC\n", + "BAR_3C_L2_HKPG\n", + "BAR_3C_L2_MAGN\n", + "BAR_3C_L2_MSPC\n", + "BAR_3C_L2_RCNT\n", + "BAR_3C_L2_SSPC\n", + "BAR_3D_L2_EPHM\n", + "BAR_3D_L2_FSPC\n", + "BAR_3D_L2_HKPG\n", + "BAR_3D_L2_MAGN\n", + "BAR_3D_L2_MSPC\n", + "BAR_3D_L2_RCNT\n", + "BAR_3D_L2_SSPC\n", + "BAR_3E_L2_EPHM\n", + "BAR_3E_L2_FSPC\n", + "BAR_3E_L2_HKPG\n", + "BAR_3E_L2_MAGN\n", + "BAR_3E_L2_MSPC\n", + "BAR_3E_L2_RCNT\n", + "BAR_3E_L2_SSPC\n", + "BAR_3F_L2_EPHM\n", + "BAR_3F_L2_FSPC\n", + "BAR_3F_L2_HKPG\n", + "BAR_3F_L2_MAGN\n", + "BAR_3F_L2_MSPC\n", + "BAR_3F_L2_RCNT\n", + "BAR_3F_L2_SSPC\n", + "BAR_3G_L2_EPHM\n", + "BAR_3G_L2_FSPC\n", + "BAR_3G_L2_HKPG\n", + "BAR_3G_L2_MAGN\n", + "BAR_3G_L2_MSPC\n", + "BAR_3G_L2_RCNT\n", + "BAR_3G_L2_SSPC\n", + "BAR_4A_L2_EPHM\n", + "BAR_4A_L2_FSPC\n", + "BAR_4A_L2_HKPG\n", + "BAR_4A_L2_MSPC\n", + "BAR_4A_L2_RCNT\n", + "BAR_4A_L2_SSPC\n", + "BAR_4A_L2_USPC\n", + "BAR_4A_L2_XSPC\n", + "BAR_4B_L2_EPHM\n", + "BAR_4B_L2_FSPC\n", + "BAR_4B_L2_HKPG\n", + "BAR_4B_L2_MSPC\n", + "BAR_4B_L2_RCNT\n", + "BAR_4B_L2_SSPC\n", + "BAR_4B_L2_USPC\n", + "BAR_4B_L2_XSPC\n", + "BAR_4C_L2_EPHM\n", + "BAR_4C_L2_FSPC\n", + "BAR_4C_L2_HKPG\n", + "BAR_4C_L2_MSPC\n", + "BAR_4C_L2_RCNT\n", + "BAR_4C_L2_SSPC\n", + "BAR_4C_L2_USPC\n", + "BAR_4C_L2_XSPC\n", + "BAR_4D_L2_EPHM\n", + "BAR_4D_L2_FSPC\n", + "BAR_4D_L2_HKPG\n", + "BAR_4D_L2_MSPC\n", + "BAR_4D_L2_RCNT\n", + "BAR_4D_L2_SSPC\n", + "BAR_4D_L2_USPC\n", + "BAR_4D_L2_XSPC\n", + "BAR_4E_L2_EPHM\n", + "BAR_4E_L2_FSPC\n", + "BAR_4E_L2_HKPG\n", + "BAR_4E_L2_MSPC\n", + "BAR_4E_L2_RCNT\n", + "BAR_4E_L2_SSPC\n", + "BAR_4E_L2_USPC\n", + "BAR_4E_L2_XSPC\n", + "BAR_4F_L2_EPHM\n", + "BAR_4F_L2_FSPC\n", + "BAR_4F_L2_HKPG\n", + "BAR_4F_L2_MSPC\n", + "BAR_4F_L2_RCNT\n", + "BAR_4F_L2_SSPC\n", + "BAR_4F_L2_USPC\n", + "BAR_4F_L2_XSPC\n", + "BAR_4G_L2_EPHM\n", + "BAR_4G_L2_FSPC\n", + "BAR_4G_L2_HKPG\n", + "BAR_4G_L2_MSPC\n", + "BAR_4G_L2_RCNT\n", + "BAR_4G_L2_SSPC\n", + "BAR_4G_L2_USPC\n", + "BAR_4G_L2_XSPC\n", + "BAR_4H_L2_EPHM\n", + "BAR_4H_L2_FSPC\n", + "BAR_4H_L2_HKPG\n", + "BAR_4H_L2_MSPC\n", + "BAR_4H_L2_RCNT\n", + "BAR_4H_L2_SSPC\n", + "BAR_4H_L2_USPC\n", + "BAR_4H_L2_XSPC\n", + "BAR_5A_L2_EPHM\n", + "BAR_5A_L2_FSPC\n", + "BAR_5A_L2_HKPG\n", + "BAR_5A_L2_MSPC\n", + "BAR_5A_L2_RCNT\n", + "BAR_5A_L2_SSPC\n", + "BAR_5A_L2_USPC\n", + "BAR_5A_L2_XSPC\n", + "BEPICOLOMBO_HELIO1DAY_POSITION\n", + "C1_CP_FGM_SPIN\n", + "C1_JP_PMP\n", + "C1_JP_PSE\n", + "C1_PP_ASP\n", + "C1_PP_CIS\n", + "C1_PP_DWP\n", + "C1_PP_EDI\n", + "C1_PP_EFW\n", + "C1_PP_PEA\n", + "C1_PP_RAP\n", + "C1_PP_STA\n", + "C1_PP_WHI\n", + "C1_UP_FGM\n", + "C1_WAVEFORM_WBD\n", + "C1_WAVEFORM_WBD_BM2\n", + "C2_CP_FGM_SPIN\n", + "C2_JP_PMP\n", + "C2_JP_PSE\n", + "C2_PP_ASP\n", + "C2_PP_DWP\n", + "C2_PP_EDI\n", + "C2_PP_EFW\n", + "C2_PP_PEA\n", + "C2_PP_RAP\n", + "C2_PP_STA\n", + "C2_PP_WHI\n", + "C2_UP_FGM\n", + "C2_WAVEFORM_WBD\n", + "C2_WAVEFORM_WBD_BM2\n", + "C3_CP_FGM_SPIN\n", + "C3_JP_PMP\n", + "C3_JP_PSE\n", + "C3_PP_ASP\n", + "C3_PP_CIS\n", + "C3_PP_EDI\n", + "C3_PP_PEA\n", + "C3_PP_RAP\n", + "C3_PP_STA\n", + "C3_PP_WHI\n", + "C3_UP_FGM\n", + "C3_WAVEFORM_WBD\n", + "C3_WAVEFORM_WBD_BM2\n", + "C4_CP_FGM_SPIN\n", + "C4_JP_PMP\n", + "C4_JP_PSE\n", + "C4_PP_ASP\n", + "C4_PP_CIS\n", + "C4_PP_DWP\n", + "C4_PP_EDI\n", + "C4_PP_EFW\n", + "C4_PP_PEA\n", + "C4_PP_RAP\n", + "C4_PP_STA\n", + "C4_PP_WHI\n", + "C4_UP_FGM\n", + "C4_WAVEFORM_WBD\n", + "C4_WAVEFORM_WBD_BM2\n", + "CASSINI_MAG_1MIN_MAGNETIC_FIELD\n", + "CL_JP_PCY\n", + "CL_JP_PGP\n", + "CNOFS_CINDI_IVM_500MS\n", + "CNOFS_PLP_PLASMA_1SEC\n", + "CNOFS_VEFI_BFIELD_1SEC\n", + "CNOFS_VEFI_EFIELD_1SEC\n", + "CNOFS_VEFI_LD_500MS\n", + "CN_K0_ASI\n", + "CN_K0_BARS\n", + "CN_K0_MARI\n", + "CN_K0_MPA\n", + "CN_K1_MARI\n", + "CSSWE_REPTILE_6SEC-COUNTS-L1\n", + "CSSWE_REPTILE_6SEC-FLUX-L2\n", + "CT_JP_PSE\n", + "DE1_1MIN_RIMS\n", + "DE1_6SEC_MAGAGMS\n", + "DE1_PWI_LFC-SPECTRA\n", + "DE1_PWI_OR-AT\n", + "DE1_PWI_SFC-SPECTRA\n", + "DE2_62MS_VEFIMAGB@0\n", + "DE2_62MS_VEFIMAGB@1\n", + "DE2_AC500MS_VEFI\n", + "DE2_DCA500MS_VEFI\n", + "DE2_DUCT16MS_RPA@0\n", + "DE2_DUCT16MS_RPA@1\n", + "DE2_DUCT16MS_RPA@2\n", + "DE2_DUCT16MS_RPA@3\n", + "DE2_DUCT16MS_RPA@4\n", + "DE2_DUCT16MS_RPA@5\n", + "DE2_DUCT16MS_RPA@6\n", + "DE2_DUCT16MS_RPA@7\n", + "DE2_ION2S_RPA\n", + "DE2_NEUTRAL1S_NACS\n", + "DE2_NEUTRAL8S_FPI\n", + "DE2_PLASMA500MS_LANG\n", + "DE2_UA16S_ALL\n", + "DE2_VION250MS_IDM@0\n", + "DE2_VION250MS_IDM@1\n", + "DE2_VION250MS_IDM@2\n", + "DE2_WIND2S_WATS\n", + "DE_UV_SAI\n", + "DE_VS_EICS\n", + "DMSP-F16_SSIES-3_THERMAL-PLASMA\n", + "DMSP-F16_SSJ_PRECIPITATING-ELECTRONS-IONS\n", + "DMSP-F16_SSM_MAGNETOMETER\n", + "DMSP-F17_SSIES-3_THERMAL-PLASMA\n", + "DMSP-F17_SSJ_PRECIPITATING-ELECTRONS-IONS\n", + "DMSP-F17_SSM_MAGNETOMETER\n", + "DMSP-F18_SSIES-3_THERMAL-PLASMA\n", + "DMSP-F18_SSJ_PRECIPITATING-ELECTRONS-IONS\n", + "DMSP-F18_SSM_MAGNETOMETER\n", + "DN_K0_GBAY\n", + "DN_K0_HANK\n", + "DN_K0_ICEW\n", + "DN_K0_KAPU\n", + "DN_K0_PACE\n", + "DN_K0_PYKK\n", + "DN_K0_SASK\n", + "DSCOVR_AT_DEF\n", + "DSCOVR_AT_PRE\n", + "DSCOVR_H0_MAG\n", + "DSCOVR_H1_FC\n", + "DSCOVR_ORBIT_PRE\n", + "ELA_L1_EPDEF\n", + "ELA_L1_STATE_DEFN@0\n", + "ELA_L1_STATE_DEFN@1\n", + "ELA_L1_STATE_PRED\n", + "ELB_L1_EPDEF\n", + "ELB_L1_STATE_DEFN@0\n", + "ELB_L1_STATE_DEFN@1\n", + "ELB_L1_STATE_PRED\n", + "EQ_PP_AUX\n", + "EQ_PP_EDI\n", + "EQ_PP_EPI\n", + "EQ_PP_MAM\n", + "EQ_PP_PCD\n", + "EQ_SP_SFD\n", + "ERG_HEP_L2_OMNIFLUX@0\n", + "ERG_HEP_L2_OMNIFLUX@1\n", + "ERG_LEPE_L2_OMNIFLUX\n", + "ERG_LEPI_L2_OMNIFLUX\n", + "ERG_MEPE_L2_3DFLUX@0\n", + "ERG_MEPE_L2_3DFLUX@1\n", + "ERG_MEPE_L2_OMNIFLUX\n", + "ERG_MEPI_L2_3DFLUX@0\n", + "ERG_MEPI_L2_3DFLUX@1\n", + "ERG_MEPI_L2_OMNIFLUX\n", + "ERG_MGF_L2_8SEC\n", + "ERG_ORB_L2\n", + "ERG_ORB_L3\n", + "ERG_ORB_LPRE_L2\n", + "ERG_ORB_MPRE_L2\n", + "ERG_ORB_PRE_L2\n", + "ERG_ORB_SPRE_L2\n", + "ERG_PWE_EFD_L2_E_SPIN@0\n", + "ERG_PWE_EFD_L2_E_SPIN@1\n", + "ERG_PWE_EFD_L2_POT\n", + "ERG_PWE_HFA_L2_SPEC_HIGH\n", + "ERG_PWE_HFA_L2_SPEC_LOW\n", + "ERG_PWE_HFA_L2_SPEC_MONIT\n", + "ERG_PWE_OFA_L2_SPEC@0\n", + "ERG_PWE_OFA_L2_SPEC@1\n", + "ERG_XEP_L2_OMNIFLUX\n", + "FAST_HR_DCB@0\n", + "FAST_HR_DCB@1\n", + "FAST_HR_DCB@2\n", + "FAST_HR_DCB@3\n", + "FA_ESA_L2_EEB\n", + "FA_ESA_L2_EES\n", + "FA_ESA_L2_IEB\n", + "FA_ESA_L2_IES\n", + "FA_K0_ACF\n", + "FA_K0_TMS\n", + "G0_K0_EP8\n", + "G0_K0_MAG\n", + "G10_L2_MAG@0\n", + "G10_L2_MAG@1\n", + "G10_L2_MAG@2\n", + "G11_L2_MAG@0\n", + "G11_L2_MAG@1\n", + "G11_L2_MAG@2\n", + "G12_L2_MAG@0\n", + "G12_L2_MAG@1\n", + "G12_L2_MAG@2\n", + "G6_K0_EPS\n", + "G6_K0_MAG\n", + "G7_K0_EPS\n", + "G7_K0_MAG\n", + "G7_K1_MAG\n", + "G8_K0_EP8\n", + "G8_K0_MAG\n", + "G9_K0_EP8\n", + "G9_K0_MAG\n", + "GE_1MIN_MAG_PLASMA_SW_ONLY\n", + "GE_AT_DEF\n", + "GE_AT_PRE\n", + "GE_EDA12SEC_LEP\n", + "GE_EDA3SEC_MGF\n", + "GE_EDB12SEC_LEP\n", + "GE_EDB3SEC_MGF\n", + "GE_H0_CPI\n", + "GE_HPAMOM_CPI\n", + "GE_K0_CPI\n", + "GE_K0_EFD\n", + "GE_K0_EPI\n", + "GE_K0_LEP\n", + "GE_K0_MGF\n", + "GE_K0_PWI\n", + "GE_K0_SPHA\n", + "GE_OR_DEF\n", + "GE_OR_PRE\n", + "GE_SW_CPI\n", + "GOES10_EPHEMERIS_SSC\n", + "GOES11_EPHEMERIS_SSC\n", + "GOES11_K0_EP8\n", + "GOES11_K0_MAG\n", + "GOES12_EPHEMERIS_SSC\n", + "GOES12_K0_MAG\n", + "GOES13_EPEAD-SCIENCE-ELECTRONS-E13EW_1MIN\n", + "GOES13_EPHEMERIS_SSC\n", + "GOES13_EPS-MAGED_1MIN\n", + "GOES13_EPS-MAGED_5MIN\n", + "GOES13_EPS-PITCH-ANGLES_1MIN\n", + "GOES14_EPEAD-SCIENCE-ELECTRONS-E13EW_1MIN\n", + "GOES14_EPHEMERIS_SSC\n", + "GOES14_EPS-MAGED_1MIN\n", + "GOES14_EPS-MAGED_5MIN\n", + "GOES14_EPS-PITCH-ANGLES_1MIN\n", + "GOES15_EPEAD-SCIENCE-ELECTRONS-E13EW_1MIN\n", + "GOES15_EPHEMERIS_SSC\n", + "GOES15_EPS-MAGED_1MIN\n", + "GOES15_EPS-MAGED_5MIN\n", + "GOES15_EPS-PITCH-ANGLES_1MIN\n", + "GOES16_EPHEMERIS_SSC\n", + "GOES17_EPHEMERIS_SSC\n", + "GOES18_EPHEMERIS_SSC\n", + "GPS_ROTI15MIN_JPL\n", + "GPS_TEC15MIN_IGS\n", + "GPS_TEC1HR_IGS\n", + "GPS_TEC2HR_IGS\n", + "HEL2_6SEC_NESSMAG\n", + "HELIOS1_40SEC_MAG-PLASMA\n", + "HELIOS1_COHO1HR_MERGED_MAG_PLASMA\n", + "HELIOS1_E6_1HOUR_PARTICLE_FLUX\n", + "HELIOS1_E6_KUNOW_1HOUR_PARTICLE-FLUX\n", + "HELIOS2_40SEC_MAG-PLASMA\n", + "HELIOS2_COHO1HR_MERGED_MAG_PLASMA\n", + "HELIOS2_E6_1HOUR_PARTICLE_FLUX\n", + "HELIOS2_E6_KUNOW_1HOUR_PARTICLE-FLUX\n", + "I1_AV2_OTT\n", + "I1_AV2_QUI\n", + "I1_AV2_ULA\n", + "I1_AV_ALL@0\n", + "I1_AV_ALL@1\n", + "I1_AV_KER\n", + "I1_AV_KSH\n", + "I1_AV_KWA\n", + "I1_AV_ODG\n", + "I1_AV_ORR\n", + "I1_AV_OTT\n", + "I1_AV_QUI\n", + "I1_AV_RES\n", + "I1_AV_SNT\n", + "I1_AV_SOD\n", + "I1_AV_TRO\n", + "I1_AV_ULA\n", + "I1_AV_WNK\n", + "I1_NEPROF_TOPS\n", + "I2_AV_ACN\n", + "I2_AV_ADL\n", + "I2_AV_AME\n", + "I2_AV_BRZ\n", + "I2_AV_BUR\n", + "I2_AV_CNA\n", + "I2_AV_KER\n", + "I2_AV_KRU\n", + "I2_AV_KSH\n", + "I2_AV_KWA\n", + "I2_AV_LAU\n", + "I2_AV_ODG\n", + "I2_AV_ORR\n", + "I2_AV_OTT\n", + "I2_AV_QUI\n", + "I2_AV_RES\n", + "I2_AV_SNT\n", + "I2_AV_SOD\n", + "I2_AV_SOL\n", + "I2_AV_SYO\n", + "I2_AV_TRO\n", + "I2_AV_ULA\n", + "I2_AV_WNK\n", + "I2_NEPROF_TOPIST\n", + "I2_NEPROF_TOPS\n", + "I8_15SEC_MAG\n", + "I8_320MSEC_MAG\n", + "I8_H0_MITPLASMA\n", + "IA_K0_ENF\n", + "IA_K0_EPI\n", + "IA_K0_ICD\n", + "IA_K0_MFI\n", + "IA_OR_DEF\n", + "IBEX_H3_ENA_HI_R10_CG_NOSP_ANTIRAM_1YR\n", + "IBEX_H3_ENA_HI_R10_CG_NOSP_ANTIRAM_7YR\n", + "IBEX_H3_ENA_HI_R10_CG_NOSP_OMNI_6MO\n", + "IBEX_H3_ENA_HI_R10_CG_NOSP_OMNI_7YR\n", + "IBEX_H3_ENA_HI_R10_CG_NOSP_RAM_1YR\n", + "IBEX_H3_ENA_HI_R10_CG_NOSP_RAM_7YR\n", + "IBEX_H3_ENA_HI_R10_CG_SP_ANTIRAM_1YR\n", + "IBEX_H3_ENA_HI_R10_CG_SP_ANTIRAM_7YR\n", + "IBEX_H3_ENA_HI_R10_CG_SP_OMNI_6MO\n", + "IBEX_H3_ENA_HI_R10_CG_SP_OMNI_7YR\n", + "IBEX_H3_ENA_HI_R10_CG_SP_RAM_1YR\n", + "IBEX_H3_ENA_HI_R10_CG_SP_RAM_7YR\n", + "IBEX_H3_ENA_HI_R10_NOCG_NOSP_ANTIRAM_1YR\n", + "IBEX_H3_ENA_HI_R10_NOCG_NOSP_ANTIRAM_7YR\n", + "IBEX_H3_ENA_HI_R10_NOCG_NOSP_OMNI_6MO\n", + "IBEX_H3_ENA_HI_R10_NOCG_NOSP_OMNI_7YR\n", + "IBEX_H3_ENA_HI_R10_NOCG_NOSP_RAM_1YR\n", + "IBEX_H3_ENA_HI_R10_NOCG_SP_ANTIRAM_1YR\n", + "IBEX_H3_ENA_HI_R10_NOCG_SP_ANTIRAM_7YR\n", + "IBEX_H3_ENA_HI_R10_NOCG_SP_OMNI_6MO\n", + "IBEX_H3_ENA_HI_R10_NOCG_SP_OMNI_7YR\n", + "IBEX_H3_ENA_HI_R10_NOCG_SP_RAM_1YR\n", + "IBEX_H3_ENA_HI_R12_MAGNETOSPHERE_24MIN\n", + "IBEX_H3_ENA_HI_R13_CG_NOSP_ANTIRAM_1YR\n", + "IBEX_H3_ENA_HI_R13_CG_NOSP_RAM_1YR\n", + "IBEX_H3_ENA_HI_R14_PRESS-SLOPE_CG_NOSP_RAM_3YR\n", + "IBEX_H3_ENA_LO_R09_PARK_OMAP_3YR\n", + "IBEX_H3_ENA_LO_R09_PARK_OMAP_3YR-EVEN-MAPS\n", + "IBEX_H3_ENA_LO_R09_PARK_OMAP_3YR-ODD-MAPS\n", + "IBEX_H3_ENA_LO_R09_PARK_OMAP_6MO\n", + "IBEX_H3_ENA_LO_R09_PARK_OMAP_STAT_3YR\n", + "IBEX_H3_ENA_LO_R10_NOCG_NOSP_OMNI_6MO\n", + "IBEX_H3_ENA_LO_R10_NOCG_NOSP_OMNI_7YR\n", + "IBEX_H3_ENA_LO_R10_NOCG_SP_OMNI_6MO\n", + "IBEX_H3_ENA_LO_R10_NOCG_SP_OMNI_7YR\n", + "IG_K0_PCI\n", + "IMAGE_M2_EUV\n", + "IM_ELECTRON_DENSITY_RPI\n", + "IM_HK_ADS\n", + "IM_HK_AST\n", + "IM_HK_COM\n", + "IM_HK_FSW\n", + "IM_HK_PWR\n", + "IM_HK_TML\n", + "IM_K0_EUV\n", + "IM_K0_HENA\n", + "IM_K0_LENA\n", + "IM_K0_MENA\n", + "IM_K0_RPI\n", + "IM_K0_SIE\n", + "IM_K0_SIP\n", + "IM_K0_WIC\n", + "IM_K1_RPI\n", + "IM_OR_DEF\n", + "IM_OR_PRE\n", + "ISEE-3_MAGPLASMA_2MIN_MAGNETIC_FIELD_PLASMA\n", + "ISEE-3_MAG_1MIN_MAGNETIC_FIELD\n", + "ISEE1_4SEC_MFI\n", + "ISEE1_60SEC_MFI\n", + "ISEE1_H1_FPE\n", + "ISEE1_H2_FPE\n", + "ISEE1_PWI_SA\n", + "ISEE1_PWI_SA-RAPID-E\n", + "ISEE1_PWI_SFR-E\n", + "ISEE2_4SEC_MFI\n", + "ISEE2_60SEC_MFI\n", + "ISEE2_H1_FPE\n", + "ISS_27DAY-AVERAGES_AMS-02\n", + "ISS_DOSANL_TEPC\n", + "ISS_SP_FPMU\n", + "IT_K0_AKR\n", + "IT_K0_COR\n", + "IT_K0_ELE\n", + "IT_K0_EPI\n", + "IT_K0_ICD\n", + "IT_K0_MFI\n", + "IT_K0_VDP\n", + "IT_K0_WAV\n", + "IT_OR_DEF\n", + "L0_K0_MPA\n", + "L0_K0_SPA\n", + "L1_K0_MPA\n", + "L1_K0_SPA\n", + "L4_K0_MPA\n", + "L4_K0_SPA\n", + "L7_H0_MPA\n", + "L7_K0_MPA\n", + "L7_K0_SPA\n", + "L9_H0_MPA\n", + "L9_K0_MPA\n", + "L9_K0_SPA\n", + "MESSENGER_MAG_RTN@0\n", + "MESSENGER_MAG_RTN@1\n", + "METOP1_POES-SEM2_FLUXES-2SEC\n", + "METOP2_POES-SEM2_FLUXES-2SEC\n", + "MMS1_ASPOC_SRVY_L2\n", + "MMS1_DSP_FAST_L2_BPSD\n", + "MMS1_DSP_FAST_L2_EPSD\n", + "MMS1_DSP_SLOW_L2_BPSD\n", + "MMS1_DSP_SLOW_L2_EPSD\n", + "MMS1_EDI_BRST_L2_AMB-PM2@0\n", + "MMS1_EDI_BRST_L2_AMB-PM2@1\n", + "MMS1_EDI_BRST_L2_AMB@0\n", + "MMS1_EDI_BRST_L2_AMB@1\n", + "MMS1_EDI_BRST_L2_EFIELD\n", + "MMS1_EDI_BRST_L2_Q0@0\n", + "MMS1_EDI_BRST_L2_Q0@1\n", + "MMS1_EDI_BRST_L2_Q0@2\n", + "MMS1_EDI_SRVY_L2_AMB-PM2@0\n", + "MMS1_EDI_SRVY_L2_AMB-PM2@1\n", + "MMS1_EDI_SRVY_L2_AMB@0\n", + "MMS1_EDI_SRVY_L2_AMB@1\n", + "MMS1_EDI_SRVY_L2_EFIELD\n", + "MMS1_EDI_SRVY_L2_Q0@0\n", + "MMS1_EDI_SRVY_L2_Q0@1\n", + "MMS1_EDI_SRVY_L2_Q0@2\n", + "MMS1_EDP_BRST_L2_DCE\n", + "MMS1_EDP_BRST_L2_HMFE\n", + "MMS1_EDP_BRST_L2_SCPOT\n", + "MMS1_EDP_FAST_L2_DCE\n", + "MMS1_EDP_FAST_L2_SCPOT\n", + "MMS1_EDP_SLOW_L2_DCE\n", + "MMS1_EDP_SLOW_L2_SCPOT\n", + "MMS1_EDP_SRVY_L2_HFESP\n", + "MMS1_EPD-EIS_BRST_L2_EXTOF\n", + "MMS1_EPD-EIS_BRST_L2_PHXTOF\n", + "MMS1_EPD-EIS_SRVY_L2_ELECTRONENERGY\n", + "MMS1_EPD-EIS_SRVY_L2_EXTOF\n", + "MMS1_EPD-EIS_SRVY_L2_PHXTOF\n", + "MMS1_FEEPS_BRST_L2_ELECTRON\n", + "MMS1_FEEPS_BRST_L2_ION\n", + "MMS1_FEEPS_SRVY_L2_ELECTRON\n", + "MMS1_FEEPS_SRVY_L2_ION\n", + "MMS1_FGM_BRST_L2@0\n", + "MMS1_FGM_BRST_L2@1\n", + "MMS1_FGM_SRVY_L2@0\n", + "MMS1_FGM_SRVY_L2@1\n", + "MMS1_FPI_BRST_L2_DES-DIST\n", + "MMS1_FPI_BRST_L2_DES-MOMS\n", + "MMS1_FPI_BRST_L2_DES-PARTMOMS\n", + "MMS1_FPI_BRST_L2_DIS-DIST\n", + "MMS1_FPI_BRST_L2_DIS-MOMS\n", + "MMS1_FPI_BRST_L2_DIS-PARTMOMS\n", + "MMS1_FPI_FAST_L2_DES-DIST\n", + "MMS1_FPI_FAST_L2_DES-MOMS\n", + "MMS1_FPI_FAST_L2_DES-PARTMOMS\n", + "MMS1_FPI_FAST_L2_DIS-DIST\n", + "MMS1_FPI_FAST_L2_DIS-MOMS\n", + "MMS1_FPI_FAST_L2_DIS-PARTMOMS\n", + "MMS1_HPCA_BRST_L2_ION\n", + "MMS1_HPCA_BRST_L2_MOMENTS\n", + "MMS1_HPCA_SRVY_L2_ION\n", + "MMS1_HPCA_SRVY_L2_MOMENTS\n", + "MMS1_HPCA_SRVY_L2_TOF-COUNTS\n", + "MMS1_MEC_BRST_L2_EPHT89D\n", + "MMS1_MEC_BRST_L2_EPHT89Q\n", + "MMS1_MEC_BRST_L2_EPHTS04D\n", + "MMS1_MEC_SRVY_L2_EPHT89D\n", + "MMS1_MEC_SRVY_L2_EPHT89Q\n", + "MMS1_MEC_SRVY_L2_EPHTS04D\n", + "MMS1_SCM_BRST_L2_SCB\n", + "MMS1_SCM_BRST_L2_SCHB\n", + "MMS1_SCM_SRVY_L2_SCSRVY\n", + "MMS2_ASPOC_SRVY_L2\n", + "MMS2_DSP_FAST_L2_BPSD\n", + "MMS2_DSP_FAST_L2_EPSD\n", + "MMS2_DSP_SLOW_L2_BPSD\n", + "MMS2_DSP_SLOW_L2_EPSD\n", + "MMS2_EDI_BRST_L2_AMB-PM2@0\n", + "MMS2_EDI_BRST_L2_AMB-PM2@1\n", + "MMS2_EDI_BRST_L2_AMB@0\n", + "MMS2_EDI_BRST_L2_AMB@1\n", + "MMS2_EDI_BRST_L2_EFIELD\n", + "MMS2_EDI_BRST_L2_Q0@0\n", + "MMS2_EDI_BRST_L2_Q0@1\n", + "MMS2_EDI_BRST_L2_Q0@2\n", + "MMS2_EDI_SRVY_L2_AMB-PM2@0\n", + "MMS2_EDI_SRVY_L2_AMB-PM2@1\n", + "MMS2_EDI_SRVY_L2_AMB@0\n", + "MMS2_EDI_SRVY_L2_AMB@1\n", + "MMS2_EDI_SRVY_L2_EFIELD\n", + "MMS2_EDI_SRVY_L2_Q0@0\n", + "MMS2_EDI_SRVY_L2_Q0@1\n", + "MMS2_EDI_SRVY_L2_Q0@2\n", + "MMS2_EDP_BRST_L2_DCE\n", + "MMS2_EDP_BRST_L2_HMFE\n", + "MMS2_EDP_BRST_L2_SCPOT\n", + "MMS2_EDP_FAST_L2_DCE\n", + "MMS2_EDP_FAST_L2_SCPOT\n", + "MMS2_EDP_SLOW_L2_DCE\n", + "MMS2_EDP_SLOW_L2_SCPOT\n", + "MMS2_EDP_SRVY_L2_HFESP\n", + "MMS2_EPD-EIS_BRST_L2_EXTOF\n", + "MMS2_EPD-EIS_BRST_L2_PHXTOF\n", + "MMS2_EPD-EIS_SRVY_L2_ELECTRONENERGY\n", + "MMS2_EPD-EIS_SRVY_L2_EXTOF\n", + "MMS2_EPD-EIS_SRVY_L2_PHXTOF\n", + "MMS2_FEEPS_BRST_L2_ELECTRON\n", + "MMS2_FEEPS_BRST_L2_ION\n", + "MMS2_FEEPS_SRVY_L2_ELECTRON\n", + "MMS2_FEEPS_SRVY_L2_ION\n", + "MMS2_FGM_BRST_L2@0\n", + "MMS2_FGM_BRST_L2@1\n", + "MMS2_FGM_SRVY_L2@0\n", + "MMS2_FGM_SRVY_L2@1\n", + "MMS2_FPI_BRST_L2_DES-DIST\n", + "MMS2_FPI_BRST_L2_DES-MOMS\n", + "MMS2_FPI_BRST_L2_DES-PARTMOMS\n", + "MMS2_FPI_BRST_L2_DIS-DIST\n", + "MMS2_FPI_BRST_L2_DIS-MOMS\n", + "MMS2_FPI_BRST_L2_DIS-PARTMOMS\n", + "MMS2_FPI_FAST_L2_DES-DIST\n", + "MMS2_FPI_FAST_L2_DES-MOMS\n", + "MMS2_FPI_FAST_L2_DES-PARTMOMS\n", + "MMS2_FPI_FAST_L2_DIS-DIST\n", + "MMS2_FPI_FAST_L2_DIS-MOMS\n", + "MMS2_FPI_FAST_L2_DIS-PARTMOMS\n", + "MMS2_HPCA_BRST_L2_ION\n", + "MMS2_HPCA_BRST_L2_MOMENTS\n", + "MMS2_HPCA_SRVY_L2_ION\n", + "MMS2_HPCA_SRVY_L2_MOMENTS\n", + "MMS2_HPCA_SRVY_L2_TOF-COUNTS\n", + "MMS2_MEC_BRST_L2_EPHT89D\n", + "MMS2_MEC_BRST_L2_EPHT89Q\n", + "MMS2_MEC_BRST_L2_EPHTS04D\n", + "MMS2_MEC_SRVY_L2_EPHT89D\n", + "MMS2_MEC_SRVY_L2_EPHT89Q\n", + "MMS2_MEC_SRVY_L2_EPHTS04D\n", + "MMS2_SCM_BRST_L2_SCB\n", + "MMS2_SCM_BRST_L2_SCHB\n", + "MMS2_SCM_SRVY_L2_SCSRVY\n", + "MMS3_ASPOC_SRVY_L2\n", + "MMS3_DSP_FAST_L2_BPSD\n", + "MMS3_DSP_FAST_L2_EPSD\n", + "MMS3_DSP_SLOW_L2_BPSD\n", + "MMS3_DSP_SLOW_L2_EPSD\n", + "MMS3_EDI_BRST_L2_AMB-PM2@0\n", + "MMS3_EDI_BRST_L2_AMB-PM2@1\n", + "MMS3_EDI_BRST_L2_AMB@0\n", + "MMS3_EDI_BRST_L2_AMB@1\n", + "MMS3_EDI_BRST_L2_EFIELD\n", + "MMS3_EDI_BRST_L2_Q0@0\n", + "MMS3_EDI_BRST_L2_Q0@1\n", + "MMS3_EDI_BRST_L2_Q0@2\n", + "MMS3_EDI_SRVY_L2_AMB-PM2@0\n", + "MMS3_EDI_SRVY_L2_AMB-PM2@1\n", + "MMS3_EDI_SRVY_L2_AMB@0\n", + "MMS3_EDI_SRVY_L2_AMB@1\n", + "MMS3_EDI_SRVY_L2_EFIELD\n", + "MMS3_EDI_SRVY_L2_Q0@0\n", + "MMS3_EDI_SRVY_L2_Q0@1\n", + "MMS3_EDI_SRVY_L2_Q0@2\n", + "MMS3_EDP_BRST_L2_DCE\n", + "MMS3_EDP_BRST_L2_HMFE\n", + "MMS3_EDP_BRST_L2_SCPOT\n", + "MMS3_EDP_FAST_L2_DCE\n", + "MMS3_EDP_FAST_L2_SCPOT\n", + "MMS3_EDP_SLOW_L2_DCE\n", + "MMS3_EDP_SLOW_L2_SCPOT\n", + "MMS3_EDP_SRVY_L2_HFESP\n", + "MMS3_EPD-EIS_BRST_L2_EXTOF\n", + "MMS3_EPD-EIS_BRST_L2_PHXTOF\n", + "MMS3_EPD-EIS_SRVY_L2_ELECTRONENERGY\n", + "MMS3_EPD-EIS_SRVY_L2_EXTOF\n", + "MMS3_EPD-EIS_SRVY_L2_PHXTOF\n", + "MMS3_FEEPS_BRST_L2_ELECTRON\n", + "MMS3_FEEPS_BRST_L2_ION\n", + "MMS3_FEEPS_SRVY_L2_ELECTRON\n", + "MMS3_FEEPS_SRVY_L2_ION\n", + "MMS3_FGM_BRST_L2@0\n", + "MMS3_FGM_BRST_L2@1\n", + "MMS3_FGM_SRVY_L2@0\n", + "MMS3_FGM_SRVY_L2@1\n", + "MMS3_FPI_BRST_L2_DES-DIST\n", + "MMS3_FPI_BRST_L2_DES-MOMS\n", + "MMS3_FPI_BRST_L2_DES-PARTMOMS\n", + "MMS3_FPI_BRST_L2_DIS-DIST\n", + "MMS3_FPI_BRST_L2_DIS-MOMS\n", + "MMS3_FPI_BRST_L2_DIS-PARTMOMS\n", + "MMS3_FPI_FAST_L2_DES-DIST\n", + "MMS3_FPI_FAST_L2_DES-MOMS\n", + "MMS3_FPI_FAST_L2_DES-PARTMOMS\n", + "MMS3_FPI_FAST_L2_DIS-DIST\n", + "MMS3_FPI_FAST_L2_DIS-MOMS\n", + "MMS3_FPI_FAST_L2_DIS-PARTMOMS\n", + "MMS3_HPCA_BRST_L2_ION\n", + "MMS3_HPCA_BRST_L2_MOMENTS\n", + "MMS3_HPCA_SRVY_L2_ION\n", + "MMS3_HPCA_SRVY_L2_MOMENTS\n", + "MMS3_HPCA_SRVY_L2_TOF-COUNTS\n", + "MMS3_MEC_BRST_L2_EPHT89D\n", + "MMS3_MEC_BRST_L2_EPHT89Q\n", + "MMS3_MEC_BRST_L2_EPHTS04D\n", + "MMS3_MEC_SRVY_L2_EPHT89D\n", + "MMS3_MEC_SRVY_L2_EPHT89Q\n", + "MMS3_MEC_SRVY_L2_EPHTS04D\n", + "MMS3_SCM_BRST_L2_SCB\n", + "MMS3_SCM_BRST_L2_SCHB\n", + "MMS3_SCM_SRVY_L2_SCSRVY\n", + "MMS4_ASPOC_SRVY_L2\n", + "MMS4_DSP_FAST_L2_BPSD\n", + "MMS4_DSP_FAST_L2_EPSD\n", + "MMS4_DSP_SLOW_L2_BPSD\n", + "MMS4_DSP_SLOW_L2_EPSD\n", + "MMS4_EDI_BRST_L2_AMB-PM2@0\n", + "MMS4_EDI_BRST_L2_AMB-PM2@1\n", + "MMS4_EDI_BRST_L2_AMB@0\n", + "MMS4_EDI_BRST_L2_AMB@1\n", + "MMS4_EDI_BRST_L2_EFIELD\n", + "MMS4_EDI_BRST_L2_Q0@0\n", + "MMS4_EDI_BRST_L2_Q0@1\n", + "MMS4_EDI_BRST_L2_Q0@2\n", + "MMS4_EDI_SRVY_L2_AMB-PM2@0\n", + "MMS4_EDI_SRVY_L2_AMB-PM2@1\n", + "MMS4_EDI_SRVY_L2_AMB@0\n", + "MMS4_EDI_SRVY_L2_AMB@1\n", + "MMS4_EDI_SRVY_L2_EFIELD\n", + "MMS4_EDI_SRVY_L2_Q0@0\n", + "MMS4_EDI_SRVY_L2_Q0@1\n", + "MMS4_EDI_SRVY_L2_Q0@2\n", + "MMS4_EDP_BRST_L2_DCE\n", + "MMS4_EDP_BRST_L2_HMFE\n", + "MMS4_EDP_BRST_L2_SCPOT\n", + "MMS4_EDP_FAST_L2_DCE\n", + "MMS4_EDP_FAST_L2_SCPOT\n", + "MMS4_EDP_SLOW_L2_DCE\n", + "MMS4_EDP_SLOW_L2_SCPOT\n", + "MMS4_EDP_SRVY_L2_HFESP\n", + "MMS4_EPD-EIS_BRST_L2_EXTOF\n", + "MMS4_EPD-EIS_BRST_L2_PHXTOF\n", + "MMS4_EPD-EIS_SRVY_L2_ELECTRONENERGY\n", + "MMS4_EPD-EIS_SRVY_L2_EXTOF\n", + "MMS4_EPD-EIS_SRVY_L2_PHXTOF\n", + "MMS4_FEEPS_BRST_L2_ELECTRON\n", + "MMS4_FEEPS_BRST_L2_ION\n", + "MMS4_FEEPS_SRVY_L2_ELECTRON\n", + "MMS4_FEEPS_SRVY_L2_ION\n", + "MMS4_FGM_BRST_L2@0\n", + "MMS4_FGM_BRST_L2@1\n", + "MMS4_FGM_SRVY_L2@0\n", + "MMS4_FGM_SRVY_L2@1\n", + "MMS4_FPI_BRST_L2_DES-DIST\n", + "MMS4_FPI_BRST_L2_DES-MOMS\n", + "MMS4_FPI_BRST_L2_DES-PARTMOMS\n", + "MMS4_FPI_BRST_L2_DIS-DIST\n", + "MMS4_FPI_BRST_L2_DIS-MOMS\n", + "MMS4_FPI_BRST_L2_DIS-PARTMOMS\n", + "MMS4_FPI_FAST_L2_DES-DIST\n", + "MMS4_FPI_FAST_L2_DES-MOMS\n", + "MMS4_FPI_FAST_L2_DES-PARTMOMS\n", + "MMS4_FPI_FAST_L2_DIS-DIST\n", + "MMS4_FPI_FAST_L2_DIS-MOMS\n", + "MMS4_FPI_FAST_L2_DIS-PARTMOMS\n", + "MMS4_HPCA_BRST_L2_ION\n", + "MMS4_HPCA_BRST_L2_MOMENTS\n", + "MMS4_HPCA_SRVY_L2_ION\n", + "MMS4_HPCA_SRVY_L2_MOMENTS\n", + "MMS4_HPCA_SRVY_L2_TOF-COUNTS\n", + "MMS4_MEC_BRST_L2_EPHT89D\n", + "MMS4_MEC_BRST_L2_EPHT89Q\n", + "MMS4_MEC_BRST_L2_EPHTS04D\n", + "MMS4_MEC_SRVY_L2_EPHT89D\n", + "MMS4_MEC_SRVY_L2_EPHT89Q\n", + "MMS4_MEC_SRVY_L2_EPHTS04D\n", + "MMS4_SCM_BRST_L2_SCB\n", + "MMS4_SCM_BRST_L2_SCHB\n", + "MMS4_SCM_SRVY_L2_SCSRVY\n", + "MUNIN_M1_MDSE\n", + "MUNIN_M1_MDSI\n", + "MUNIN_M1_OA\n", + "MVN_INSITU_KP-4SEC\n", + "MVN_MAG_L2-SUNSTATE-1SEC\n", + "MVN_SEP_L2_S1-CAL-SVY-FULL\n", + "MVN_SEP_L2_S2-CAL-SVY-FULL\n", + "MVN_STA_L2_D8-12R1E\n", + "MVN_STA_L2_D9-12R64E\n", + "MVN_STA_L2_DA-1R64E\n", + "MVN_SWE_L2_ARCPAD\n", + "MVN_SWE_L2_SVYPAD\n", + "MVN_SWE_L2_SVYSPEC\n", + "MVN_SWI_L2_COARSEARC3D\n", + "MVN_SWI_L2_COARSESVY3D\n", + "MVN_SWI_L2_FINEARC3D\n", + "MVN_SWI_L2_FINESVY3D\n", + "MVN_SWI_L2_ONBOARDSVYMOM\n", + "MVN_SWI_L2_ONBOARDSVYSPEC\n", + "NEW_HORIZONS_SWAP_PICKUP-IONS\n", + "NEW_HORIZONS_SWAP_PICKUP-IONS-HISTOGRAM\n", + "NEW_HORIZONS_SWAP_VALIDSUM\n", + "NOAA15_POES-SEM2_FLUXES-2SEC\n", + "NOAA16_POES-SEM2_FLUXES-2SEC\n", + "NOAA18_POES-SEM2_FLUXES-2SEC\n", + "NOAA19_POES-SEM2_FLUXES-2SEC\n", + "OMNI2_H0_MRG1HR\n", + "OMNI_COHO1HR_MERGED_MAG_PLASMA\n", + "OMNI_HRO2_1MIN\n", + "OMNI_HRO2_5MIN\n", + "OMNI_HRO_1MIN\n", + "OMNI_HRO_5MIN\n", + "PIONEER10_COHO1HR_MERGED_MAG_PLASMA\n", + "PIONEER10_MAG_1MIN_MAGNETIC_FIELD@0\n", + "PIONEER10_MAG_1MIN_MAGNETIC_FIELD@1\n", + "PIONEER11_COHO1HR_MERGED_MAG_PLASMA\n", + "PIONEERVENUS_COHO1HR_MERGED_MAG_PLASMA\n", + "PIONEERVENUS_MERGED_SOLAR-WIND_10M\n", + "POLAR_HYDRA_MOMENTS-14SEC\n", + "PO_10MINATT_EFI\n", + "PO_6SECEDSC_EFI\n", + "PO_6SECPOTLDENS_EFI\n", + "PO_AT_DEF\n", + "PO_AT_PRE\n", + "PO_EJ_VIS\n", + "PO_H0_HYD\n", + "PO_H0_PWI@0\n", + "PO_H0_PWI@1\n", + "PO_H0_TID\n", + "PO_H0_TIM@0\n", + "PO_H0_TIM@1\n", + "PO_H0_TIM@2\n", + "PO_H0_TIM@3\n", + "PO_H0_UVI\n", + "PO_H1_PWI@0\n", + "PO_H1_PWI@1\n", + "PO_H1_PWI@2\n", + "PO_H1_PWI@3\n", + "PO_H1_PWI@4\n", + "PO_H1_TID\n", + "PO_H1_UVI\n", + "PO_H2_PWI\n", + "PO_H3_PWI@0\n", + "PO_H3_PWI@1\n", + "PO_H4_PWI@0\n", + "PO_H4_PWI@1\n", + "PO_H7_PWI\n", + "PO_H8_PWI\n", + "PO_H9_PWI\n", + "PO_HYD_ENERGY_FLUX\n", + "PO_K0_CAM\n", + "PO_K0_CEP\n", + "PO_K0_EFI\n", + "PO_K0_HYD\n", + "PO_K0_MFE@0\n", + "PO_K0_MFE@1\n", + "PO_K0_PIX\n", + "PO_K0_PWI\n", + "PO_K0_SPHA\n", + "PO_K0_UVI\n", + "PO_K0_VIS\n", + "PO_K1_TIM\n", + "PO_K1_VIS\n", + "PO_LEVEL1_UVI\n", + "PO_OR_DEF\n", + "PO_OR_PRE\n", + "PO_PA_DEF\n", + "PO_VIS_EARTH-CAMERA-CALIBRATED\n", + "PO_VIS_VISIBLE-IMAGER-CALIBRATED\n", + "PSP_COHO1HR_MERGED_MAG_PLASMA\n", + "PSP_FLD_L2_DFB_AC_BPF_DV12HG\n", + "PSP_FLD_L2_DFB_AC_BPF_DV34HG\n", + "PSP_FLD_L2_DFB_AC_BPF_SCMULFHG\n", + "PSP_FLD_L2_DFB_AC_BPF_SCMUMFHG\n", + "PSP_FLD_L2_DFB_AC_SPEC_DV12HG\n", + "PSP_FLD_L2_DFB_AC_SPEC_DV34HG\n", + "PSP_FLD_L2_DFB_AC_SPEC_SCMDLFHG\n", + "PSP_FLD_L2_DFB_AC_SPEC_SCMELFHG\n", + "PSP_FLD_L2_DFB_AC_SPEC_SCMFLFHG\n", + "PSP_FLD_L2_DFB_AC_SPEC_SCMMF\n", + "PSP_FLD_L2_DFB_AC_SPEC_SCMULFLG\n", + "PSP_FLD_L2_DFB_AC_SPEC_SCMVLFHG\n", + "PSP_FLD_L2_DFB_AC_SPEC_V5HG\n", + "PSP_FLD_L2_DFB_AC_XSPEC_DV12HG_DV34HG\n", + "PSP_FLD_L2_DFB_AC_XSPEC_SCMDLFHG_SCMELFHG\n", + "PSP_FLD_L2_DFB_AC_XSPEC_SCMDLFHG_SCMFLFHG\n", + "PSP_FLD_L2_DFB_AC_XSPEC_SCMELFHG_SCMFLFHG\n", + "PSP_FLD_L2_DFB_DBM_DVAC\n", + "PSP_FLD_L2_DFB_DBM_DVDC\n", + "PSP_FLD_L2_DFB_DBM_SCM\n", + "PSP_FLD_L2_DFB_DBM_VAC\n", + "PSP_FLD_L2_DFB_DBM_VDC\n", + "PSP_FLD_L2_DFB_DC_BPF_DV12HG\n", + "PSP_FLD_L2_DFB_DC_BPF_DV34HG\n", + "PSP_FLD_L2_DFB_DC_BPF_SCMULFHG\n", + "PSP_FLD_L2_DFB_DC_BPF_SCMVLFHG\n", + "PSP_FLD_L2_DFB_DC_SPEC_DV12HG\n", + "PSP_FLD_L2_DFB_DC_SPEC_SCMDLFHG\n", + "PSP_FLD_L2_DFB_DC_SPEC_SCMELFHG\n", + "PSP_FLD_L2_DFB_DC_SPEC_SCMFLFHG\n", + "PSP_FLD_L2_DFB_DC_SPEC_SCMULFHG\n", + "PSP_FLD_L2_DFB_DC_SPEC_SCMVLFHG\n", + "PSP_FLD_L2_DFB_DC_SPEC_SCMWLFHG\n", + "PSP_FLD_L2_DFB_DC_XSPEC_SCMDLFHG_SCMELFHG\n", + "PSP_FLD_L2_DFB_DC_XSPEC_SCMDLFHG_SCMFLFHG\n", + "PSP_FLD_L2_DFB_DC_XSPEC_SCMELFHG_SCMFLFHG\n", + "PSP_FLD_L2_DFB_DC_XSPEC_SCMVLFHG_SCMWLFHG\n", + "PSP_FLD_L2_DFB_WF_DVDC\n", + "PSP_FLD_L2_DFB_WF_SCM@0\n", + "PSP_FLD_L2_DFB_WF_SCM@1\n", + "PSP_FLD_L2_DFB_WF_VDC@0\n", + "PSP_FLD_L2_DFB_WF_VDC@1\n", + "PSP_FLD_L2_DFB_WF_VDC@2\n", + "PSP_FLD_L2_DFB_WF_VDC@3\n", + "PSP_FLD_L2_DFB_WF_VDC@4\n", + "PSP_FLD_L2_F2_100BPS\n", + "PSP_FLD_L2_MAG_RTN\n", + "PSP_FLD_L2_MAG_RTN_1MIN\n", + "PSP_FLD_L2_MAG_RTN_4_SA_PER_CYC\n", + "PSP_FLD_L2_MAG_SC\n", + "PSP_FLD_L2_MAG_SC_1MIN\n", + "PSP_FLD_L2_MAG_SC_4_SA_PER_CYC\n", + "PSP_FLD_L2_MAG_VSO\n", + "PSP_FLD_L2_RFS_BURST@0\n", + "PSP_FLD_L2_RFS_BURST@1\n", + "PSP_FLD_L2_RFS_BURST@2\n", + "PSP_FLD_L2_RFS_BURST@3\n", + "PSP_FLD_L2_RFS_BURST@4\n", + "PSP_FLD_L2_RFS_HFR@0\n", + "PSP_FLD_L2_RFS_HFR@1\n", + "PSP_FLD_L2_RFS_HFR@2\n", + "PSP_FLD_L2_RFS_HFR@3\n", + "PSP_FLD_L2_RFS_HFR@4\n", + "PSP_FLD_L2_RFS_HFR@5\n", + "PSP_FLD_L2_RFS_HFR@6\n", + "PSP_FLD_L2_RFS_HFR@7\n", + "PSP_FLD_L2_RFS_HFR@8\n", + "PSP_FLD_L2_RFS_LFR@0\n", + "PSP_FLD_L2_RFS_LFR@1\n", + "PSP_FLD_L2_RFS_LFR@10\n", + "PSP_FLD_L2_RFS_LFR@11\n", + "PSP_FLD_L2_RFS_LFR@12\n", + "PSP_FLD_L2_RFS_LFR@2\n", + "PSP_FLD_L2_RFS_LFR@3\n", + "PSP_FLD_L2_RFS_LFR@4\n", + "PSP_FLD_L2_RFS_LFR@5\n", + "PSP_FLD_L2_RFS_LFR@6\n", + "PSP_FLD_L2_RFS_LFR@7\n", + "PSP_FLD_L2_RFS_LFR@8\n", + "PSP_FLD_L2_RFS_LFR@9\n", + "PSP_FLD_L3_MERGED_SCAM_WF\n", + "PSP_FLD_L3_SQTN_RFS_V1V2\n", + "PSP_HELIO1DAY_POSITION\n", + "PSP_ISOIS-EPIHI_L2-HET-RATES10\n", + "PSP_ISOIS-EPIHI_L2-HET-RATES300\n", + "PSP_ISOIS-EPIHI_L2-HET-RATES3600\n", + "PSP_ISOIS-EPIHI_L2-HET-RATES60\n", + "PSP_ISOIS-EPIHI_L2-LET1-RATES10\n", + "PSP_ISOIS-EPIHI_L2-LET1-RATES300\n", + "PSP_ISOIS-EPIHI_L2-LET1-RATES3600\n", + "PSP_ISOIS-EPIHI_L2-LET1-RATES60\n", + "PSP_ISOIS-EPIHI_L2-LET2-RATES10\n", + "PSP_ISOIS-EPIHI_L2-LET2-RATES300\n", + "PSP_ISOIS-EPIHI_L2-LET2-RATES3600\n", + "PSP_ISOIS-EPIHI_L2-LET2-RATES60\n", + "PSP_ISOIS-EPIHI_L2-SECOND-RATES\n", + "PSP_ISOIS-EPILO_L2-IC@0\n", + "PSP_ISOIS-EPILO_L2-IC@1\n", + "PSP_ISOIS-EPILO_L2-IC@2\n", + "PSP_ISOIS-EPILO_L2-IC@3\n", + "PSP_ISOIS-EPILO_L2-IC@4\n", + "PSP_ISOIS-EPILO_L2-PE@0\n", + "PSP_ISOIS-EPILO_L2-PE@1\n", + "PSP_ISOIS-EPILO_L2-PE@2\n", + "PSP_ISOIS_L2-EPHEM\n", + "PSP_ISOIS_L2-SUMMARY@0\n", + "PSP_ISOIS_L2-SUMMARY@1\n", + "PSP_ISOIS_L2-SUMMARY@2\n", + "PSP_ISOIS_L2-SUMMARY@3\n", + "PSP_SWP_SPA_SF0_L2_16AX8DX32E\n", + "PSP_SWP_SPA_SF0_L3_PAD\n", + "PSP_SWP_SPA_SF1_L2_32E\n", + "PSP_SWP_SPB_SF0_L2_16AX8DX32E\n", + "PSP_SWP_SPB_SF0_L3_PAD\n", + "PSP_SWP_SPB_SF1_L2_32E\n", + "PSP_SWP_SPC_L2I\n", + "PSP_SWP_SPC_L3I\n", + "PSP_SWP_SPE_SF0_L3_PAD\n", + "PSP_SWP_SPI_SF00_L2_8DX32EX8A\n", + "PSP_SWP_SPI_SF00_L3_MOM\n", + "PSP_SWP_SPI_SF00_L3_MOM_INST\n", + "PSP_SWP_SPI_SF01_L2_8DX32EX8A\n", + "PSP_SWP_SPI_SF0A_L3_MOM\n", + "PSP_SWP_SPI_SF0A_L3_MOM_INST\n", + "RBSP-A-RBSPICE_LEV-2_ESRHELT\n", + "RBSP-A-RBSPICE_LEV-2_ESRLEHT\n", + "RBSP-A-RBSPICE_LEV-2_ISRHELT\n", + "RBSP-A-RBSPICE_LEV-2_TOFXEH\n", + "RBSP-A-RBSPICE_LEV-2_TOFXEION\n", + "RBSP-A-RBSPICE_LEV-2_TOFXENONH\n", + "RBSP-A-RBSPICE_LEV-2_TOFXPHHHELT\n", + "RBSP-A-RBSPICE_LEV-2_TOFXPHHLEHT\n", + "RBSP-A-RBSPICE_LEV-3-PAP_ESRHELT\n", + "RBSP-A-RBSPICE_LEV-3-PAP_ESRLEHT\n", + "RBSP-A-RBSPICE_LEV-3-PAP_TOFXEH\n", + "RBSP-A-RBSPICE_LEV-3-PAP_TOFXEHE-0\n", + "RBSP-A-RBSPICE_LEV-3-PAP_TOFXEION\n", + "RBSP-A-RBSPICE_LEV-3-PAP_TOFXEO-0\n", + "RBSP-A-RBSPICE_LEV-3-PAP_TOFXPHHHELT\n", + "RBSP-A-RBSPICE_LEV-3-PAP_TOFXPHHLEHT\n", + "RBSP-A-RBSPICE_LEV-3-PAP_TOFXPHOHELT\n", + "RBSP-A-RBSPICE_LEV-3-PAP_TOFXPHOLEHT\n", + "RBSP-A-RBSPICE_LEV-3_ESRHELT\n", + "RBSP-A-RBSPICE_LEV-3_ESRLEHT\n", + "RBSP-A-RBSPICE_LEV-3_ISRHELT\n", + "RBSP-A-RBSPICE_LEV-3_TOFXEH\n", + "RBSP-A-RBSPICE_LEV-3_TOFXEION\n", + "RBSP-A-RBSPICE_LEV-3_TOFXENONH\n", + "RBSP-A-RBSPICE_LEV-3_TOFXPHHHELT\n", + "RBSP-A-RBSPICE_LEV-3_TOFXPHHLEHT\n", + "RBSP-A_DENSITY_EMFISIS-L4\n", + "RBSP-A_HFR-SPECTRA-BURST_EMFISIS-L2\n", + "RBSP-A_HFR-SPECTRA_EMFISIS-L2\n", + "RBSP-A_HFR-WAVEFORM_EMFISIS-L2@0\n", + "RBSP-A_HFR-WAVEFORM_EMFISIS-L2@1\n", + "RBSP-A_MAGNETOMETER_1SEC-GEI_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_1SEC-GEO_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_1SEC-GSE_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_1SEC-GSM_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_1SEC-SM_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_4SEC-GEI_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_4SEC-GEO_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_4SEC-GSE_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_4SEC-GSM_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_4SEC-SM_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_HIRES-GEI_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_HIRES-GEO_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_HIRES-GSE_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_HIRES-GSM_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_HIRES-SM_EMFISIS-L3\n", + "RBSP-A_MAGNETOMETER_UVW_EMFISIS-L2\n", + "RBSP-A_WFR-SPECTRAL-MATRIX-DIAGONAL-MERGED_EMFISIS-L2\n", + "RBSP-A_WFR-SPECTRAL-MATRIX-DIAGONAL_EMFISIS-L2\n", + "RBSP-A_WFR-SPECTRAL-MATRIX_EMFISIS-L2\n", + "RBSP-A_WFR-WAVEFORM-CONTINUOUS-BURST_EMFISIS-L2\n", + "RBSP-A_WFR-WAVEFORM_EMFISIS-L2\n", + "RBSP-B-RBSPICE_LEV-2_ESRHELT\n", + "RBSP-B-RBSPICE_LEV-2_ESRLEHT\n", + "RBSP-B-RBSPICE_LEV-2_ISRHELT\n", + "RBSP-B-RBSPICE_LEV-2_TOFXEH\n", + "RBSP-B-RBSPICE_LEV-2_TOFXEION\n", + "RBSP-B-RBSPICE_LEV-2_TOFXENONH\n", + "RBSP-B-RBSPICE_LEV-2_TOFXPHHHELT\n", + "RBSP-B-RBSPICE_LEV-2_TOFXPHHLEHT\n", + "RBSP-B-RBSPICE_LEV-3-PAP_ESRHELT\n", + "RBSP-B-RBSPICE_LEV-3-PAP_ESRLEHT\n", + "RBSP-B-RBSPICE_LEV-3-PAP_TOFXEH\n", + "RBSP-B-RBSPICE_LEV-3-PAP_TOFXEHE-0\n", + "RBSP-B-RBSPICE_LEV-3-PAP_TOFXEION\n", + "RBSP-B-RBSPICE_LEV-3-PAP_TOFXEO-0\n", + "RBSP-B-RBSPICE_LEV-3-PAP_TOFXPHHHELT\n", + "RBSP-B-RBSPICE_LEV-3-PAP_TOFXPHHLEHT\n", + "RBSP-B-RBSPICE_LEV-3-PAP_TOFXPHOHELT\n", + "RBSP-B-RBSPICE_LEV-3-PAP_TOFXPHOLEHT\n", + "RBSP-B-RBSPICE_LEV-3_ESRHELT\n", + "RBSP-B-RBSPICE_LEV-3_ESRLEHT\n", + "RBSP-B-RBSPICE_LEV-3_ISRHELT\n", + "RBSP-B-RBSPICE_LEV-3_TOFXEH\n", + "RBSP-B-RBSPICE_LEV-3_TOFXEION\n", + "RBSP-B-RBSPICE_LEV-3_TOFXENONH\n", + "RBSP-B-RBSPICE_LEV-3_TOFXPHHHELT\n", + "RBSP-B-RBSPICE_LEV-3_TOFXPHHLEHT\n", + "RBSP-B_DENSITY_EMFISIS-L4\n", + "RBSP-B_HFR-SPECTRA-BURST_EMFISIS-L2\n", + "RBSP-B_HFR-SPECTRA-MERGED_EMFISIS-L2\n", + "RBSP-B_HFR-SPECTRA_EMFISIS-L2\n", + "RBSP-B_HFR-WAVEFORM_EMFISIS-L2@0\n", + "RBSP-B_HFR-WAVEFORM_EMFISIS-L2@1\n", + "RBSP-B_MAGNETOMETER_1SEC-GEI_EMFISIS-L3\n", + "RBSP-B_MAGNETOMETER_1SEC-GEO_EMFISIS-L3\n", + "RBSP-B_MAGNETOMETER_1SEC-GSE_EMFISIS-L3\n", + "RBSP-B_MAGNETOMETER_1SEC-GSM_EMFISIS-L3\n", + "RBSP-B_MAGNETOMETER_1SEC-SM_EMFISIS-L3\n", + "RBSP-B_MAGNETOMETER_4SEC-GEI_EMFISIS-L3\n", + "RBSP-B_MAGNETOMETER_4SEC-GEO_EMFISIS-L3\n", + "RBSP-B_MAGNETOMETER_4SEC-GSE_EMFISIS-L3\n", + "RBSP-B_MAGNETOMETER_4SEC-GSM_EMFISIS-L3\n", + "RBSP-B_MAGNETOMETER_4SEC-SM_EMFISIS-L3\n", + "RBSP-B_WFR-SPECTRAL-MATRIX-DIAGONAL-MERGED_EMFISIS-L2\n", + "RBSP-B_WFR-SPECTRAL-MATRIX-DIAGONAL_EMFISIS-L2\n", + "RBSP-B_WFR-SPECTRAL-MATRIX_EMFISIS-L2\n", + "RBSP-B_WFR-WAVEFORM-CONTINUOUS-BURST_EMFISIS-L2\n", + "RBSP-B_WFR-WAVEFORM_EMFISIS-L2\n", + "RBSPA_EFW-L2_E-HIRES-UVW@0\n", + "RBSPA_EFW-L2_E-HIRES-UVW@1\n", + "RBSPA_EFW-L2_E-SPINFIT-MGSE@0\n", + "RBSPA_EFW-L2_E-SPINFIT-MGSE@1\n", + "RBSPA_EFW-L2_ESVY_DESPUN@0\n", + "RBSPA_EFW-L2_ESVY_DESPUN@1\n", + "RBSPA_EFW-L2_FBK@0\n", + "RBSPA_EFW-L2_FBK@1\n", + "RBSPA_EFW-L2_SPEC@0\n", + "RBSPA_EFW-L2_SPEC@1\n", + "RBSPA_EFW-L2_VSVY-HIRES@0\n", + "RBSPA_EFW-L2_VSVY-HIRES@1\n", + "RBSPA_EFW-L2_VSVY-HIRES@2\n", + "RBSPA_EFW-L3@0\n", + "RBSPA_EFW-L3@1\n", + "RBSPA_L2-1MIN_PSBR-RPS\n", + "RBSPA_L2_PSBR-RPS@0\n", + "RBSPA_L2_PSBR-RPS@1\n", + "RBSPA_REL03_ECT-MAGEIS-L2@0\n", + "RBSPA_REL03_ECT-MAGEIS-L2@1\n", + "RBSPA_REL03_ECT-REPT-SCI-L2\n", + "RBSPA_REL03_ECT-REPT-SCI-L3@0\n", + "RBSPA_REL03_ECT-REPT-SCI-L3@1\n", + "RBSPA_REL04_ECT-HOPE-MOM-L3@0\n", + "RBSPA_REL04_ECT-HOPE-MOM-L3@1\n", + "RBSPA_REL04_ECT-HOPE-PA-L3@0\n", + "RBSPA_REL04_ECT-HOPE-PA-L3@1\n", + "RBSPA_REL04_ECT-HOPE-SCI-L2@0\n", + "RBSPA_REL04_ECT-HOPE-SCI-L2@1\n", + "RBSPA_REL04_ECT-HOPE-SCI-L2SA@0\n", + "RBSPA_REL04_ECT-HOPE-SCI-L2SA@1\n", + "RBSPA_REL04_ECT-MAGEIS-L3@0\n", + "RBSPA_REL04_ECT-MAGEIS-L3@1\n", + "RBSPB_EFW-L2_E-HIRES-UVW@0\n", + "RBSPB_EFW-L2_E-HIRES-UVW@1\n", + "RBSPB_EFW-L2_E-SPINFIT-MGSE@0\n", + "RBSPB_EFW-L2_E-SPINFIT-MGSE@1\n", + "RBSPB_EFW-L2_ESVY_DESPUN@0\n", + "RBSPB_EFW-L2_ESVY_DESPUN@1\n", + "RBSPB_EFW-L2_FBK@0\n", + "RBSPB_EFW-L2_FBK@1\n", + "RBSPB_EFW-L2_SPEC@0\n", + "RBSPB_EFW-L2_SPEC@1\n", + "RBSPB_EFW-L2_VSVY-HIRES@0\n", + "RBSPB_EFW-L2_VSVY-HIRES@1\n", + "RBSPB_EFW-L2_VSVY-HIRES@2\n", + "RBSPB_EFW-L3@0\n", + "RBSPB_EFW-L3@1\n", + "RBSPB_L2-1MIN_PSBR-RPS\n", + "RBSPB_L2_PSBR-RPS@0\n", + "RBSPB_L2_PSBR-RPS@1\n", + "RBSPB_REL03_ECT-MAGEIS-L2@0\n", + "RBSPB_REL03_ECT-MAGEIS-L2@1\n", + "RBSPB_REL03_ECT-REPT-SCI-L2\n", + "RBSPB_REL03_ECT-REPT-SCI-L3@0\n", + "RBSPB_REL03_ECT-REPT-SCI-L3@1\n", + "RBSPB_REL04_ECT-HOPE-MOM-L3@0\n", + "RBSPB_REL04_ECT-HOPE-MOM-L3@1\n", + "RBSPB_REL04_ECT-HOPE-PA-L3@0\n", + "RBSPB_REL04_ECT-HOPE-PA-L3@1\n", + "RBSPB_REL04_ECT-HOPE-SCI-L2@0\n", + "RBSPB_REL04_ECT-HOPE-SCI-L2@1\n", + "RBSPB_REL04_ECT-HOPE-SCI-L2SA@0\n", + "RBSPB_REL04_ECT-HOPE-SCI-L2SA@1\n", + "RBSPB_REL04_ECT-MAGEIS-L3@0\n", + "RBSPB_REL04_ECT-MAGEIS-L3@1\n", + "RBSP_ECT-REPT-SCI-L3-SELESNICK-MODEL\n", + "RENU2_H0_EFIELD\n", + "RENU2_H0_EPLAS\n", + "RENU2_H0_ERPAMAIN@0\n", + "RENU2_H0_ERPAMAIN@1\n", + "RENU2_H0_ERPAMAIN@2\n", + "RENU2_H0_ERPASUB@0\n", + "RENU2_H0_ERPASUB@1\n", + "RENU2_H0_ERPASUB@2\n", + "RENU2_H0_FGM\n", + "RENU2_H0_IG2\n", + "RENU2_H0_PMT@0\n", + "RENU2_H0_PMT@1\n", + "RENU2_H0_UVPMT\n", + "RENU2_H0_VLF\n", + "RS_K0_IPEI\n", + "SE_K0_AIS\n", + "SE_K0_FPI\n", + "SE_K0_MAG\n", + "SE_K0_RIO\n", + "SE_K0_VLF\n", + "SOHO_CELIAS-PM_30S\n", + "SOHO_CELIAS-PM_5MIN\n", + "SOHO_CELIAS-SEM_15S\n", + "SOHO_CELIAS-SEM_1DAY\n", + "SOHO_COSTEP-EPHIN_L3I-10MIN\n", + "SOHO_COSTEP-EPHIN_L3I-1DAY\n", + "SOHO_COSTEP-EPHIN_L3I-1HR\n", + "SOHO_COSTEP-EPHIN_L3I-1MIN\n", + "SOHO_COSTEP-EPHIN_L3I-30MIN\n", + "SOHO_COSTEP-EPHIN_L3I-5MIN\n", + "SOHO_ERNE-HED_L2-1MIN\n", + "SOHO_ERNE-LED_L2-1MIN\n", + "SOLO_HELIO1DAY_POSITION\n", + "SOLO_L2_EPD-EPT-ASUN-HCAD\n", + "SOLO_L2_EPD-EPT-ASUN-RATES@0\n", + "SOLO_L2_EPD-EPT-ASUN-RATES@1\n", + "SOLO_L2_EPD-EPT-NORTH-HCAD\n", + "SOLO_L2_EPD-EPT-NORTH-RATES@0\n", + "SOLO_L2_EPD-EPT-NORTH-RATES@1\n", + "SOLO_L2_EPD-EPT-SOUTH-HCAD\n", + "SOLO_L2_EPD-EPT-SOUTH-RATES@0\n", + "SOLO_L2_EPD-EPT-SOUTH-RATES@1\n", + "SOLO_L2_EPD-EPT-SUN-HCAD\n", + "SOLO_L2_EPD-EPT-SUN-RATES@0\n", + "SOLO_L2_EPD-EPT-SUN-RATES@1\n", + "SOLO_L2_EPD-HET-ASUN-RATES@0\n", + "SOLO_L2_EPD-HET-ASUN-RATES@1\n", + "SOLO_L2_EPD-HET-ASUN-RATES@2\n", + "SOLO_L2_EPD-HET-ASUN-RATES@3\n", + "SOLO_L2_EPD-HET-ASUN-RATES@4\n", + "SOLO_L2_EPD-HET-NORTH-RATES@0\n", + "SOLO_L2_EPD-HET-NORTH-RATES@1\n", + "SOLO_L2_EPD-HET-NORTH-RATES@2\n", + "SOLO_L2_EPD-HET-NORTH-RATES@3\n", + "SOLO_L2_EPD-HET-NORTH-RATES@4\n", + "SOLO_L2_EPD-HET-SOUTH-RATES@0\n", + "SOLO_L2_EPD-HET-SOUTH-RATES@1\n", + "SOLO_L2_EPD-HET-SOUTH-RATES@2\n", + "SOLO_L2_EPD-HET-SOUTH-RATES@3\n", + "SOLO_L2_EPD-HET-SOUTH-RATES@4\n", + "SOLO_L2_EPD-HET-SUN-RATES@0\n", + "SOLO_L2_EPD-HET-SUN-RATES@1\n", + "SOLO_L2_EPD-HET-SUN-RATES@2\n", + "SOLO_L2_EPD-HET-SUN-RATES@3\n", + "SOLO_L2_EPD-HET-SUN-RATES@4\n", + "SOLO_L2_EPD-SIS-A-HEHIST\n", + "SOLO_L2_EPD-SIS-A-RATES-MEDIUM\n", + "SOLO_L2_EPD-SIS-A-RATES-SLOW\n", + "SOLO_L2_EPD-SIS-B-HEHIST\n", + "SOLO_L2_EPD-SIS-B-RATES-MEDIUM\n", + "SOLO_L2_EPD-SIS-B-RATES-SLOW\n", + "SOLO_L2_EPD-STEP-HCAD\n", + "SOLO_L2_EPD-STEP-RATES\n", + "SOLO_L2_MAG-RTN-BURST\n", + "SOLO_L2_MAG-RTN-LL\n", + "SOLO_L2_MAG-RTN-LL-1-MINUTE\n", + "SOLO_L2_MAG-RTN-NORMAL\n", + "SOLO_L2_MAG-RTN-NORMAL-1-MINUTE\n", + "SOLO_L2_MAG-SRF-BURST\n", + "SOLO_L2_MAG-SRF-LL\n", + "SOLO_L2_MAG-SRF-NORMAL\n", + "SOLO_L2_MAG-VSO-BURST\n", + "SOLO_L2_MAG-VSO-NORMAL\n", + "SOLO_L2_MAG-VSO-NORMAL-1-MINUTE\n", + "SOLO_L2_RPW-HFR-SURV\n", + "SOLO_L2_RPW-LFR-SURV-BP1@0\n", + "SOLO_L2_RPW-LFR-SURV-BP1@1\n", + "SOLO_L2_RPW-LFR-SURV-BP1@2\n", + "SOLO_L2_RPW-LFR-SURV-BP1@3\n", + "SOLO_L2_RPW-LFR-SURV-BP2@0\n", + "SOLO_L2_RPW-LFR-SURV-BP2@1\n", + "SOLO_L2_RPW-LFR-SURV-BP2@2\n", + "SOLO_L2_RPW-LFR-SURV-BP2@3\n", + "SOLO_L2_RPW-LFR-SURV-CWF-B\n", + "SOLO_L2_RPW-LFR-SURV-CWF-E\n", + "SOLO_L2_RPW-TDS-SURV-HIST1D\n", + "SOLO_L2_RPW-TDS-SURV-HIST2D\n", + "SOLO_L2_RPW-TDS-SURV-STAT\n", + "SOLO_L2_SWA-PAS-EFLUX\n", + "SOLO_L2_SWA-PAS-GRND-MOM\n", + "SO_AT_DEF\n", + "SO_K0_CEL\n", + "SO_K0_CST\n", + "SO_K0_ERN\n", + "SO_OR_DEF\n", + "SO_OR_PRE\n", + "ST5-094_1SEC_MAG\n", + "ST5-155_1SEC_MAG\n", + "ST5-224_1SEC_MAG\n", + "STA_COHO1HR_MERGED_MAG_PLASMA\n", + "STA_L1_HET\n", + "STA_L1_IMPACT_BURST\n", + "STA_L1_IMPACT_HKP\n", + "STA_L1_LET\n", + "STA_L1_MAGB_RTN\n", + "STA_L1_MAGB_SC\n", + "STA_L1_MAG_RTN\n", + "STA_L1_MAG_SC\n", + "STA_L1_SEPT@0\n", + "STA_L1_SEPT@1\n", + "STA_L1_SIT\n", + "STA_L1_STE\n", + "STA_L1_SWEA_DISB\n", + "STA_L1_SWEA_DIST\n", + "STA_L1_SWEA_SPEC@0\n", + "STA_L1_SWEA_SPEC@1\n", + "STA_L2_MAGPLASMA_1M\n", + "STA_L2_PLA_1DMAX_10MIN\n", + "STA_L2_PLA_1DMAX_1HR\n", + "STA_L2_PLA_1DMAX_1MIN\n", + "STA_L2_PLA_IRON_Q_2HR\n", + "STA_L3_PLA_HE2PL_F_VSW_01HR\n", + "STA_L3_PLA_HEPLUS_24HR\n", + "STA_L3_PLA_HEPLUS_F_VSW_01HR\n", + "STA_L3_PLA_HEPLUS_F_VSW_10MIN\n", + "STA_L3_PLA_HEPLUS_F_VSW_24HR\n", + "STA_L3_PLA_HEPLUS_SW_VELCTDIST_5MIN\n", + "STA_LB_IMPACT@0\n", + "STA_LB_IMPACT@1\n", + "STA_LB_IMPACT@2\n", + "STA_LB_MAG_RTN\n", + "STA_LB_PLA_BROWSE\n", + "STB_COHO1HR_MERGED_MAG_PLASMA\n", + "STB_L1_HET\n", + "STB_L1_IMPACT_BURST\n", + "STB_L1_IMPACT_HKP\n", + "STB_L1_LET\n", + "STB_L1_MAGB_RTN\n", + "STB_L1_MAGB_SC\n", + "STB_L1_MAG_RTN\n", + "STB_L1_MAG_SC\n", + "STB_L1_SEPT@0\n", + "STB_L1_SEPT@1\n", + "STB_L1_SIT\n", + "STB_L1_STE\n", + "STB_L1_SWEA_DISB\n", + "STB_L1_SWEA_DIST\n", + "STB_L1_SWEA_SPEC@0\n", + "STB_L1_SWEA_SPEC@1\n", + "STB_L2_MAGPLASMA_1M\n", + "STB_L2_PLA_1DMAX_10MIN\n", + "STB_L2_PLA_1DMAX_1HR\n", + "STB_L2_PLA_1DMAX_1MIN\n", + "STB_L2_PLA_IRON_Q_2HR\n", + "STB_LB_IMPACT@0\n", + "STB_LB_IMPACT@1\n", + "STB_LB_IMPACT@2\n", + "STB_LB_PLA_BROWSE\n", + "STEREO_LEVEL2_SWAVES\n", + "SX_K0_30F\n", + "SX_K0_POF\n", + "THA_L1_STATE@0\n", + "THA_L1_STATE@1\n", + "THA_L1_STATE@2\n", + "THA_L2_EFI@0\n", + "THA_L2_EFI@1\n", + "THA_L2_EFI@2\n", + "THA_L2_EFI@3\n", + "THA_L2_EFI@4\n", + "THA_L2_EFI@5\n", + "THA_L2_ESA@0\n", + "THA_L2_ESA@1\n", + "THA_L2_ESA@2\n", + "THA_L2_ESA@3\n", + "THA_L2_ESA@4\n", + "THA_L2_ESA@5\n", + "THA_L2_ESA@6\n", + "THA_L2_ESA@7\n", + "THA_L2_FBK@0\n", + "THA_L2_FBK@1\n", + "THA_L2_FBK@10\n", + "THA_L2_FBK@11\n", + "THA_L2_FBK@12\n", + "THA_L2_FBK@13\n", + "THA_L2_FBK@14\n", + "THA_L2_FBK@15\n", + "THA_L2_FBK@2\n", + "THA_L2_FBK@3\n", + "THA_L2_FBK@4\n", + "THA_L2_FBK@5\n", + "THA_L2_FBK@6\n", + "THA_L2_FBK@7\n", + "THA_L2_FBK@8\n", + "THA_L2_FBK@9\n", + "THA_L2_FFT@0\n", + "THA_L2_FFT@1\n", + "THA_L2_FFT@2\n", + "THA_L2_FFT@3\n", + "THA_L2_FFT@4\n", + "THA_L2_FFT@5\n", + "THA_L2_FFT@6\n", + "THA_L2_FFT@7\n", + "THA_L2_FGM@0\n", + "THA_L2_FGM@1\n", + "THA_L2_FGM@2\n", + "THA_L2_FGM@3\n", + "THA_L2_FIT@0\n", + "THA_L2_FIT@1\n", + "THA_L2_FIT@2\n", + "THA_L2_FIT@3\n", + "THA_L2_GMOM@0\n", + "THA_L2_GMOM@1\n", + "THA_L2_GMOM@2\n", + "THA_L2_GMOM@3\n", + "THA_L2_GMOM@4\n", + "THA_L2_GMOM@5\n", + "THA_L2_GMOM@6\n", + "THA_L2_GMOM@7\n", + "THA_L2_MOM@0\n", + "THA_L2_MOM@1\n", + "THA_L2_MOM@2\n", + "THA_L2_MOM@3\n", + "THA_L2_MOM@4\n", + "THA_L2_SCM@0\n", + "THA_L2_SCM@1\n", + "THA_L2_SCM@2\n", + "THA_L2_SST@0\n", + "THA_L2_SST@1\n", + "THA_L2_SST@2\n", + "THA_L2_SST@3\n", + "THA_L2_SST@4\n", + "THA_L2_SST@5\n", + "THA_OR_SSC\n", + "THB_L1_STATE@0\n", + "THB_L1_STATE@1\n", + "THB_L1_STATE@2\n", + "THB_L2_EFI@0\n", + "THB_L2_EFI@1\n", + "THB_L2_EFI@2\n", + "THB_L2_EFI@3\n", + "THB_L2_EFI@4\n", + "THB_L2_EFI@5\n", + "THB_L2_ESA@0\n", + "THB_L2_ESA@1\n", + "THB_L2_ESA@2\n", + "THB_L2_ESA@3\n", + "THB_L2_ESA@4\n", + "THB_L2_ESA@5\n", + "THB_L2_ESA@6\n", + "THB_L2_ESA@7\n", + "THB_L2_FBK@0\n", + "THB_L2_FBK@1\n", + "THB_L2_FBK@10\n", + "THB_L2_FBK@11\n", + "THB_L2_FBK@12\n", + "THB_L2_FBK@13\n", + "THB_L2_FBK@14\n", + "THB_L2_FBK@15\n", + "THB_L2_FBK@2\n", + "THB_L2_FBK@3\n", + "THB_L2_FBK@4\n", + "THB_L2_FBK@5\n", + "THB_L2_FBK@6\n", + "THB_L2_FBK@7\n", + "THB_L2_FBK@8\n", + "THB_L2_FBK@9\n", + "THB_L2_FFT@0\n", + "THB_L2_FFT@1\n", + "THB_L2_FFT@2\n", + "THB_L2_FFT@3\n", + "THB_L2_FFT@4\n", + "THB_L2_FFT@5\n", + "THB_L2_FFT@6\n", + "THB_L2_FFT@7\n", + "THB_L2_FFT@8\n", + "THB_L2_FGM@0\n", + "THB_L2_FGM@1\n", + "THB_L2_FGM@2\n", + "THB_L2_FGM@3\n", + "THB_L2_FIT@0\n", + "THB_L2_FIT@1\n", + "THB_L2_FIT@2\n", + "THB_L2_FIT@3\n", + "THB_L2_GMOM@0\n", + "THB_L2_GMOM@1\n", + "THB_L2_GMOM@2\n", + "THB_L2_GMOM@3\n", + "THB_L2_GMOM@4\n", + "THB_L2_GMOM@5\n", + "THB_L2_GMOM@6\n", + "THB_L2_GMOM@7\n", + "THB_L2_MERGED\n", + "THB_L2_MOM@0\n", + "THB_L2_MOM@1\n", + "THB_L2_MOM@2\n", + "THB_L2_MOM@3\n", + "THB_L2_MOM@4\n", + "THB_L2_SCM@0\n", + "THB_L2_SCM@1\n", + "THB_L2_SCM@2\n", + "THB_L2_SST@0\n", + "THB_L2_SST@1\n", + "THB_L2_SST@2\n", + "THB_L2_SST@3\n", + "THB_L2_SST@4\n", + "THB_L2_SST@5\n", + "THB_OR_SSC\n", + "THC_L1_STATE@0\n", + "THC_L1_STATE@1\n", + "THC_L1_STATE@2\n", + "THC_L2_EFI@0\n", + "THC_L2_EFI@1\n", + "THC_L2_EFI@2\n", + "THC_L2_EFI@3\n", + "THC_L2_EFI@4\n", + "THC_L2_EFI@5\n", + "THC_L2_ESA@0\n", + "THC_L2_ESA@1\n", + "THC_L2_ESA@2\n", + "THC_L2_ESA@3\n", + "THC_L2_ESA@4\n", + "THC_L2_ESA@5\n", + "THC_L2_ESA@6\n", + "THC_L2_ESA@7\n", + "THC_L2_FBK@0\n", + "THC_L2_FBK@1\n", + "THC_L2_FBK@10\n", + "THC_L2_FBK@11\n", + "THC_L2_FBK@12\n", + "THC_L2_FBK@13\n", + "THC_L2_FBK@14\n", + "THC_L2_FBK@15\n", + "THC_L2_FBK@2\n", + "THC_L2_FBK@3\n", + "THC_L2_FBK@4\n", + "THC_L2_FBK@5\n", + "THC_L2_FBK@6\n", + "THC_L2_FBK@7\n", + "THC_L2_FBK@8\n", + "THC_L2_FBK@9\n", + "THC_L2_FFT@0\n", + "THC_L2_FFT@1\n", + "THC_L2_FFT@2\n", + "THC_L2_FFT@3\n", + "THC_L2_FFT@4\n", + "THC_L2_FFT@5\n", + "THC_L2_FFT@6\n", + "THC_L2_FFT@7\n", + "THC_L2_FFT@8\n", + "THC_L2_FGM@0\n", + "THC_L2_FGM@1\n", + "THC_L2_FGM@2\n", + "THC_L2_FGM@3\n", + "THC_L2_FIT@0\n", + "THC_L2_FIT@1\n", + "THC_L2_FIT@2\n", + "THC_L2_FIT@3\n", + "THC_L2_GMOM@0\n", + "THC_L2_GMOM@1\n", + "THC_L2_GMOM@2\n", + "THC_L2_GMOM@3\n", + "THC_L2_GMOM@4\n", + "THC_L2_GMOM@5\n", + "THC_L2_GMOM@6\n", + "THC_L2_GMOM@7\n", + "THC_L2_MERGED\n", + "THC_L2_MOM@0\n", + "THC_L2_MOM@1\n", + "THC_L2_MOM@2\n", + "THC_L2_MOM@3\n", + "THC_L2_MOM@4\n", + "THC_L2_SCM@0\n", + "THC_L2_SCM@1\n", + "THC_L2_SCM@2\n", + "THC_L2_SST@0\n", + "THC_L2_SST@1\n", + "THC_L2_SST@2\n", + "THC_L2_SST@3\n", + "THC_L2_SST@4\n", + "THC_L2_SST@5\n", + "THC_OR_SSC\n", + "THD_L1_STATE@0\n", + "THD_L1_STATE@1\n", + "THD_L1_STATE@2\n", + "THD_L2_EFI@0\n", + "THD_L2_EFI@1\n", + "THD_L2_EFI@2\n", + "THD_L2_EFI@3\n", + "THD_L2_EFI@4\n", + "THD_L2_EFI@5\n", + "THD_L2_ESA@0\n", + "THD_L2_ESA@1\n", + "THD_L2_ESA@2\n", + "THD_L2_ESA@3\n", + "THD_L2_ESA@4\n", + "THD_L2_ESA@5\n", + "THD_L2_ESA@6\n", + "THD_L2_ESA@7\n", + "THD_L2_FBK@0\n", + "THD_L2_FBK@1\n", + "THD_L2_FBK@10\n", + "THD_L2_FBK@11\n", + "THD_L2_FBK@12\n", + "THD_L2_FBK@13\n", + "THD_L2_FBK@14\n", + "THD_L2_FBK@15\n", + "THD_L2_FBK@2\n", + "THD_L2_FBK@3\n", + "THD_L2_FBK@4\n", + "THD_L2_FBK@5\n", + "THD_L2_FBK@6\n", + "THD_L2_FBK@7\n", + "THD_L2_FBK@8\n", + "THD_L2_FBK@9\n", + "THD_L2_FFT@0\n", + "THD_L2_FFT@1\n", + "THD_L2_FFT@2\n", + "THD_L2_FFT@3\n", + "THD_L2_FFT@4\n", + "THD_L2_FFT@5\n", + "THD_L2_FFT@6\n", + "THD_L2_FFT@7\n", + "THD_L2_FFT@8\n", + "THD_L2_FGM@0\n", + "THD_L2_FGM@1\n", + "THD_L2_FGM@2\n", + "THD_L2_FGM@3\n", + "THD_L2_FIT@0\n", + "THD_L2_FIT@1\n", + "THD_L2_FIT@2\n", + "THD_L2_FIT@3\n", + "THD_L2_GMOM@0\n", + "THD_L2_GMOM@1\n", + "THD_L2_GMOM@2\n", + "THD_L2_GMOM@3\n", + "THD_L2_GMOM@4\n", + "THD_L2_GMOM@5\n", + "THD_L2_GMOM@6\n", + "THD_L2_GMOM@7\n", + "THD_L2_MOM@0\n", + "THD_L2_MOM@1\n", + "THD_L2_MOM@2\n", + "THD_L2_MOM@3\n", + "THD_L2_MOM@4\n", + "THD_L2_SCM@0\n", + "THD_L2_SCM@1\n", + "THD_L2_SCM@2\n", + "THD_L2_SST@0\n", + "THD_L2_SST@1\n", + "THD_L2_SST@2\n", + "THD_L2_SST@3\n", + "THD_L2_SST@4\n", + "THD_L2_SST@5\n", + "THD_OR_SSC\n", + "THE_L1_STATE@0\n", + "THE_L1_STATE@1\n", + "THE_L1_STATE@2\n", + "THE_L2_EFI@0\n", + "THE_L2_EFI@1\n", + "THE_L2_EFI@2\n", + "THE_L2_EFI@3\n", + "THE_L2_EFI@4\n", + "THE_L2_EFI@5\n", + "THE_L2_ESA@0\n", + "THE_L2_ESA@1\n", + "THE_L2_ESA@2\n", + "THE_L2_ESA@3\n", + "THE_L2_ESA@4\n", + "THE_L2_ESA@5\n", + "THE_L2_ESA@6\n", + "THE_L2_ESA@7\n", + "THE_L2_FBK@0\n", + "THE_L2_FBK@1\n", + "THE_L2_FBK@10\n", + "THE_L2_FBK@11\n", + "THE_L2_FBK@12\n", + "THE_L2_FBK@13\n", + "THE_L2_FBK@14\n", + "THE_L2_FBK@15\n", + "THE_L2_FBK@2\n", + "THE_L2_FBK@3\n", + "THE_L2_FBK@4\n", + "THE_L2_FBK@5\n", + "THE_L2_FBK@6\n", + "THE_L2_FBK@7\n", + "THE_L2_FBK@8\n", + "THE_L2_FBK@9\n", + "THE_L2_FFT@0\n", + "THE_L2_FFT@1\n", + "THE_L2_FFT@2\n", + "THE_L2_FFT@3\n", + "THE_L2_FFT@4\n", + "THE_L2_FFT@5\n", + "THE_L2_FFT@6\n", + "THE_L2_FFT@7\n", + "THE_L2_FFT@8\n", + "THE_L2_FGM@0\n", + "THE_L2_FGM@1\n", + "THE_L2_FGM@2\n", + "THE_L2_FGM@3\n", + "THE_L2_FIT@0\n", + "THE_L2_FIT@1\n", + "THE_L2_FIT@2\n", + "THE_L2_FIT@3\n", + "THE_L2_GMOM@0\n", + "THE_L2_GMOM@1\n", + "THE_L2_GMOM@2\n", + "THE_L2_GMOM@3\n", + "THE_L2_GMOM@4\n", + "THE_L2_GMOM@5\n", + "THE_L2_GMOM@6\n", + "THE_L2_GMOM@7\n", + "THE_L2_MOM@0\n", + "THE_L2_MOM@1\n", + "THE_L2_MOM@2\n", + "THE_L2_MOM@3\n", + "THE_L2_MOM@4\n", + "THE_L2_SCM@0\n", + "THE_L2_SCM@1\n", + "THE_L2_SCM@2\n", + "THE_L2_SST@0\n", + "THE_L2_SST@1\n", + "THE_L2_SST@2\n", + "THE_L2_SST@3\n", + "THE_L2_SST@4\n", + "THE_L2_SST@5\n", + "THE_OR_SSC\n", + "THG_L1_ASK@0\n", + "THG_L1_ASK@1\n", + "THG_L1_ASK@10\n", + "THG_L1_ASK@11\n", + "THG_L1_ASK@12\n", + "THG_L1_ASK@13\n", + "THG_L1_ASK@14\n", + "THG_L1_ASK@15\n", + "THG_L1_ASK@16\n", + "THG_L1_ASK@17\n", + "THG_L1_ASK@18\n", + "THG_L1_ASK@19\n", + "THG_L1_ASK@2\n", + "THG_L1_ASK@3\n", + "THG_L1_ASK@4\n", + "THG_L1_ASK@5\n", + "THG_L1_ASK@6\n", + "THG_L1_ASK@7\n", + "THG_L1_ASK@8\n", + "THG_L1_ASK@9\n", + "THG_L2_MAG_AKUL\n", + "THG_L2_MAG_AMD\n", + "THG_L2_MAG_AMER\n", + "THG_L2_MAG_AMK\n", + "THG_L2_MAG_AND\n", + "THG_L2_MAG_ARCT\n", + "THG_L2_MAG_ATHA\n", + "THG_L2_MAG_ATU\n", + "THG_L2_MAG_BBG\n", + "THG_L2_MAG_BENN\n", + "THG_L2_MAG_BETT\n", + "THG_L2_MAG_BFE\n", + "THG_L2_MAG_BJN\n", + "THG_L2_MAG_BLC\n", + "THG_L2_MAG_BMLS\n", + "THG_L2_MAG_BOU\n", + "THG_L2_MAG_BRN\n", + "THG_L2_MAG_BRW\n", + "THG_L2_MAG_BSL\n", + "THG_L2_MAG_CBB\n", + "THG_L2_MAG_CCNV\n", + "THG_L2_MAG_CDRT\n", + "THG_L2_MAG_CHBG\n", + "THG_L2_MAG_CHBR\n", + "THG_L2_MAG_CIGO\n", + "THG_L2_MAG_CMO\n", + "THG_L2_MAG_CRVR\n", + "THG_L2_MAG_DED\n", + "THG_L2_MAG_DIK\n", + "THG_L2_MAG_DMH\n", + "THG_L2_MAG_DNB\n", + "THG_L2_MAG_DOB\n", + "THG_L2_MAG_DON\n", + "THG_L2_MAG_DRBY\n", + "THG_L2_MAG_EAGL\n", + "THG_L2_MAG_EKAT\n", + "THG_L2_MAG_FCC\n", + "THG_L2_MAG_FHB\n", + "THG_L2_MAG_FRD\n", + "THG_L2_MAG_FRN\n", + "THG_L2_MAG_FSIM\n", + "THG_L2_MAG_FSJ\n", + "THG_L2_MAG_FSMI\n", + "THG_L2_MAG_FTN\n", + "THG_L2_MAG_FYKN\n", + "THG_L2_MAG_FYTS\n", + "THG_L2_MAG_GAKO\n", + "THG_L2_MAG_GBAY\n", + "THG_L2_MAG_GDH\n", + "THG_L2_MAG_GHB\n", + "THG_L2_MAG_GILL\n", + "THG_L2_MAG_GJOA\n", + "THG_L2_MAG_GLYN\n", + "THG_L2_MAG_GUA\n", + "THG_L2_MAG_HAN\n", + "THG_L2_MAG_HLMS\n", + "THG_L2_MAG_HOMR\n", + "THG_L2_MAG_HON\n", + "THG_L2_MAG_HOP\n", + "THG_L2_MAG_HOTS\n", + "THG_L2_MAG_HOV\n", + "THG_L2_MAG_HRIS\n", + "THG_L2_MAG_HRP\n", + "THG_L2_MAG_IGLO\n", + "THG_L2_MAG_INUK\n", + "THG_L2_MAG_INUV\n", + "THG_L2_MAG_IQA\n", + "THG_L2_MAG_IVA\n", + "THG_L2_MAG_JAN\n", + "THG_L2_MAG_JCK\n", + "THG_L2_MAG_KAKO\n", + "THG_L2_MAG_KAPU\n", + "THG_L2_MAG_KAR\n", + "THG_L2_MAG_KENA\n", + "THG_L2_MAG_KEV\n", + "THG_L2_MAG_KIAN\n", + "THG_L2_MAG_KIL\n", + "THG_L2_MAG_KJPK\n", + "THG_L2_MAG_KODK\n", + "THG_L2_MAG_KUUJ\n", + "THG_L2_MAG_KUV\n", + "THG_L2_MAG_LARG\n", + "THG_L2_MAG_LCL\n", + "THG_L2_MAG_LETH\n", + "THG_L2_MAG_LOYS\n", + "THG_L2_MAG_LOZ\n", + "THG_L2_MAG_LREL\n", + "THG_L2_MAG_LRES\n", + "THG_L2_MAG_LRG\n", + "THG_L2_MAG_LRV\n", + "THG_L2_MAG_LYFD\n", + "THG_L2_MAG_LYR\n", + "THG_L2_MAG_MAS\n", + "THG_L2_MAG_MCGR\n", + "THG_L2_MAG_MEA\n", + "THG_L2_MAG_MEK\n", + "THG_L2_MAG_MUO\n", + "THG_L2_MAG_NAIN\n", + "THG_L2_MAG_NAL\n", + "THG_L2_MAG_NAQ\n", + "THG_L2_MAG_NEW\n", + "THG_L2_MAG_NOR\n", + "THG_L2_MAG_NRD\n", + "THG_L2_MAG_NRSQ\n", + "THG_L2_MAG_NUR\n", + "THG_L2_MAG_OTT\n", + "THG_L2_MAG_OUJ\n", + "THG_L2_MAG_PANG\n", + "THG_L2_MAG_PBK\n", + "THG_L2_MAG_PBLO\n", + "THG_L2_MAG_PCEL\n", + "THG_L2_MAG_PEL\n", + "THG_L2_MAG_PG0\n", + "THG_L2_MAG_PG1\n", + "THG_L2_MAG_PG2\n", + "THG_L2_MAG_PG3\n", + "THG_L2_MAG_PG4\n", + "THG_L2_MAG_PG5\n", + "THG_L2_MAG_PGEO\n", + "THG_L2_MAG_PINA\n", + "THG_L2_MAG_PINE\n", + "THG_L2_MAG_PKS\n", + "THG_L2_MAG_POKR\n", + "THG_L2_MAG_PTRS\n", + "THG_L2_MAG_PUVR\n", + "THG_L2_MAG_RADI\n", + "THG_L2_MAG_RAN\n", + "THG_L2_MAG_RANK\n", + "THG_L2_MAG_RBAY\n", + "THG_L2_MAG_REDR\n", + "THG_L2_MAG_RICH\n", + "THG_L2_MAG_RMUS\n", + "THG_L2_MAG_ROE\n", + "THG_L2_MAG_ROTH\n", + "THG_L2_MAG_RVK\n", + "THG_L2_MAG_SALU\n", + "THG_L2_MAG_SATX\n", + "THG_L2_MAG_SCHF\n", + "THG_L2_MAG_SCO\n", + "THG_L2_MAG_SEPT\n", + "THG_L2_MAG_SHU\n", + "THG_L2_MAG_SIT\n", + "THG_L2_MAG_SJG\n", + "THG_L2_MAG_SKT\n", + "THG_L2_MAG_SNAP\n", + "THG_L2_MAG_SNKQ\n", + "THG_L2_MAG_SOL\n", + "THG_L2_MAG_SOR\n", + "THG_L2_MAG_STF\n", + "THG_L2_MAG_STFD\n", + "THG_L2_MAG_STFL\n", + "THG_L2_MAG_STJ\n", + "THG_L2_MAG_SUM\n", + "THG_L2_MAG_SVS\n", + "THG_L2_MAG_SWNO\n", + "THG_L2_MAG_TAB\n", + "THG_L2_MAG_TAR\n", + "THG_L2_MAG_TDC\n", + "THG_L2_MAG_THL\n", + "THG_L2_MAG_TIK\n", + "THG_L2_MAG_TOOL\n", + "THG_L2_MAG_TPAS\n", + "THG_L2_MAG_TRAP\n", + "THG_L2_MAG_TRO\n", + "THG_L2_MAG_TUC\n", + "THG_L2_MAG_UKIA\n", + "THG_L2_MAG_UMQ\n", + "THG_L2_MAG_UPN\n", + "THG_L2_MAG_VIC\n", + "THG_L2_MAG_VIZ\n", + "THG_L2_MAG_VLDR\n", + "THG_L2_MAG_WHIT\n", + "THG_L2_MAG_WHS\n", + "THG_L2_MAG_WLPS\n", + "THG_L2_MAG_WRTH\n", + "THG_L2_MAG_YKC\n", + "THG_L2_MAG_YKNF\n", + "TIMED_EDP_GUVI\n", + "TIMED_L1BV20_SABER\n", + "TIMED_L1CDISK_GUVI@0\n", + "TIMED_L1CDISK_GUVI@1\n", + "TIMED_L2AV207_SABER\n", + "TIMED_L3A_SEE\n", + "TIMED_WINDVECTORSNCAR_TIDI@0\n", + "TIMED_WINDVECTORSNCAR_TIDI@1\n", + "TIMED_WINDVECTORSNCAR_TIDI@2\n", + "TIMED_WINDVECTORSNCAR_TIDI@3\n", + "TOOWINDY_E_NE@0\n", + "TOOWINDY_E_NE@1\n", + "TSS-1R_M1_CSAA\n", + "TSS-1R_M1_CSAB\n", + "TSS-1R_M1_CSCA\n", + "TSS-1R_M1_CSCB\n", + "TSS-1R_M1_CSEA\n", + "TSS-1R_M1_CSEB\n", + "TSS-1R_M1_CSMA\n", + "TSS-1R_M1_CSMB\n", + "TSS-1R_M1_CSSA\n", + "TSS-1R_M1_CSSB\n", + "TSS-1R_M1_CSSC\n", + "TSS-1R_M1_CSTA\n", + "TSS-1R_M1_DBPO@0\n", + "TSS-1R_M1_DBPO@1\n", + "TSS-1R_M1_DBSA@0\n", + "TSS-1R_M1_DBSA@1\n", + "TSS-1R_M1_DBSB@0\n", + "TSS-1R_M1_DBSB@1\n", + "TSS-1R_M1_DBSB@2\n", + "TSS-1R_M1_DBSC\n", + "TSS-1R_M1_DBTA@0\n", + "TSS-1R_M1_DBTA@1\n", + "TSS-1R_M1_DBTA@2\n", + "TSS-1R_M1_DCDV@0\n", + "TSS-1R_M1_DCDV@1\n", + "TSS-1R_M1_DCGA\n", + "TSS-1R_M1_DCGB\n", + "TSS-1R_M1_DCGC\n", + "TSS-1R_M1_DCMA@0\n", + "TSS-1R_M1_DCMA@1\n", + "TSS-1R_M1_DCMA@2\n", + "TSS-1R_M1_DCMA@3\n", + "TSS-1R_M1_DCMA@4\n", + "TSS-1R_M1_DCMB@0\n", + "TSS-1R_M1_DCMB@1\n", + "TSS-1R_M1_DCMB@2\n", + "TSS-1R_M1_DCMB@3\n", + "TSS-1R_M1_DCMB@4\n", + "TSS-1R_M1_DCMB@5\n", + "TSS-1R_M1_DCMC@0\n", + "TSS-1R_M1_DCMC@1\n", + "TSS-1R_M1_DCMD@0\n", + "TSS-1R_M1_DCMD@1\n", + "TSS-1R_M1_DCME@0\n", + "TSS-1R_M1_DCME@1\n", + "TSS-1R_M1_DCSA\n", + "TSS-1R_M1_DCSB@0\n", + "TSS-1R_M1_DCSB@1\n", + "TSS-1R_M1_DCSB@2\n", + "TSS-1R_M1_DCTA@0\n", + "TSS-1R_M1_DCTA@1\n", + "TSS-1R_M1_DCTA@2\n", + "TSS-1R_M1_DCTA@3\n", + "TSS-1R_M1_DCTA@4\n", + "TSS-1R_M1_DPHA\n", + "TSS-1R_M1_DPHB\n", + "TSS-1R_M1_DPHC\n", + "TSS-1R_M1_DPHD\n", + "TSS-1R_M1_DPHE\n", + "TSS-1R_M1_DPMA\n", + "TSS-1R_M1_DPMB\n", + "TSS-1R_M1_DPMC\n", + "TSS-1R_M1_DPMD\n", + "TSS-1R_M1_DPME\n", + "TSS-1R_M1_DPMF\n", + "TSS-1R_M1_DPMG\n", + "TSS-1R_M1_DPMH\n", + "TSS-1R_M1_DPMI\n", + "TSS-1R_M1_DPMJ\n", + "TSS-1R_M1_DPMK\n", + "TSS-1R_M1_DPSA\n", + "TSS-1R_M1_DPSC\n", + "TSS-1R_M1_DPSD\n", + "TSS-1R_M1_DPSE\n", + "TSS-1R_M1_DPSF\n", + "TSS-1R_M1_DPSG\n", + "TSS-1R_M1_DPSH\n", + "TSS-1R_M1_DPSI\n", + "TSS-1R_M1_DPSJ\n", + "TSS-1R_M1_DPTA\n", + "TSS-1R_M1_DPTB\n", + "TSS-1R_M1_EPMA@0\n", + "TSS-1R_M1_EPMA@1\n", + "TSS-1R_M1_EPMB@0\n", + "TSS-1R_M1_EPMB@1\n", + "TSS-1R_M1_EPMB@2\n", + "TSS-1R_M1_EPMB@3\n", + "TSS-1R_M1_EPMB@4\n", + "TSS-1R_M1_EPMC\n", + "TSS-1R_M1_EPMF@0\n", + "TSS-1R_M1_EPMF@1\n", + "TSS-1R_M1_EPMF@2\n", + "TSS-1R_M1_EPMG@0\n", + "TSS-1R_M1_EPMG@1\n", + "TSS-1R_M1_EPMH\n", + "TSS-1R_M1_EPSA@0\n", + "TSS-1R_M1_EPSA@1\n", + "TSS-1R_M1_EPSB@0\n", + "TSS-1R_M1_EPSB@1\n", + "TSS-1R_M1_EPSC\n", + "TSS-1R_M1_EPSD\n", + "TSS-1R_M1_RPBB\n", + "TSS-1R_M1_RPDM\n", + "TSS-1R_M1_RPDP@0\n", + "TSS-1R_M1_RPDP@1\n", + "TSS-1R_M1_RPEA@0\n", + "TSS-1R_M1_RPEA@1\n", + "TSS-1R_M1_RPEB@0\n", + "TSS-1R_M1_RPEB@1\n", + "TSS-1R_M1_RPEM\n", + "TSS-1R_M1_RPHA\n", + "TSS-1R_M1_RPHB\n", + "TSS-1R_M1_RPHC\n", + "TSS-1R_M1_RPHD\n", + "TSS-1R_M1_RPHE\n", + "TSS-1R_M1_RPHF\n", + "TSS-1R_M1_RPHG\n", + "TSS-1R_M1_RPIA@0\n", + "TSS-1R_M1_RPIA@1\n", + "TSS-1R_M1_RPIB@0\n", + "TSS-1R_M1_RPIB@1\n", + "TSS-1R_M1_RPSA\n", + "TSS-1R_M1_RPSB@0\n", + "TSS-1R_M1_RPSB@1\n", + "TSS-1R_M1_RPSB@2\n", + "TSS-1R_M1_RPSB@3\n", + "TSS-1R_M1_RPSC\n", + "TSS-1R_M1_RPSD\n", + "TSS-1R_M1_RTEF@0\n", + "TSS-1R_M1_RTEF@1\n", + "TSS-1R_M1_RTHF\n", + "TSS-1R_M1_RTIP\n", + "TSS-1R_M1_RTKA\n", + "TSS-1R_M1_RTKC\n", + "TSS-1R_M1_RTKD\n", + "TSS-1R_M1_RTKE\n", + "TSS-1R_M1_RTKF\n", + "TSS-1R_M1_RTKG\n", + "TSS-1R_M1_RTKH\n", + "TSS-1R_M1_RTKI\n", + "TSS-1R_M1_RTLA\n", + "TSS-1R_M1_RTLB\n", + "TSS-1R_M1_RTMC\n", + "TSS-1R_M1_RTMD\n", + "TSS-1R_M1_RTME\n", + "TSS-1R_M1_RTMF\n", + "TSS-1R_M1_RTRLP\n", + "TSS-1R_M1_SHAA\n", + "TSS-1R_M1_SHAB@0\n", + "TSS-1R_M1_SHAB@1\n", + "TSS-1R_M1_SHAC@0\n", + "TSS-1R_M1_SHAC@1\n", + "TSS-1R_M1_SHAC@2\n", + "TSS-1R_M1_SHAD@0\n", + "TSS-1R_M1_SHAD@1\n", + "TSS-1R_M1_SHAE@0\n", + "TSS-1R_M1_SHAE@1\n", + "TSS-1R_M1_SHAE@10\n", + "TSS-1R_M1_SHAE@2\n", + "TSS-1R_M1_SHAE@3\n", + "TSS-1R_M1_SHAE@4\n", + "TSS-1R_M1_SHAE@5\n", + "TSS-1R_M1_SHAE@6\n", + "TSS-1R_M1_SHAE@7\n", + "TSS-1R_M1_SHAE@8\n", + "TSS-1R_M1_SHAE@9\n", + "TSS-1R_M1_SHAF@0\n", + "TSS-1R_M1_SHAF@1\n", + "TSS-1R_M1_SHAG\n", + "TSS-1R_M1_SHHA@0\n", + "TSS-1R_M1_SHHA@1\n", + "TSS-1R_M1_SHHA@10\n", + "TSS-1R_M1_SHHA@11\n", + "TSS-1R_M1_SHHA@12\n", + "TSS-1R_M1_SHHA@2\n", + "TSS-1R_M1_SHHA@3\n", + "TSS-1R_M1_SHHA@4\n", + "TSS-1R_M1_SHHA@5\n", + "TSS-1R_M1_SHHA@6\n", + "TSS-1R_M1_SHHA@7\n", + "TSS-1R_M1_SHHA@8\n", + "TSS-1R_M1_SHHA@9\n", + "TSS-1R_M1_SHHB@0\n", + "TSS-1R_M1_SHHB@1\n", + "TSS-1R_M1_SHHB@2\n", + "TSS-1R_M1_SHHB@3\n", + "TSS-1R_M1_SHHB@4\n", + "TSS-1R_M1_SHHC@0\n", + "TSS-1R_M1_SHHC@1\n", + "TSS-1R_M1_SHHC@2\n", + "TSS-1R_M1_SHHC@3\n", + "TSS-1R_M1_SHHC@4\n", + "TSS-1R_M1_SHHC@5\n", + "TSS-1R_M1_SHHD@0\n", + "TSS-1R_M1_SHHD@1\n", + "TSS-1R_M1_SHHE@0\n", + "TSS-1R_M1_SHHE@1\n", + "TSS-1R_M1_SHHF@0\n", + "TSS-1R_M1_SHHF@1\n", + "TSS-1R_M1_SHMA\n", + "TSS-1R_M1_SHMB@0\n", + "TSS-1R_M1_SHMB@1\n", + "TSS-1R_M1_SHMC@0\n", + "TSS-1R_M1_SHMC@1\n", + "TSS-1R_M1_SHMC@10\n", + "TSS-1R_M1_SHMC@11\n", + "TSS-1R_M1_SHMC@12\n", + "TSS-1R_M1_SHMC@2\n", + "TSS-1R_M1_SHMC@3\n", + "TSS-1R_M1_SHMC@4\n", + "TSS-1R_M1_SHMC@5\n", + "TSS-1R_M1_SHMC@6\n", + "TSS-1R_M1_SHMC@7\n", + "TSS-1R_M1_SHMC@8\n", + "TSS-1R_M1_SHMC@9\n", + "TSS-1R_M1_SHMD@0\n", + "TSS-1R_M1_SHMD@1\n", + "TSS-1R_M1_SHMD@2\n", + "TSS-1R_M1_SHMD@3\n", + "TSS-1R_M1_SHMD@4\n", + "TSS-1R_M1_SHME@0\n", + "TSS-1R_M1_SHME@1\n", + "TSS-1R_M1_SHME@2\n", + "TSS-1R_M1_SHME@3\n", + "TSS-1R_M1_SHPA@0\n", + "TSS-1R_M1_SHPA@1\n", + "TSS-1R_M1_SHPA@2\n", + "TSS-1R_M1_SHPA@3\n", + "TSS-1R_M1_SHPA@4\n", + "TSS-1R_M1_SHPA@5\n", + "TSS-1R_M1_SHPA@6\n", + "TSS-1R_M1_SHSA@0\n", + "TSS-1R_M1_SHSA@1\n", + "TSS-1R_M1_SHSA@2\n", + "TSS-1R_M1_SHSA@3\n", + "TSS-1R_M1_SHSA@4\n", + "TSS-1R_M1_SHSB\n", + "TSS-1R_M1_SHSC\n", + "TSS-1R_M1_SHSD@0\n", + "TSS-1R_M1_SHSD@1\n", + "TSS-1R_M1_SHSD@2\n", + "TSS-1R_M1_SHSD@3\n", + "TSS-1R_M1_SHSE@0\n", + "TSS-1R_M1_SHSE@1\n", + "TSS-1R_M1_SHSE@2\n", + "TSS-1R_M1_SHSE@3\n", + "TSS-1R_M1_SHSF\n", + "TSS-1R_M1_SHSG@0\n", + "TSS-1R_M1_SHSG@1\n", + "TSS-1R_M1_SHSG@2\n", + "TSS-1R_M1_SHSG@3\n", + "TSS-1R_M1_SHSG@4\n", + "TSS-1R_M1_SHSG@5\n", + "TSS-1R_M1_SHSG@6\n", + "TSS-1R_M1_SHSG@7\n", + "TSS-1R_M1_SHSG@8\n", + "TSS-1R_M1_SHSG@9\n", + "TSS-1R_M1_SHSH\n", + "TSS-1R_M1_TMHA\n", + "TSS-1R_M1_TMHB\n", + "TSS-1R_M1_TMMI@0\n", + "TSS-1R_M1_TMMI@1\n", + "TSS-1R_M1_TMMO@0\n", + "TSS-1R_M1_TMMO@1\n", + "TSS-1R_M1_TMTA\n", + "TWINS_M2_ENA\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Load some RBSP magnetometer data" + ], + "metadata": { + "id": "0fHlIP2Ac7Xd" + } + }, + { + "cell_type": "code", + "source": [ + "opts = {'trange': ['2015-10-16', '2015-10-17'],\n", + " 'server': 'https://cdaweb.gsfc.nasa.gov/hapi'}" + ], + "metadata": { + "id": "UgeSCiu5ESiW" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "pyspedas.hapi.hapi.hapi(**opts, dataset='RBSP-A_MAGNETOMETER_1SEC-SM_EMFISIS-L3')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "QRzobxCuEDtc", + "outputId": "0f8db2b8-e81f-4e4b-c504-92e7bc6ce043" + }, + "execution_count": 8, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Plot the B-field magnitude and vector:" - ], - "metadata": { - "id": "AAvfIdWyc_L8" - } + "output_type": "stream", + "name": "stdout", + "text": [ + "Loading Mag\n", + "Loading Magnitude\n", + "Loading delta\n", + "Loading lambda\n", + "Loading rms\n", + "Loading coordinates\n", + "Loading range_flag\n", + "Loading partition\n", + "Loading MET\n", + "Loading calState\n", + "Loading magInvalid\n", + "Loading magFill\n" + ] }, { - "cell_type": "code", - "source": [ - "from pytplot import tplot\n", - "tplot(['Magnitude', 'Mag'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "YhGlWDPeEgiT", - "outputId": "87ad2ba8-e75c-4358-e0fa-b9483771497f" - }, - "execution_count": 10, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "['Mag',\n", + " 'Magnitude',\n", + " 'delta',\n", + " 'lambda',\n", + " 'rms',\n", + " 'coordinates',\n", + " 'range_flag',\n", + " 'partition',\n", + " 'MET',\n", + " 'calState',\n", + " 'magInvalid',\n", + " 'magFill']" ] + }, + "metadata": {}, + "execution_count": 8 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Plot the B-field magnitude and vector:" + ], + "metadata": { + "id": "AAvfIdWyc_L8" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot\n", + "tplot(['Magnitude', 'Mag'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 }, + "id": "YhGlWDPeEgiT", + "outputId": "87ad2ba8-e75c-4358-e0fa-b9483771497f" + }, + "execution_count": 10, + "outputs": [ { - "cell_type": "code", - "source": [ - "" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "Hy-BtKubFI4H" - }, - "execution_count": null, - "outputs": [] + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "Hy-BtKubFI4H" + }, + "execution_count": null, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/PySPEDAS_magnetopause.ipynb b/pyspedas_examples/notebooks/PySPEDAS_magnetopause.ipynb index 8e66f2b..e553248 100644 --- a/pyspedas_examples/notebooks/PySPEDAS_magnetopause.ipynb +++ b/pyspedas_examples/notebooks/PySPEDAS_magnetopause.ipynb @@ -12,6 +12,26 @@ "This is similar to the IDL code `crib_magnetopause`. " ] }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "!pip install pyspedas" + ], + "metadata": { + "collapsed": false + } + }, { "cell_type": "markdown", "metadata": {}, @@ -21,11 +41,17 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-27T21:33:54.492442Z", + "start_time": "2023-12-27T21:33:53.144195Z" + } + }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", + "import pyspedas\n", "from pyspedas.utilities.mpause_2 import mpause_2" ] }, @@ -38,8 +64,13 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T18:57:01.781003Z", + "start_time": "2023-12-08T18:57:01.780331Z" + } + }, "outputs": [], "source": [ "xmp, ymp = mpause_2()" @@ -54,8 +85,13 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T18:57:01.781133Z", + "start_time": "2023-12-08T18:57:01.781106Z" + } + }, "outputs": [], "source": [ "x_limits = (-300, 100)\n", @@ -71,20 +107,14 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2023-12-08T18:57:01.782805Z", + "start_time": "2023-12-08T18:57:01.782444Z" } - ], + }, + "outputs": [], "source": [ " plt.figure()\n", " plt.plot(xmp, ymp)\n", @@ -115,8 +145,12 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-12-08T18:57:01.783809Z" + } + }, "outputs": [], "source": [ "from pyspedas.themis import state\n", @@ -137,35 +171,13 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "12-Nov-23 13:46:44: File is current: c:\\data\\themis\\thd/l1/state/2019/thd_l1_state_20190105.cdf\n", - "12-Nov-23 13:46:45: Creating spin model for probe d correction level 0\n", - "12-Nov-23 13:46:45: spin_correction variable not available, defaulting to 0.0\n", - "12-Nov-23 13:46:45: FGM correction variables not available\n", - "12-Nov-23 13:46:45: Skipping FGM corrections, do_fgm_corr False, correction_level = 0\n", - "12-Nov-23 13:46:45: Creating spin model for probe d correction level 1\n", - "12-Nov-23 13:46:45: spin_correction variable not available, defaulting to 0.0\n", - "12-Nov-23 13:46:45: FGM correction variables not available\n", - "12-Nov-23 13:46:45: Skipping FGM corrections, do_fgm_corr False, correction_level = 1\n", - "12-Nov-23 13:46:45: Creating spin model for probe d correction level 2\n", - "12-Nov-23 13:46:45: spin_correction variable not available, defaulting to 0.0\n", - "12-Nov-23 13:46:45: FGM correction variables not available\n", - "12-Nov-23 13:46:45: Skipping FGM corrections, do_fgm_corr False, correction_level = 2\n", - "12-Nov-23 13:46:45: Spin axis corrections variable thd_spinras_correction not found, copying thd_spinras to thd_spinras_corrected\n", - "12-Nov-23 13:46:45: Spin axis corrections variable thd_spindec_correction not found, copying thd_spindec to thd_spindec_corrected\n", - "12-Nov-23 13:46:45: ['gei', 'gse', 'gsm']\n", - "12-Nov-23 13:46:45: Running transformation: subgei2gse\n", - "12-Nov-23 13:46:45: Running transformation: subgse2gsm\n", - "12-Nov-23 13:46:45: Output variable: thd_pos_gsm\n" - ] + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-12-08T18:57:01.784955Z" } - ], + }, + "outputs": [], "source": [ "\n", "date_start = '2019-01-05/00:00:00'\n", @@ -191,8 +203,12 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-12-08T18:57:01.785850Z" + } + }, "outputs": [], "source": [ "dynp = 2.0\n", @@ -211,20 +227,13 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-12-08T18:57:01.787004Z" } - ], + }, + "outputs": [], "source": [ "plt.figure()\n", "plt.plot(xmgnp, ymgnp)\n", diff --git a/pyspedas_examples/notebooks/PyTplot_annotations.ipynb b/pyspedas_examples/notebooks/PyTplot_annotations.ipynb index e785ac7..3ef8a00 100644 --- a/pyspedas_examples/notebooks/PyTplot_annotations.ipynb +++ b/pyspedas_examples/notebooks/PyTplot_annotations.ipynb @@ -1,752 +1,760 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# PyTplot annotations\n", + "\n", + "This notebook shows how to set annotations on tplot figures. \n", + "\n", + "Originally created at the 2022 PyHC Spring Meeting Hackathon" + ], + "metadata": { + "id": "xIDlQq7-bET-" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "vIcW3DUuyLAi" + }, + "outputs": [], + "source": [ + "!pip install pyspedas" + ] + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot, store_data, options, annotate" + ], + "metadata": { + "id": "F42xJWoLy6DX" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Create a simple variable with 6 data points at 1.0:" + ], + "metadata": { + "id": "iWQgbDPebJ5Z" + } + }, + { + "cell_type": "code", + "source": [ + "store_data('data', data={'x': [1, 2, 3, 4, 5, 6], 'y': [1, 1, 1, 1, 1, 1]})" + ], + "metadata": { "colab": { - "provenance": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" + "base_uri": "https://localhost:8080/" + }, + "id": "JQbR9zsvym3a", + "outputId": "fde02ea9-41a5-4410-c73b-ed733f200564" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "execution_count": 3 } + ] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# PyTplot annotations\n", - "\n", - "This notebook shows how to set annotations on tplot figures. \n", - "\n", - "Originally created at the 2022 PyHC Spring Meeting Hackathon" - ], - "metadata": { - "id": "xIDlQq7-bET-" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "vIcW3DUuyLAi" - }, - "outputs": [], - "source": [ - "!pip install pyspedas" - ] - }, - { - "cell_type": "code", - "source": [ - "from pytplot import tplot, store_data, options, annotate" - ], - "metadata": { - "id": "F42xJWoLy6DX" - }, - "execution_count": 2, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Create a simple variable with 6 data points at 1.0:" - ], - "metadata": { - "id": "iWQgbDPebJ5Z" - } - }, - { - "cell_type": "code", - "source": [ - "store_data('data', data={'x': [1, 2, 3, 4, 5, 6], 'y': [1, 1, 1, 1, 1, 1]})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "JQbR9zsvym3a", - "outputId": "fde02ea9-41a5-4410-c73b-ed733f200564" - }, - "execution_count": 3, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 3 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "By default, the tplot variable's name is used as the y-axis title\n", - "\n", - "(ignore the Colab warnings)" - ], - "metadata": { - "id": "yUHRvO8lbOTh" - } - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 721 - }, - "id": "ubqdkr4wy9cI", - "outputId": "ca42b83e-89fa-4495-9344-8e1b5e363db2" - }, - "execution_count": 4, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "03-May-23 20:04:25: /usr/local/lib/python3.10/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", - " and should_run_async(code)\n", - "\n", - "03-May-23 20:04:25: :914: ImportWarning: APICoreClientInfoImportHook.find_spec() not found; falling back to find_module()\n", - "\n", - "03-May-23 20:04:25: :914: ImportWarning: _PyDriveImportHook.find_spec() not found; falling back to find_module()\n", - "\n", - "03-May-23 20:04:25: :914: ImportWarning: _OpenCVImportHook.find_spec() not found; falling back to find_module()\n", - "\n", - "03-May-23 20:04:25: :914: ImportWarning: _BokehImportHook.find_spec() not found; falling back to find_module()\n", - "\n", - "03-May-23 20:04:25: :914: ImportWarning: _AltairImportHook.find_spec() not found; falling back to find_module()\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "You can change this by setting the `ytitle` option" - ], - "metadata": { - "id": "8I_jftg8bR_L" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'ytitle', 'This is the data')" - ], - "metadata": { - "id": "Lb-w1njpy-hk" - }, - "execution_count": 5, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 467 - }, - "id": "EFEO5dqtzGJr", - "outputId": "02a41970-a913-4ff8-9001-8eb254a84f9a" - }, - "execution_count": 6, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Set a subtitle on the y-axis:" - ], - "metadata": { - "id": "6BycdNUEbVHL" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'ysubtitle', '[units]')" - ], - "metadata": { - "id": "eCFuA_mKzHRQ" - }, - "execution_count": 7, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 467 - }, - "id": "FYkk9rofzMDK", - "outputId": "33c7a4b5-7f1a-4a4a-f85b-429547a507f8" - }, - "execution_count": 8, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Use greek letters in annotations" - ], - "metadata": { - "id": "Y6aOj_y-L_0m" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'ytitle', 'Lambda λ')\n", - "\n", - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 467 - }, - "id": "8o0z9iOXMG98", - "outputId": "22573596-957a-407e-aae7-944f367f658d" - }, - "execution_count": 9, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "You can also use latex\n", - "\n", - "Note: in this case, the string must be specific as a raw string" - ], - "metadata": { - "id": "RrXX8BygMTur" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'ytitle', r'Lambda $\\lambda$')\n", - "\n", - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 467 - }, - "id": "h79lJnDBMaHS", - "outputId": "b629fe80-3b8d-49f2-b196-036759db3696" - }, - "execution_count": 10, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Use superscripts and subscripts in annotations; exponents can be set with a simple ^" - ], - "metadata": { - "id": "r0cbOXLRMwz0" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'ysubtitle', r'cm^2')\n", - "\n", - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 467 - }, - "id": "f5OUcjpJMwfP", - "outputId": "4e4dd477-8fe6-4710-9a77-0acf2780bda1" - }, - "execution_count": 11, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Use latex to specify subscripts" - ], - "metadata": { - "id": "cQ15jBV9NElL" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'ytitle', r'Lambda$_{λ}$')\n", - "\n", - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 467 - }, - "id": "vYSvkR4_NV_J", - "outputId": "1c20716b-24bd-4567-9b5a-925558d33152" - }, - "execution_count": 12, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the size of the text\n", - "\n", - "Note: this also updates the z-axis title and subtitle size" - ], - "metadata": { - "id": "4-ZxbezxbYpS" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'charsize', 16)" - ], - "metadata": { - "id": "qcfOIiX_zMzr" - }, - "execution_count": 13, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 467 - }, - "id": "b2xEVAz9zXat", - "outputId": "b7655164-6029-49ad-fbbb-2614f0b824af" - }, - "execution_count": 14, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Add a title to the figure" - ], - "metadata": { - "id": "pLChYb2Qbg0x" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import tplot_options" - ], - "metadata": { - "id": "1hU9NWbgzYTS" - }, - "execution_count": 15, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot_options('title', 'Figure Title')" - ], - "metadata": { - "id": "Euvu647mza2h" - }, - "execution_count": 16, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 490 - }, - "id": "Mfxu6w-4zdBw", - "outputId": "419e0a07-8a59-4da3-9739-4e2957657166" - }, - "execution_count": 17, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Use the annotate function to add text to the figure" - ], - "metadata": { - "id": "90UH16Ejbm0B" - } - }, - { - "cell_type": "code", - "source": [ - "annotate('This is our text', [0.5, 0.5])" - ], - "metadata": { - "id": "z15_ZhY0zwRP" - }, - "execution_count": 18, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 490 - }, - "id": "lkWkZj0dz93K", - "outputId": "cc7299cb-c090-4981-bcdc-614563a91c6d" - }, - "execution_count": 19, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "help(annotate)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "RQphwDo4z-ty", - "outputId": "46617094-d0b8-4550-b11f-5054b7306f25" - }, - "execution_count": 20, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Help on function annotate in module pytplot.tplot_utilities:\n", - "\n", - "annotate(text=None, position=None, xycoords='figure fraction', color='black', fontfamily=None, fontsize='x-large', alpha=1, fontvariant='normal', fontstyle='normal', fontstretch='normal', fontweight='normal', rotation='horizontal', delete=False)\n", - " This function adds annotations to tplot figures\n", - "\n" - ] - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "You can set the `xycoords` keyword to change coordinates specified in the `position` keyword. For example, to add some text in data coordinates:" - ], - "metadata": { - "id": "5F_2WmxSbtcb" - } - }, - { - "cell_type": "code", - "source": [ - "from datetime import datetime, timezone\n", - "import matplotlib\n", - "\n", - "time = matplotlib.dates.date2num(datetime(1970, 1, 1, 0, 0, 3, tzinfo=timezone.utc))" - ], - "metadata": { - "id": "YTBsBT8t0gVg" - }, - "execution_count": 21, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "annotate('This is the second text', [time, 0.925], xycoords='data')" - ], - "metadata": { - "id": "rS7_-vH80IPJ" - }, - "execution_count": 22, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 490 - }, - "id": "1ang9g7M0yio", - "outputId": "0171fd6e-a4f4-412b-f36a-7cf4f5feccb2" - }, - "execution_count": 23, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "You can also set the options in an `opts` dictionary, and supply them with `**opts`" - ], - "metadata": { - "id": "sacUxOrTb7oR" - } - }, - { - "cell_type": "code", - "source": [ - "opts = {'xycoords': 'data',\n", - " 'fontsize': 'xx-large',\n", - " 'color': 'blue',\n", - " 'rotation': 'vertical'}" - ], - "metadata": { - "id": "XDuCrvS01BU7" - }, - "execution_count": 24, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "annotate('This is the third text', [time, 0.925], **opts)" - ], - "metadata": { - "id": "1cNIovAx0zkV" - }, - "execution_count": 25, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 490 - }, - "id": "-aH83m8b1OzN", - "outputId": "dbe62d61-59df-4bba-e667-bebd27f20482" - }, - "execution_count": 26, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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- }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Delete the annotations by setting the `delete` keyword. This removes all of the current annotations previously set with the `annotate` function" - ], - "metadata": { - "id": "3JDT06oTcFVh" - } - }, - { - "cell_type": "code", - "source": [ - "annotate(delete=True)" - ], - "metadata": { - "id": "GZ9g_lN81QVt" - }, - "execution_count": 27, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 490 - }, - "id": "YGXxIDGG1bZo", - "outputId": "652f623d-5b6d-4200-f1ac-b4f6c78353b0" - }, - "execution_count": 28, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [], - "metadata": { - "id": "dZ2eOmck1cwr" - }, - "execution_count": 28, - "outputs": [] + { + "cell_type": "markdown", + "source": [ + "By default, the tplot variable's name is used as the y-axis title\n", + "\n", + "(ignore the Colab warnings)" + ], + "metadata": { + "id": "yUHRvO8lbOTh" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 721 + }, + "id": "ubqdkr4wy9cI", + "outputId": "ca42b83e-89fa-4495-9344-8e1b5e363db2" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "03-May-23 20:04:25: /usr/local/lib/python3.10/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", + " and should_run_async(code)\n", + "\n", + "03-May-23 20:04:25: :914: ImportWarning: APICoreClientInfoImportHook.find_spec() not found; falling back to find_module()\n", + "\n", + "03-May-23 20:04:25: :914: ImportWarning: _PyDriveImportHook.find_spec() not found; falling back to find_module()\n", + "\n", + "03-May-23 20:04:25: :914: ImportWarning: _OpenCVImportHook.find_spec() not found; falling back to find_module()\n", + "\n", + "03-May-23 20:04:25: :914: ImportWarning: _BokehImportHook.find_spec() not found; falling back to find_module()\n", + "\n", + "03-May-23 20:04:25: :914: ImportWarning: _AltairImportHook.find_spec() not found; falling back to find_module()\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You can change this by setting the `ytitle` option" + ], + "metadata": { + "id": "8I_jftg8bR_L" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'ytitle', 'This is the data')" + ], + "metadata": { + "id": "Lb-w1njpy-hk" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 467 + }, + "id": "EFEO5dqtzGJr", + "outputId": "02a41970-a913-4ff8-9001-8eb254a84f9a" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Set a subtitle on the y-axis:" + ], + "metadata": { + "id": "6BycdNUEbVHL" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'ysubtitle', '[units]')" + ], + "metadata": { + "id": "eCFuA_mKzHRQ" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 467 + }, + "id": "FYkk9rofzMDK", + "outputId": "33c7a4b5-7f1a-4a4a-f85b-429547a507f8" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Use greek letters in annotations" + ], + "metadata": { + "id": "Y6aOj_y-L_0m" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'ytitle', 'Lambda λ')\n", + "\n", + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 467 + }, + "id": "8o0z9iOXMG98", + "outputId": "22573596-957a-407e-aae7-944f367f658d" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You can also use latex\n", + "\n", + "Note: in this case, the string must be specific as a raw string" + ], + "metadata": { + "id": "RrXX8BygMTur" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'ytitle', r'Lambda $\\lambda$')\n", + "\n", + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 467 + }, + "id": "h79lJnDBMaHS", + "outputId": "b629fe80-3b8d-49f2-b196-036759db3696" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Use superscripts and subscripts in annotations; exponents can be set with a simple ^" + ], + "metadata": { + "id": "r0cbOXLRMwz0" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'ysubtitle', r'cm^2')\n", + "\n", + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 467 + }, + "id": "f5OUcjpJMwfP", + "outputId": "4e4dd477-8fe6-4710-9a77-0acf2780bda1" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "markdown", + "source": [ + "Use latex to specify subscripts" + ], + "metadata": { + "id": "cQ15jBV9NElL" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'ytitle', r'Lambda$_{λ}$')\n", + "\n", + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 467 + }, + "id": "vYSvkR4_NV_J", + "outputId": "1c20716b-24bd-4567-9b5a-925558d33152" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the size of the text\n", + "\n", + "Note: this also updates the z-axis title and subtitle size" + ], + "metadata": { + "id": "4-ZxbezxbYpS" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'charsize', 16)" + ], + "metadata": { + "id": "qcfOIiX_zMzr" + }, + "execution_count": 13, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 467 + }, + "id": "b2xEVAz9zXat", + "outputId": "b7655164-6029-49ad-fbbb-2614f0b824af" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Add a title to the figure" + ], + "metadata": { + "id": "pLChYb2Qbg0x" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot_options" + ], + "metadata": { + "id": "1hU9NWbgzYTS" + }, + "execution_count": 15, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot_options('title', 'Figure Title')" + ], + "metadata": { + "id": "Euvu647mza2h" + }, + "execution_count": 16, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "id": "Mfxu6w-4zdBw", + "outputId": "419e0a07-8a59-4da3-9739-4e2957657166" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Use the annotate function to add text to the figure" + ], + "metadata": { + "id": "90UH16Ejbm0B" + } + }, + { + "cell_type": "code", + "source": [ + "annotate('This is our text', [0.5, 0.5])" + ], + "metadata": { + "id": "z15_ZhY0zwRP" + }, + "execution_count": 18, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "id": "lkWkZj0dz93K", + "outputId": "cc7299cb-c090-4981-bcdc-614563a91c6d" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "help(annotate)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RQphwDo4z-ty", + "outputId": "46617094-d0b8-4550-b11f-5054b7306f25" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Help on function annotate in module pytplot.tplot_utilities:\n", + "\n", + "annotate(text=None, position=None, xycoords='figure fraction', color='black', fontfamily=None, fontsize='x-large', alpha=1, fontvariant='normal', fontstyle='normal', fontstretch='normal', fontweight='normal', rotation='horizontal', delete=False)\n", + " This function adds annotations to tplot figures\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You can set the `xycoords` keyword to change coordinates specified in the `position` keyword. For example, to add some text in data coordinates:" + ], + "metadata": { + "id": "5F_2WmxSbtcb" + } + }, + { + "cell_type": "code", + "source": [ + "from datetime import datetime, timezone\n", + "import matplotlib\n", + "\n", + "time = matplotlib.dates.date2num(datetime(1970, 1, 1, 0, 0, 3, tzinfo=timezone.utc))" + ], + "metadata": { + "id": "YTBsBT8t0gVg" + }, + "execution_count": 21, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "annotate('This is the second text', [time, 0.925], xycoords='data')" + ], + "metadata": { + "id": "rS7_-vH80IPJ" + }, + "execution_count": 22, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "id": "1ang9g7M0yio", + "outputId": "0171fd6e-a4f4-412b-f36a-7cf4f5feccb2" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You can also set the options in an `opts` dictionary, and supply them with `**opts`" + ], + "metadata": { + "id": "sacUxOrTb7oR" + } + }, + { + "cell_type": "code", + "source": [ + "opts = {'xycoords': 'data',\n", + " 'fontsize': 'xx-large',\n", + " 'color': 'blue',\n", + " 'rotation': 'vertical'}" + ], + "metadata": { + "id": "XDuCrvS01BU7" + }, + "execution_count": 24, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "annotate('This is the third text', [time, 0.925], **opts)" + ], + "metadata": { + "id": "1cNIovAx0zkV" + }, + "execution_count": 25, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "id": "-aH83m8b1OzN", + "outputId": "dbe62d61-59df-4bba-e667-bebd27f20482" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Delete the annotations by setting the `delete` keyword. This removes all of the current annotations previously set with the `annotate` function" + ], + "metadata": { + "id": "3JDT06oTcFVh" + } + }, + { + "cell_type": "code", + "source": [ + "annotate(delete=True)" + ], + "metadata": { + "id": "GZ9g_lN81QVt" + }, + "execution_count": 27, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "id": "YGXxIDGG1bZo", + "outputId": "652f623d-5b6d-4200-f1ac-b4f6c78353b0" + }, + "execution_count": 28, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "dZ2eOmck1cwr" + }, + "execution_count": 28, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/PyTplot_error_bars.ipynb b/pyspedas_examples/notebooks/PyTplot_error_bars.ipynb index 2deadb2..dc76e02 100644 --- a/pyspedas_examples/notebooks/PyTplot_error_bars.ipynb +++ b/pyspedas_examples/notebooks/PyTplot_error_bars.ipynb @@ -1,463 +1,470 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "PyTplot error bars.ipynb", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "PyTplot error bars.ipynb", + "provenance": [], + "collapsed_sections": [] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# PyTplot error bars\n", - "\n", - "This notebook shows how to add error bars to tplot variables\n", - "\n", - "Originally created at the 2022 PyHC Spring Meeting Hackathon" - ], - "metadata": { - "id": "Ua2k1Dh-Z__K" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "itqgIEpQt9Gb" - }, - "outputs": [], - "source": [ - "!pip install pytplot-mpl-temp" - ] - }, - { - "cell_type": "code", - "source": [ - "from pytplot import store_data" - ], - "metadata": { - "id": "jSPJ0Uj5vEqC" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Create a simple variable without errors:" - ], - "metadata": { - "id": "3u65dn59aJny" - } - }, - { - "cell_type": "code", - "source": [ - "store_data('data_without_errors', data={'x': [1, 2, 3, 4, 5, 6], 'y': [1, 1, 1, 1, 1, 1]})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "XYo2j7m-vUkH", - "outputId": "8a056b4a-a6ce-41c0-abbe-b15d930f6a71" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 5 - } - ] - }, - { - "cell_type": "code", - "source": [ - "from pytplot import tplot" - ], - "metadata": { - "id": "JczBvhrXveGe" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data_without_errors')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "qK8SHG3hvgDK", - "outputId": "f54a1b94-a12e-4dcd-afbc-595654cb60ce" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "To add error bars to a tplot variable, set the `dy` key in the data dictionary:" - ], - "metadata": { - "id": "Ke51oy53aMgo" - } - }, - { - "cell_type": "code", - "source": [ - "store_data('data_with_errors', data={'x': [1, 2, 3, 4, 5, 6], \n", - " 'y': [1, 1, 1, 1, 1, 1],\n", - " 'dy': [0.25]*6})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "wwT03SIMvk6p", - "outputId": "cfa61589-eb2a-4289-b262-074ba89cc08f" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 7 - } - ] - }, - { - "cell_type": "code", - "source": [ - "tplot('data_with_errors')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "BdTDB_I3vwyu", - "outputId": "6af12064-4190-49e9-d672-98d3557028df" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Note: the y-axis range doesn't update due to the error bars, so we'll have to update the y-axis range to see the full error bars" - ], - "metadata": { - "id": "jJdMNrZvaU3D" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import options" - ], - "metadata": { - "id": "FCawNKMEvylA" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "options('data_with_errors', 'yrange', [0, 2])" - ], - "metadata": { - "id": "KCsa_6OHv5K9" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data_with_errors')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "uDzbWWvvv8S5", - "outputId": "9b6fbec9-7f4c-4714-f092-67d29f56adf2" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Use the `errorevery` option to only show the error bars on every other data point" - ], - "metadata": { - "id": "GO9KFysPaf9T" - } - }, - { - "cell_type": "code", - "source": [ - "options('data_with_errors', 'errorevery', 2)" - ], - "metadata": { - "id": "p2sBZZsiv9T2" - }, - "execution_count": null, - "outputs": [] + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# PyTplot error bars\n", + "\n", + "This notebook shows how to add error bars to tplot variables\n", + "\n", + "Originally created at the 2022 PyHC Spring Meeting Hackathon" + ], + "metadata": { + "id": "Ua2k1Dh-Z__K" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs the version of pytplot used by pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "itqgIEpQt9Gb" + }, + "outputs": [], + "source": [ + "!pip install pytplot-mpl-temp" + ] + }, + { + "cell_type": "code", + "source": [ + "from pytplot import store_data" + ], + "metadata": { + "id": "jSPJ0Uj5vEqC" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Create a simple variable without errors:" + ], + "metadata": { + "id": "3u65dn59aJny" + } + }, + { + "cell_type": "code", + "source": [ + "store_data('data_without_errors', data={'x': [1, 2, 3, 4, 5, 6], 'y': [1, 1, 1, 1, 1, 1]})" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "XYo2j7m-vUkH", + "outputId": "8a056b4a-a6ce-41c0-abbe-b15d930f6a71" + }, + "execution_count": null, + "outputs": [ { - "cell_type": "code", - "source": [ - "tplot('data_with_errors')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "hU-zs7XCwIGZ", - "outputId": "fe9b4029-bcd6-40ff-b2b9-15a4f6c48fc2" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" ] + }, + "metadata": {}, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot" + ], + "metadata": { + "id": "JczBvhrXveGe" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data_without_errors')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "qK8SHG3hvgDK", + "outputId": "f54a1b94-a12e-4dcd-afbc-595654cb60ce" + }, + "execution_count": null, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Change the color of the error bars to blue:" - ], - "metadata": { - "id": "5WRx2upWandq" - } - }, - { - "cell_type": "code", - "source": [ - "options('data_with_errors', 'ecolor', 'blue')" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "6WuGb3WZwJ0N" - }, - "execution_count": null, - "outputs": [] + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "To add error bars to a tplot variable, set the `dy` key in the data dictionary:" + ], + "metadata": { + "id": "Ke51oy53aMgo" + } + }, + { + "cell_type": "code", + "source": [ + "store_data('data_with_errors', data={'x': [1, 2, 3, 4, 5, 6], \n", + " 'y': [1, 1, 1, 1, 1, 1],\n", + " 'dy': [0.25]*6})" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "wwT03SIMvk6p", + "outputId": "cfa61589-eb2a-4289-b262-074ba89cc08f" + }, + "execution_count": null, + "outputs": [ { - "cell_type": "code", - "source": [ - "tplot('data_with_errors')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "DJzjWyFAwm6D", - "outputId": "287594e2-6ddf-428c-b919-a342dd00a679" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" ] + }, + "metadata": {}, + "execution_count": 7 + } + ] + }, + { + "cell_type": "code", + "source": [ + "tplot('data_with_errors')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "BdTDB_I3vwyu", + "outputId": "6af12064-4190-49e9-d672-98d3557028df" + }, + "execution_count": null, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Change the width of the color bars:" - ], - "metadata": { - "id": "m-VeXF4Tap3B" - } - }, - { - "cell_type": "code", - "source": [ - "options('data_with_errors', 'elinewidth', 5)" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "M0IPcOvXwnw8" - }, - "execution_count": null, - "outputs": [] + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Note: the y-axis range doesn't update due to the error bars, so we'll have to update the y-axis range to see the full error bars" + ], + "metadata": { + "id": "jJdMNrZvaU3D" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import options" + ], + "metadata": { + "id": "FCawNKMEvylA" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "options('data_with_errors', 'yrange', [0, 2])" + ], + "metadata": { + "id": "KCsa_6OHv5K9" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data_with_errors')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "uDzbWWvvv8S5", + "outputId": "9b6fbec9-7f4c-4714-f092-67d29f56adf2" + }, + "execution_count": null, + "outputs": [ { - "cell_type": "code", - "source": [ - "tplot('data_with_errors')" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "khNN59mQwuxN", - "outputId": "39347804-d9e1-40ce-fe1a-7e14d20db6b5" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Use the `errorevery` option to only show the error bars on every other data point" + ], + "metadata": { + "id": "GO9KFysPaf9T" + } + }, + { + "cell_type": "code", + "source": [ + "options('data_with_errors', 'errorevery', 2)" + ], + "metadata": { + "id": "p2sBZZsiv9T2" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data_with_errors')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "hU-zs7XCwIGZ", + "outputId": "fe9b4029-bcd6-40ff-b2b9-15a4f6c48fc2" + }, + "execution_count": null, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Add caps to the end of the error bars:" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "J2Uu9YIRarys" - } + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the color of the error bars to blue:" + ], + "metadata": { + "id": "5WRx2upWandq" + } + }, + { + "cell_type": "code", + "source": [ + "options('data_with_errors', 'ecolor', 'blue')" + ], + "metadata": { + "id": "6WuGb3WZwJ0N" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data_with_errors')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "DJzjWyFAwm6D", + "outputId": "287594e2-6ddf-428c-b919-a342dd00a679" + }, + "execution_count": null, + "outputs": [ { - "cell_type": "code", - "source": [ - "options('data_with_errors', 'capsize', 10)" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "QNm7hEDkwwEb" - }, - "execution_count": null, - "outputs": [] + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the width of the color bars:" + ], + "metadata": { + "id": "m-VeXF4Tap3B" + } + }, + { + "cell_type": "code", + "source": [ + "options('data_with_errors', 'elinewidth', 5)" + ], + "metadata": { + "id": "M0IPcOvXwnw8" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data_with_errors')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "khNN59mQwuxN", + "outputId": "39347804-d9e1-40ce-fe1a-7e14d20db6b5" + }, + "execution_count": null, + "outputs": [ { - "cell_type": "code", - "source": [ - "tplot('data_with_errors')" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "TSmwwyRzw03J", - "outputId": "9db0f276-0376-4dd1-a1a7-37ae8b6e12b7" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Add caps to the end of the error bars:" + ], + "metadata": { + "id": "J2Uu9YIRarys" + } + }, + { + "cell_type": "code", + "source": [ + "options('data_with_errors', 'capsize', 10)" + ], + "metadata": { + "id": "QNm7hEDkwwEb" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data_with_errors')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "TSmwwyRzw03J", + "outputId": "9db0f276-0376-4dd1-a1a7-37ae8b6e12b7" + }, + "execution_count": null, + "outputs": [ { - "cell_type": "code", - "source": [ - "" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "a4p_gNmTxWum" - }, - "execution_count": null, - "outputs": [] + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "a4p_gNmTxWum" + }, + "execution_count": null, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/PyTplot_highlight_intervals_and_vertical_bars.ipynb b/pyspedas_examples/notebooks/PyTplot_highlight_intervals_and_vertical_bars.ipynb index bcb6e82..c5ed6ce 100644 --- a/pyspedas_examples/notebooks/PyTplot_highlight_intervals_and_vertical_bars.ipynb +++ b/pyspedas_examples/notebooks/PyTplot_highlight_intervals_and_vertical_bars.ipynb @@ -1,644 +1,649 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "PyTplot highlight intervals and vertical bars.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Vertical bars at certain times, and highlight time intervals \n", + "\n", + "This notebook shows how to create vertical bars and highlight time intervals in tplot figures. \n", + "\n", + "Originally created at the 2022 PyHC Spring Meeting Hackathon" + ], + "metadata": { + "id": "OcLVFaRiM-_J" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs the version of pytplot used by pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ZFFsoFZs2q-M" + }, + "outputs": [], + "source": [ + "!pip install pytplot-mpl-temp" + ] + }, + { + "cell_type": "code", + "source": [ + "from pytplot import store_data, highlight, tplot" + ], + "metadata": { + "id": "9K_8WB8T3EbR" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Create a simple tplot variable named `data` with all values set to 1" + ], + "metadata": { + "id": "g3fWcX6mNeX6" + } + }, + { + "cell_type": "code", + "source": [ + "store_data('data', data={'x': [1, 2, 3, 4, 5, 6], 'y': [1, 1, 1, 1, 1, 1]})" + ], + "metadata": { "colab": { - "name": "PyTplot highlight intervals and vertical bars.ipynb", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" + "base_uri": "https://localhost:8080/" + }, + "id": "pLCzmcvG2ykO", + "outputId": "a03eacf8-bde6-4860-93d4-a11fcde24634" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "execution_count": 3 } + ] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# Vertical bars at certain times, and highlight time intervals \n", - "\n", - "This notebook shows how to create vertical bars and highlight time intervals in tplot figures. \n", - "\n", - "Originally created at the 2022 PyHC Spring Meeting Hackathon" - ], - "metadata": { - "id": "OcLVFaRiM-_J" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "ZFFsoFZs2q-M" - }, - "outputs": [], - "source": [ - "!pip install pytplot-mpl-temp" - ] - }, - { - "cell_type": "code", - "source": [ - "from pytplot import store_data, highlight, tplot" - ], - "metadata": { - "id": "9K_8WB8T3EbR" - }, - "execution_count": 4, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Create a simple tplot variable named `data` with all values set to 1" - ], - "metadata": { - "id": "g3fWcX6mNeX6" - } - }, - { - "cell_type": "code", - "source": [ - "store_data('data', data={'x': [1, 2, 3, 4, 5, 6], 'y': [1, 1, 1, 1, 1, 1]})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "pLCzmcvG2ykO", - "outputId": "a03eacf8-bde6-4860-93d4-a11fcde24634" - }, - "execution_count": 3, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 3 - } - ] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "C67S4PAD3Ln5", - "outputId": "2a405236-a0df-4202-d95d-8ff3113a7cce" - }, - "execution_count": 5, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [ - "from pytplot import timebar" - ], - "metadata": { - "id": "XcRMgw6G3OIA" - }, - "execution_count": 6, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Check the documentation for avaiable options. \n", - "\n", - "Note: the `matplotlib` version of pytplot doesn't support the `dash` keyword" - ], - "metadata": { - "id": "eubJgDVNNp1R" - } - }, - { - "cell_type": "code", - "source": [ - "help(timebar)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "2_u4TgC23Uat", - "outputId": "e579e08f-bfa6-4881-91f4-3d57c256dc1f" - }, - "execution_count": 7, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Help on function timebar in module pytplot.timebar:\n", - "\n", - "timebar(t, varname=None, databar=False, delete=False, color='black', thick=1, dash=False)\n", - " This function will add a vertical bar to all time series plots. This is useful if you\n", - " want to bring attention to a specific time. \n", - " \n", - " Parameters:\n", - " t : flt/list\n", - " The time in seconds since Jan 01 1970 to place the vertical bar. If a list of numbers are supplied,\n", - " multiple bars will be created. If \"databar\" is set, then \"t\" becomes the point on the y axis to \n", - " place a horizontal bar. \n", - " varname : str/list, optional\n", - " The variable(s) to add the vertical bar to. If not set, the default is to add it to all current plots. \n", - " databar : bool, optional\n", - " This will turn the timebar into a horizontal data bar. If this is set True, then variable \"t\" becomes \n", - " the point on the y axis to place a horizontal bar. \n", - " delete : bool, optional\n", - " If set to True, at lease one varname must be supplied. The timebar at point \"t\" for variable \"varname\"\n", - " will be removed. \n", - " color : str\n", - " The color of the bar\n", - " thick : int\n", - " The thickness of the bar\n", - " dash : bool\n", - " If set to True, the bar is dashed rather than solid\n", - " \n", - " Returns:\n", - " None\n", - " \n", - " Examples:\n", - " >>> # Place a green time bar at 2017-07-17 00:00:00\n", - " >>> import pytplot\n", - " >>> pytplot.timebar(1500249600, color='green')\n", - " \n", - " >>> # Place a dashed data bar at 5500 on the y axis\n", - " >>> pytplot.timebar(5500, dashed=True, databar=True)\n", - " \n", - " >>> Place 3 magenta time bars of thickness 5 \n", - " at [2015-12-26 05:20:01, 2015-12-26 08:06:40, 2015-12-26 08:53:19]\n", - " for variable 'sgx' plot\n", - " >>> pytplot.timebar([1451107201,1451117200,1451119999],'sgx',color='m',thick=5)\n", - "\n" - ] - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Call `timebar` to create a timebar at the unix time of 2.0 (2 seconds after 1 Jan 1970). If no `varname` keyword is specified, all panels on the figure will have the vertical bar" - ], - "metadata": { - "id": "yRqvAMpZN5Wr" - } - }, - { - "cell_type": "code", - "source": [ - "timebar(2)" - ], - "metadata": { - "id": "Qi8VGKQn3QL4" - }, - "execution_count": 8, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot(['data', 'data'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "PddGsw3U3aDQ", - "outputId": "251ab520-c61b-4d8a-9ce5-f8c151376e92" - }, - "execution_count": 9, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Specify the `varname` keyword to limit the vertical bar to one specific panel" - ], - "metadata": { - "id": "3r1jz_BuOJCx" - } - }, - { - "cell_type": "code", - "source": [ - "timebar(3, varname='data')" - ], - "metadata": { - "id": "Xwpf57B33bpP" - }, - "execution_count": 10, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "EjA0tv6l3gL1", - "outputId": "85683e11-bfb5-404e-9846-3360ae24272a" - }, - "execution_count": 11, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Set the color to blue using the `color` keyword" - ], - "metadata": { - "id": "bArU5ZU5OcIa" - } - }, - { - "cell_type": "code", - "source": [ - "timebar(4, color='blue')" - ], - "metadata": { - "id": "-QqJyns63hH3" - }, - "execution_count": 12, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "HyOtdqKZ3mR5", - "outputId": "6014ec16-b77a-4be2-ca3b-e81561f0b888" - }, - "execution_count": 13, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Highlight time intervals with the `highlight` function in `pytplot`" - ], - "metadata": { - "id": "ulpL6kd3Oi-4" - } - }, - { - "cell_type": "code", - "source": [ - "help(highlight)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "hZsHfY8L3nN9", - "outputId": "57c39590-2298-411a-e1fe-c69bb7a4fda9" - }, - "execution_count": 14, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Help on function highlight in module pytplot.tplot_utilities:\n", - "\n", - "highlight(variables=None, range=None, color='gray', alpha=0.2, fill=True, edgecolor=None, facecolor=None, hatch=None, delete=False)\n", - " This function highlights a time interval on tplot variables\n", - "\n" - ] - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Highlight a time interval between 4.5 and 5 seconds" - ], - "metadata": { - "id": "91afAkljOpw5" - } - }, - { - "cell_type": "code", - "source": [ - "highlight(['data'], [4.5, 5])" - ], - "metadata": { - "id": "AkLFmdM43rF5" - }, - "execution_count": 15, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "4bAfFVXw30YM", - "outputId": "f62ba5fd-22b3-43b1-bb28-da447f1671b1" - }, - "execution_count": 16, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Highlight another time interval between 5.1 and 6 seconds, with a blue 'o' hatch pattern" - ], - "metadata": { - "id": "1A33RXDGOuXt" - } - }, - { - "cell_type": "code", - "source": [ - "highlight(['data'], [5.1, 6], color='blue', hatch='O')" - ], - "metadata": { - "id": "p9jczJmT303X" - }, - "execution_count": 17, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "vmBH6fHW4D--", - "outputId": "e35dc202-82f1-46a4-9bfc-7db92864303b" - }, - "execution_count": 18, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Delete all of the highlighted time intervals using the `delete` keyword" - ], - "metadata": { - "id": "G_5dHeV2O75R" - } - }, - { - "cell_type": "code", - "source": [ - "highlight('data', delete=True)" - ], - "metadata": { - "id": "hfrgs4vV4F2I" - }, - "execution_count": 19, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "B6Rvw9l74Ojo", - "outputId": "d1395601-554c-4dfb-92f3-0514bc65d81b" - }, - "execution_count": 20, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Delete vertical bars using the `delete` keyword" - ], - "metadata": { - "id": "aZWuxA0KPDI7" - } - }, - { - "cell_type": "code", - "source": [ - "timebar(2, delete=True)" - ], - "metadata": { - "id": "Xy2Ia2PS4PgK" - }, - "execution_count": 22, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "-fM_DnwS4VQu", - "outputId": "f0f13467-fdc0-492a-b4fc-a607f8782c57" - }, - "execution_count": 23, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "`timebar` also accepts keywords for controlling the aesthetics of the vertical bars" - ], - "metadata": { - "id": "BdfESkEqPJ7s" - } - }, - { - "cell_type": "code", - "source": [ - "timebar(2, thick=5, color='pink')" - ], - "metadata": { - "id": "HjfK1V3y4Zj2" - }, - "execution_count": 24, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "m1swuRrO4jii", - "outputId": "2e128e40-27cc-4421-9918-ebbe086d5615" - }, - "execution_count": 25, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "from pytplot import timebar" + ], + "metadata": { + "id": "XcRMgw6G3OIA" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Check the documentation for avaiable options. \n", + "\n", + "Note: the `matplotlib` version of pytplot doesn't support the `dash` keyword" + ], + "metadata": { + "id": "eubJgDVNNp1R" + } + }, + { + "cell_type": "code", + "source": [ + "help(timebar)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2_u4TgC23Uat", + "outputId": "e579e08f-bfa6-4881-91f4-3d57c256dc1f" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Help on function timebar in module pytplot.timebar:\n", + "\n", + "timebar(t, varname=None, databar=False, delete=False, color='black', thick=1, dash=False)\n", + " This function will add a vertical bar to all time series plots. This is useful if you\n", + " want to bring attention to a specific time. \n", + " \n", + " Parameters:\n", + " t : flt/list\n", + " The time in seconds since Jan 01 1970 to place the vertical bar. If a list of numbers are supplied,\n", + " multiple bars will be created. If \"databar\" is set, then \"t\" becomes the point on the y axis to \n", + " place a horizontal bar. \n", + " varname : str/list, optional\n", + " The variable(s) to add the vertical bar to. If not set, the default is to add it to all current plots. \n", + " databar : bool, optional\n", + " This will turn the timebar into a horizontal data bar. If this is set True, then variable \"t\" becomes \n", + " the point on the y axis to place a horizontal bar. \n", + " delete : bool, optional\n", + " If set to True, at lease one varname must be supplied. The timebar at point \"t\" for variable \"varname\"\n", + " will be removed. \n", + " color : str\n", + " The color of the bar\n", + " thick : int\n", + " The thickness of the bar\n", + " dash : bool\n", + " If set to True, the bar is dashed rather than solid\n", + " \n", + " Returns:\n", + " None\n", + " \n", + " Examples:\n", + " >>> # Place a green time bar at 2017-07-17 00:00:00\n", + " >>> import pytplot\n", + " >>> pytplot.timebar(1500249600, color='green')\n", + " \n", + " >>> # Place a dashed data bar at 5500 on the y axis\n", + " >>> pytplot.timebar(5500, dashed=True, databar=True)\n", + " \n", + " >>> Place 3 magenta time bars of thickness 5 \n", + " at [2015-12-26 05:20:01, 2015-12-26 08:06:40, 2015-12-26 08:53:19]\n", + " for variable 'sgx' plot\n", + " >>> pytplot.timebar([1451107201,1451117200,1451119999],'sgx',color='m',thick=5)\n" + ] } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "markdown", + "source": [ + "Call `timebar` to create a timebar at the unix time of 2.0 (2 seconds after 1 Jan 1970). If no `varname` keyword is specified, all panels on the figure will have the vertical bar" + ], + "metadata": { + "id": "yRqvAMpZN5Wr" + } + }, + { + "cell_type": "code", + "source": [ + "timebar(2)" + ], + "metadata": { + "id": "Qi8VGKQn3QL4" + }, + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot(['data', 'data'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "PddGsw3U3aDQ", + "outputId": "251ab520-c61b-4d8a-9ce5-f8c151376e92" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Specify the `varname` keyword to limit the vertical bar to one specific panel" + ], + "metadata": { + "id": "3r1jz_BuOJCx" + } + }, + { + "cell_type": "code", + "source": [ + "timebar(3, varname='data')" + ], + "metadata": { + "id": "Xwpf57B33bpP" + }, + "execution_count": 10, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "EjA0tv6l3gL1", + "outputId": "85683e11-bfb5-404e-9846-3360ae24272a" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Set the color to blue using the `color` keyword" + ], + "metadata": { + "id": "bArU5ZU5OcIa" + } + }, + { + "cell_type": "code", + "source": [ + "timebar(4, color='blue')" + ], + "metadata": { + "id": "-QqJyns63hH3" + }, + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "HyOtdqKZ3mR5", + "outputId": "6014ec16-b77a-4be2-ca3b-e81561f0b888" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Highlight time intervals with the `highlight` function in `pytplot`" + ], + "metadata": { + "id": "ulpL6kd3Oi-4" + } + }, + { + "cell_type": "code", + "source": [ + "help(highlight)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hZsHfY8L3nN9", + "outputId": "57c39590-2298-411a-e1fe-c69bb7a4fda9" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Help on function highlight in module pytplot.tplot_utilities:\n", + "\n", + "highlight(variables=None, range=None, color='gray', alpha=0.2, fill=True, edgecolor=None, facecolor=None, hatch=None, delete=False)\n", + " This function highlights a time interval on tplot variables\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Highlight a time interval between 4.5 and 5 seconds" + ], + "metadata": { + "id": "91afAkljOpw5" + } + }, + { + "cell_type": "code", + "source": [ + "highlight(['data'], [4.5, 5])" + ], + "metadata": { + "id": "AkLFmdM43rF5" + }, + "execution_count": 15, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "4bAfFVXw30YM", + "outputId": "f62ba5fd-22b3-43b1-bb28-da447f1671b1" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Highlight another time interval between 5.1 and 6 seconds, with a blue 'o' hatch pattern" + ], + "metadata": { + "id": "1A33RXDGOuXt" + } + }, + { + "cell_type": "code", + "source": [ + "highlight(['data'], [5.1, 6], color='blue', hatch='O')" + ], + "metadata": { + "id": "p9jczJmT303X" + }, + "execution_count": 17, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "vmBH6fHW4D--", + "outputId": "e35dc202-82f1-46a4-9bfc-7db92864303b" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Delete all of the highlighted time intervals using the `delete` keyword" + ], + "metadata": { + "id": "G_5dHeV2O75R" + } + }, + { + "cell_type": "code", + "source": [ + "highlight('data', delete=True)" + ], + "metadata": { + "id": "hfrgs4vV4F2I" + }, + "execution_count": 19, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "B6Rvw9l74Ojo", + "outputId": "d1395601-554c-4dfb-92f3-0514bc65d81b" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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Wse9Jcl+SR5NclmTPvnUHJ7kpyeNJbk3yk3PdVpIktWWuoXPNkGVXz+dEgHuB84HLZhqU5ARgI3A8cBBwCHBe35CrgC8Aa4DfAa5OsnaO20qSpIbM+NJVkpfQe0v5c5L8bN+q1fS9zXw+VNW13WNO0HtX13Q2AJdW1dZu/AeAjwAbkxwOvBx4XVXtBK5J8uvAycAfzrTtfD4XSZI0Hma7RufFwBuBfYAT+5Y/BvzKiOY0m/XA9X33twD7J1nTrftaVT02sH79bNtW1YODD5TkTOBMgHXr1s3fM+izadMm7rzzzpHsW9937rnnLvYUmucxHrVzPMZa8g4++GBOO+20BX3MVNXsg5Ifq6rPLsB8SHI+cEBVnTbN+q8Cv1ZVN3b3nwU8AbwQOK5b98q+8b8LvKCqTptp26q6c6Z5TUxM1OTk5NN9eloESZjL77l2n8d49JKiKos9DWksJdlcVRPD1s31XVdfSPJrjMcnI2+n99LZlKnbjw1ZN7V+6gzPTNtKkqTGLMVPRt4KHNV3/yjg/u6lp63AIUlWDazfOodtJUlSY8bmk5GTLOu+U2sPYI8ky5MMO+N0BXBGkiOS7EPvs302AVTVbcAXgXO67d8E/DDff9fYtNtKkqT2jNMnI58F7KT3Dqi3drfPSrIuyfYk6wC662suBG4C7gbuAs7p288vABPAQ8AHgTdX1bY5bitJkhoy14uRf5neWZGX0jsDshI4u6r+aKSzGyNejLx0eaHs6HmMR8+LkaXp7fbFyEne23f3bd2fH+r+XDEPc5MkSRqZ2d51NXVR74uBH6H3PVfQ+0ydz41qUpIkSfNhxtCpqvMAktwMvHzqg/iSnAt8bOSzkyRJehrmejHy/vQ+WG/KE90ySZKksTXXDwy8Avhckuu6+z+Db8uWJEljbk6hU1W/m+Rv6H3FAsDbquoLo5uWJEnS0zfXMzpU1T8A/zDCuUiSJM2ruV6jI0mStOQYOpIkqVmGjiRJapahI0mSmmXoSJKkZhk6kiSpWYaOJElqlqEjSZKaZehIkqRmGTqSJKlZho4kSWqWoSNJkppl6EiSpGYZOpIkqVmGjiRJapahI0mSmmXoSJKkZhk6kiSpWYaOJElqlqEjSZKaZehIkqRmGTqSJKlZho4kSWqWoSNJkppl6EiSpGYZOpIkqVmGjiRJapahI0mSmmXoSJKkZhk6kiSpWYaOJElqlqEjSZKaZehIkqRmGTqSJKlZho4kSWqWoSNJkppl6EiSpGYZOpIkqVmGjiRJapahI0mSmmXoSJKkZhk6kiSpWYaOJElqlqEjSZKaZehIkqRmGTqSJKlZho4kSWqWoSNJkppl6EiSpGYZOpIkqVmGjiRJatZYhU6SfZNcl2RHkruSvGWacfskuTzJA93PuX3r1iXZPvBTSX6jW//qJE8OrN+wQE9RkiQtoGWLPYEBHwKeAPYHjgY+lmRLVW0dGHcxsDdwMLAf8Mkkd1XVn1TV3cDKqYFJXgjcDlzTt/29VXXAyJ6FJEkaC2NzRifJCuBk4Oyq2l5VnwJuAE4dMvxE4MKqeryq7gQuBU6fZte/BNzcjZMkSc8gYxM6wOHAd6vqtr5lW4D104zPwO0jnzIgCb3QuXxg1X5J7k9yR5KLu8h66gMkZyaZTDK5bdu2OT8RSZI0HsYpdFYCjw4sewRYNWTsjcDGJKuSHErvbM7eQ8a9it7LYFf3LbuV3stizwdeCxwDXDRsQlV1SVVNVNXE2rVrd+GpSJKkcTBOobMdWD2wbDXw2JCx7wZ2Al8BrgeuAu4ZMm4DcE1VbZ9aUFX3VdWXqurJqroDeB+9l8wkSVJjxil0bgOWJTmsb9lRwOCFyFTVt6rqlKp6XlWtp/c8Ptc/JslewM/x1JetnrI7xus4SJKkeTI2/8BX1Q7gWuD9SVYkORY4CbhycGySFyVZk2SPJG8AzgTOHxj2JuAh4KaBbV+T5KD0HAh8kN5ZIUmS1JixCZ3OO4G9gAfovRz1jqramuS4JNv7xh0D3ELvZa0LgFOGvAV9A3BlVdXA8pcBnwF2dH/eQu+lMEmS1Jg8tQM0zMTERE1OTi72NLQbkuDv+Wh5jEcvKaoy+0DpGSjJ5qqaGLZu3M7oSJIkzRtDR5IkNcvQkSRJzTJ0JElSswwdSZLULENHkiQ1y9CRJEnNMnQkSVKzDB1JktQsQ0eSJDXL0JEkSc0ydCRJUrMMHUmS1CxDR5IkNcvQkSRJzTJ0JElSswwdSZLULENHkiQ1y9CRJEnNMnQkSVKzDB1JktQsQ0eSJDXL0JEkSc0ydCRJUrMMHUmS1CxDR5IkNcvQkSRJzTJ0JElSswwdSZLULENHkiQ1y9CRJEnNMnQkSVKzDB1JktQsQ0eSJDXL0JEkSc0ydCRJUrMMHUmS1CxDR5IkNcvQkSRJzTJ0JElSswwdSZLULENHkiQ1y9CRJEnNMnQkSVKzDB1JktQsQ0eSJDXL0JEkSc0ydCRJUrMMHUmS1CxDR5IkNcvQkSRJzTJ0JElSswwdSZLULENHkiQ1y9CRJEnNMnQkSVKzDB1JktQsQ0eSJDVrrEInyb5JrkuyI8ldSd4yzbh9klye5IHu59yB9Xcm2Zlke/fziYH170lyX5JHk1yWZM8RPi1JkrRIxip0gA8BTwD7A6cAH06yfsi4i4G9gYOBHwVOTfK2gTEnVtXK7ud1UwuTnABsBI4HDgIOAc6b7yciSZIW39iETpIVwMnA2VW1vao+BdwAnDpk+InAhVX1eFXdCVwKnD7Hh9oAXFpVW6vqIeADwGlPd/6SJGn8jE3oAIcD362q2/qWbQGGndEByMDtIwfWfyTJtiSfSHJU3/L13X77H2P/JGue8gDJmUkmk0xu27Ztzk9EkiSNh3EKnZXAowPLHgFWDRl7I7Axyaokh9I7m7N33/pT6L2sdRBwE/DxJPv0Pc4jA4/BsMepqkuqaqKqJtauXbtrz0aSJC26cQqd7cDqgWWrgceGjH03sBP4CnA9cBVwz9TKqvp0Ve3sXtq6AHgYOG6ax5m6PexxJEnSEjZOoXMbsCzJYX3LjgK2Dg6sqm9V1SlV9byqWk/veXxuhn0X33+pa2u33/7HuL+qHnxas5ckSWNnbEKnqnYA1wLvT7IiybHAScCVg2OTvCjJmiR7JHkDcCZwfrduXZJjkzw7yfIkvwU8F/h0t/kVwBlJjuhezjoL2DTq5ydJkhbe2IRO553AXsAD9F6OekdVbU1yXJLtfeOOAW6h93LTBcApVTV15mcV8GHgIeDrwOuBN0ydsamqG4EL6V27czdwF3DOqJ+YJElaeKmqxZ7DkjAxMVGTk5OLPQ3thiT4ez5aHuPRS4qqzD5QegZKsrmqJoatG7czOpIkSfPG0JEkSc0ydCRJUrMMHUmS1CxDR5IkNcvQkSRJzTJ0JElSswwdSZLULENHkiQ1y9CRJEnNMnQkSVKzDB1JktQsQ0eSJDXL0JEkSc0ydCRJUrMMHUmS1CxDR5IkNcvQkSRJzTJ0JElSswwdSZLULENHkiQ1y9CRJEnNMnQkSVKzDB1JktQsQ0eSJDXL0JEkSc0ydCRJUrMMHUmS1CxDR5IkNcvQkSRJzTJ0JElSswwdSZLULENHkiQ1y9CRJEnNMnQkSVKzDB1JktQsQ0eSJDXL0JEkSc0ydCRJUrMMHUmS1CxDR5IkNcvQkSRJzTJ0JElSswwdSZLULENHkiQ1y9CRJEnNMnQkSVKzDB1JktQsQ0eSJDXL0JEkSc0ydCRJUrMMHUmS1CxDR5IkNcvQkSRJzTJ0JElSswwdSZLULENHkiQ1y9CRJEnNGqvQSbJvkuuS7EhyV5K3TDNunySXJ3mg+zm3b91+Sa5Kcm+SR5J8Oskr+ta/OsmTSbb3/WxYgKcnSZIW2LLFnsCADwFPAPsDRwMfS7KlqrYOjLsY2Bs4GNgP+GSSu6rqT4CVwOeB9wIPAGd0+zm4qrZ3299bVQeM+slIkqTFNTZndJKsAE4Gzq6q7VX1KeAG4NQhw08ELqyqx6vqTuBS4HSAqvpaVV1UVd+oqn+rqkuAZwMvXpAnIkmSxsbYhA5wOPDdqrqtb9kWYP004zNw+8ihg5Kj6YXO7X2L90tyf5I7klzcRdawbc9MMplkctu2bXN9HpIkaUyMU+isBB4dWPYIsGrI2BuBjUlWJTmU3tmcvQcHJVkNXAmcV1WPdItvpfey2POB1wLHABcNm1BVXVJVE1U1sXbt2l1/RpIkaVGNU+hsB1YPLFsNPDZk7LuBncBXgOuBq4B7+gck2Qv4K+DvquqCqeVVdV9VfamqnqyqO4D30XvJTJIkNWacQuc2YFmSw/qWHQUMXohMVX2rqk6pqudV1Xp6z+NzU+uT7Al8lF78/Oosj1uM13GQJEnzZGz+ga+qHcC1wPuTrEhyLHASvZeefkCSFyVZk2SPJG8AzgTO79Y9C7ia3hmfDVX15MC2r0lyUHoOBD5I76yQJElqzNiETuedwF703hZ+FfCOqtqa5Lgk2/vGHQPcQu9lrQuAU/regv7jwBuB1wEP931WznHd+pcBnwF2dH/eQu+lMEmS1JhU1WLPYUmYmJioycnJxZ6GdkMS/D0fLY/x6CVFVWYfKD0DJdlcVRPD1o3bGR1JkqR5Y+hIkqRmGTqSJKlZho4kSWqWoSNJkppl6EiSpGYZOpIkqVmGjiRJapahI0mSmmXoSJKkZhk6kiSpWYaOJElqlqEjSZKaZehIkqRmGTqSJKlZho4kSWqWoSNJkppl6EiSpGYZOpIkqVmGjiRJapahI0mSmmXoSJKkZhk6kiSpWYaOJElqlqEjSZKaZehIkqRmGTqSJKlZho4kSWqWoSNJkppl6EiSpGYZOpIkqVmGjiRJapahI0mSmmXoSJKkZhk6kiSpWYaOJElqlqEjSZKaZehIkqRmGTqSJKlZho4kSWqWoSNJkppl6EiSpGYZOpIkqVmGjiRJapahI0mSmmXoSJKkZhk6kiSpWYaOJElqlqEjSZKaZehIkqRmGTqSJKlZho4kSWqWoSNJkppl6EiSpGYZOpIkqVmGjiRJapahI0mSmmXoSJKkZo1V6CTZN8l1SXYkuSvJW6YZt0+Sy5M80P2cO7D+4CQ3JXk8ya1JfnJg/XuS3Jfk0SSXJdlzhE9LkiQtkrEKHeBDwBPA/sApwIeTrB8y7mJgb+Bg4EeBU5O8rW/9VcAXgDXA7wBXJ1kLkOQEYCNwPHAQcAhw3iiejCRJWlxjEzpJVgAnA2dX1faq+hRwA3DqkOEnAhdW1eNVdSdwKXB6t5/DgZcD51TVzqq6Bril2zfABuDSqtpaVQ8BHwBOG90zkyRJi2XZYk+gz+HAd6vqtr5lW4D/MM34DNw+sru9HvhaVT02sJ/1feuvH1i3f5I1VfXgDzxAciZwZnd3e5Ivz/XJ7ILnAt8cwX71fc9N4jEeLY/x6D038e+KEfPv49Eb1TE+aLoV4xQ6K4FHB5Y9AqwaMvZGYGOSDfRe5jqd3ktZU/t5ZMh+XjDN+qnbq4AfCJ2qugS4ZO5PYdclmayqiVE+xjOdx3j0PMaj5zEePY/x6C3GMR6bl66A7cDqgWWrgceGjH03sBP4Cr2zM1cB98xxP4Prp24PexxJkrSEjVPo3AYsS3JY37KjgK2DA6vqW1V1SlU9r6rW03sen+tWbwUOSbJqmv1s7e73r7t/8GUrSZK09I1N6FTVDuBa4P1JViQ5FjgJuHJwbJIXJVmTZI8kb6B3Hc353X5uA74InJNkeZI3AT8MXNNtfgVwRpIjkuwDnAVsGumTm9lIXxoT4DFeCB7j0fMYj57HePQW/Binqhb6MaeVZF/gMuCn6F0vs7Gq/izJccDfVNXKbtzPA38A7EPvTNBvV9XH+/ZzML14eQVwN/BrVfV/+ta/F/htYC96AfT2qvr2iJ+eJElaYGMVOpIkSfNpbF66kiRJmm+GjiRJapahs0Cm+x6vJM9PckOSe5NUd32RdsMMx/ink3wqycPdd5z98cC78jRHMxzj1yS5pTvGD3ZjXjDb/vRUc/nOv+47+irJoYsxx6Vuht/jVyd5Msn2vp8Niz3fpWim3+Mka5P8WZJHkjyU5COjnMs4fWBg6/q/x+to4GNJttD7hMgbgQuAzyza7Now3TF+Dr135d0M7An8GfD7wNsXZ5pL2nTH+EvACVV1b/cluR8APgz8p8Wa6BI29BhX1VaAJK8CXrR402vCdL/HAPdW1QGLNbGGzPR7fC3weWAd8Djf/2aDkfBi5AXQfY/XQ8CRU19xkeRK4OtVtbG7vwz4DvDC7vu7tAvmcoz7xv4scF5VvXThZ7p0zfUYd6FzLnBSVR2xGHNdqmY7xt3fE5+n9519W4DDqur2RZvwEjTTMab3P51/aug8PbMc47+l9xbzF1XVvy3EfHzpamFM9z1ew76ZXbtnV47xTzDkgyg1qxmPcZJ1SR6m96nlvwlcuOAzXPpm+z1+D3BzVf3jgs+sHbMd4/2S3J/kjiQXd/9oa9fMdIxfCXwZuLx7mfvzSab7Tst5YegsjF35Hi/tnjkd4yQ/Re//hv/LAs2rJTMe46q6u6r2ofelfWcBty7o7Now7TFOciDwq/i7+3TN9Ht8K72XWZ4PvBY4BrhoISfXiJmO8QHA64CbgOcB/w24PslzRzUZQ2dh7Mr3eGn3zHqMk7yS3vU5bx74Pw3NzZx+j6vqW8Dl9P7y8jrAXTPTMf4D4P1VNfilxdo10x7jqrqvqr5UVU9W1R3A+4CTF3yGS99Mv8c7gTur6tKq+k5V/TnwL8Cxo5qMobMw5vw9XtptMx7jJC8DbgBOr6pPLsL8WrArv8fLgP146l92mtlMx/h44Pe7dw7e16377LB3ZWlGu/J7XPjv5O6Y6Rj/I73j2m+kFwt7MfICSfLn9P5j/jK9U6N/Dfx4VW1NshzYg14FvwS4q6r+dbHmulRNd4yBAJ8E3l1Vf7FoE2zADMf4xfT+EvsKsIbeOy4OraqXL85Ml64ZjvE2fvAf3W8APwZsqaqdCzzNJW2GY7wf8DV6Xx10AL3vRryzqt62ODNdumY4xt8Avgr8OvCnwJvoXZx8eFV9cxRzsVQXzjvpfbfWA8BVwDum3i5K71Te9u72rd197brpjvFvAGuBS/s+G8OzabtnumP8AnrvWHkMuAV4kt5fYNp1Q49xVT3QvbRyX1VNndH5ppGzW6b7PX4ZvY/52NH9eQvw7sWa5BI33e/xt+h97MRv0rtuZyO9d2iOJHLAMzqSJKlhntGRJEnNMnQkSVKzDB1JktQsQ0eSJDXL0JEkSc0ydCRJGoEklyV5IMk/DSw/Kslnk9yS5K+SrO6Wn5Lki30/TyY5ult3TDf+9iT/PUmmecxzk/zmPM1/zyR/0T3m3yc5uFu+JslN3Ud1/I8Ztn9ht93t3X6ePdN+h2z/+iRf7sZtnG2/0zF0JEkajU3A64cs/2NgY1W9FLgO+C2AqvpIVR1dVUcDpwJ3VNUXu20+DPwKcFj3M2y/8+0M4KGqOhS4GPi9bvm/AmfT+yycmfwecHG3/UPd/mba7/ck2YPeB4++ATgC+MUkR8yy36EMHUmSRqCqbga+NWTV4cDN3e3/zfDv0/pF4M8BkjwfWF1Vf1e9D7+7AviZ2R4/ya903w6+Jck1Sfbulm/qzgp9JsnXkrx5ml2cRO976wCuBo5PkqraUVWfohc80z126H0x6tXdosv75jx0vwO7+FHg9qr6WlU90R2Lk2bZ71CGjiRJC2srvX/sAX4OOHDImP9M7xOFoffJ4/f0rbunWzaba6vqR6rqKOCf+cEzH88HXgW8EfjgNNu/gN4XblJV36X3ScZr5vC4dOMe7rYbnPPQ/Sb590n+enDMwPYz7XcoQ0eSpIV1OvDOJJuBVcAT/SuTvAJ4vKr+adjGu+DIJP8vyS3AKcD6vnUf7b6l/UvA/k/zceZFVd1bVf9xvvdr6EiStICq6taqel1VHUPvrM1XB4b8At8/mwPwdXpfMjrlAODrSQ7su3D57UMeahPwru5aoPOA5X3rvt13OwBJfndqf32Pe2C3bhnwHODBOT7NB4F9uu2+N+dd2O/3xgxsP9N+hzJ0JElaQEn26/78IeAs4A/71v0Q8PN01+cAVNU3gEeTvLK7RuWXgOur6l+mLl6uqj/kqVYB30jyLHpndGZUVb/TdzE0wA3Ahu72m4G/rTl+QWY37qZuO7r9XL8L+/08cFj3Dqtn04u/G2bZ71CGjiRJI5DkKuCzwIuT3JNk6hqZX0xyG3ArcC/wJ32b/QTwL1X1tYHdvZPeu7Vup3cG6G+medhlfP9szdnA3wOf7h5rV11K79qZ24H30vum8anndidwEXBa99yOGLL9bwPv7bZf0+1v2v32X6PTXYPzLuDj9K4v+svuG+Zn2u9Qfnu5JEmNSHId8L+q6q9nHfwM4RkdSZIa0F10/CTwicWeyzjxjI4kSWqWZ3QkSVKzDB1JktQsQ0eSJDXL0JEkSc0ydCRJUrP+P4VkVczmTxDMAAAAAElFTkSuQmCC\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Delete vertical bars using the `delete` keyword" + ], + "metadata": { + "id": "aZWuxA0KPDI7" + } + }, + { + "cell_type": "code", + "source": [ + "timebar(2, delete=True)" + ], + "metadata": { + "id": "Xy2Ia2PS4PgK" + }, + "execution_count": 22, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "-fM_DnwS4VQu", + "outputId": "f0f13467-fdc0-492a-b4fc-a607f8782c57" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "`timebar` also accepts keywords for controlling the aesthetics of the vertical bars" + ], + "metadata": { + "id": "BdfESkEqPJ7s" + } + }, + { + "cell_type": "code", + "source": [ + "timebar(2, thick=5, color='pink')" + ], + "metadata": { + "id": "HjfK1V3y4Zj2" + }, + "execution_count": 24, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "m1swuRrO4jii", + "outputId": "2e128e40-27cc-4421-9918-ebbe086d5615" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "LWY99SvQ4kXR" + }, + "execution_count": null, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/PyTplot_legend_options.ipynb b/pyspedas_examples/notebooks/PyTplot_legend_options.ipynb index b10ac9b..8ab7c6f 100644 --- a/pyspedas_examples/notebooks/PyTplot_legend_options.ipynb +++ b/pyspedas_examples/notebooks/PyTplot_legend_options.ipynb @@ -1,893 +1,900 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "PyTplot legend options.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# PyTplot legend options\n", + "\n", + "This notebook shows how to change legend options in tplot figures. \n", + "\n", + "Originally created at the 2022 PyHC Spring Meeting Hackathon" + ], + "metadata": { + "id": "1eLgZ66mR_Fw" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs the version of pytplot used in pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PCYslIp97YLU" + }, + "outputs": [], + "source": [ + "!pip install pytplot-mpl-temp" + ] + }, + { + "cell_type": "code", + "source": [ + "from pytplot import store_data, options, tplot" + ], + "metadata": { + "id": "2Uw_RwB08BXB" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Create a simple tplot variable named data with all values set to 1" + ], + "metadata": { + "id": "IYbVAkivSI_Q" + } + }, + { + "cell_type": "code", + "source": [ + "store_data('data', data={'x': [1, 2, 3, 4, 5, 6], 'y': [1, 1, 1, 1, 1, 1]})" + ], + "metadata": { "colab": { - "name": "PyTplot legend options.ipynb", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" + "base_uri": "https://localhost:8080/" + }, + "id": "_aJXYtSE7byu", + "outputId": "407bcb7c-536a-4f12-f347-4385f4b3ab05" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "execution_count": 3 } + ] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# PyTplot legend options\n", - "\n", - "This notebook shows how to change legend options in tplot figures. \n", - "\n", - "Originally created at the 2022 PyHC Spring Meeting Hackathon" - ], - "metadata": { - "id": "1eLgZ66mR_Fw" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "PCYslIp97YLU" - }, - "outputs": [], - "source": [ - "!pip install pytplot-mpl-temp" - ] - }, - { - "cell_type": "code", - "source": [ - "from pytplot import store_data, options, tplot" - ], - "metadata": { - "id": "2Uw_RwB08BXB" - }, - "execution_count": 5, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Create a simple tplot variable named data with all values set to 1" - ], - "metadata": { - "id": "IYbVAkivSI_Q" - } - }, - { - "cell_type": "code", - "source": [ - "store_data('data', data={'x': [1, 2, 3, 4, 5, 6], 'y': [1, 1, 1, 1, 1, 1]})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "_aJXYtSE7byu", - "outputId": "407bcb7c-536a-4f12-f347-4385f4b3ab05" - }, - "execution_count": 3, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 3 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "By default, no legend is created" - ], - "metadata": { - "id": "G9QLxTF2SLdM" - } - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "6hDVKxUc8DCw", - "outputId": "7cc3dcb7-db8c-4d8a-978b-ce99d8e0d9d0" - }, - "execution_count": 6, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "To add a legend, set the `legend_names` option. \n", - "\n", - "If there are multiple lines in the tplot variable, you'll need to specify an array of strings for each line" - ], - "metadata": { - "id": "T2KnQhLFSN3o" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_names', 'Data at 1')" - ], - "metadata": { - "id": "5RCUzRTh8EFf" - }, - "execution_count": 7, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "QquqL8wM8JGi", - "outputId": "b06b40a3-00c0-464c-b02c-65e2aad27934" - }, - "execution_count": 8, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "By default, the legend uses matplotlib's `best` option for the location. To change this, set the `legend_location` option.\n", - "\n", - "Specifying the `spedas` value in `legend_location` option places the legend on the right-hand side of the panel (like in IDL tplot)" - ], - "metadata": { - "id": "gEpaYD_iSkC-" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_location', 'spedas')" - ], - "metadata": { - "id": "MUEyOMoM8JpB" - }, - "execution_count": 9, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "voJ70_9m8WBZ", - "outputId": "6e3674c3-2136-4884-c368-160c156b65b5" - }, - "execution_count": 10, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "See:\n", - "\n", - "https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.legend.html\n", - "\n", - "For other available options for the legend location. To move the legend to the lower left:" - ], - "metadata": { - "id": "cuNEuLgFTEwM" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_location', 'lower left')" - ], - "metadata": { - "id": "lQVPQ5nj8ZT4" - }, - "execution_count": 11, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "swMWvuNN8n6g", - "outputId": "1aca63c9-7d8e-4512-fca2-3f832415413a" - }, - "execution_count": 12, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the legend location back to the `best` option" - ], - "metadata": { - "id": "et5BVD_fTNU0" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_location', 'best')" - ], - "metadata": { - "id": "z7ZsFLI_8osv" - }, - "execution_count": 13, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "2uLT2SsD8sCG", - "outputId": "50657ac0-4f3d-48a5-9b4a-1be816b301ad" - }, - "execution_count": 14, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Increase the size of the text in the legend" - ], - "metadata": { - "id": "Xtfy0svwTQpt" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_size', 16)" - ], - "metadata": { - "id": "h7Bq0g6Q8sto" - }, - "execution_count": 15, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "JXtf3L8G81ll", - "outputId": "28c9a598-c320-4dd5-f787-be8ab1ec88a7" - }, - "execution_count": 16, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Add a title to the legend" - ], - "metadata": { - "id": "RtB3vDx4TTTG" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_title', 'This is our legend')" - ], - "metadata": { - "id": "1CTAECOC82EN" - }, - "execution_count": 17, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "dmFgdA5E867m", - "outputId": "b9a99601-423a-4f21-8a5d-e3eca14c77b2" - }, - "execution_count": 18, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Increase the size of the legend title" - ], - "metadata": { - "id": "IJJjUuiNTVcN" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_titlesize', 20)" - ], - "metadata": { - "id": "Nvs-Qh2n87XG" - }, - "execution_count": 19, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "Zq95sAB28-hW", - "outputId": "c26a6431-28f6-4d7e-9def-75f71f77d404" - }, - "execution_count": 20, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the color of the legend text" - ], - "metadata": { - "id": "aOOptJ8_TX0U" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_color', 'blue')" - ], - "metadata": { - "id": "P72siD768--e" - }, - "execution_count": 21, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "hu0c6Y4J9H2_", - "outputId": "6dfa848e-a5db-4b53-e608-614e3185616d" - }, - "execution_count": 22, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Add a shadow to the legend" - ], - "metadata": { - "id": "JAYW9DogTcxs" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_shadow', True)" - ], - "metadata": { - "id": "6x-AnBHY9IT8" - }, - "execution_count": 23, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "Cg-Ftzvu9Lbt", - "outputId": "3251bf45-2210-45a6-9848-dc3333e52354" - }, - "execution_count": 24, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Switch the marker to the left-hand side of the legend" - ], - "metadata": { - "id": "JVgn96Y3TfFP" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_markerfirst', True)" - ], - "metadata": { - "id": "eVbXIBmU9L3S" - }, - "execution_count": 25, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "lspTtSXI9RZp", - "outputId": "71cd8370-f6c8-4064-a032-71ee01cb9ac0" - }, - "execution_count": 26, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Add a hexagon marker and increase the size of the marker on the legend" - ], - "metadata": { - "id": "dBV_p8UaTt26" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_markerscale', 3)" - ], - "metadata": { - "id": "992U5KO_9S3t" - }, - "execution_count": 29, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "options('data', 'marker', 'H')" - ], - "metadata": { - "id": "aSCU-lBy9Zo7" - }, - "execution_count": 31, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "324qKG4k9kW9", - "outputId": "6660800d-efac-4202-9597-a72ac8dbaa07" - }, - "execution_count": 32, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Lower the size of the markers in the legend back to the default" - ], - "metadata": { - "id": "KcaoBT6oT6Mw" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_markerscale', 1)" - ], - "metadata": { - "id": "GTbuHAR49k6z" - }, - "execution_count": 33, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "soDa8BaM9nfk", - "outputId": "91f946e4-bc49-4980-8f2b-c9bbb09c54f9" - }, - "execution_count": 34, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the background color of the legend" - ], - "metadata": { - "id": "lyGEQkc_T-5H" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_facecolor', 'pink')" - ], - "metadata": { - "id": "bRecX80e9n5R" - }, - "execution_count": 35, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "_4HjCD439wdZ", - "outputId": "8d91467b-ebf5-4e5e-edf0-e9b195e0d20d" - }, - "execution_count": 36, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the edge color of the legend" - ], - "metadata": { - "id": "DZQI0nIhUCcV" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_edgecolor', 'blue')" - ], - "metadata": { - "id": "azxaP_M99w8l" - }, - "execution_count": 37, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "RRksjHFx92De", - "outputId": "e1afe8cb-41a7-431e-8d63-f7bf9a900463" - }, - "execution_count": 38, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Move the legend back to the right-side of the panel, like in IDL SPEDAS" - ], - "metadata": { - "id": "XC6zbDFSUE5J" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'legend_location', 'spedas')" - ], - "metadata": { - "id": "5Zf0gGSr92iS" - }, - "execution_count": 39, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "HFGM6bnQ99Bh", - "outputId": "443de750-95ab-4986-ca74-5cb0ba3af0cf" - }, - "execution_count": 40, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [ - "" - ], - "metadata": { - "id": "A2T28Bfz99b8" - }, - "execution_count": null, - "outputs": [] + { + "cell_type": "markdown", + "source": [ + "By default, no legend is created" + ], + "metadata": { + "id": "G9QLxTF2SLdM" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "6hDVKxUc8DCw", + "outputId": "7cc3dcb7-db8c-4d8a-978b-ce99d8e0d9d0" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "To add a legend, set the `legend_names` option. \n", + "\n", + "If there are multiple lines in the tplot variable, you'll need to specify an array of strings for each line" + ], + "metadata": { + "id": "T2KnQhLFSN3o" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_names', 'Data at 1')" + ], + "metadata": { + "id": "5RCUzRTh8EFf" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "QquqL8wM8JGi", + "outputId": "b06b40a3-00c0-464c-b02c-65e2aad27934" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "By default, the legend uses matplotlib's `best` option for the location. To change this, set the `legend_location` option.\n", + "\n", + "Specifying the `spedas` value in `legend_location` option places the legend on the right-hand side of the panel (like in IDL tplot)" + ], + "metadata": { + "id": "gEpaYD_iSkC-" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_location', 'spedas')" + ], + "metadata": { + "id": "MUEyOMoM8JpB" + }, + "execution_count": 9, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "voJ70_9m8WBZ", + "outputId": "6e3674c3-2136-4884-c368-160c156b65b5" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "markdown", + "source": [ + "See:\n", + "\n", + "https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.legend.html\n", + "\n", + "For other available options for the legend location. To move the legend to the lower left:" + ], + "metadata": { + "id": "cuNEuLgFTEwM" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_location', 'lower left')" + ], + "metadata": { + "id": "lQVPQ5nj8ZT4" + }, + "execution_count": 11, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "swMWvuNN8n6g", + "outputId": "1aca63c9-7d8e-4512-fca2-3f832415413a" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the legend location back to the `best` option" + ], + "metadata": { + "id": "et5BVD_fTNU0" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_location', 'best')" + ], + "metadata": { + "id": "z7ZsFLI_8osv" + }, + "execution_count": 13, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "2uLT2SsD8sCG", + "outputId": "50657ac0-4f3d-48a5-9b4a-1be816b301ad" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Increase the size of the text in the legend" + ], + "metadata": { + "id": "Xtfy0svwTQpt" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_size', 16)" + ], + "metadata": { + "id": "h7Bq0g6Q8sto" + }, + "execution_count": 15, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "JXtf3L8G81ll", + "outputId": "28c9a598-c320-4dd5-f787-be8ab1ec88a7" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Add a title to the legend" + ], + "metadata": { + "id": "RtB3vDx4TTTG" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_title', 'This is our legend')" + ], + "metadata": { + "id": "1CTAECOC82EN" + }, + "execution_count": 17, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "dmFgdA5E867m", + "outputId": "b9a99601-423a-4f21-8a5d-e3eca14c77b2" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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ULIOOJEkqlkFHkiQVy6AjSZKK1TBBJyJOjIiWiHg5IhZ1U/ekiHgyIp6PiIURMbS6fHJEtNa9MiK+Wi1/b0RsqCuf0w+bJ0mSBkDDBB3gceBMYGFXlSLiYGAecACwA7ATcBpAZj6WmaPaXsAewAbg6tr11NbJzIv6YFskSVIDaJigk5mLM/PnwNPdVJ0DXJiZyzPzWeAMYG4ndT8N3JaZK3trnJIkafBomKCzGaYBy2q+LwMmRsS42koREVSCTv0emwkR8VREPBIR50bEyM5WFBHHVw+ntaxZs6a3xi9JkvrJYAw6o4C1Nd/bPo+uq/c3wETgqpplDwAzge2A9wOzgHM6W1FmXpCZzZnZPH78+C0ctiRJ6m+DMei0AmNqvrd9fqGu3hzg6sxsbVuQmU9m5n2ZuSEzHwG+DhzRp6OVJEkDZjAGneXAjJrvM4CnMrP93J6IGA58jE0PW9VLBuccSJKkHmiYP/IR0RQRw4AhwJCIGBYRTR1U/SlwXERMjYixwHxgUV2dw4FngVvr1vG+iNghKt4KfAu4tpc3RZIkNYiGCTpUAst6KpeOf6r6eX7NvXEmA2TmDcDZVELMY8CjwIK6vuYAF2dm1i3fC7gTeLH6fi/wpb7ZHEmSNNBi0yygjjQ3N2dLS8tAD0OSJNWJiCWZ2dxRWSPt0ZEkSepVBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVKyGCToRcWJEtETEyxGxqJu6J0XEkxHxfEQsjIihNWUrI2J9RLRWXzf2tK0kSSpLwwQd4HHgTGBhV5Ui4mBgHnAAsAOwE3BaXbUPZ+ao6uugzWwrSZIK0TBBJzMXZ+bPgae7qToHuDAzl2fms8AZwNwermZL2kqSpEGmYYLOZpgGLKv5vgyYGBHjapZdEhFrIuLGiJixmW3bRcTx1cNpLWvWrOmt8UuSpH4yGIPOKGBtzfe2z6Or70cBU6gcmroV+GVEjO1h241k5gWZ2ZyZzePHj9/ykUuSpH41GINOKzCm5nvb5xcAMvOOzFyfmesy8yzgOWC/nrSVJEllGYxBZzlQezhqBvBUZnZ2bk8C8TrbSpKkQaxhgk5ENEXEMGAIMCQihkVEUwdVfwocFxFTq4ek5gOLqn1Mjoh9I+LN1fYnA28B7uiurSRJKk/DBB0qoWM9lcu/P1X9PL8aXlojYjJAZt4AnE3l/JvHgEeBBdU+RgPnA88Cq4DZwAfb9th001aSJBUmMnOgxzAoNDc3Z0tLy0APQ5Ik1YmIJZnZ3FFZI+3RkSRJ6lUGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJUrIYJOhFxYkS0RMTLEbGom7onRcSTEfF8RCyMiKHV5RMi4tKIeDwi1kbEHRHxrpp2742IDRHRWvOa08ebJkmSBkjDBB3gceBMYGFXlSLiYGAecACwA7ATcFq1eBRwDzAL2Aa4CLg+IkbVriczR9W8LurdzZAkSY2iYYJOZi7OzJ8DT3dTdQ5wYWYuz8xngTOAudU+Hs7MczLzicx8LTMvAN4M7N6HQ5ckSQ2qYYLOZpgGLKv5vgyYGBHj6itGxEwqQef3NYsnRMRTEfFIRJwbESM7W1FEHF89nNayZs2aXhq+JEnqL4Mx6IwC1tZ8b/s8urZSRIwBLgZOy8y2Og8AM4HtgPdTOcR1TmcryswLMrM5M5vHjx/fO6OXJEn9ZjAGnVZgTM33ts8vtC2IiOHAvwC/zsyz2pZn5pOZeV9mbsjMR4CvA0f0w5glSdIAGIxBZzkwo+b7DOCpzHwaoHoF1s+BPwKf66avZHDOgSRJ6oGG+SMfEU0RMQwYAgyJiGER0dRB1Z8Cx0XE1IgYC8wHFlX72Aq4ClgPzMnMDXXreF9E7BAVbwW+BVzbZxslSZIGVMMEHSqBZT2VS8c/Vf08PyImV+93MxkgM28AzgZuBR4DHgUWVPv4a+BQ4CDguZp75exXLd8LuBN4sfp+L/Cl/tg4SZLU/yIzB3oMg0Jzc3O2tLQM9DAkSVKdiFiSmc0dlTXSHh1JkqReZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYTT2pFBHDgOOAacCwtuWZeWwfjUuSJGmL9XSPzsXAtsDBwH8A2wMv9NWgJEmSekNPg84umXkK8GJmXgR8CHhX3w1LkiRpy/U06LxafX8uIqYDWwMT+mZIkiRJvaNH5+gAF0TE/wPMB64DRgGn9NmoJEmSekFP9+jcnJnPZuZtmblTZk4AbuzNgUTEiRHREhEvR8SibuqeFBFPRsTzEbEwIobWlE2JiFsjYl1EPBARH+hpW0mSVJaeBp2rO1h2VW8OBHgcOBNY2FWliDgYmAccAOwA7AScVlPlUuC/gHHAPwBXRcT4HraVJEkF6fLQVUS8jcol5VtHxP+oKRpDzWXmvSEzF1fX2Uzlqq7OzAEuzMzl1fpnAJcA8yJiN2Bv4KDMXA9cHRH/EzgC+GFXbXtzWyRJUmPo7hyd3YFDgbHAh2uWvwB8to/G1J1pwLU135cBEyNiXLXs4cx8oa58WndtM/Pp+hVFxPHA8QCTJ0/uvS2osWjRIlauXNknfUuS1EimTJnC3Llz+3WdXQadzLwWuDYi3p2Zd/XTmLozClhb873t8+gOytrKJ/Wg7SZBJzMvAC4AaG5uzi0adSf6+z+4JElvJD296uq/IuKLNMadkVupHDpr0/b5hQ7K2srb9vB01VaSJBVmMN4ZeTkwo+b7DOCp6qGn5cBOETG6rnx5D9pKkqTCNMydkSOiqfpMrSHAkIgYFhEd7XH6KXBcREyNiLFU7u2zCCAzVwBLgQXV9ocDe/KXq8Y6bStJksrTSHdGng+sp3IF1Keqn+dHxOSIaI2IyQCZeQNwNnAr8BjwKLCgpp9PAM3As8C3gL/NzDU9bCtJkgoSmd2fYxsRn6GyV2QPKntARgGnZOb/6dPRNZDm5uZsaWkZ6GFIkqQ6EbEkM5s7KuvuPjpfqfl6TPX9vOr7yF4YmyRJUp/p7qqrtpN6dwfeQeU5V1C5p87dfTUoSZKk3tDdfXROA4iI24C9227EFxGnAtf3+egkSZK2QE9PRp4IvFLz/ZXqMkmSpIbV0xsG/hS4OyKuqX7/KF6WLUmSGlyPgk5mfjMi/g3Yr7romMz8r74bliRJ0pbr6R4dMvO3wG/7cCySJEm9qqfn6EiSJA06Bh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSpWQwWdiNgmIq6JiBcj4tGIOLKTemMj4qKIWF19nVpTNjkiWuteGRFfrZa/NyI21JXP6adNlCRJ/ahpoAdQ5zzgFWAiMBO4PiKWZebyunrnAiOAKcAE4OaIeDQzf5KZjwGj2ipGxI7A74Gra9o/npnb99lWSJKkhtAwe3QiYiRwBHBKZrZm5u3AdcDRHVT/MHB2Zq7LzJXAhcCxnXT9aeC2aj1JkvQG0jBBB9gN+HNmrqhZtgyY1kn9qPs8fZMKEUEl6FxUVzQhIp6KiEci4txqyNp0BRHHR0RLRLSsWbOmxxsiSZIaQyMFnVHA83XL1gKjO6h7AzAvIkZHxC5U9uaM6KDe31A5DHZVzbIHqBwW2w54PzALOKejAWXmBZnZnJnN48eP34xNkSRJjaCRgk4rMKZu2RjghQ7qfglYDzwIXAtcCvyxg3pzgKszs7VtQWY+mZn3ZeaGzHwE+DqVQ2aSJKkwjRR0VgBNEbFrzbIZQP2JyGTmM5l5VGZum5nTqGzH3bV1ImI48DE2PWy1SXc01jxIkqRe0jB/4DPzRWAxcHpEjIyIfYHDgIvr60bEzhExLiKGRMQHgeOBM+uqHQ48C9xa1/Z9EbFDVLwV+BaVvUKSJKkwDRN0qk4AhgOrqRyO+kJmLo+I/SKitabeLOBeKoe1zgKO6uAS9DnAxZmZdcv3Au4EXqy+30vlUJgkSSpMbJoD1JHm5uZsaWkZ6GFIkqQ6EbEkM5s7Kmu0PTqSJEm9xqAjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkorVUEEnIraJiGsi4sWIeDQijuyk3tiIuCgiVldfp9aVr4yI9RHRWn3dWFd+UkQ8GRHPR8TCiBjah5slSZIGSEMFHeA84BVgInAUcH5ETOug3rnACGAK8E7g6Ig4pq7OhzNzVPV1UNvCiDgYmAccAOwA7ASc1tsbIkmSBl7DBJ2IGAkcAZySma2ZeTtwHXB0B9U/DJydmesycyVwIXBsD1c1B7gwM5dn5rPAGcDcLR2/JElqPA0TdIDdgD9n5oqaZcuAjvboAETd5+l15ZdExJqIuDEiZtQsn1btt3YdEyNi3CYriDg+IloiomXNmjU93hBJktQYGinojAKer1u2FhjdQd0bgHkRMToidqGyN2dETflRVA5r7QDcCvwyIsbWrGdt3TroaD2ZeUFmNmdm8/jx4zdvayRJ0oBrpKDTCoypWzYGeKGDul8C1gMPAtcClwJ/bCvMzDsyc3310NZZwHPAfp2sp+1zR+uRJEmDWCMFnRVAU0TsWrNsBrC8vmJmPpOZR2Xmtpk5jcp23N1F38lfDnUtr/Zbu46nMvPpLRq9JElqOA0TdDLzRWAxcHpEjIyIfYHDgIvr60bEzhExLiKGRMQHgeOBM6tlkyNi34h4c0QMi4iTgbcAd1Sb/xQ4LiKmVg9nzQcW9fX2SZKk/tcwQafqBGA4sJrK4agvZObyiNgvIlpr6s0C7qVyuOks4KjMbNvzMxo4H3gWWAXMBj7YtscmM28AzqZy7s5jwKPAgr7eMEmS1P8iMwd6DINCc3NztrS0DPQwJElSnYhYkpnNHZU12h4dSZKkXmPQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFaqigExHbRMQ1EfFiRDwaEUd2Um9sRFwUEaurr1NryiZExKUR8XhErI2IOyLiXTXl742IDRHRWvOa0w+bJ0mS+lnTQA+gznnAK8BEYCZwfUQsy8zldfXOBUYAU4AJwM0R8Whm/gQYBdwDfAVYDRxX7WdKZrZW2z+emdv39cZIkqSB1TB7dCJiJHAEcEpmtmbm7cB1wNEdVP8wcHZmrsvMlcCFwLEAmflwZp6TmU9k5muZeQHwZmD3ftkQSZLUMBom6AC7AX/OzBU1y5YB0zqpH3Wfp3dYKWImlaDz+5rFEyLiqYh4JCLOrYasjtoeHxEtEdGyZs2anm6HJElqEI0UdEYBz9ctWwuM7qDuDcC8iBgdEbtQ2Zszor5SRIwBLgZOy8y11cUPUDksth3wfmAWcE5HA8rMCzKzOTObx48fv/lbJEmSBlQjBZ1WYEzdsjHACx3U/RKwHngQuBa4FPhjbYWIGA78C/DrzDyrbXlmPpmZ92Xmhsx8BPg6lUNmkiSpMI0UdFYATRGxa82yGUD9ichk5jOZeVRmbpuZ06hsx91t5RExFPg5lfDzuW7WmzTWPEiSpF7SMH/gM/NFYDFwekSMjIh9gcOoHHraSETsHBHjImJIRHwQOB44s1q2FXAVlT0+czJzQ13b90XEDlHxVuBbVPYKSZKkwjRM0Kk6ARhO5bLwS4EvZObyiNgvIlpr6s0C7qVyWOss4KiaS9D/GjgUOAh4ruZeOftVy/cC7gRerL7fS+VQmCRJKkxk5kCPYVBobm7OlpaWgR6GJEmqExFLMrO5o7JG26MjSZLUaww6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYDRV0ImKbiLgmIl6MiEcj4shO6o2NiIsiYnX1dWpd+ZSIuDUi1kXEAxHxgbrykyLiyYh4PiIWRsTQPtwsSZI0QBoq6ADnAa8AE4GjgPMjYloH9c4FRgBTgHcCR0fEMTXllwL/BYwD/gG4KiLGA0TEwcA84ABgB2An4LS+2BhJkjSwGiboRMRI4AjglMxszczbgeuAozuo/mHg7Mxcl5krgQuBY6v97AbsDSzIzPWZeTVwb7VvgDnAhZm5PDOfBc4A5vbdlkmSpIHSNNADqLEb8OfMXFGzbBmwfyf1o+7z9OrnacDDmflCXT/TasqvrSubGBHjMvPpjVYQcTxwfPVra0T8d083ZjO8BfhTH/Srv3CO+55z3Pec477nHPe9vprjHToraKSgMwp4vm7ZWmB0B3VvAOZFxBwqh7mOpXIoq62ftR30M6mT8rbPo4GNgk5mXgBc0PNN2HwR0ZKZzX25jjc657jvOcd9zznue85x3xuIOW6YQ1dAKzCmbtkY4IUO6n4JWA88SGXvzKXAH3vYT3152+eO1iNJkgaxRgo6K4CmiNi1ZtkMYHl9xcx8JjOPysxtM3Male24u1q8HNgpIkZ30s/y6vfasqfqD1tJkqTBr2GCTma+CCwGTo+IkRGxL3AYcHF93YjYOSLGRcSQiPgglfNozqz2swJYCiyIiGERcTiwJ3B1tflPgeMiYmpEjAXmA4v6dOO61qeHxgQ4x/3BOe57znHfc477Xr/PcWRmf6+zUxGxDbAQOJDK+TLzMvOfI2I/4N8yc1S13seB7wJjqewJ+kZm/rKmnylUwsu7gMeAL2bmTTXlXwG+AQynEoA+n5kv9/HmSZKkftZQQUeSJKk3NcyhK0mSpN5m0JEkScUy6PSTzp7jFRHbRcR1EfF4RGT1/CK9Dl3M8Yci4vaIeK76jLMf112Vpx7qYo7fFxH3Vuf46WqdSd31p0315Jl/1Wf0ZUTsMhBjHOy6+B2/NyI2RERrzWvOQI93MOrqdxwR4yPinyNibUQ8GxGX9OVYGumGgaWrfY7XTOD6iFhG5Q6RNwBnAXcO2OjK0Nkcb03lqrzbgKHAPwPfBj4/MMMc1Dqb4/uAgzPz8epDcs8Azgc+MlADHcQ6nOPMXA4QEX8D7DxwwytCZ79jgMczc/uBGlhBuvodLwbuASYD6/jLkw36hCcj94Pqc7yeBaa3PeIiIi4GVmXmvOr3JuBVYMfq87u0GXoyxzV1/wdwWmbu0f8jHbx6OsfVoHMqcFhmTh2IsQ5W3c1x9d+Je6g8s28ZsGtm/n7ABjwIdTXHVP6n82cGnS3TzRzfQuUS850z87X+GI+HrvpHZ8/x6ujJ7Hp9NmeO30MHN6JUt7qc44iYHBHPUblr+deAs/t9hINfd7/jk4DbMvN3/T6ycnQ3xxMi4qmIeCQizq3+0dbm6WqO9wH+G7ioepj7nojo7JmWvcKg0z825zleen16NMcRcSCV/xv+x34aV0m6nOPMfCwzx1J5aN984IF+HV0ZOp3jiHgr8Dn87W6prn7HD1A5zLId8H5gFnBOfw6uEF3N8fbAQcCtwLbA/wtcGxFv6avBGHT6x+Y8x0uvT7dzHBH7UDk/52/r/k9DPdOj33FmPgNcROUfL88D3DxdzfF3gdMzs/6hxdo8nc5xZj6Zmfdl5obMfAT4OnBEv49w8Ovqd7weWJmZF2bmq5l5GfAHYN++GoxBp3/0+Dleet26nOOI2Au4Djg2M28egPGVYHN+x03ABDb9x05d62qODwC+Xb1y8Mlq2V0dXZWlLm3O7zjx7+Tr0dUc/47KvNbq05OFPRm5n0TEZVT+Y36Gyq7RXwB/nZnLI2IYMIRKCn4b8GhmvjRQYx2sOptjIICbgS9l5uUDNsACdDHHu1P5R+xBYByVKy52ycy9B2akg1cXc7yGjf/oPgG8G1iWmev7eZiDWhdzPAF4mMqjg7an8mzElZl5zMCMdPDqYo6fAB4C/ifwM+BwKicn75aZf+qLsZhU+88JVJ6ttRq4FPhC2+WiVHbltVY/P1D9rs3X2Rx/FRgPXFhzbwz3pr0+nc3xJCpXrLwA3AtsoPIPmDZfh3Ocmaurh1aezMy2PTp/MuS8Lp39jveicpuPF6vv9wJfGqhBDnKd/Y6foXLbia9ROW9nHpUrNPsk5IB7dCRJUsHcoyNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmS+kBELIyI1RHxf+uWz4iIuyLi3oj4l4gYU11+VEQsrXltiIiZ1bJZ1fq/j4jvRUR0ss5TI+JrvTT+oRFxeXWdv4mIKdXl4yLi1uqtOn7QRfsdq+1+X+3nzV3120H72RHx39V687rrtzMGHUmS+sYiYHYHy38MzMvMPYBrgJMBMvOSzJyZmTOBo4FHMnNptc35wGeBXauvjvrtbccBz2bmLsC5wP+uLn8JOIXKvXC68r+Bc6vtn63211W/7SJiCJUbj34QmAp8MiKmdtNvhww6kiT1gcy8DXimg6LdgNuqn/+djp+n9UngMoCI2A4Yk5m/zsrN734KfLS79UfEZ6tPB18WEVdHxIjq8kXVvUJ3RsTDEfG3nXRxGJXn1gFcBRwQEZGZL2bm7VQCT2frDioPRr2quuiimjF32G9dF+8Efp+ZD2fmK9W5OKybfjtk0JEkqX8tp/LHHuBjwFs7qPN3VO4oDJU7j/+xpuyP1WXdWZyZ78jMGcD9bLznYzvgb4BDgW910n4SlQdukpl/pnIn43E9WC/Ves9V29WPucN+I+KvIuIX9XXq2nfVb4cMOpIk9a9jgRMiYgkwGniltjAi3gWsy8z/21HjzTA9Iv4zIu4FjgKm1ZT9vPqU9vuAiVu4nl6RmY9n5iG93a9BR5KkfpSZD2TmQZk5i8pem4fqqnyCv+zNAVhF5SGjbbYHVkXEW2tOXP58B6taBJxYPRfoNGBYTdnLNZ8DICK+2dZfzXrfWi1rArYGnu7hZj4NjK22ax/zZvTbXqeufVf9dsigI0lSP4qICdX3NwHzgR/WlL0J+DjV83MAMvMJ4PmI2Kd6jsqngWsz8w9tJy9n5g/Z1GjgiYjYisoenS5l5j/UnAwNcB0wp/r5b4FbsocPyKzWu7Xajmo/125Gv/cAu1avsHozlfB3XTf9dsigI0lSH4iIS4G7gN0j4o8R0XaOzCcjYgXwAPA48JOaZu8B/pCZD9d1dwKVq7V+T2UP0L91stom/rK35hTgN8Ad1XVtrgupnDvze+ArVJ403rZtK4FzgLnVbZvaQftvAF+pth9X7a/TfmvP0ameg3Mi8Esq5xddUX3CfFf9dsinl0uSVIiIuAb4UWb+otvKbxDu0ZEkqQDVk443ADcO9FgaiXt0JElSsdyjI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWP8/z8bSt2Sdjt8AAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Increase the size of the legend title" + ], + "metadata": { + "id": "IJJjUuiNTVcN" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_titlesize', 20)" + ], + "metadata": { + "id": "Nvs-Qh2n87XG" + }, + "execution_count": 19, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "Zq95sAB28-hW", + "outputId": "c26a6431-28f6-4d7e-9def-75f71f77d404" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the color of the legend text" + ], + "metadata": { + "id": "aOOptJ8_TX0U" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_color', 'blue')" + ], + "metadata": { + "id": "P72siD768--e" + }, + "execution_count": 21, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "hu0c6Y4J9H2_", + "outputId": "6dfa848e-a5db-4b53-e608-614e3185616d" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Add a shadow to the legend" + ], + "metadata": { + "id": "JAYW9DogTcxs" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_shadow', True)" + ], + "metadata": { + "id": "6x-AnBHY9IT8" + }, + "execution_count": 23, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "Cg-Ftzvu9Lbt", + "outputId": "3251bf45-2210-45a6-9848-dc3333e52354" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Switch the marker to the left-hand side of the legend" + ], + "metadata": { + "id": "JVgn96Y3TfFP" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_markerfirst', True)" + ], + "metadata": { + "id": "eVbXIBmU9L3S" + }, + "execution_count": 25, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "lspTtSXI9RZp", + "outputId": "71cd8370-f6c8-4064-a032-71ee01cb9ac0" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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GjBmMHDmSM844g2uvvZaBAwfyoQ99iHvvvZdvfOMbAKvdYBDgs5/9LFOnTuV73/set99+O7/85S8ZMmQI73nPe/jUpz7VoRsytudrX/sa48aN47vf/S6zZs1i2LBh7LvvvpxzzjnN1qErROU+O2pPXV1ddtexWUlqzZw5c9b6LsN6d3rnnXfYYostWLZs2cqTr9c3c+bM4U9/+hPLly/nmGOOaVYfEXMys/k173iOjiRJRXjttdeaPf09MznzzDN56qmnOOSQQ3poZj3LQ1eSJBXgvvvu49BDD2WfffZh0qRJNDQ0cN999/HAAw8wYcKEFp9w/25g0JEkqQDbbLMNBx54IHfffTc333wzb7/9NptuuinHHnss//t//2/GjBnT01PsEQYdSZIKsPnmm6/2/CtVeI6OJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1J0rvKrFkQseo1ZAhMmgSHHALXXQdr+wjIBx6A006DV1/tvLl21JNPVpb9+OMda3/XXXDkkbD99tCvX2X9S2XQkSS9K/3kJ3DvvXDzzXDGGTBwIPzDP8BHPgJvvrnm4z3wAJx+es8FndNP73jQ+c1v4M47YcoUeO97u3RqPc6gI0l6V5o2DT74QdhjDzj8cLjmmsoendtug29+s6dn17VOOQX++le49lqYOrWnZ9O1DDqSJFV98pNw8MFw8cVQ+yDwU0+FHXeE4cNh441hr73gvvtW1c+aBZ//fOX9VlutOiz25JOVsvPPh513hpEjYcSISsD6xS86Nqf2+v72t7DnnpX3H/nIqmX/9retj9nnXfTb/120qpIkte+AA+Ctt6C+flXZs8/C8cfD7NmVUDNmDHzoQ/DQQ5X6j34UTj658r7xkNi998K4cZWyJ5+EY46p1F17LdTVwYEHwi23tD+f9vruuCNccEHl/XnnrVr2jjt2wsYogA/1lCStlVmzZvFk4y6LHjBp0iSOPPLITh934sTKz+efX1X2ox+tev/OO7DffpXzW370I/iP/4DRo2Hy5Er9tGmw5Zarj/nv/77q/YoVsPfeMH8+XHhhZay2tNd3+HDYbrtK/XvfW9njo1UMOpKktdIVIaM3aLzqKmJV2a9/Df/6r/Dgg6ufbLz55h0bc86cyuGv+++HhQtXLWObbbq2rzx0JUnSap5+uvKz8bDTH/5QOZw1dChccknl3Jz776+cxPu3v3VsvL33rgSkH/4Q7rmn0n+//drvvy59VeEeHUmSavziFzBoEEyfXvl8ww2Ve83ceCP077+q3aJFlZOD23PLLbB4ceWKrk03XVVee7JzV/RVhXt0JEmquuEGuOkm+NKXYPDgStnSpdC37+qHsm67DZ56avW+AwdWfja9B09jKKkNSfPnw913tz+fjvZtbdlyj44k6V3qgQfg5Zdh2bJKaPm//7dyZdNHPgJnnbWq3X77wQ9+ULmT8Oc/XwkaZ5wB48evPl7jCcEXXABHHFEJJ+97H/z931f2CH3uc/D1r1dOcj711MpJzytWtD3HjvbdeutKu0svrVyGPnBg5RyeYcNaHnfhQrjjjsr7p56qBKrrr1+1Ho3rUgL36EiS3pU+/enK/Wn23Re+9a3KJeXXXFM5XDRo0Kp2++5buWz77rsrl3VfeilccUXzK6umTq08huHnP4fddoOddoLnnqtcnXXVVbBgARx0EJxzDpx9duXy9PZ0tO+oUZX77cydW7kB4k47VU5ibs28eZX1//SnK3dIXrhw1efrruvwJlwvRK7tQz3eZerq6rK+9qYKktQD5syZw/TGk0ekd4k5c+bwpz/9ieXLl3PMMcc0q4+IOZlZ11Jf9+hIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44krWdWtHdNslSQdf2+G3QkaT0yYMAAlnpbXL2LLF26dJ3CjkFHktYj48eP59FHH6WhocE9OyraihUraGhoYP78+bzwwgu8/fbbDGy8BfQa8M7IkrQeGTlyJM899xzz5s2jXz//CVfZVqxYwQsvvMDrr7/O4sWL2XXXXdd4DP+WSNJ6Ztttt+WWW27hscceA8Abv6pkEUFEMH78eKZOnbrG/XtN0ImIrwJHAn8HXJ2ZR7bR9njgRGAwcD3w5cx8KyImAg83aT4E+EZmfi8iPgzcBtQe4P7HzLy8k1ZDkrpcv379OOCAA1i4cCEvv/yyh7BUtIhgo402YpNNNqFv375r3L/XBB3gOeBMYF9gg9YaRcS+wEnAXtU+PwVOB07KzKeAoTVtNwceA26oXU5m1jzsXpLWP3369GHs2LGMHTu2p6ci9Wq95mTkzLwxM38GvNJO0yOASzJzXmYuAs6gsieoJZ8DfpeZT3bWPCVJ0vqj1wSdNTAFmFvzeS4wNiJG1TaKiKASdJoelhoTES9GxBMRcW5EDGltQRExMyLqI6J+4cKFnTV/SZLUTdbHoDMUWFzzufH9sCbtdgPGUjmHp9EjwDRgHJVDX9OB77e2oMy8KDPrMrNu9OjR6zhtSZLU3dbHoNMADK/53Ph+SZN2RwA3ZGZDY0FmvpCZD2fmisx8Avgm8Mkuna0kSeox62PQmQfUXl82FXgxM1ee2xMRGwCfpvlhq6aS9XMbSJKkDug1v+Qjol9EDAL6An0jYlBEtHRV2BXA0RGxXUSMAE4GZjVpcwiwCLi9yTL2jIjNomICcDYwu5NXRZIk9RK9JuhQCSxvUrl0/LPV9ydHxMSIaKjeI4fMvAU4h0qIeQpYAJzaZKwjgCuz+V20dgDuAd6o/nwIOLZrVkeSJPW08I6aHVNXV5f19fU9PQ1JktRERMzJzLqW6nrTHh1JkqROZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScXqNUEnIr4aEfUR8VZEzGqn7fER8UJEvB4Rl0bEwJq6JyPizYhoqL5+2dG+kiSpLL0m6ADPAWcCl7bVKCL2BU4C9gY2A7YATm/S7GOZObT62mcN+0qSpEL0mqCTmTdm5s+AV9ppegRwSWbOy8xFwBnAkR1czLr0lSRJ65leE3TWwBRgbs3nucDYiBhVU3ZVRCyMiF9GxNQ17LtSRMysHk6rX7hwYWfNX5IkdZP1MegMBRbXfG58P6z6cwYwicqhqduBWyNiRAf7riYzL8rMusysGz169LrPXJIkdav1Meg0AMNrPje+XwKQmXdn5puZuTQzzwJeA3bvSF9JklSW9THozANqD0dNBV7MzNbO7Ukg1rKvJElaj/WaoBMR/SJiENAX6BsRgyKiXwtNrwCOjojtqoekTgZmVceYGBG7RsSAav8TgI2Bu9vrK0mSytNrgg6V0PEmlcu/P1t9f3I1vDRExESAzLwFOIfK+TdPAQuAU6tjDAMuBBYBzwL7Afs37rFpp68kSSpMZGZPz2G9UFdXl/X19T09DUmS1EREzMnMupbqetMeHUmSpE5l0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxeo1QScivhoR9RHxVkTMaqft8RHxQkS8HhGXRsTAavmYiLg6Ip6LiMURcXdEfKCm34cjYkVENNS8jujiVZMkST2k1wQd4DngTODSthpFxL7AScDewGbAFsDp1eqhwP3AdGAkcDnwi4gYWruczBxa87q8c1dDkiT1Fr0m6GTmjZn5M+CVdpoeAVySmfMycxFwBnBkdYzHM/P7mfl8Zr6TmRcBA4BtunDqkiSpl+o1QWcNTAHm1nyeC4yNiFFNG0bENCpB57Ga4jER8WJEPBER50bEkNYWFBEzq4fT6hcuXNhJ05ckSd1lfQw6Q4HFNZ8b3w+rbRQRw4ErgdMzs7HNI8A0YBywF5VDXN9vbUGZeVFm1mVm3ejRoztn9pIkqdusj0GnARhe87nx/ZLGgojYAPg5cF9mntVYnpkvZObDmbkiM58Avgl8shvmLEmSesD6GHTmAVNrPk8FXszMVwCqV2D9DHgG+GI7YyXr5zaQJEkd0Gt+yUdEv4gYBPQF+kbEoIjo10LTK4CjI2K7iBgBnAzMqo7RH7geeBM4IjNXNFnGnhGxWVRMAM4GZnfZSkmSpB7Va4IOlcDyJpVLxz9bfX9yREys3u9mIkBm3gKcA9wOPAUsAE6tjrELcCCwD/Bazb1ydq/W7wDcA7xR/fkQcGx3rJwkSep+kZk9PYf1Ql1dXdbX1/f0NCRJUhMRMScz61qq6017dCRJkjqVQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGL160ijiBgEHA1MAQY1lmfmUV00L0mSpHXW0T06VwKbAPsCdwCbAku6alKSJEmdoaNBZ8vMPAV4IzMvBz4KfKDrpiVJkrTuOhp0lld/vhYR2wMbAmO6ZkqSJEmdo0Pn6AAXRcRGwMnATcBQ4JQum5UkSVIn6Ogend9k5qLM/F1mbpGZY4BfduZEIuKrEVEfEW9FxKx22h4fES9ExOsRcWlEDKypmxQRt0fE0oh4JCL+vqN9JUlSWToadG5ooez6zpwI8BxwJnBpW40iYl/gJGBvYDNgC+D0miZXA38ERgHfAq6PiNEd7CtJkgrS5qGriNiWyiXlG0bEJ2qqhlNzmXlnyMwbq8uso3JVV2uOAC7JzHnV9mcAVwEnRcTWwI7APpn5JnBDRBwHfBL4z7b6dua6SJKk3qG9c3S2AQ4ERgAfqylfAnyhi+bUninA7JrPc4GxETGqWvd4Zi5pUj+lvb6Z+UrTBUXETGAmwMSJEztvDWrMmjWLJ598skvGliSpN5k0aRJHHnlkty6zzaCTmbOB2RGxc2be201zas9QYHHN58b3w1qoa6wf34G+zYJOZl4EXARQV1eX6zTrVnT3H7gkSe8mHb3q6o8R8Y/0jjsjN1A5dNao8f2SFuoa6xv38LTVV5IkFWZ9vDPyPGBqzeepwIvVQ0/zgC0iYliT+nkd6CtJkgrTa+6MHBH9qs/U6gv0jYhBEdHSHqcrgKMjYruIGEHl3j6zADJzPvAAcGq1/yHA+1h11VirfSVJUnl6052RTwbepHIF1Ger70+OiIkR0RAREwEy8xbgHOB24ClgAXBqzTj/C6gDFgFnA5/KzIUd7CtJkgoSme2fYxsRx1DZK/J3VPaADAVOycz/06Wz60Xq6uqyvr6+p6chSZKaiIg5mVnXUl1799H5Ws3Hz1d/XlD9OaQT5iZJktRl2rvqqvGk3m2Anag85woq99T5fVdNSpIkqTO0dx+d0wEi4nfAjo034ouI04BfdPnsJEmS1kFHT0YeCyyr+bysWiZJktRrdfSGgVcAv4+In1Y/fxwvy5YkSb1ch4JOZv5rRPw3sHu16POZ+ceum5YkSdK66+geHTLzD8AfunAukiRJnaqj5+hIkiStdww6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJUrF4VdCJiZET8NCLeiIgFEXFYK+1GRMTlEfFS9XVaTd3EiGho8sqI+Hq1/sMRsaJJ/RHdtIqSJKkb9evpCTRxAbAMGAtMA34REXMzc16TducCg4FJwBjgNxGxIDMvy8yngKGNDSNic+Ax4Iaa/s9l5qZdthaSJKlX6DV7dCJiCPBJ4JTMbMjMu4CbgMNbaP4x4JzMXJqZTwKXAEe1MvTngN9V20mSpHeRXhN0gK2BtzNzfk3ZXGBKK+2jyfvtmzWICCpB5/ImVWMi4sWIeCIizq2GrOYLiJgZEfURUb9w4cIOr4gkSeodelPQGQq83qRsMTCshba3ACdFxLCI2JLK3pzBLbTbjcphsOtryh6hclhsHLAXMB34fksTysyLMrMuM+tGjx69BqsiSZJ6g94UdBqA4U3KhgNLWmh7LPAm8CgwG7gaeKaFdkcAN2RmQ2NBZr6QmQ9n5orMfAL4JpVDZpIkqTC9KejMB/pFxFY1ZVOBpicik5mvZuaMzNwkM6dQWY/f17aJiA2AT9P8sFWz4ehd20GSJHWSXvMLPjPfAG4Evh0RQyJiV+Bg4MqmbSNickSMioi+EbE/MBM4s0mzQ4BFwO1N+u4ZEZtFxQTgbCp7hSRJUmF6TdCp+gqwAfASlcNRX87MeRGxe0Q01LSbDjxE5bDWWcCMFi5BPwK4MjOzSfkOwD3AG9WfD1E5FCZJkgoTzXOAWlJXV5f19fU9PQ1JktRERMzJzLqW6nrbHh1JkqROY9CRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScXqVUEnIkZGxE8j4o2IWBARh7XSbkREXB4RL1VfpzWpfzIi3oyIhurrl03qj4+IFyLi9Yi4NCIGduFqSZKkHtKrgg5wAbAMGAvMAC6MiCkttDsXGAxMAt4PHB4Rn2/S5mOZObT62qexMCL2BU4C9gY2A7YATu/sFZEkST2v1wSdiBgCfBI4JTMbMvMu4Cbg8Baafww4JzOXZuaTwCXAUR1c1BHAJZk5LzMXAWcAR67r/CVJUu/Ta4IOsDXwdmbOrymbC7S0Rwcgmrzfvkn9VRGxMCJ+GRFTa8qnVMetXcbYiBjVbAERMyOiPiLqFy5c2OEVkSRJvUNvCjpDgdeblC0GhrXQ9hbgpIgYFhFbUtmbM7imfgaVw1qbAbcDt0bEiJrlLG6yDFpaTmZelJl1mVk3evToNVsbSZLU43pT0GkAhjcpGw4saaHtscCbwKPAbOBq4JnGysy8OzPfrB7aOgt4Ddi9leU0vm9pOZIkaT3Wm4LOfKBfRGxVUzYVmNe0YWa+mpkzMnOTzJxCZT1+38bYyapDXfOq49Yu48XMfGWdZi9JknqdXhN0MvMN4Ebg2xExJCJ2BQ4GrmzaNiImR8SoiOgbEfsDM4Ezq3UTI2LXiBgQEYMi4gRgY+DuavcrgKMjYrvq4ayTgVldvX6SJKn79ZqgU/UVYAPgJSqHo76cmfMiYveIaKhpNx14iMrhprOAGZnZuOdnGHAhsAh4FtgP2L9xj01m3gKcQ+XcnaeABcCpXb1ikiSp+0Vm9vQc1gt1dXVZX1/f09OQJElNRMSczKxrqa637dGRJEnqNAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklSsXhV0ImJkRPw0It6IiAURcVgr7UZExOUR8VL1dVpN3ZiIuDoinouIxRFxd0R8oKb+wxGxIiIaal5HdMPqSZKkbtavpyfQxAXAMmAsMA34RUTMzcx5TdqdCwwGJgFjgN9ExILMvAwYCtwPfA14CTi6Os6kzGyo9n8uMzft6pWRJEk9q9fs0YmIIcAngVMysyEz7wJuAg5vofnHgHMyc2lmPglcAhwFkJmPZ+b3M/P5zHwnMy8CBgDbdMuKSJKkXqPXBB1ga+DtzJxfUzYXmNJK+2jyfvsWG0VMoxJ0HqspHhMRL0bEExFxbjVktdR3ZkTUR0T9woULO7oekiSpl+hNQWco8HqTssXAsBba3gKcFBHDImJLKntzBjdtFBHDgSuB0zNzcbX4ESqHxcYBewHTge+3NKHMvCgz6zKzbvTo0Wu+RpIkqUf1pqDTAAxvUjYcWNJC22OBN4FHgdnA1cAztQ0iYgPg58B9mXlWY3lmvpCZD2fmisx8AvgmlUNmkiSpML0p6MwH+kXEVjVlU4GmJyKTma9m5ozM3CQzp1BZj9831kfEQOBnVMLPF9tZbtK7toMkSeokveYXfGa+AdwIfDsihkTErsDBVA49rSYiJkfEqIjoGxH7AzOBM6t1/YHrqezxOSIzVzTpu2dEbBYVE4CzqewVkiRJhek1QafqK8AGVC4Lvxr4cmbOi4jdI6Khpt104CEqh7XOAmbUXIK+C3AgsA/wWs29cnav1u8A3AO8Uf35EJVDYZIkqTCRmT09h/VCXV1d1tfX9/Q0JElSExExJzPrWqrrbXt0JEmSOo1BR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVy6AjSZKKZdCRJEnFMuhIkqRiGXQkSVKxDDqSJKlYBh1JklQsg44kSSqWQUeSJBXLoCNJkopl0JEkScUy6EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5IkFcugI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWAYdSZJULIOOJEkqlkFHkiQVq1cFnYgYGRE/jYg3ImJBRBzWSrsREXF5RLxUfZ3WpH5SRNweEUsj4pGI+Psm9cdHxAsR8XpEXBoRA7twtSRJUg/pVUEHuABYBowFZgAXRsSUFtqdCwwGJgHvBw6PiM/X1F8N/BEYBXwLuD4iRgNExL7AScDewGbAFsDpXbEykiSpZ/WaoBMRQ4BPAqdkZkNm3gXcBBzeQvOPAedk5tLMfBK4BDiqOs7WwI7AqZn5ZmbeADxUHRvgCOCSzJyXmYuAM4Aju27NJElST+nX0xOosTXwdmbOrymbC+zRSvto8n776vspwOOZuaTJOFNq6mc3qRsbEaMy85XVFhAxE5hZ/dgQEX/p6MqsgY2Bl7tgXK3iNu56buOu5zbuem7jrtdV23iz1ip6U9AZCrzepGwxMKyFtrcAJ0XEEVQOcx1F5VBW4ziLWxhnfCv1je+HAasFncy8CLio46uw5iKiPjPrunIZ73Zu467nNu56buOu5zbuej2xjXvNoSugARjepGw4sKSFtscCbwKPUtk7czXwTAfHaVrf+L6l5UiSpPVYbwo684F+EbFVTdlUYF7Thpn5ambOyMxNMnMKlfX4fbV6HrBFRAxrZZx51c+1dS82PWwlSZLWf70m6GTmG8CNwLcjYkhE7AocDFzZtG1ETI6IURHRNyL2p3IezZnVceYDDwCnRsSgiDgEeB9wQ7X7FcDREbFdRIwATgZmdenKta1LD40JcBt3B7dx13Mbdz23cdfr9m0cmdndy2xVRIwELgU+QuV8mZMy88cRsTvw35k5tNruM8APgBFU9gSdmJm31owziUp4+QDwFPCPmfnrmvqvAScCG1AJQF/KzLe6ePUkSVI361VBR5IkqTP1mkNXkiRJnc2gI0mSimXQ6SatPccrIsZFxE0R8VxEZPX8Iq2FNrbxRyPiroh4rfqMsx81uSpPHdTGNt4zIh6qbuNXqm3GtzeemuvIM/+qz+jLiNiyJ+a4vmvje/zhiFgREQ01ryN6er7ro7a+xxExOiJ+HBGLI2JRRFzVlXPpTTcMLF3tc7ymAb+IiLlU7hB5C3AWcE+Pza4MrW3jDalclfc7YCDwY+C7wJd6Zprrtda28cPAvpn5XPUhuWcAFwIH9dRE12MtbuPMnAcQEbsBk3tuekVo7XsM8FxmbtpTEytIW9/jG4H7gYnAUlY92aBLeDJyN6g+x2sRsH3jIy4i4krg2cw8qfq5H7Ac2Lz6/C6tgY5s45q2nwBOz8y/6/6Zrr86uo2rQec04ODM3K4n5rq+am8bV/+duJ/KM/vmAltl5mM9NuH1UFvbmMp/Ov/LoLNu2tnGt1G5xHxyZr7THfPx0FX3aO05Xi09mV1rZ0228Ydo4UaUaleb2zgiJkbEa1TuWv4N4Jxun+H6r73v8fHA7zLzwW6fWTna28ZjIuLFiHgiIs6t/tLWmmlrG38Q+AtwefUw9/0R0dozLTuFQad7rMlzvLR2OrSNI+IjVP43/P9107xK0uY2zsynMnMElYf2nQw80q2zK0Or2zgiJgBfxO/uumrre/wIlcMs44C9gOnA97tzcoVoaxtvCuwD3A5sAnwPmB0RG3fVZAw63WNNnuOltdPuNo6ID1I5P+dTTf6noY7p0Pc4M18FLqfyj5fnAa6ZtrbxD4BvZ2bThxZrzbS6jTPzhcx8ODNXZOYTwDeBT3b7DNd/bX2P3wSezMxLMnN5Zl4DPA3s2lWTMeh0jw4/x0trrc1tHBE7ADcBR2Xmb3pgfiVYk+9xP2AMzf+xU9va2sZ7A9+tXjn4QrXu3pauylKb1uR7nPh7cm20tY0fpLJda3XpycKejNxNIuIaKn+Yx1DZNXozsEtmzouIQUBfKil4W2BBZv6tp+a6vmptGwMB/AY4NjOv7bEJFqCNbbwNlX/EHgVGUbniYsvM3LFnZrr+amMbL2T1X7rPAzsDczPzzW6e5nqtjW08BnicyqODNqXybMQnM/PzPTPT9Vcb2/h54K/AccB/AYdQOTl568x8uSvmYlLtPl+h8mytl4CrgS83Xi5KZVdeQ/X9I9XPWnOtbeOvA6OBS2rujeHetLXT2jYeT+WKlSXAQ8AKKv+Aac21uI0z86XqoZUXMrNxj87Lhpy10tr3eAcqt/l4o/rzIeDYnprkeq617/GrVG478Q0q5+2cROUKzS4JOeAeHUmSVDD36EiSpGIZdCRJUrEMOpIkqVgGHUmSVCyDjiRJKpZBR5KkLhARl0bESxHxpyblUyPi3oh4KCJ+HhHDq+UzIuKBmteKiJhWrZtebf9YRJwXEdHKMk+LiG900vwHRsS11WX+T0RMqpaPiojbq7fqOL+N/ptX+z1WHWdAW+O20H+/iPhLtd1J7Y3bGoOOJEldYxawXwvlPwJOysy/A34KnACQmVdl5rTMnAYcDjyRmQ9U+1wIfAHYqvpqadzOdjSwKDO3BM4FvlMt/xtwCpV74bTlO8C51f6LquO1Ne5KEdGXyo1H9we2A/4hIrZrZ9wWGXQkSeoCmfk74NUWqrYGfld9/ytafp7WPwDXAETEOGB4Zt6XlZvfXQF8vL3lR8QXqk8HnxsRN0TE4Gr5rOpeoXsi4vGI+FQrQxxM5bl1ANcDe0dEZOYbmXkXlcDT2rKDyoNRr68WXV4z5xbHbTLE+4HHMvPxzFxW3RYHtzNuiww6kiR1r3lUftkDfBqY0EKbQ6ncURgqdx5/pqbumWpZe27MzJ0ycyrwZ1bf8zEO2A04EDi7lf7jqTxwk8x8m8qdjEd1YLlU271W7dd0zi2OGxHviYibm7Zp0r+tcVtk0JEkqXsdBXwlIuYAw4BltZUR8QFgaWb+qaXOa2D7iLgzIh4CZgBTaup+Vn1K+8PA2HVcTqfIzOcy84DOHtegI0lSN8rMRzJzn8ycTmWvzV+bNPlfrNqbA/AslYeMNtoUeDYiJtScuPylFhY1C/hq9Vyg04FBNXVv1bwPgIj418bxapY7oVrXD9gQeKWDq/kKMKLab+Wc12DclW2a9G9r3BYZdCRJ6kYRMab6sw9wMvCfNXV9gM9QPT8HIDOfB16PiA9Wz1H5HDA7M59uPHk5M/+T5oYBz0dEfyp7dNqUmd+qORka4CbgiOr7TwG3ZQcfkFltd3u1H9VxZq/BuPcDW1WvsBpAJfzd1M64LTLoSJLUBSLiauBeYJuIeCYiGs+R+YeImA88AjwHXFbT7UPA05n5eJPhvkLlaq3HqOwB+u9WFtuPVXtrTgH+B7i7uqw1dQmVc2ceA75G5Unjjev2JPB94Mjqum3XQv8Tga9V+4+qjtfquLXn6FTPwfkqcCuV84uuqz5hvq1xW+TTyyVJKkRE/BS4ODNvbrfxu4R7dCRJKkD1pOMVwC97ei69iXt0JElSsdyjI0mSimXQkSRJxTLoSJKkYhl0JElSsQw6kiSpWP8PvulzddUxY1MAAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Add a hexagon marker and increase the size of the marker on the legend" + ], + "metadata": { + "id": "dBV_p8UaTt26" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_markerscale', 3)" + ], + "metadata": { + "id": "992U5KO_9S3t" + }, + "execution_count": 29, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "options('data', 'marker', 'H')" + ], + "metadata": { + "id": "aSCU-lBy9Zo7" + }, + "execution_count": 31, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "324qKG4k9kW9", + "outputId": "6660800d-efac-4202-9597-a72ac8dbaa07" + }, + "execution_count": 32, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Lower the size of the markers in the legend back to the default" + ], + "metadata": { + "id": "KcaoBT6oT6Mw" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_markerscale', 1)" + ], + "metadata": { + "id": "GTbuHAR49k6z" + }, + "execution_count": 33, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "soDa8BaM9nfk", + "outputId": "91f946e4-bc49-4980-8f2b-c9bbb09c54f9" + }, + "execution_count": 34, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the background color of the legend" + ], + "metadata": { + "id": "lyGEQkc_T-5H" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_facecolor', 'pink')" + ], + "metadata": { + "id": "bRecX80e9n5R" + }, + "execution_count": 35, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "_4HjCD439wdZ", + "outputId": "8d91467b-ebf5-4e5e-edf0-e9b195e0d20d" + }, + "execution_count": 36, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the edge color of the legend" + ], + "metadata": { + "id": "DZQI0nIhUCcV" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_edgecolor', 'blue')" + ], + "metadata": { + "id": "azxaP_M99w8l" + }, + "execution_count": 37, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "RRksjHFx92De", + "outputId": "e1afe8cb-41a7-431e-8d63-f7bf9a900463" + }, + "execution_count": 38, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Move the legend back to the right-side of the panel, like in IDL SPEDAS" + ], + "metadata": { + "id": "XC6zbDFSUE5J" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'legend_location', 'spedas')" + ], + "metadata": { + "id": "5Zf0gGSr92iS" + }, + "execution_count": 39, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "HFGM6bnQ99Bh", + "outputId": "443de750-95ab-4986-ca74-5cb0ba3af0cf" + }, + "execution_count": 40, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "A2T28Bfz99b8" + }, + "execution_count": null, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/PyTplot_markers_and_symbols.ipynb b/pyspedas_examples/notebooks/PyTplot_markers_and_symbols.ipynb index 3c9451e..aea467f 100644 --- a/pyspedas_examples/notebooks/PyTplot_markers_and_symbols.ipynb +++ b/pyspedas_examples/notebooks/PyTplot_markers_and_symbols.ipynb @@ -1,457 +1,464 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "PyTplot markers and symbols.ipynb", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "PyTplot markers and symbols.ipynb", + "provenance": [], + "collapsed_sections": [] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# PyTplot markers and symbols\n", - "\n", - "This notebook shows how to use markers and symbols in tplot figures. \n", - "\n", - "Originally created at the 2022 PyHC Spring Meeting Hackathon" - ], - "metadata": { - "id": "l1j_YDL6QRMD" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "WwSsB05a48yO" - }, - "outputs": [], - "source": [ - "!pip install pytplot-mpl-temp" - ] - }, - { - "cell_type": "code", - "source": [ - "from pytplot import store_data, tplot, options" - ], - "metadata": { - "id": "uUwmx0OI5Eew" - }, - "execution_count": 2, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Create a simple tplot variable named data with all values set to 1\n" - ], - "metadata": { - "id": "DD4NJM1FQeL_" - } - }, - { - "cell_type": "code", - "source": [ - "store_data('data', data={'x': [1, 2, 3, 4, 5, 6], 'y': [1, 1, 1, 1, 1, 1]})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "9p6SmqLN5TAk", - "outputId": "609011ed-06a3-4dc9-b8bd-9bdb8fbf4e7f" - }, - "execution_count": 3, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 3 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "By default, no markers are set" - ], - "metadata": { - "id": "8GZqgkXVQgkU" - } - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "bVcB1qa_5TZM", - "outputId": "54273142-6b98-432f-fdfb-604cb60306ab" - }, - "execution_count": 4, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the marker to `X`" - ], - "metadata": { - "id": "-YbypE7gQja6" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'marker', 'X')" - ], - "metadata": { - "id": "JUTnR6Eo5-o6" - }, - "execution_count": 5, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "uly3W5gq6HPi", - "outputId": "e001c47a-7509-484f-a096-4b890a67ef59" - }, - "execution_count": 6, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the plot to use symbols to disable the line connecting the markers" - ], - "metadata": { - "id": "OEalQ_oXQuWr" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'symbols', True)" - ], - "metadata": { - "id": "v8w1gJaX6HuR" - }, - "execution_count": 7, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "B-MSq7i-6LrM", - "outputId": "272cbb51-4f57-406e-c019-d08ca5c50808" - }, - "execution_count": 8, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the `marker_size` option to increase the size of the symbols" - ], - "metadata": { - "id": "jVUJzVhlQ3NV" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'marker_size', 200)" - ], - "metadata": { - "id": "VNGv7Y0Y6MvL" - }, - "execution_count": 9, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "MDLVQxGM6Q0d", - "outputId": "8a04b425-e49c-4811-a38b-931cd4d597c5" - }, - "execution_count": 10, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Disable `symbols` to enable to line connecting the data points" - ], - "metadata": { - "id": "F-6TQo_mRBYy" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'symbols', False)" - ], - "metadata": { - "id": "HA3SS1LN6jP-" - }, - "execution_count": 11, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Lower the marker size. Note: the definition of `marker_size` seems to be different depending on if the `symbols` option is set" - ], - "metadata": { - "id": "JcUAGNTqROPl" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'marker_size', 20)" - ], - "metadata": { - "id": "i2xDNG5x6sma" - }, - "execution_count": 12, - "outputs": [] + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# PyTplot markers and symbols\n", + "\n", + "This notebook shows how to use markers and symbols in tplot figures. \n", + "\n", + "Originally created at the 2022 PyHC Spring Meeting Hackathon" + ], + "metadata": { + "id": "l1j_YDL6QRMD" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs the version of pytplot used pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "WwSsB05a48yO" + }, + "outputs": [], + "source": [ + "!pip install pytplot-mpl-temp" + ] + }, + { + "cell_type": "code", + "source": [ + "from pytplot import store_data, tplot, options" + ], + "metadata": { + "id": "uUwmx0OI5Eew" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Create a simple tplot variable named data with all values set to 1\n" + ], + "metadata": { + "id": "DD4NJM1FQeL_" + } + }, + { + "cell_type": "code", + "source": [ + "store_data('data', data={'x': [1, 2, 3, 4, 5, 6], 'y': [1, 1, 1, 1, 1, 1]})" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "9p6SmqLN5TAk", + "outputId": "609011ed-06a3-4dc9-b8bd-9bdb8fbf4e7f" + }, + "execution_count": 3, + "outputs": [ { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "AL2-5TuW6lj9", - "outputId": "d9a399ea-418e-4266-c4ba-64c19a4f4c0c" - }, - "execution_count": 13, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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9+9vfvqB+/nLtyRr3zxr3zxr3zxr3b7lrPFfQyaB9bkk+W1VPSXI1cApwG/DZqjp83oUbMTU1VdPT0wvuv2nTJm655ZZ5+61evZr77rtv3n4bN27k5ptvXvD2fxhY4/5Z4/5Z4/5Z4/4td42TXFNVU+PaFvqpq/OT/BhwGnAF8AXg7QsewQ+hd73rXaxevXrefgv5hq9evZqLLrpoEUbVFmvcP2vcP2vcP2vcv4mu8WyHeoYn4LELmfdgJuC1wDTwbeCiefq+nsFRpXsYXBi9/1DbJmArcB9wHfCzC112rmmxr9FZ6DTXFeuyxkvBGvfPGvfPGvdvOWvMIlyj83dj5l2zkGUXOgG/APw88M65gg7wbOB2YDPwY8DHgLcNtX8aOBc4EHgx8C1g/UKWnWtazE9d+Uu1uKxx/6xx/6xx/6xx/5arxvscdIAndWHhy10QmZleBmyfa9l9nYCz5gk67wV+b+j9M4HbutdHMDgitHao/W+AV8+37HzTYt1Hx1+qfljj/lnj/lnj/lnj/i1HjecKOquY2xOB5wMHAy8Ymn8v8OvzLNuXzcDlQ++3AYclOaRru7Gq7h1p3zzfslV15+iGkpwMnAywYcOGfR7w05/+dE4//XTOPPPMBZ2ffMhDHsJxxx3Hxz72MT72sY/t83Z/2Bx33HF8/OMf57vf/e68fa3xvrHG/bPG/bPG/dubGq9evZozzjiDE044oZ/BzJaAhifgpxbSbzEm5j+i82XgOUPvH8IgEW4CTmLkY+/A786sb65l5xuXR3QmmzXunzXunzXunzXu36Qd0Vnop64+n+Q3kvxRkgtnpgUuu9h2AuuG3s+8vndM20z7zBGeuZbtxdatW3n+85+/oCM5w+677z6e97zn+T+IBbDG/bPG/bPG/bPG/ZvEGi806FwCPILBxbwfBx5Nj+FgHtuBo4feHw3cXoNTT9uBw5OsHWnfvoBlF92+fsNn+Ms1P2vcP2vcP2vcP2vcv4mt8WyHeuqBp38+333t7c7IwCoGz9Q6m0GwOgBYNabfcxh8PPxIBtcOXcUDP3X1GeC/dcu/iAd+6mrOZeea+rgz8kInD5uOZ437Z437Z437Z437t9w1ZhE+Xv7Z7uvVwFHAwxlc9LuYQeeMMTt8BrCBwSmnDUN938DgY+L3AO9iz/vofAzYDXyRPe+jM+uyc017G3Q2bty44G/oQvpt3Lhxr7b/w8Aa988a988a988a92+5a8wiBJ1fY3DfmZ8BbgTuAF61kGVbmfp61tU555zjs1X2kTXunzXunzXunzXu33LXeJ+DDoOjH6PTG7vpDXMt29rk08snkzXunzXunzXunzXu34p8ejlweje9F/gS8AfddD3wp3Mt29q0mHdGHnf+cbZ+/lLNzxr3zxr3zxr3zxr3b7lqvM9B5/udBtfmDN9teC1w9UKWbWVarPvozHWR1Wg/f6kWzhr3zxr3zxr3zxr3bzlqvBhB54s88ILf/YEvLmTZVqYHE3SqBt/QjRs3znsl+Uw/f6n2njXunzXunzXunzXu31LXeK6gk0H73JL8DvDLwAe6WT8P/HlVnT3vwo2Ympqq6enp5R6GJEkakeSaqpoa1zbfs64AqKrfTfLXwPHdrJdX1ecXa4CSJEl9WFDQAaiqvwP+rsexSJIkLaqFPgJCkiRpxTHoSJKkZhl0JElSsww6kiSpWQYdSZLULIOOJElqlkFHkiQ1y6AjSZKaZdCRJEnNMuhIkqRmGXQkSVKzDDqSJKlZBh1JktQsg44kSWqWQUeSJDXLoCNJkppl0JEkSc0y6EiSpGYZdCRJUrMMOpIkqVkGHUmS1CyDjiRJapZBR5IkNcugI0mSmmXQkSRJzTLoSJKkZhl0JElSsww6kiSpWQYdSZLULIOOJElqlkFHkiQ1y6AjSZKaZdCRJEnNMuhIkqRmGXQkSVKzDDqSJKlZBh1JktQsg44kSWqWQUeSJDXLoCNJkppl0JEkSc0y6EiSpGYZdCRJUrMMOpIkqVkGHUmS1CyDjiRJapZBR5IkNcugI0mSmmXQkSRJzTLoSJKkZhl0JElSsyYq6CR5WJIPJNmV5JYkL5ml38FJLk5yRzedMdS2IcnOkamSvLFrPyHJ/SPtW5ZoFyVJ0hJatdwDGPEO4DvAYcAxwIeSbKuq7SP9zgNWA5uAQ4GPJrmlqt5VVV8B1sx0TPJY4Abg/UPL31pVj+5tLyRJ0kSYmCM6SQ4CXgy8uap2VtUngCuAk8Z0fwFwTlXdV1U3AxcAr5hl1b8KXN31kyRJP0QmJugARwDfq6rrh+ZtAzbP0j8jr4/ao0MSBkHn4pGmQ5PcnuSmJOd1IWvPDSQnJ5lOMr1jx44F74gkSZoMkxR01gD3jMy7G1g7pu+VwKlJ1iZ5PIOjOavH9PtpBqfB3jc07zoGp8UeCTwDOBY4d9yAqur8qpqqqqn169fvxa5IkqRJMElBZyewbmTeOuDeMX1fB+wGvgRcDlwKfHVMvy3A+6tq58yMqrqtqr5QVfdX1U3AmxicMpMkSY2ZpKBzPbAqyROG5h0NjF6ITFV9s6pOrKpHVNVmBvvx2eE+SQ4Efok9T1vtsTomqw6SJGmRTMwf+KraBVwGvCXJQUmeBrwQuGS0b5LHJTkkyX5JngucDJw10u1FwF3A1pFln55kYwYeA7yNwVEhSZLUmIkJOp1TgAOBOxicjnpNVW1PcnySnUP9jgWuZXBa62zgxDEfQd8CXFJVNTL/ycCngF3d12sZnAqTJEmNyZ45QONMTU3V9PT0cg9DkiSNSHJNVU2Na5u0IzqSJEmLxqAjSZKaZdCRJEnNMuhIkqRmGXQkSVKzDDqSJKlZBh1JktQsg44kSWqWQUeSJDXLoCNJkppl0JEkSc0y6EiSpGYZdCRJUrMMOpIkqVkGHUmS1CyDjiRJapZBR5IkNcugI0mSmmXQkSRJzTLoSJKkZhl0JElSsww6kiSpWQYdSZLULIOOJElqlkFHkiQ1y6AjSZKaZdCRJEnNMuhIkqRmGXQkSVKzDDqSJKlZBh1JktQsg44kSWqWQUeSJDXLoCNJkppl0JEkSc0y6EiSpGYZdCRJUrMMOpIkqVkGHUmS1CyDjiRJapZBR5IkNcugI0mSmmXQkSRJzTLoSJKkZhl0JElSsww6kiSpWQYdSZLULIOOJElqlkFHkiQ1y6AjSZKaZdCRJEnNMuhIkqRmGXQkSVKzDDqSJKlZBh1JktQsg44kSWqWQUeSJDXLoCNJkpo1UUEnycOSfCDJriS3JHnJLP0OTnJxkju66YyR9puT7E6ys5s+MtL++iS3JbknyYVJ9u9xtyRJ0jKZqKADvAP4DnAYcCLwziSbx/Q7D1gNbAKeApyU5OUjfV5QVWu66VkzM5M8GzgVeCawETgcOHOxd0SSJC2/iQk6SQ4CXgy8uap2VtUngCuAk8Z0fwFwTlXdV1U3AxcAr1jgprYAF1TV9qq6C3gr8LIHO35JkjR5JiboAEcA36uq64fmbQPGHdEByMjro0ba35NkR5KPJDl6aP7mbr3D2zgsySF7bCA5Ocl0kukdO3YseEckSdJkmKSgswa4Z2Te3cDaMX2vBE5NsjbJ4xkczVk91H4ig9NaG4GtwIeTHDy0nbtHtsG47VTV+VU1VVVT69ev37u9kSRJy26Sgs5OYN3IvHXAvWP6vg7YDXwJuBy4FPjqTGNVfbKqdnents4GvgUcP8t2Zl6P244kSVrBJinoXA+sSvKEoXlHA9tHO1bVN6vqxKp6RFVtZrAfn51j3cUPTnVt79Y7vI3bq+rOBzV6SZI0cSYm6FTVLuAy4C1JDkryNOCFwCWjfZM8LskhSfZL8lzgZOCsrm1DkqcleWiSA5L8FvBw4JPd4u8GXpnkyO501mnARX3vnyRJWnoTE3Q6pwAHAncwOB31mqranuT4JDuH+h0LXMvgdNPZwIlVNXPkZy3wTuAu4GvAc4DnzhyxqaorgXMYXLvzFeAW4PS+d0ySJC29VNVyj2FFmJqaqunp6eUehiRJGpHkmqqaGtc2aUd0JEmSFo1BR5IkNcugI0mSmmXQkSRJzTLoSJKkZhl0JElSsww6kiSpWQYdSZLULIOOJElqlkFHkiQ1y6AjSZKaZdCRJEnNMuhIkqRmGXQkSVKzDDqSJKlZBh1JktQsg44kSWqWQUeSJDXLoCNJkppl0JEkSc0y6EiSpGYZdCRJUrMMOpIkqVkGHUmS1CyDjiRJapZBR5IkNcugI0mSmmXQkSRJzTLoSJKkZhl0JElSsww6kiSpWQYdSZLULIOOJElqlkFHkiQ1y6AjSZKaZdCRJEnNMuhIkqRmGXQkSVKzDDqSJKlZBh1JktQsg44kSWqWQUeSJDXLoCNJkppl0JEkSc0y6EiSpGYZdCRJUrMMOpIkqVkGHUmS1CyDjiRJapZBR5IkNcugI0mSmmXQkSRJzTLoSJKkZhl0JElSsww6kiSpWQYdSZLULIOOJElqlkFHkiQ1a6KCTpKHJflAkl1Jbknykln6HZzk4iR3dNMZQ22HJrk0ya1J7k7yySRPHWo/Icn9SXYOTVuWYPckSdISW7XcAxjxDuA7wGHAMcCHkmyrqu0j/c4DVgObgEOBjya5pareBawBPge8AbgDeGW3nk1VtbNb/taqenTfOyNJkpbXxBzRSXIQ8GLgzVW1s6o+AVwBnDSm+wuAc6rqvqq6GbgAeAVAVd1YVedW1der6l+r6nzgocATl2RHJEnSxJiYoAMcAXyvqq4fmrcN2DxL/4y8Pmpsp+QYBkHnhqHZhya5PclNSc7rQta4ZU9OMp1keseOHQvdD0mSNCEmKeisAe4ZmXc3sHZM3yuBU5OsTfJ4BkdzVo92SrIOuAQ4s6ru7mZfx+C02COBZwDHAueOG1BVnV9VU1U1tX79+r3fI0mStKwmKejsBNaNzFsH3Dum7+uA3cCXgMuBS4GvDndIciDwl8BnqursmflVdVtVfaGq7q+qm4A3MThlJkmSGjNJQed6YFWSJwzNOxoYvRCZqvpmVZ1YVY+oqs0M9uOzM+1J9gc+yCD8vGqe7RaTVQdJkrRIJuYPfFXtAi4D3pLkoCRPA17I4NTTAyR5XJJDkuyX5LnAycBZXdtDgPcxOOKzparuH1n26Uk2ZuAxwNsYHBWSJEmNmZig0zkFOJDBx8IvBV5TVduTHJ9k51C/Y4FrGZzWOhs4cegj6McBzweeBXxr6F45x3ftTwY+Bezqvl7L4FSYJElqTKpqucewIkxNTdX09PRyD0OSJI1Ick1VTY1rm7QjOpIkSYvGoCNJkppl0JEkSc0y6EiSpGYZdCRJUrMMOpIkqVkGHUmS1CyDjiRJapZBR5IkNcugI0mSmmXQkSRJzTLoSJKkZhl0JElSsww6kiSpWQYdSZLULIOOJElqlkFHkiQ1y6AjSZKaZdCRJEnNMuhIkqRmGXQkSVKzDDqSJKlZBh1JktQsg44kSWqWQUeSJDXLoCNJkppl0JEkSc0y6EiSpGYZdCRJUrMMOpIkqVkGHUmS1CyDjiRJapZBR5IkNcugI0mSmmXQkSRJzTLoSJKkZhl0JElSsww6kiSpWQYdSZLULIOOJElqlkFHkiQ1y6AjSZKaZdCRJEnNMuhIkqRmGXQkSVKzDDqSJKlZBh1JktQsg44kSWqWQUeSJDXLoCNJkppl0JEkSc0y6EiSpGYZdCRJUrMMOpIkqVkGHUmS1CyDjiRJapZBR5IkNcugI0mSmjVRQSfJw5J8IMmuJLckecks/Q5OcnGSO7rpjJH2TUm2JrkvyXVJfnak/fVJbktyT5ILk+zf425JkqRlMlFBB3gH8B3gMOBE4J1JNo/pdx6wGtgEPAU4KcnLh9ovBT4PHAL8DvC+JOsBkjwbOBV4JrAROBw4s4+dkSRJy2tigk6Sg4AXA2+uqp1V9QngCuCkMd1fAJxTVfdV1c3ABcAruvUcAfwEcHpV7a6q9wPXdusG2AJcUFXbq+ou4K3Ay/rbM0mStFxWLfcAhhwBfK+qrh+atw3497P0z8jro7rXm4Ebq+rekfVsHmq/fKTtsCSHVNWdD9hAcjJwcvd2Z5IvLnRn9sLDgW/0sF79gDXunzXunzXunzXuX1813jhbwyQFnTXAPSPz7gbWjul7JXBqki0MTnO9gsGprJn13D1mPY+apX3m9VrgAUGnqs4Hzl/4Luy9JNNVNdXnNn7YWeP+WeP+WeP+WeP+LUeNJ+bUFbATWDcybx1w75i+rwN2A19icHTmUuCrC1zPaPvM63HbkSRJK9gkBZ3rgVVJnjA072hg+2jHqvpmVZ1YVY+oqs0M9uOzXfN24PAka2dZz/bu/XDb7aOnrSRJ0so3MUGnqnYBlwFvSXJQkqcBLwQuGe2b5HFJDkmyX5LnMriO5qxuPdcDfw+cnuSAJC8C/i3w/m7xdwOvTHJkkoOB04CLet25ufV6akyANV4K1rh/1rh/1rh/S17jVNVSb3NWSR4GXAj8HIPrZU6tqvcmOR7466pa0/X7ZeAPgYMZHAn67ar68NB6NjEIL08FvgL8RlX9v6H2NwC/DRzIIAC9uqq+3fPuSZKkJTZRQUeSJGkxTcypK0mSpMVm0JEkSc0y6CyR2Z7jleSRSa5IcmuS6q4v0j6Yo8bPS/KJJN/qnnH2JyOfytMCzVHjpye5tqvxnV2fR823Pu1pIc/8657RV0kevxxjXOnm+Dk+Icn9SXYOTVuWe7wr0Vw/x0nWJ3lvkruT3JXkPX2OZZJuGNi64ed4HQN8KMk2BneIvBI4G/jUso2uDbPV+EcZfCrvamB/4L3A7wOvXp5hrmiz1fgLwLOr6tbuIblvBd4J/MflGugKNrbGVbUdIMlPA49bvuE1YbafY4Bbq+rRyzWwhsz1c3wZ8DlgA3AfP3iyQS+8GHkJdM/xugs4auYRF0kuAb5WVad271cB3wUe2z2/S3thITUe6vsLwJlV9eNLP9KVa6E17oLOGcALq+rI5RjrSjVfjbt/Jz7H4Jl924AnVNUNyzbgFWiuGjP4T+efGnQenHlqfBWDj5g/rqr+dSnG46mrpTHbc7zGPZld+2ZvavwzjLkRpeY1Z42TbEjyLQZ3Lf9N4JwlH+HKN9/P8euBq6vqH5Z8ZO2Yr8aHJrk9yU1Jzuv+aGvvzFXjnwS+CFzcneb+XJLZnmm5KAw6S2NvnuOlfbOgGif5OQb/G/6vSzSulsxZ46r6SlUdzOChfacB1y3p6Nowa42TPAZ4Ff7sPlhz/Rxfx+A0yyOBZwDHAucu5eAaMVeNHw08C9gKPAL4A+DyJA/vazAGnaWxN8/x0r6Zt8ZJfpLB9Tm/OPI/DS3Mgn6Oq+qbwMUM/vHyOsC9M1eN/xB4S1WNPrRYe2fWGlfVbVX1haq6v6puAt4EvHjJR7jyzfVzvBu4uaouqKrvVtWfAf8MPK2vwRh0lsaCn+OlfTZnjZM8GbgCeEVVfXQZxteCvfk5XgUcyp7/2Gluc9X4mcDvd58cvK1r+/S4T2VpTnvzc1z4d3JfzFXjf2BQ12G9XizsxchLJMmfMfhm/hqDQ6N/BRxXVduTHADsxyAFPwm4par+ZbnGulLNVmMgwEeB11XVny/bABswR42fyOAfsS8BhzD4xMXjq+onlmekK9ccNd7BA//ofh34KWBbVe1e4mGuaHPU+FDgRgaPDno0g2cj3lxVL1+eka5cc9T468CXgf8C/CnwIgYXJx9RVd/oYywm1aVzCoNna90BXAq8ZubjogwO5e3sXl/Xvdfem63GbwTWAxcM3RvDo2n7ZrYaP4rBJ1buBa4F7mfwD5j23tgaV9Ud3amV26pq5ojONww5+2S2n+MnM7jNx67u67XA65ZrkCvcbD/H32Rw24nfZHDdzqkMPqHZS8gBj+hIkqSGeURHkiQ1y6AjSZKaZdCRJEnNMuhIkqRmGXQkSVKzDDqSJPUgyYVJ7kjyjyPzj07y6STXJvnLJOu6+Scm+fuh6f4kx3Rtx3b9b0jyP5Jklm2ekeQ3F2n8+yf5826bf5tkUzf/kCRbu1t1/M85ln9st9wN3XoeOtd6xyz/nCRf7PqdOt96Z2PQkSSpHxcBzxkz/0+AU6vqx4EPAL8FUFXvqapjquoY4CTgpqr6+26ZdwK/Djyhm8atd7G9Erirqh4PnAe8vZv/L8CbGdwLZy5vB87rlr+rW99c6/2+JPsxuPHoc4EjgV9JcuQ86x3LoCNJUg+q6mrgm2OajgCu7l7/X8Y/T+tXgD8DSPJIYF1VfaYGN797N/Dz820/ya93TwffluT9SVZ38y/qjgp9KsmNSX5xllW8kMFz6wDeBzwzSapqV1V9gkHgmW3bYfBg1Pd1sy4eGvPY9Y6s4inADVV1Y1V9p6vFC+dZ71gGHUmSltZ2Bn/sAX4JeMyYPv+JwR2FYXDn8a8OtX21mzefy6rq31XV0cA/8cAjH48Efhp4PvC2WZZ/FIMHblJV32NwJ+NDFrBdun7f6pYbHfPY9Sb5N0n+arTPyPJzrXcsg44kSUvrFcApSa4B1gLfGW5M8lTgvqr6x3EL74WjkvxNkmuBE4HNQ20f7J7S/gXgsAe5nUVRVbdW1X9Y7PUadCRJWkJVdV1VPauqjmVw1ObLI13+Mz84mgPwNQYPGZ3xaOBrSR4zdOHyq8ds6iLgtd21QGcCBwy1fXvodQCS/O7M+oa2+5iubRXwo8CdC9zNO4GDu+W+P+a9WO/3+4wsP9d6xzLoSJK0hJIc2n39EeA04I+H2n4E+GW663MAqurrwD1JfrK7RuVXgcur6p9nLl6uqj9mT2uBryd5CIMjOnOqqt8Zuhga4ApgS/f6F4GraoEPyOz6be2Wo1vP5Xux3s8BT+g+YfVQBuHvinnWO5ZBR5KkHiS5FPg08MQkX00yc43MryS5HrgOuBV419BiPwP8c1XdOLK6Uxh8WusGBkeA/nqWza7iB0dr3gz8LfDJblt76wIG187cALyBwZPGZ/btZuBc4GXdvh05ZvnfBt7QLX9It75Z1zt8jU53Dc5rgQ8zuL7oL7onzM+13rF8erkkSY1I8gHgf1fVX83b+YeER3QkSWpAd9Hx/cBHlnssk8QjOpIkqVke0ZEkSc0y6EiSpGYZdCRJUrMMOpIkqVkGHUmS1Kz/D+l6ktZNsPf2AAAAAElFTkSuQmCC\n" - }, - "metadata": { - "needs_background": "light" - } - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "By default, no markers are set" + ], + "metadata": { + "id": "8GZqgkXVQgkU" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "bVcB1qa_5TZM", + "outputId": "54273142-6b98-432f-fdfb-604cb60306ab" + }, + "execution_count": 4, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Update the figure to only show the marker every 2 data points" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "xvqWwUX-Rcm_" - } + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the marker to `X`" + ], + "metadata": { + "id": "-YbypE7gQja6" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'marker', 'X')" + ], + "metadata": { + "id": "JUTnR6Eo5-o6" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "uly3W5gq6HPi", + "outputId": "e001c47a-7509-484f-a096-4b890a67ef59" + }, + "execution_count": 6, + "outputs": [ { - "cell_type": "code", - "source": [ - "options('data', 'markevery', 2)" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "FlQELcQC6RWQ" - }, - "execution_count": 14, - "outputs": [] + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the plot to use symbols to disable the line connecting the markers" + ], + "metadata": { + "id": "OEalQ_oXQuWr" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'symbols', True)" + ], + "metadata": { + "id": "v8w1gJaX6HuR" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "B-MSq7i-6LrM", + "outputId": "272cbb51-4f57-406e-c019-d08ca5c50808" + }, + "execution_count": 8, + "outputs": [ { - "cell_type": "code", - "source": [ - "tplot('data')" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "e_dLCJsY6ckP", - "outputId": "a8c8fdce-fd0e-42e0-fb34-a616d306d537" - }, - "execution_count": 15, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the `marker_size` option to increase the size of the symbols" + ], + "metadata": { + "id": "jVUJzVhlQ3NV" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'marker_size', 200)" + ], + "metadata": { + "id": "VNGv7Y0Y6MvL" + }, + "execution_count": 9, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "MDLVQxGM6Q0d", + "outputId": "8a04b425-e49c-4811-a38b-931cd4d597c5" + }, + "execution_count": 10, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Change the markers to hexagons.\n", - "\n", - "Note: this supports all of the same markers shown at:\n", - "\n", - "https://matplotlib.org/stable/api/markers_api.html" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "shwDnfmARkp5" - } + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Disable `symbols` to enable to line connecting the data points" + ], + "metadata": { + "id": "F-6TQo_mRBYy" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'symbols', False)" + ], + "metadata": { + "id": "HA3SS1LN6jP-" + }, + "execution_count": 11, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Lower the marker size. Note: the definition of `marker_size` seems to be different depending on if the `symbols` option is set" + ], + "metadata": { + "id": "JcUAGNTqROPl" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'marker_size', 20)" + ], + "metadata": { + "id": "i2xDNG5x6sma" + }, + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "AL2-5TuW6lj9", + "outputId": "d9a399ea-418e-4266-c4ba-64c19a4f4c0c" + }, + "execution_count": 13, + "outputs": [ { - "cell_type": "code", - "source": [ - "options('data', 'marker', 'H')" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "_rO9QzNV6dDQ" - }, - "execution_count": 16, - "outputs": [] + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Update the figure to only show the marker every 2 data points" + ], + "metadata": { + "id": "xvqWwUX-Rcm_" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'markevery', 2)" + ], + "metadata": { + "id": "FlQELcQC6RWQ" + }, + "execution_count": 14, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "e_dLCJsY6ckP", + "outputId": "a8c8fdce-fd0e-42e0-fb34-a616d306d537" + }, + "execution_count": 15, + "outputs": [ { - "cell_type": "code", - "source": [ - "tplot('data')" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "YQFL_aTK6_5l", - "outputId": "668f86c6-6f3a-4fe7-c23e-26e142480f78" - }, - "execution_count": 17, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the markers to hexagons.\n", + "\n", + "Note: this supports all of the same markers shown at:\n", + "\n", + "https://matplotlib.org/stable/api/markers_api.html" + ], + "metadata": { + "id": "shwDnfmARkp5" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'marker', 'H')" + ], + "metadata": { + "id": "_rO9QzNV6dDQ" + }, + "execution_count": 16, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "YQFL_aTK6_5l", + "outputId": "668f86c6-6f3a-4fe7-c23e-26e142480f78" + }, + "execution_count": 17, + "outputs": [ { - "cell_type": "code", - "source": [ - "" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "c8ostvhu7AX9" - }, - "execution_count": 17, - "outputs": [] + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "c8ostvhu7AX9" + }, + "execution_count": 17, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/PyTplot_pseudo_variables.ipynb b/pyspedas_examples/notebooks/PyTplot_pseudo_variables.ipynb index 209eacc..123d6d7 100644 --- a/pyspedas_examples/notebooks/PyTplot_pseudo_variables.ipynb +++ b/pyspedas_examples/notebooks/PyTplot_pseudo_variables.ipynb @@ -1,352 +1,533 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "collapsed_sections": [] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# PyTplot pseudo variables\n", - "\n", - "This notebook shows how to work with pseudo variables in PyTplot" - ], - "metadata": { - "id": "MUaYEEdMbjBZ" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "7qW5vIc5I6yq" - }, - "outputs": [], - "source": [ - "!pip install pyspedas" - ] - }, - { - "cell_type": "code", - "source": [ - "import pyspedas" - ], - "metadata": { - "id": "qQtmg40qJMcI" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "pyspedas.mms.fpi(datatype='des-moms', trange=['2015-10-16', '2015-10-17'])\n", - "pyspedas.mms.edp(trange=['2015-10-16', '2015-10-17'], datatype='scpot')" - ], - "metadata": { - "id": "FW5NMoOdJa2o" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Create a pseudo variable containing the perpendicular and parallel temperatures" - ], - "metadata": { - "id": "VzeRb0cEJrI0" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import store_data" - ], - "metadata": { - "id": "dO78wpR5JkkF" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "store_data('temp', data=['mms1_des_tempperp_fast', 'mms1_des_temppara_fast'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "aPEZpkeVJ0c-", - "outputId": "a9c4c209-3a8b-4d23-8b84-0153251878fa" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 5 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Plot the pseudo variable\n", - "\n", - "Note: by default, the figure uses the metadata from the first variable in the list" - ], - "metadata": { - "id": "bE4N-Mh1KNXc" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import tplot\n", - "\n", - "tplot('temp')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "26lobx-OKBNY", - "outputId": "d48cf622-7b52-4e2a-ef3f-ad4364285312" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, + "kernelspec": { + "name": "python3", + "language": "python", + "display_name": "Python 3 (ipykernel)" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# PyTplot pseudo variables\n", + "\n", + "This notebook shows how to work with pseudo variables in PyTplot" + ], + "metadata": { + "id": "MUaYEEdMbjBZ" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs the version of pytplot used by pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "7qW5vIc5I6yq", + "ExecuteTime": { + "end_time": "2023-10-21T18:04:45.058253Z", + "start_time": "2023-10-21T18:04:43.920235Z" + } + }, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "The plot options can be updated just like a normal tplot variable" - ], - "metadata": { - "id": "w4cQwVXeLHUb" - } - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pyspedas in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (1.4.46)\r\n", + "Requirement already satisfied: requests in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (2.31.0)\r\n", + "Requirement already satisfied: netCDF4>=1.6.2 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (1.6.4)\r\n", + "Requirement already satisfied: hapiclient>=0.2.2 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (0.2.5)\r\n", + "Requirement already satisfied: numpy>=1.19.5 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (1.26.0)\r\n", + "Requirement already satisfied: cdflib<1.0.0 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (0.4.9)\r\n", + "Requirement already satisfied: cdasws>=1.7.24 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (1.7.43)\r\n", + "Requirement already satisfied: geopack>=1.0.10 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (1.0.10)\r\n", + "Requirement already satisfied: astropy in 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+ "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from matplotlib>=3.4->pytplot-mpl-temp>=2.1.51->pyspedas) (1.4.5)\r\n", + "Requirement already satisfied: tzdata>=2022.1 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pandas>=0.23->hapiclient>=0.2.2->pyspedas) (2023.3)\r\n", + "Requirement already satisfied: pytz>=2020.1 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pandas>=0.23->hapiclient>=0.2.2->pyspedas) (2023.3.post1)\r\n", + "Requirement already satisfied: numexpr>=2.6.2 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from tables>=3.4.4->viresclient->pyspedas) (2.8.7)\r\n", + "Requirement already satisfied: zipp>=3.1.0 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from importlib-resources>=3.2.0->matplotlib>=3.4->pytplot-mpl-temp>=2.1.51->pyspedas) (3.17.0)\r\n", + "\r\n", + "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip available: \u001B[0m\u001B[31;49m22.3.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m23.3.1\u001B[0m\r\n", + "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpip install --upgrade pip\u001B[0m\r\n" + ] + } + ], + "source": [ + "!pip install pyspedas" + ] + }, + { + "cell_type": "code", + "source": [ + "import pyspedas" + ], + "metadata": { + "id": "qQtmg40qJMcI", + "ExecuteTime": { + "end_time": "2023-10-21T18:04:55.525111Z", + "start_time": "2023-10-21T18:04:49.325383Z" + } + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "pyspedas.mms.fpi(datatype='des-moms', trange=['2015-10-16', '2015-10-17'])\n", + "pyspedas.mms.edp(trange=['2015-10-16', '2015-10-17'], datatype='scpot')" + ], + "metadata": { + "id": "FW5NMoOdJa2o", + "ExecuteTime": { + "end_time": "2023-10-21T18:06:07.550670Z", + "start_time": "2023-10-21T18:05:09.194699Z" + } + }, + "execution_count": 3, + "outputs": [ { - "cell_type": "code", - "source": [ - "from pytplot import options\n", - "\n", - "options('temp', 'ytitle', 'Temperature')\n", - "options('temp', 'color', ['red', 'blue'])\n", - "options('temp', 'legend_names', ['Tperp', 'Tpara'])\n", - "\n", - "tplot('temp')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "YQZkSg8kKGKs", - "outputId": "80aba89f-e7ab-4d4a-8772-b3358f48679d" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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7D5H93j5d+W8hokVEtGjVqlXdabRQHb3yeRHqjwgvgjBuqJ3wAuB1AK5l5oeVbZsATIscNw3ARncfIvu9fTGY+WJmXsjMC+fOndulJguVkaR5EcYfzHEHXRFeBKEvqaPw8nqEtS4AcDcAf1QioskA9objB7MWwAp1v/v57pLbKVRNWp4XmbTGH2qotGheBKGvqZXwQkTPBLAL3CgjhZ8DeDoRnUlEwwA+CuBOZnZDC3A5gI8Q0UzXifccAJf2qNlClSTleek2MgnWHzVU+sknq22LYMZVV1XdAqGh1Ep4geOoeyUzh0w+zLwKTgTSpwCsBXA0gFcph3wMjgPvMgB/A/B5Zv5dT1osVIuqeemWgCHZWZuJKry86lXBNqG+fPvbVbdAaCi1SoLAzG9N2fcnAPsn7NsO4I3uP2G84E5WYxjoboZdmfCaibo8gLpNEIS+o1bCiyDkYfXGCfjyHS/HFkx2NqxYEewU4WX8oVseQO5lvREtp1CQupmNBMGYx9dNwqcWvxiAJtqok9WEdRNedNvPf168fKEcdMsDiPBSb+T+CAUR4UVoLG075a2tE+FFtyJ1dFI84wzg738vXofQfaJmo0MPrawpgiCUiwgvQmN5fO1E/7OvefEmr1NPLV6w7m1Qp94+/vjidQjdJ2o2+uhH5c2+7ojZSCiICC9CY5kyPBreMHky8MADzudO3rpNhRehXkTNRpYlwosg9CkivAiNRRUnGOS8ea9d627ogsPuzJnA4GDxcoTeEhVeqOTcP0LnyEuBUBARXoT+wbaBVsv53A3hZdo0mfyaRNTnRTQvgtC3iPAiNBZ1WQBf83Lvve6GLggv8+cDBx/sViZviLUn6vMi90wQ+hYRXoT+wbaBr33N+dwN4eW5zwX+4z86b5fQG8RsJAjjBklSJ/QFvubF39DBpGUSKi3UD3HYbQbXXw/ccUfVrRAajmhehMYSkzGYgWXLgs9F8c794x+DbSK81B9mYMuW4LtoXurJQw8FOZIWLaq2LUJjEeFFaCyTJ4z5n2MZdrshvLTbwTYRXuoPM3DTTcF30bzUk8FBYHQ0+zhBSEGEF6F5rFsHwHHYPWmXJfpjuiG8HHNM8TKEajjssOCzCJz1ZHAQGHNfPDrJhC2Ma+TJEZrHzJkAHG0LEfufQ3RDeFHLUCdCeZuvL7NmBZ/FbFRPBgYCzYsIL0JB5MkRmoU6GTEDUaHFQ+d0m7cON/T2QrwDbZau0jg8s9EXv1h1SwQV1WwkwotQEHlyhGYxOupnvQ3JMaoQs+ee3Yk2cv+eiy9ibIedi5cnVIOneXnf+6puiaAiuXiELiDCi9AsRkZCKfu9sW8hlKiFHXfsutmIX3pGfL9QT7zcPOKwW3/6RXi5666qWzDuEOFFaBaLF/vhsAwCWs4j/Bh2DY4ZGOiO8OJqXggsc2CT+PKXnb/9MjEK9cfLxC30DBFehGYxfTqw//7OZ2Zg993jx7RanQkv99/v/FWElxAiydST6H0Rh11B6FtEeBGahWrKYYB0b9edmgte+tJ4XUmOwUJ9EbNRffHuy0MPVdsOobGI8CI0D1dgcUKlNfs71bxEzEbbMBHfve2wlBOE2hANbxfhpX6IOU/oAiK8CM3CZDLqlvBy/vn+posWLczXBqEa1PWNRPNSX+S+CB0iwovQLJiBJU5WXbYTBsBOhRePqVPlLbFpMAe5Q0R4qSfSp4QuIMKL0GhI9wQ///ldn7RkCmwIbmJBADJJCkIfI8KL0CyYgQULnI9JTrSnnFLuG7e8zdcX1WwkPi/152lPq7oFQkMR4UVoHt7kxGHxxfa+dctsJDQPEV6agXdfZs+uth1CYxHhRWgWkVBpVXp5Fq7FY9i5c18Hzbk2RxZmHBgoXr5QDszAtdc6WZgB8XmpK/26PEC7XXULxhUivAjNIyFU+jHsgjEMdE94SRtY+2nQ7VdEeKk//XR/PKFZ6AkivAjNImWw426bjWbM6LwMoTpEwKwnv/2tdv2wxiMrZPcUudpC8/A0L5pQaQJ35417hx3CdUXNRkL9EZ+XevLFLwaf++n+iLDcU0R4EZpFL5LUAcBb35q+Xwaq+iP3SOgl/SSINQARXoTmkeDz4puNxNdBEAShrxHhRWgWGT4vXTEbmUQbCfVHNC/1pR99XoSeIsKL0DwUnxd1frK9x7kbZqOMie8dY1/trHyhfER4EXqJCGI9RYQXoVmoeV4iZiNfeCnBbBQqjRnfsDN8YoTeI5NHcxDNi9AhIrwIzSPhjdqGFZiNukwo2khoBqJ5EYS+RYQXoVmEMuw6n0880fluw3KcdrsgvLzgB2c5CTNlAhQEwQTRIvUUEV6E5qEIFESB6cg3G3VB4PjtA/vgwAOD71GzkdAARPCsP9KXhIKI8CI0i5DmxZmcPEXLWsxyzEZdmrTuv78rxQhVIcJL/RHhRSiICC9Cs+C4cKJ+tWB3zedFHVdVnxcZbwWhQ6QTCR0iwovQPPyU/c5HT3iZiC1d1bz4lUDMRo1ENC/1p5/6UpHfcvnlwIUXdr8t44CBqhsgCLkImY2c+clSfF665bAbr1Y0L7VHbkxzYAZOPRV4znOqbkl3mDix2HmPPQZs2NDdtowTRPMiNI8UsxGDSnnjFs1LAxHNS73ZeWdg5syqWyE0FBFehGYR0bwAwRzlr23UzUlLU5bILg1BhJf60o+dqOhv6sdr0QNEeBGaRyhUGqFQ6dI0L5KkThC6T79M3EXHHBGwCyPCi9AsNJoXz8WFQYH2pUv89vadAIQXZmS7TwbcfkcmhvpC5bxkCOMHEV6E5pGgeWljAP+Nj3S1qg1bMnza77kHWLeuq3UKQt/TLxoXlX78TTVGhBehWUQWZoxyMcpZMFEdlkJj1H/9F/DXv5ZSpzGXXFJt/XVF3uyFXtHJsyZCTyFEeBEaC9sMIsC2y69LNRvFBpuqB583vrHa+uuKCC/1RVaVdpBntDAivAjNIpphl+AsoFgyKzdNDTUhqF8Gn9ow3ifCpiF9R57ZDhDhRWgeXoZd12xUpvCyfstgfKM64Ng2sG1beQ0Q8vH61wefZXKsL/04aRf9TfKcFkKEF6FZMOOR7fP8z8qfUnjrd47SNSHgqquAc88trwFCPmbNqroFzaTXwsTWrb2tr2zE56XniPAiNArbBva49ecAAgtSL3xeUhkdrbgBghZ5ozVnr716W9+tt/a2vroiz2hhaie8ENGriGgJEW0mogeJ6Dh3+4lEdA8RbSGivxLRHso5E4jou0S0gYhWEpG8Cvcpm7daGLa2Az/+MRgEImDyZGBoqHdtkDwvDUEmBnOWLu19nUT9pXXop9/SAGolvBDR8wB8FsC/AZgK4NkAHiKiOQCuBHA+gFkAFgH4sXLqBQD2AbAHgOcAeD8RndK7lgu94s+LpmObPQF41av8bXvtBVx2WYWNkkGrdoyhhfUbRHipNf0kXIrZqOfUSngB8HEAn2DmG5jZZubHmPkxAGcAuJuZf8rM2+AIK4cQ0f7ueWcD+CQzr2XmJQC+BeANFbRfKJl9d9uK/SY+AiAceKSOHeedV3Ij6hYqLcT4I56HGU/fFcs3TKu6KYKQTD8JcD2mNsILEbUALAQwl4geIKLlRPQ1IpoIYAGAO7xjmXkzgAcBLCCimQB2Uve7nxf0rvVCr2CbYVEoVhlEwRIBAPC//1tyG0RWaQzL1k2vugnN4TOfqboFzUYGhp5SG+EFwDwAgwBeBuA4AIcCOAzARwBMAbA+cvx6OKalKcr36L4YRPQWIlpERItWrVrVtcYLvcHRtsSjjKw6PclCNcjk0Rk33NDb+vrJ58VEg8IsaRW6SJ2GfC927v+YeQUzrwbwRQAvALAJQFT/Ow3ARncfIvu9fTGY+WJmXsjMC+fOndu1xgu9IZajzv0cFV4WPb5zeW1wHXbH0AoaJQhN5+qre1ufvyhZG9i+vbd1V8EttwAnnxzfLuNHIWojvDDzWgDLEVlGxv17N4BDvI1ENBnA3nD8YNYCWKHudz/fXWqDhUpghr+ikdrnoy8+m0c0yeU6YPqE+BvTzni8q3UIXUB8CJqDd6++/W3gAx+oti29YGxMNC9dpDbCi8slAN5NRDu4viz/AeBXAH4O4OlEdCYRDQP4KIA7mfke97zLAXyEiGa6TrznALi0980XyoZtxuJN853PnKx5uXvVDuW1wRWaVmGH8AaheuReNI+xMWBkpOpWdI7Js6cTrpsscC9bVtm9q5vw8kkANwO4D8ASALcB+BQzrwJwJoBPAVgL4GgAr1LO+xgcB95lAP4G4PPM/LsetlvoEaEFEhWiwstH/vLcrtZLqpOwRBtVz/33x5IDMgNbx7qrcRNKxPN56Qffl/EaKv2ylwF33JF9XAnUSnhh5lFmfgczz2DmHZn5393QaDDzn5h5f2aeyMwnMPNS5bztzPxGZp7GzPOY+YuV/QihVNhm7D9lufM5RfNS5nDQ5LGmb3jxix0BRuGf/5qJ0696MwCASn0ChK6gy3PQz+gGjvHy20ugVsKLIGTBX/0/TBxQ3rgThJen7/BkV+sNDTGieakey4qtC8EMbGsPVNQgoSP6oQ8VNRsJhRDhRWgU/K9/+f3fGyuI4mPCOYd3d+0U1WzEiFQmaxv1Hs2iVpYFcIJZUaghj7sO7/0woffDbyhChUKnCC9Co/DWM/JIMhthZAT44Ae7Vi8BwNq1+s46HsI864bGT4LAMZ+o8TqnNIKHH+4PjYspSb+16degok4mwovQKBgEcp/a1CR1o6PAN7/Z3cpnzXLqlYUZq0djNrKIccPK+dW0R8iPOuk1fQIHipmNRLoujAgvQqNQNS/q55jDbpfHwlC0kVA9Os2LqpETh93mMN6jjZqMmI0EwYwks1F07LBZ4wjTrTY0fJztCxI0Lx4xvyShfki0UTZve1v329FtxGwkCNmENC/KWLA+svJV1zUvZRYu5EcnvFhyXxrJpZdW3YLekXei77bpuwwqGg9FeBEahSO8hKUXIuCf/wwfZzO6+kbgm42YRXapA05oUXiTmI2ahWcuuv76/ngh6IffkJcKtWYivAiNIuSwC4KnE4n6vNhsdbVjPXfPh6FV+QjVYFnOgn4K48X60Df00w3rp9+SB/F5EQQzoj4vHtFt3e5T+81eU1rZQgEmTgS2bg1tsmAnHCzUnvHQqSRUuquI8CI0iqjPS6rDrtC/SLRR85FQ6fGrsekCIrwIjSJJeNGubVTGwMAseV7qgHrzXUR4aRj9ECLtMV6FEDEbCYIZIYddhYj7g+Pz0m3G6wDVEERgaRjjrT/1i6AWRcxGgpBNOEld0G9OPTV8XJlmo34dg5qOmttFBJmG0Q+dquhv6IffXgEivAiNgqEkn1MWZjz88MhxXQ6VjhcuVIrGbMQMLJi9oqIGCbm54YaqW9A9TMca8XnpGiK8CI3ChoWWm4zMEVCc7YODkeNsFBsYovanKJLnpR4kCC++xuV1r6+gUUJuvM40XjvVeP3dXWCg6gYIQh5sWGi1gg5/3DNt7Lp3wtpGRYSXTZtgJ6WWl7ekWqPeck+IEfNRQ5BJXMiJCC9Co2ij5WdSZRCOPaaN/Q7TOeyimLBhWViHGamHyDhbA3SaF1uT70fWOBJ6RZGBQV6ICiNmI6FROJoX53NqqHRR4UUGk+agMxvNmAF88IOSDLmunHtu1S0oB5Nxo2kP49e+ln2MhEoLgsL11yfuaqMVWoCPXDVMLEmdXdKq0pLnpbYwCHfcPwmYMME3F20aGaq4VUKI3/9ev71pE/t44N3vNjtOQqUFweWZz0zc9SL8Ei1vbaOU8c7mgsILc7KpQbQy9cFwsvvObYdnHyRUw0tf2l9CS1mh0v10jbqICC9C41BNREnyRCeh0nZGtxDNSw1IiDaKIstE1Jh+Wh6gaKh0q5Ud4VhnxGwkCOaEQqUVDjss+FxYeEnTvOg44YT8dQjdIUV48XaJ8FIzkgSWpgsvRTERXsbrtclAhBehcViK2cjzeQGAW28NjmFG3IvXBEV4GdDF4kXzvOy1V/46hFLQDfEy7As9o4iQ0Wq5SakaSoWmdBFehMah5nnputlIEV7+8z8j+ySEpdawRssimpea0y99qegkblmieSmICC9C42hZDBuU2qc7EV48UgUjj/vvz1+H0B0iDwDbDKJwcrq2LUNcIxivE7RlNVvzIj4vgmCA21EGB9h3qlXNRrFDO9S8GFmd7rgjfx1C52juLYNw5IFbQrtnDG/rZasEIT9Nj2KUUGlBMGNogNFGK9uxNtqprr46u3BFeNH2yajPS9MHnj4jejtmTdxaTUMEPUkOu/3Qj8oIebas8auVykCEF6FxDA7YeCV+DCCnz8uLX5xdeJrwoqusHwbdPiE0F4qrbjPol4UZyxoH6j6+iNlIEAxQzEZX4SXgLKeXksxGkuelJkR9Xhi+z4usadQA6j4x94omJ6m7804xGwmCKYNuCDMzpfebkhx2QxQJxxY6J8Hnxdv8m/v36XGDBCPGs9kIiP/OrN/dhOtSkXAlI6/QHNxOMmAQKg3mjvO8iM9Ls1CVbZ/957P8bUIDaPqNMh0Hmv47a4QIL0LjGBr0TAMplGE20uV5EeGlOnRmo4qaIhREJvNs6n6NxGwkCGYMDnhOfhn9RrfTwL7sCS8nnmjQGBFeqkFnNioorwo1oB9uXBGzUbePH0eI8CI0B89h19O8bN2WHm6k2zc2llmHJ7zssUdqMxxkcKkV0dsxdWh7NQ0RspG1jcyQa6NFhBehcfial9/9tlSH3USXmarNRt/+du/rrCMas5HKBRcAz/vnx3rXHiGbaH+54opq2tFtxmuodIWI8CI0B1/z4n7VeDjMmKEc24HZ6JJLgClTEvZz+HvPOeec3tdZNxLNRmHhU0Kma84ttzh/x8Mk3a8aFPF5EYQUzjjD/+iHSoNiywNkmnR++MP0elzhhQiYNAnYfepTmvL6dBBqOGqoNCDCS6Poh4m9rN/QD9emBER4EZrBz3/ufxxsBQuZReUTf42zJM3Lffel16MIL0TAJ4/9fWif8ycyQwrVoE1SF3wX4aXm9NOk3In2Ie06jAeNVEFk5BV6y5velL5/ZCR5n5JhF9BPTKEFWnWCRdYKrorwEmLlSmC7OH/WhiSzUeQQEV5qzOzZwefFi6trRy/Jm6QO6C8hr4uI8CL0lu9+N33/li2ZRbQoW/PCzFjbnhY/uajw4glVzLI8QE0RzUsDUG7Qb9YfG2zvhxcDEyFDPeaCC7KPF81LIiK8CI2D4AggDIp1bk82WTsyBXvdrawi7Q0aWcKLV4fJooxp24VKIAputQgv9eaFV2ZoYZtEkXHg4x/vfjt6zO9wMtZuaFVStwgvQu8pqgZ1z6OU9YfabfdQRFYW9s7xDkirRpnwdJOf2vwPbz8fv8PJmWUKJaB5jlRTkZiNasjGjVW3oFo6TN9QN87HJ/HAI0OV1C3Ci9B7tm1L3mfQUYkVzUuEwGE3kire22GgeQmZjXTtUbY9MnF/PPnMl2SWKXSZv/5Vu5mIRfNShJNO6k09Dz2k317jCbp0mu6wW1EbByqpVRjfFH3YPc3LHrs7XzW+KYHPC/Q7hjLeEiI+L37eEGVdI7Vsi2xwle8A43nQ12BZgM3B2lQivBiycCHwpz/1pKrf4WTciKN7UldPkVDpniKaF6FemHTUnXf2P0bzvADA7be7+0hjNtJmnos0ISQUpSe6I7A/WQo9Rmc2gpiNCpEl1HeRJ7EDHtz3BT2rryd0EjWUdm4TNC8VIcKL0HsyBJRf4rTU/V4EdNLEdMghCZqXd74T2Gknoyb6Y4YuJFepl6p+K6q6/hrBDFiWmI0K4T3njz5aflVg2EPD4Y3yHCdT82tTVR8T4UXoPRmd8UX4ZWzbWswIzEZKX0lclxEah92WmVd8yGHXeyNNqIiIq58g5e3Mx7IA2x3WRHjJycc+Buy+e+nVELju83Exsn5U2iKyec+pExXdTBFehN6T9rAn7JuFtfFD0yYm5nC/t213NjNY22jy1ODcSZPj+23VbIRqzUZ9OQsYEv3t7DwR3mYxG9UTgkbgb8IknUZRs1GTf/dhh1VavQgvQm8ZHjbOtRLD7fzq6VGfl8MP9w6NDAq33gp8+ctGkz1/6MPGY4p2IO41usZecUXx69xgxGG3/jh9JsJ4EcL7KVT69tsd7faPflRJ9SK8CL1lYKDjzuhFWusmJm+RWoBBY6PApz7lfPUy95oIL0qmVt/0pAw6qubFoopV4EmVn322UU6bfkPVtojwUk8cs1Ef3pcyBoIGaGb40eWV1CvCi9Bb1BSoOkzyvHhRy7o0/n4xbj3XXONs2H134ItfNB5glMjo9ONgVz9B6i6CiYms6Wh+n2Uxnv+9swAEgswf8Lxet0xI4TX4Yf+ty16mkFH3fiw+L8K4IEt4SUPnsKsJlfYODTns2jYwOGhUR2rzovsZ1Q7ESY0dHR13ZiMGwSLghuW7AQg0LyfjDxW3TIgS07zUfYLuBkm/seEOu1U1sVbCCxFdQ0TbiGiT++9eZd9riGgZEW0mol8Q0Sxl3ywi+rm7bxkRvaaaXyBk0gWNgKp5ST0uGm1kWDeTFQ+VVnuoUsaa0al4+43/ZtLs8kgaPcaZ8AKkLMw4HibHBiF3o39gqkaMqJXw4vIuZp7i/tsPAIhoAYBvAngdgHkAtgD4unLOhQBG3H2vBfAN9xyhbhClT6oGk4ylPLXG0Yd5hBdOf5tQhaat7WrW9fBJ+z3jUHi5cfEk/7NEG9WXcenzUnRx17oL3hW1rynLA7wWwC+Z+e8AQETnA1hCRFMB2ADOBPB0Zt4E4FoiuhqOoPPBqhosJNCB2chzlO1I8zI2ll1PyGE3ab0Bh3+sPSizvNIZr5oXzT15ZEUgTIrDbn3pu/vSSYbdTssdp9RR8/IZIlpNRP8kohPcbQsA3OEdwMwPwtG07Ov+G2Pm+5Qy7nDPEepGJz4vERiU6vPi1wc4E3mrZZTnRT3Nf0NUzlOjjUarlv+Z8ZKxn+n39bvwEiVyb8VsVF/kduSgxheLKjQA1k14+QCAvQDsAuBiAL8kor0BTAGwPnLsegBT3X0bEvbFIKK3ENEiIlq0atWqbrZdMKGTaCN33267AYMY8YtLOlSrebnwwswm5rHhtrn6LnQVv0i/o8aDXi8Qs1F96cs8Lx0GImipQvPy4hf3vs4CVD/yKjDzjcy8kZm3M/NlAP4J4AUANgGYFjl8GoCNGft0dVzMzAuZeeHcuXO7+wOEbDoxG7mnPfOZwIfw6fxmIyLg3nuTT4gcqq0cYc1L5ZOj7lp62/pd8xL57dFLIWaj+tJ398U4q2UDMgtffXXVLTCiVsKLBmeJGuBuAId4G4loLwATANzn/hsgon2U8w5xzxHqRofRRhc8/zrnw7wdARRw2DUgS3ipPZ5fT78LLxmI8FJf+tJhtyyaNPb0kNoIL0Q0g4hOJqJhIhogotcCeDaA3wG4AsDpRHQcEU0G8AkAV7pams0ArgTwCSKaTETHAngxgO9V9VuEFDqINnriCeCyRQcGh6ZMTLGFGT2flyyYU5PfRfO8VGnzBTB+o41OPjnzkJDZSCaAWiFmI0PqqJmpCXWKNhoE8N8A9gfQBnAPgJd4jrhE9DY4QsxsAH8CoCbXeAeA7wJ4EsAaAG9nZtG81JEOzEaPLLfw8FNhV6a0DLtanxcDtMJLEwfXrVurbkG5ZNwT0bzUl77TvHQSbWQYRFBbKhKwaiO8MPMqAEem7P8BgB8k7HsKwEvKaZnQVboQKu1/z6N5ySG8ABk+L2qxVU+OXmMuvRR4wxvC2/bcs/4DX1EMBkwRXupL7L7063OaRdZz3ADNS1V9rDZmI2Gc0IW1jfxDM9Y20jrsmpTLmi/e39e/3rh9PeXfFEXkZZdV144aIdFG9WXt1uGqm9B7dOPPeBXauoAIL0JvKaJ5+ctfUovT4YRKKweYal6YHa1N0px31VUxDVCl6K7lhmjmgPFBarSRTBK14taVO4U3NEDDkElR849k2C2ECC9CbykSbXTiiQDym41AwNYxdzFGU4ddAAzL2OelcoddHQZZhPuCjOeo1RLNS13x7spGTHE+1H2CzqIs4atqoS7jvkiSOmH8kBFtNLI9X2dIMxst5fl4+Z0f8TZ0Fiqt7lfzvFTteKgbXNrt3rej1yTcoFOfFaR3EuGlvhA5z+1rcYWzoenCSyfU2WF327bU3QyqTMAS4UXoLRlmoydXmz+SqZoXt4oxHgg2dMlht/b0c4h0Bgv2DgZbMRs1iKo1DN3A5BnLm6SuH65LSYjwIvSWDOFlcDDlVI2KMlHz4k5aFikLK5r6vGS9CNXpbT4tw26/o/md6ibRvJizfczMpNotPI3lQ9jL29DT+rtOmUJGja+NmI2E3jA2BqxdW20bMoSXAStZaxA9zUTzYnmdy7YL5XnR1qE0xFN/14oaD3ZdI2GyUH+5CC/mzP38+yupdzXmOB/GwzNbBNG8JCLCy3ji738Hzjyz2jZkOOymyRc64SVZ8+KWl1fzklFutB2Vj7m6BoxTsxFz2AdJhBdzNo5M6Gl9ntDfQtvb0NP6S6GMhRmFRER4GU9YVvXOnBkOu3n7cZrDbqzgIg670TwvTaBJbS0IMzJ/p/i81B9feBkZqbYhnVJU+OokM28vMGifJKkTyqfVqv6tvMtJ6pL3ecUpk5fXEb/yFeCaa1Lr9w7V5pWqe56Xqu9xD3jDnefilgemx7aLz0uzsOA+qy98YbUNqStVa6RMQqUlz4tQOnXRvKQ87KkCiSo0uJ06U/Pi7bft4OBbbwWWLTNqQ1a/rHps0TIOtAzXPHUQtm6PD1/i89IsfM3LrFnVNqQXFHWur3F/rrJ/ifAynmiI5mUqbUzerxxnonlRVDDmywNk+LyoVJ6kbpxGGz2ydQdMGIwL4upPl7WN6o/ff/rhmS36G9IGm6rfjqquPwURXsYTlgXceGO1bcjSvDAwiIQMsZrzcvm8DA8Dr31tZhO1ck5dF2bU0Q8TQQb7T3kUU4Z1wkuCw+44uCZNgvy/fXJfOpnkG/xsEsxfCruNCC/jiYEaLCJusDyAUfgxkZnPS3Rto6c9LVPzk0NJUz3j1OdFl9k4einEbFR/BjFadRN6S94kdUCjhZsyEeFlPFGl8OJ1wKxooxRn2Fyh0p1EGynlZjnsTmzVMEpinAx2WeO+mI3qzzDcjMj98MyW8Rsa8xbVe0R4GU/kSI/fdT7/eeDSS/GMB79v5sGuI4/ZKLpBddjNQdZ4tOvkipP+jVPNC4DUm3PsrksxfbqYjWrHMceEvg6hhsJ/EcZpht0b8AwJlRZ6QJVS/Jo1wMqVuGHrIZk+L6akZ9iNa15+c92M4HvKtdBqdEI+L8HnPaesMmlqb/Hat9de1baj1yj35aT5D2J4WDQvtWOOm1FXbosZVWteaiw4ifAynqiyI6iOuhk+J1HNyydwfmqxOmx3dFTzvLzwvftktzPm85LeeedM2JRdZpmkRRu97nW9bUvNIOpQeLnoImDx4u41SKh+Mi6ToqtD11hAMKEqp2sRXsYRW7cRrscx2QeWwcCAs7YSkFvz8jF8Qn9sTs2LKdnLAwQ7iRhn732tcdmlcvPNzt+GD4YmMGDg+N2h8PLb3wIPPlj8fCEOeS8Vzte+0YwZ51boP4ddpmrECBFexhHLHh/EM3F91c3I9MnII8nn8nkxJKx5SV+YURf10lPUgc2baMeFz0tcwIze85DwIuvO1IN+1rxkUSQnU9XXy+T5r6iJIryMI1q9XfU+mYLLA0Qjkcw0L8WSYBnnealgbtuEyfodXjTZuBBe9NdeXZOqY81L1RNHP1Jl0EAd0D1TWc9ZHQXoH/4w+FxR88b5kzS+qDTNizKhbtuWfFjXFmYsWnAsc2/4vBXYEQBwKc5291LP3zxmQolwUn+Xd4PrONiVQdlmI4M6hJxEOmy/RIP9fcvCcnxe6ipAP/BA1S0wE16IaA8iOsn9PJGIppbbLKEMKn3p+cxn/I9ZZqFuOIDFJq0c6pI0n5edsSJ0us2915qOYVC/YxxpXojYSOMumhdzlq6bUX4lw8Ohr/3i83L8I98zO7BBPi/n4OLkumvQNzKnMyI6B8DPAHzT3bQrgF+U2CahJGrwvAEA7HbBUOk8TrcciTYq7PNiVk9lRJdRBsaH8GIg4IrPSz72/Mp7y69kH4OIv/FEjX1evo1zKqvbBJN38XcCOBbABgBg5vsB7FBmo4T+ZZK1NXNuTc6am/RFc2zqyemwrg2qz0tKFuBK8Rq9667AuedW25YeELulke9dMRsJpTDYcgaBvro/Rc1GTWSjweK5JWMivGxnZj8NIhENoDIXHaHRfPSjsGAX17zkwChUWtcB3eOyXni8N//KO4L6u7xGP+1pwJveVE17eoRufc+oxkyEl/rST/N4LopoUup4sTZs8D/+evXRlTTBRHj5GxF9CMBEInoegJ8C+GW5zRJys3p19jE1sBtZxKnCiy5JXRFiE5tOWzJjhv7cjG4Rdp+p/pr6TJzo/L31VmC0vxe864nZqAb9pV/x7su4Ei6LOOxu2hTkx6oCA5+X3zxVX+HlAwBWAbgLwFsB/AbAR8pslFCAuXOzj6nBYEzgVLNRnjnmzzgxpRxPM+IOkjbHV6tOaEimz4sSkWQzma2CXRbeBVuwAJg0yfn8uc8BK1ZU16YeUbrDrkklQiFiSeqyrvMddwDr1pXapo4xyomS02F3/Xrg5z8v3qYewBW52KUKL0TUArCEmb/FzC9n5pe5n6VHC4WwiDN9RpLeqqPnXYvjEssIjnX+2m02jrZShRd1eQF/vzIh1urNUe2WfZ5Pw+SqS7RRfbHdfjUB281OeP/7gRtvLLFFPaDotFmbBF0Kat/Yshm4886eNyF1hGPmNoB7iWj3HrVH6FO2YhibMSnb56VLzrA8PCn03bYj83mKV3DIYTdhwJmIrdgLD9bH5yX6e/pceAFE89JkGIQ3H3oz3ojvZh/81rf2z32IpYU2+F1VCi+modLtdvltiWAyws0EcDcR/ZmIrvb+ld0woftU2f+/hnfho/hEts8LupTn5aijQt/bbUfrY0bG2kY2YzrW4wd4Tb18XsaT5iVvnpd+mfz6BJsJg5Yd9PW0+3PxxfnyF9SV6G/UeZ3rOOCActrTCVFNdAX3xiTnavKSvkK9qHEHH8QoRjHoCC9FfV7yJJqL5HmxbfMXGPVtPelyEhzHYqcZFV7zpGtSR1VzFyFw7BmIhrhbVs3MeoJPIVmypmObTxk+L09/upk/YwWModoxJlN4Yea/9aIhQkE+/GHgtNOcTpAxQ1fZ98cwgEGMZpqN0qKN8gx40WPtMbuQz4uuQNW0xahuSXiVqzY+By9WN/S55sUTH0NE8gARAXYnK6DUfbJsMAxyhP804bLdBi68sHeNqiN1fQaJsCNWVtoEkwy7G4log/tvGxG1iWhD1nlCj/jXv5zIklar1plVN2MyJmNztuYFBBNNRt58UCGfl4yFIcMOu/FDRtsWhubv4mpe6pFh9yXLvipmIwBkqceIz0tdGW23suflsTHgP/+zJ+3pCU3M8pzi87IGc3rblgiZIxwzT2Xmacw8DcBEAGcC+HrpLRPMsCznAbOsTKepKvtAGy0MYCxTeAHMNBn3j6T7kMeEl3f/OyzDeew1XzkKjzySvH9klDD42le4b441Qpewrk/RmY1ix0iel1qTqXlRqbFJ3KeI2cjk+JoL0FX5vOR6PWOHXwA4uZzmCLlRzUVZUkENOgEhO0mdCXaGxiPII+HQRguWZVb29tEWtqdEcLLthF3nGnzLIsnnpe4DfRfIuvZduQQ16DP9SmZ+pBw+bo2gn1aVrgGZPi9EdIby1QKwEMC20lokFMNA81J1P7gMZ2fmeWHHiUS/L0cYdUzzAiu8LeNiDER7hiZSgMDVJ6kbp/TkUa66w/Q53tX9NV6Ah249Fu/WHuQeNTLSH/cjun6FCXU0G9UAk2ij05XPYwCWAmHfQKFCPJNRq1VJrH0eHsLe2ItWmJmNMtTEWb4m0Trs01+Mtb9sYcy20h96t7N6LiN/eTBunvLe+Ovk86J+vhsH4olF0/DciprUK3RrGxkfLNQCBmEp5mPJ6oyImmuvrb/wUsbCjHX9zUq7nPGw9/3LRHj5NjP/U91ARMcCeLKcJgm5sG3nQTIwG1U5fn8SHwUAWBlmo1TtSii3QDr+oe5fe5/9AQBtm4weeo+2rbGsMoOsekQZhXB/9J/3fTtuv3EfPPdpFbenRByH3fj1r+lQL2jwNJYEBu66E8Czqm1QLyiSpK6OgrfyOwjV+COZ+Lz8n+E2oQo8zYuB2agOWGR3xWE36xBmwEI7tAYRALQ5+5F/7bMfwTHHOJ8P2nGVtmxvmqx8WNEMbNt33xeXXDGE0Xb/Rhxph8o6DvJCIrTnnukLNI6X+5k28VftsGtQd1V+f4kvoUT0DADPBDCXiM5Vdk0DKs5OIwTk0LzUQVOQGSqd5Q8TfEuthzn8e9u208HGdJqUCAt224hp01Iqd3OIBEnqaoLbGE9Ay3Jqbjo6k92UyV2+IbW6wf0F7bKz8zetLxfxEakr/eSwW4N+kTaSDwGYAkfAmar82wDgZeU3TTAih+alBs+b4fIA0DZ2l3lj+PzLb4KzOzvaSO33NhMGBwMhJu3EzKjM224DbNt12LWqNVWkRGSYaJmaCpE+VPrFz92I80+8Ln5CP/kbNJw3vMH5OzoabDPSvNT9fpQRKm1abq/Jmym4BBI1L25m3b8R0aXMvKyHbRLy4M20Xr6XmkOEdJ8XUKLjgmUBO83YalRPVPNiM2F0FPjCdc/Ep/ZYnH5uwtpG2zDB2T9vR2D3nWqR50W95bfeNwWHPzvYlimoNZykxz20htUBBwJLSqhEKMzMmc7fr30N+Hpapt0m5HbJQxFhrGqzURI1uC8mvotbiOjzABYAGPY2MnO/BzM0A6+De/leao6VtaBeyvIAocOy9jNgwQZT2OflgbWzgN0zTE7Q983ZWON/DsxG9Yk2WrvBseZ6E0Ffa140E552Atxhh+LCSw0G6PGAsdmoHyiSpK5KDFaVrnO00RUAfgzgNABvA3A2gLgXowsRzTIo02bmdSYNFDLwfF4MNC9V9wPAwOfFNNzVwGE3ajYCzKJRmDWaF2ZsweTQprppXrwv40HzkmRa9O9brjhqoZfoxqFxYTbS7L/z0ZkYWT0fC1NOoTo+uzVok4nwMpuZv0NE71FMSTenHP+4+y/tSWsBSM/vLpjxu98B73mPkealBs+bEyptmuclAisqERPNS9RsBJhl9QwLPgntYK6F5oVtBsEGw4pFbvSz5gU11aYL5jz/+QD/gZI1L8yNiKDMRUQA+/Wdu2LDo5QovBx490+wJFlXUD4Gmhft9x5gMrp5blUriOiFRHQYgDTtyhJm3ouZ90z6Byj6d6FzTH1eajDaW1ZneV68gc7IYVcZFNXEclmoPi9J9fj7Uf0LoX9N3GvHSxw7ST9HG+WOnHvqqdx1fO3+k/GHO+blPk9I5uG1M3xHXbXfJIbbjo0Fn//jP8prWFVkPMb3bNuzFuN2jJjZqPeYCC//TUTTAbwPwHkAvg0g7Sk6xqDMZxgcI5jiCS8N8HlpkQ07I81/alcwlBQcn5fAL8Lr/yan/+mOuanHeRqgumhePHwhZuUTAPrbbARoxvS0Qf7ww3OXf8vaPfHYUxNznyckc9oPX4P77nM+ewtnpmpeVG67rdzGdUqGkLFu0wD+9OTBwQZDLXLd87xUlYIjVXghohaAfZh5PTMvZubnMPMRzHx1ymlXEtFZRDQl6QBmlrWRuoln58jK81KDucwJle5GSQZ5XiImovnzgX1nZSv9rl0y2/+c5EPhO+watbU8ohomPPggbLdb97PZiJAwriY95AUmgFF7AANW/V8ImoZ3iyzl8RwP0Ub3PDYFH17y2tC2OuTeaiqpoxsztwG8OmeZFwN4IYCHiOgnRPRSIhoq2kDBEAOzUR20jy2TJHUJM1M4pUl+s9Gb3gTsO3uNsi3hRKT7vHjUQfOimtImDrWBdjsQXvpY86LzXUp9vhuglRyvpK7O3kfCC7jg8hU117w46S3q6fPyTyL6GhEdR0SHe/+SDmbmq5j51QDmA/h/AF4P4BEiuoSIntedZgshvER1DRigs6KNgPS3kTwLsYaEF3aTECvCxvvxObz61eFkWfFy4hV6pfqalwrHV29sOXTivY7wMjw8Phx2oRcrE5+PAn1DVgsvFyOzUT8JLzpMfl8VwkuWo3QN7otJtNGh7t9PKNsYSF+0lpm3wAmx/jERHQzgMjiCjCwt0E2muNa5puR5sdLzvKQ6fxVYmNG3+oBiwsvj2Bk/+hFw8cXA4GBGgREIXIsMu2wrSxV4Drue8NLPmhcg+SHo4sBaB21lv+H1tb4zG2VpvjN8/WpJjTtApvDCzM8pUjARzQPwCgCvArATgJ8AeEORsoQUjj020Lxk5XmpgX21lbU8QFaSOjXMJ4WY5uWii9D6wtuxdttEYCL7DrfGqIITO0mZ6uDzAriCFLmqd0WA7XvNS57b17ZzC5kNmjYbxYQJ4e/GDrsNx4lijOcfyjQ91/w6pGVFL5PM0Y2I5hHRd4jot+73A4noTSnHn0NEfwFwK4B9APynGzr9QWa+o2stFxy8ydwkz0sNhuOWleHz8vs/uB8yfF4yfouveVm7xj9+6VLgPb871T+m7SoBQy93Ucdc3cDKDMor/JREoGFyNS8c+A/0dai0QabmEAW1kjWfNxqHOlF7ZiMgpT/30w3gyK8kLyVDA39jDTRiJq9mlwL4PYCd3e/3AXhvyvHPAPAZALsx878zs2aVtHSIaB8i2kZE31e2vYaIlhHRZiL6hZrJl4hmEdHP3X3LiOg1eetsNIaal6o55+Absn1evvqVZLGE2ciR1j00lOyO5+wQM+P+yPVF7+SyVe2w6/1O38eZGfZJJwPod7NRxk2LDK417xrjEv+9q180L2W1t+YOu1VhIrzMYeafALABgJnHACR68zDzG5n5jwDYDZn+KAAQ0e5EdJRhuy4E4GfxJaIFAL4J4HUA5gHYAuDrkeNH3H2vBfAN95z+R407rLnPyyC10bLs1GYuxKKu1OXV4ec+OeNMHHUU8NFnX+PsuOACo3J0b4Rqwjt77bpqHTtdM5sT+QTAtnHLSuc9o7/NRmS8AgDBLtY3+lf2qwy1r1hWhualaT4vGSQ9n5mRk1X4yuQQWmqZ58VlMxHNhvuqS0THAFhvcN7X4WhhvFDrjXCEjFSI6FUA1gH4s7L5tQB+ycx/Z+ZNAM4HcAYRTSWiyQDOBHA+M29i5msBXA1H0BkfXHRRIxx2GQQro5mbMNUZ4DLDvk1CpcPfWy1gxrCbYuiBBwxbrRSgEOR5qV7z4rQnMBv9cbEjvIy0W8CyZcDatRW2sBySBEbyRrTI/SryAulos+r75tlEomYjIGPy27695Bb1Dl3uqdrLZgbLAxCqETJNhJdz4QgDexPRPwFcDuDdBucdzczvBLANAJh5LYDUfC9ENA1OVNO5kV0LAPj+Msz8IBxNy77uvzFmvk85/g73nP6HCPjlL2u/PMDhOz0Oa+lDmZoXAIEWIUoo2shAeCH2TUcMCr3pAcBr8X39ieEN+gomTIDntlsloWgj12zk8Zv79wFOPx346U+ra2CJmD7OSWtlZZ4nodKlUHhhxrpjlI029ymVRimlpZHwqO3yAMx8K4DjATwTwFsBLGDmOw3KHnUz9Hoam7lwTU8pfBLAd5h5eWT7FMS1PesBTHX3bUjYF4OI3kJEi4ho0apVFS541SU2jk2EDWV5gA98AHjssaqbFeP0fe/DhevPgrV9m4HwokddmNHY5wUAbBtsWbFBc3c8ktXsgHWB9oIZwOTJoP/5TOXCC2wb5C7LGB0IP/n344G77gJWrqymbSWSmGE3kWITQNU+Tf2IulSHl+elL4SXLIoI0LCruQ5unWOj2XXXVnghomEA/w5HsPg4gHe627L4KoCfA9iBiD4F4FoAn06p51AAJwH4kmb3JgDTItumwTFFpe2LwcwXM/NCZl44d+5cg59Rb15x2wfxVzwnMBv9+teFFqHrFdaWjdlvEil9wRNAfj2Snu9QjcJxpCXHs18dByxXlk4bG7RNcR2Hg2iJCjrv5z/vNOXSyxwBxnOE1v0YdXG7PiGvVqTIADuexJZn7pZDkO8SXp4X/yVj3bqet6GXOC9fygbShE4nnVc3GrKq9OVwTDD/B+Br7ufvZZ3EzFcAeD+cyKMVAF7CzGn66xPgZOV9hIhWwlkE8kwiuhXA3QAO8Q4kor0ATIAT+XQfgAEi2kcp6xD3nL5njFtOOnjPbBSdoWvGXVv3MTMbZQg4nPHohjQvzGBSNC/u9TERXrTWKzcdNlmEO3BINeaFL3/ZacvIaBBtlHTN+lB4AXKajcqupOGoy2aUjZrd4b34SrDj5z8PH9iH1173LKYJ1okm9F5hujxABZhk2H06Mx+ofP8rEf0r6WAiupWZDwcAZr4HwD1pxyhcDOBHyvfz4AgzbwewA4Drieg4OPljPgHgSmbe6JZ3JYBPENGb4WQEfjEcM9e4wF9bwrZTfV/qMBZstoc7Wh7AlJDmRfV5oSAqq+UGzYWuSyyEJaGN5Pw3mu7GVT5uvplU5+GsVN8NRPdL056aQgMsVTcw9zOq2cjf1g9mI6O15YLfecroL3FiRpFkUG4pZNWp3Lw6Cy+3EtExzHwDABDR0UBqPOsBRJTmE0MApkc3ussJbPEPItoEYBszrwKwiojeBuAKALMB/AnAvymnvwPAdwE8CWANgLcz87jQvPiPjadxqXnUUYtMHHb15HFcS9S8WORP5iaalzRG2xWGIlM4xFSNNhov6H6q7tkpKgxXNnH0MYlRYhVFrPSSaLTR7/n5OBE3w8R/r868F19Geuq3cjARXo4AcB0ReUbR3QHcS0R3AWBmPjhy/P4GZWa+CjLzBZHvPwDwg4RjnwLwEoN6+5dWyxFa0sxGFfYCr2qThRnV46OQobwQ9XnRaV484WXjRmDmzISCUl4In9wwnHxQ2SjCSyjPyzhBm2GX/Z2x44u+HY6Xazpo9eaFR3WAtrL6ct9d/Py/p41WtdfBIFR6KjZWIniaCC+n5CmQmZcVbIvQCQZmozrQgp2Ztj4xz0uO3xXTvLgOuyArpnlZvBjYfXfjon2H3VkH75rjpHJgsmIZdgHgXe8CvvY176D6Pg9FSdSmaAbRwpqXcRQqvfPUjTj/2X8D/l5+XarPi3aHR8OeW7bLMaD0+jJ8HW/HOzIq/evSPf3PtY02coWRDXBMPbO9f8y8TASVGuDZ5VWH3QTVRpVjgTcutchOX5gRWXoMs44S83khK9C8uMKL5/Oy116aE/3vmrJdH6O9zjg0qKPX+Be0pdW8vPSlyrE1NiMWJ55htwzGk8+L1SNhrWEyiTGZabbsgjraHl+wd6rJ6xPqvvaxPbXbe4lJqPQnAdwJJ/T5f91/Xyi5XYIhfmf429+cbJQ1jzbKXFAvhTznhTLs2rbv8/KBXz87pnmJrnJrApFjqauM5U4qJH7hacDAQODz4hJSyfejw27O56iwEFLjvtR0+slsRJkpzNzjNAJiLZcH8OpO6DeZztY9wMRs9AoAezPzSNmNEYrhPzwvehFwyCG17vRmDrvJPjumptWkaCMAMZ8X85BbOxSiTQTMpVXVOBq6jfaEMj/br7t9aAj42PHXAH9DX2petCGnuvvY0erf40fr0kuMu0uNxzEdmekddA7mBteiEuHAa2zCPYgJYTXN87IYwIyS2yF0g5GRjFDp6gcDE+ElNX1qDuHF72DRPC8Rs5ERU4M8iGrT6mBW8M1GNuOxJzTvIzW4791HbzaK5vLxKJSkrgMtoZBNP/m8mDrMN8FsFKp67boE/0P1Y019XuAkmbuNiH5PRFd7/8pumGCIbgCo8Zu2BUZ2gt0u5XnxnHZtx9jsj43u9fFXnE7L85LQrrpEdQY5M5zB8y83TAIAHHOM5qA+Is8z0lGotFAadelDvUKrmTFJAlel2ejoo4FHH41tV/2jzsbluPehwV42C4CZ2egyAJ8FcBey1yYSekxsYK55tJETKp3tktthsBHabWCI2v6JDEXzsnlz/nKVg6LHV7UkPBBEOHgZdicOO20J+RPUWJjthPh9S74PEirdAJqueTF4xhoTwRZSL8fbHL1VW7b33gHQRHjZwsxfLb0lQkEo6DRHHFF7zYtRtFFKByfD17WtW4GZ1kgo2sg/9aabAMBZVgF5fF7qOfAQsaN5AWF4SHPva/w8FCXRL12z5krxUOlCpwmGxK5vLNKvnv1NB5GBz0uCcJMl9FTusPvWtzpr5qkRClkmvx5gYjb6BxF9hoieQUSHe/9Kb5lgRGiif/ObvY3aY+uwQu7q0eloZ2heAHSsehkZAYbIXc9dSVKnMgerjcuL4l3ibRiu1L6gOiazzWhZmmvUj8KL1mG3+udbSKc54kg+THxedHlgKM2/z8ONLKyMFSuAv/41tCnW03bbrWfN8TARXg4DcAycFaElVLrOZHiI14Gl23ZE1hCWOgUZzk/PfS4wgDauxovDSeo0pK9tpPi5aHxkNvEUswaVhJeMzxs8B1r1vffdJk/0hoRK149YqHTDzUaGB+aG3/Wu/Cd1ihfNCHI0+n/5S2j3E5vD414VWspMsxEzP6cXDRGK8bsnDse/e1+8JHVJ1GQw4B4oAn7/e+CQieFoo+hg6U1oRcxG6mWu+n2fKDCjaDUvNbnv3SSP70An5r7+u3LVovaVoaw1TRv23BY172SajaoeYVotJxnW5s3A5MkAYKY9LxmTJHXziOg7RPRb9/uBRPSm8psmmOI/3Iaal16PCRs2AHc9uYNx/UmTTWHbr2s28gWOHXYI7eb77s8uo6YDachsxAmJ82ra9s4wzLAbWcAyVw3EPRG0xxPqLfOEl//BB50PDXYyMnHYDSXOrDuq5gUAXvIS4Kqrgv01uFcmZqNLAfwewM7u9/tQxRKSQiLqGj5pD1VVVqVbbgGuXHJgrB2JpNiBTR12gbBQF/J5iZa9fr1RedrQamdHZTh2dM9sxHqzUR8KL6k5WCLPiDjs1pNBN7p2CQ7UH/CjH/WuMR1i9Kgwa5/FrOezSs2LX/chhwB33ulv1/jF95xE4YWIPJPSHGb+CdwwaWYeg8Gq0ELvCAkv6t+aELNtd6F9w9hqfnA02ijyVpHq85LQK8mqz8zmh0ozhcxGH//bCc7FPzBhcmgweQWSYhNAfe5xv6Be0cwJ70MfKrMpXSfTYRcUe6QInLlQbW2YNw9YuRJA3GxbK+EFwE3u381ENBuuxo+IjgFg9qoq6Fm3zg/X7QammhePXss23A7r3k3MRtpjlI3DtD27Xm+kiEYbbdyoPy69ymTNS4WEk9RxfHG9M84Adq1+9evuEzcbJWWQrmuI+3jm4x+vugXdJbq2WOJxsfNq6vPCjOlYF677Fa8AfvKT3rclgTThxWv1uQCuBrA3Ef0TwOUA3l12w/qa224DPvCB7pdr6vPS67wB997rf5yILdnCS4LZSPfmYoRrNhocBD700n85C1hGy1V435kPa8uItdH7XKBJ3cJbBsEJldZM1H1q+0hy2M1MOZ+TOgmq/UDq5Wzws2q0PIDmAIvMkttVgT+WePdll12Axx8P76uQtGijuUR0rvv55wB+A2ec3g7gJDgrTQs1wFtgMNPnxRVanL+96zDqg77zhDWFHXYdm7H70aD9ft4PZt92NYixYH9CGVOG9VbROnRYHQR23+DC4+Np+96beE4/kEewKOSwa7hejWDOPavn4qCqG1ECJmOD7lmyKNts1FPhxrah6jRidR9wAPCvfyFqNa+b2agFYAqAqQAmwxF0WgAmuduEulHTkVYNq1NXPi5EkegRNdoo5oAT0URFNSy6ZGg1elMKJ6lzPi/YbQMA4IidVlTUqvLJzO3l7vzhHQd05rBb0z7VZBLfsZYu7XVTukqmzwvrfEVqJrzstZdbKcc1L4Bjhr7yyt61J4U0zcsKZv5Ez1oiFOKYmfeC1+YMle6x2UhtTotsA81Ll+pVGuALL6QKUgnLAyQ56Sq+RXXRcLPttEWdZz/3+sUAnllls0rHNM/LfatnYwo2FpsADPwRhPwk9v81a3rajm5iKufGrZpUr2ds2bLQ11jbpk4FNm8G1WCZQxOfF6HbFHmbW74cuOaa2OapA0rUjanDbo+FlxlT2/gBXo3L8TrsOfS4Wf06nxflvFwdXo02Cl0fVv7PaIa6MKN5zT1BzbDLjPr7DmzeDPzxjx0X05M1qUTz0nW81Spij+nYWOzYpmAkTCf6vGScljTWvfe92XV2gJ+75uKLwzuOPx60PTtgomzShJcTe9aK8UjeCebGG4H/+z/tLjWqxtmg7w5VDcMMwhRsgjVvB1hDLQOH3ajpxlb2BWWa1AsAsG3Y7EYbRa77F+Z/DalyunK8LsPuTFpb6Uqx3prSvn+GLpdE3Sbg5cuBd76zoyJ0d0zWNmoG7aREG894Rk/b0W2MFmaMPKIWMdqcPA3PoHXJBX7lKzlal5OEnDQAgJNOAh55JLSpVj4vzPxULxsiGKCZhIgYY571z9O8JE1WntWj12Yjd3LFS18KDGblBE9RwaobB0wWRA/OG7UtJylWyGxEsGCHBaGUiT75Db7CJFI2u6tKK6HCoVCoGk7oXWpT2Wsb1fDK9QVDQwn3aWpzXSmLOnc7flXpxxg9uw8+mB1//sQTwK23Grctse6BgVrkuTLJsCvUGALjNPza+ZIlvCA4rJd4WWABNx9CRmdM1WR4DrtDw9n1MuHlu1znCi8tPx35l/Be/AsHBO1Jq04ZWTZjil9u1TyJuf5nJ9rIcditm5IlkbSGJr6aB2ifoxLyvDTmejaEPaav85bHiVNHQdsQk+UB1GhJ43KTTog+mCtWAH/4Q3ph11wDfPaz4W1XXw2sXq2vO6Xf0MTs8bdsRHjpJ2rq8xISXmA4IXRBAHPcPxiwbYyMBcLLn3ASHsaewMxZme3R+bwA+cxXZTAPTzr1q9FGzq+p/xyQJWDvtlt2EUAu1UuxtY1EeKkN06ZV3YJUTJ4u0vm3GCx4pH12u/VgfupTjtYmysMPJ9etoVZmI6EZ+M/MvvtmRht5m5csKb1Z4XrbtiK8GGhekspJjmhOL4sZI+2Wv5bKAMYwhgHXnFXAaz4myFTo8+LKqwRFKG2C8JLGCrMQ72TraLj84qHSIrmUQWLfTevUB9U/O0zWSyExw07xb9GekzZelikxbN+ernmpQdiCCC8Nxx9gX/5yY83Lb3/f29uual6KoHOUNbAsBJ1eNRsxw4KNNlpu2ZEx00Aqchzv1OtcrbTgm40Y42YV5DTBghEfXGVto3rg3bfc827NVWBZ5mfnmALles/xX/4S3pHH4asIkfXfEttVISK8NIWsBzOHjjtpDZiy4KEJoH33BWDaybPbZxtO0oHZyPLNRtH9sdoMBoG6mGZYUbYE/rpmviCV0oU2xdY2cgdaZoos3yCh0o0gpVNtGJ2IdtOnK9ZrUbJ86BgEnBgJ/o2+qHb7OU2LNkJcqBGzkZCbUBbErCR13vZ168tvmFrt4BDo5S/z22r0Fqz7Dco2c80LxcxGQTsAC2zmgKvmeanRfBYkqUsQCusiZal0wZkkyVfJWyahK2+GkqSuFLzVOtRk11n36+X3fwp/xPNKbllxnAzXGWajn18Zf54y+mfqdSm5b7fRqvXzL8JLk9CFSnsfzj4702zkn3733V1vWhreBMsgJylTluYFKbKL+/tOPtmsbgL7odKe2Si2vwC+w27FkUdeGHpgNqqRZJVEFwbdVLMRU2y/hErXA6//v+99wPnnB9szV1ZmqoWpIgmTttEjS40j5EKHmDjsmvSp6Dkp6ut2G1iDOSK8CBG6+uruljV/frbmpYzqDWBGrrwAiROTkpb/t781qdc92I028jQv/n41uZva2JxU7dgZXR6gjsqWGCWYjdTtIT+pjkKl6zthNhGLGLbt5HoZzoi2fRw7+Z+7pk2rEMf5Nk7ar0pbpDa32ejNbwauuy747q1jpOMXv8guT0HMRuOJLt1tvxRPFW8SKt1jaVqdTIzyIUToyNnXndUZbobdCROcNjk2AeP2jCrLgMXHieqkBU/T4i8PUOM3JZ9umI10P1NxMozuLhYqbWhS7COOxzWllk8w91fbBY8HXxogt2RrlBlcYMrtWrTR5s3Ahg3B98g6RiHc3C+JDrs16BYivDQc/63fxOfFo9cOuzb7mheTPC+JOTxyjmD+0YpQ95Vf7Y0tmKTUZZYZ81F7l3Aba5BhEghrW5gR0k4BwNqRydg2UsNu3oXRT3vbyHvOuqN5qZWDUw/4O44vtXwTs3ETKRZJZGdqlNzMTfEdeS7iAw8AN92Uu32p1OAm1nBUEwrh9R4Tn5ceoyqEtJqOn/wE+NKXssspEAZMcKKNbnlgOgBg3Tr4wouz0rRhhJbS5hr0W5/L/7gTHtq4Q1gIU56B991+Fn7wzz2qaVwStt2x8OLktQlv82V3XUSHhErXAs9sBOR7BPwlRmpM5jsjSPub07R7aSb0WGFJF/SPfwQuucSskV7xXuSeJKkTQhSZ/RKeDm2HzvJ56bXZaPFi0OpVABJCpdetA/71L0WLkPImkkPj4S+Exoxf3TwPAPDpTwOWutAjm70JRgeYIMNutWzY3PI/6xx2h6w2RsZq1s0NzZtpJD0jngbKUvZ36pQtdA9VeMlD3X1eTNsWX3QWmTJy4ng9MqIclFJ/keyeGTepDn2jZqOakJfYM2TiT9Brs9EvrgbdflvyAUNDQGiJ9fBv8AeGSLvnz8+uO2qCmjoVsJXHPqYJil6bvfd2NqeMMFV2ZM+hVNW8qO0Zssb6UngBku+J3cXIlDpp2fqBJOEl635tHZoB7F4zDWIUo5fG8DNr4idTpK7YsUF4pNkpOTUvVVCzUW2cUHTgNvED8YSXjRsTT+95tJHVAtnt5PWABgZCiVvSVaXB14ceyqgX8Q7bajnCi5OCKSF0W70/u+8OALAQtK9WHfqqqwA4TdZFSQ+WpXkxSbSTBLN+PZUcZPlOdSPDrskiokI+KMFsFM9aHeb61fsAx5frj9Mpec1Gfr4pkyR1JpXdfLO+gI9/PN05N2/dGsRsNE4YaxOeGs23/PumrS08smVO9oGe8DJzZuIhPTcbWS0Q2446X+cg22qFhReYCVgmHYaI8eSawLTSasFfGsC0DAC4pn1c8CXiFFsl6iStW1XaIrscYXXXXYufm9agT3/aqAgvf09i8coNKmw28gsTukVq38641k03G2l9XjLGkVy/OaS9Vli1yvmXh8svS91dh3shwksF/OOuGTjzrgtynfP72+fhvYvfFNsek9qJgFtv7ezNuMuoc4n2bdYVXtSwX205OfuLd7zdDmtexjDg51zIijby9i3nDibrHhAyG0X8gkoRVleuLH5u2gX/8IcNpdLk36WzSokGpR6omk7TF4CjcGOu46vCTPMSPyhLEDDSvGTan8RsJHSDQonQEguLH5i0Kq+XB6PXZqMsH4RWK+wglvR6xhxftycDAtCy9GYjZ39EM2GU8VL9XJPOrYRKRzbXT3uQ5bHZaqXvh/6FNdC4sFY9X4yaXbuGQwUcdm/GUeU0pouYDkvaaKM0fzp1/+ioclLO5zKn8JJFtM2ua2BPEeGlQehso97A7Lu4ECVODv5z22uHXeVNWCuXaMxGKkUnH19AsYOyY2YjxDuiWlvSoBSaHCvOsOvBCZaUerROIev5MxBekorxNVDd0LwQ1U7uazqpZqMMCeBDfz4xdX/VmGheNA9mKqGxpRNtupVvqs/SvKgRm4Bxl+0qIrw0hKR+7T1cs2YpB2a82vTc58XN0eA4yNp6s9HYmEFBRTRWDLvN+OI7H/Crak+e5han1whlXR3brom2BcBMrAUQnhTqKFiFyLqPAwPp+5EeVBc1GxUPla7htWs4VMBs5HHjY7vWT4vokuaD5RE1GwUOu8nnPDa2Ix6DmyCzSMizX1m5Y5Y47I4TivY/7WnuRn/uJ8qW0HuteXEd1RiU7LBrZzuWRh0xTeoFCHabMXHYKdyyAHuuk/PFSQOTP6LkzVc8pzb295PwJ5yw870A9Gajzy15ER57apLmzAphBhYsSN5vZDZKflichRmLNExfltA9kjQvxgJmTYUXE3TLVpg8p9fhmW4BHQgvOc/L0rzU4TaI8FIRed/qvMk/izff/k7c+mS9nEudCGd234g1v9uyHIHLy1lC+rcYr5w8eJoXy3VibbWcPCBOaKYVd9iN1Jul4q6Dz4uakE0XcrpyfcYKeL0mK89LB2Yjd0/srhRdVboOg3Q/oU1S2ScUcdg1uRYtL01DJxeuoDSfvLZR9TdRhJcqKGL+sJLs7+GNSzbuhi0jerW7H33T47dJX/PCbqh0QrRRQPi3qknqcmfYBWCP2bBagfDSbruCh9XKzvNiQKVJ6pTwS0/zEm3PWLtm3bwLwkva6VGflzqEdQoOHQuENZV8jJ6xl70MsDTPdsb44QsvixYFG0s2G2UJ+wdNfjhf/SVQs1FNSILAsdTvAGKOWBbZsG3gVPwmfmxFHT/s86LTGYcdGCzS++x87Lu74/olM3LVTQDaYxwSXsbarq+LZXXgD1HotFIgcOqsoHtsKoU53YHQwOfFKUb/Frtp+yDuW7tDeF8hh13UdrJsKkmalzpoMDslU/MyOEHr85I2BM2duBHH4Abni7q4Yt5Qaa+/RY/L8DVMui9DGNFu7yUivJSNzvxRRIVtkT7R0PTpoapaxGg/uBS/w6m56ygLPvIo0AtfADvJ7OO+iWf1vzsfnIyVa4fM63U1THab/Rcex2zk3oOFC/3qk6iTkKIjpHlB/Bq+cOfbcNx+T/a+YWlkLcxoqHnRRt8R0LYJ+84K+kpHSep+/atC5wp6+lbzYjBOMGcHA0TZcdJGDMAVMLqRuyt6/W69VX9YA4RJEV5K5smPfBXrL/5x5wUZ+LzYTGiRjfbSR1KP63mel512Bu2/H1rEGLI0kr5nRvB9XvSNdDbnN+nYbUZLZzYiK8hAu2kTcNllxj4vdRJq/HBvN1Zabdtuk9Zg4mB9EhYC6I7ZKEkgIccpctoEJ9voqQuWOVUWHIybMIg3iSTNSz+Y9oomqUs7LRRQ0I08LzlJ9Hmpwf0S4aVkPvXrQ3Hp73YMbSty402Ss7XZQsuyQ3lMVAIP8t7C7GiOXnfsQ/jqwssTDsj+fUScy1/H+52O5kV12FXKBBxz3FNPAeefn3tM0OZu6CHBgKhoXZRrmTNAqzf0wmHXLf+oPZ7sC9Ngv6D1MctDXTUvJqHSBTQvIeFFTf/foyR1X8B52LDjvvnq6hEivPSArvQ3InPNS4LwUhVsO9oAixgTBuJagMv/tDO+uOxM/3vSrywymRA4JLxYlmNWACJzqJsfJ8sdQ9eYqt9C1MtS07E9TJbwYpjnJa14owMNEM1LdyFkJ1hOpREPeDJRn5esnxNaTiXNbOQV9N//DUzVrJuX5POSVJxb50V4O9af98nE/VUiwkvJdOvtLXm9n6CCtu04xLaftr++EO/B7bXZyNW8eJPWzY/vHNr/+JohrByZmd2Rka/pTtiwRvNiB53PV2NbFsCOZkfrVBxtS/V9F4Am2gj1aVsiZWteNOqmYqtK5z5FyGC8h0on7EgkNO6rUl9SZfff75jAYwUV07wkUoObKMJLD4hFRSQ9xNu3O+YLDWRla17abIEI+PMGxxEVGzYktCe9vd0mKrz85v6wGvK/LtkPP1z5nPhJEZx1UXL6vCAuvLSVMggAP7wUuOsuwLadyCSlVzRhAvPf5rS5cTLWlaqCroRKxyfB4HtYP1+73z+O6VuH3YJmI8qagVmZL0yEl9WrMwp0eSTDL1JpqS49xX8ufYdZPSUiwkvJJK6No9t49dXAW9+aWI5OeFHVkDY7zooj9qCzYebM0LFV9Xu2OSS8RHnR0U+gBTvksJucHC5HvV6el6jw4jnsghyFyz+vA376U1/z0moFlRtdswolHDX8nEHhcHoi9U998J6DdyQMgAUXZgSC36pGYKl/81IH9fh4oPnXOfvl0ksZEdqWYUKjoQG98JKELiIVCDqEZ3oyFXI0LF4MPLBtt8LndwsRXnpAbAIsIkUk+LxEzUYhp9akBRrz194RvsySILw8a8FTePlO//C/J70pF/J50ZiNxtrKW4WqtWBnxVuTPHjRybEqVLORL/wpP6Dq9iVy993AN76h39eh2cjZHghu4rBbH1LNRqbxxjXEJONsdPjz1zZK+d1+JKFXgFqYviH67Ya5k/ziE8YNZuDb3waOnXpHrvLKoFbCCxF9n4hWENEGIrqPiN6s7DuRiO4hoi1E9Fci2kPZN4GIvuuet5KIzq3mF8RJfKhzDowm/dp213Rpc8Zt7XH/v+BXR+CJ1a1E4YUA2GyFfTZ0ZqOn1sB+IuHNQoNO82JZ0Z9PYLIC4YUJlpXvAlVtliD3v8TxrG5mE2Zg8+bk/SYDrbY/xLVOwR7RvNQBYv0aZiZml7pj0vzofJDVN0MOuyaVJW2PvhDkudZKX/rVr4BTTwUGD3ia+fklUSvhBcBnAMxn5mkAXgTgv4noCCKaA+BKAOcDmAVgEQA1ecoFAPYBsAeA5wB4PxGd0suGpxFVDRbto0Y+L8hO/9/rMeLux2dh7YY04cVscUQaGQG2bc88LnQOhaONVJMUsxu6aXlevO6xOTQvVeOZjTwNHEedVZs4IRiajbQ/zbGvRo4trnkR4aW70LKlnT2SHYUqlYfpqtLabakOuwmal1hBGRfVUJsZapfXBvfjyAjwl78AJ58MYNJkzJ6dq8iuUyvhhZnvZmZvdmL3394AzgBwNzP/lJm3wRFWDiEiL6zmbACfZOa1zLwEwLcAvKGnjU8gcZJLjJRIMJkkzKjq0Y7mhZOLrjBPPFkAjj8e+Ld/i+2ziPGlpS9VfF6Sw0jyTCbhDLtx4cX/rtiUHc2LcRW1wLtevuZKeQIaNfl6DuYFHXYDwon6NmEKfohXd9w8oXNMwoNTefDBrrWl1xTK86KOhQccEC4sD9FBrYDm5ZvfDLtk/uQn+ZrQbWo3TBPR14loC4B7AKwA8BsACwD4RjZm3gzgQQALiGgmgJ3U/e7nBT1rdAbR5yRxccGM1/lMzYttZjY6ZIfHU/eXAREBT3sacNxx8X2Gb8bOoo554Fi0kWXBMRMhMLN5OV7AjFXrB3HzPfE8CdOxLrmGih12nd8A3/QVpZZmIx3r1jl/CzrshrIvex+JsA4z8V/4TJ4WCiWRJLxcjrPN+tEOO2QfUxF5M+ya9kt/3N9nn+TKsir/xS+0m1djduaqA0SOH/CaNcD+CVk4qqB2wgszvwPAVADHwTEVbQcwBcD6yKHr3eOmKN+j+2IQ0VuIaBERLVqV5JndRfSm+Zz2SiSHSoccdn2zUfptnTFhW+r+MtAtpuoR1RwkOXA4A18OzYvn82ID1oDl1uVcMwbhvb8/1fm+8gng+98H1q7FYItx0sK1sbLWY0akzcbNKJXVmOM/Fb7sUpfG5WXCBOev8cKM8W2OvxQQ7Xl2gcSNTb2MdcaC3ufFmJqaQU0FEa3QnXG8kdkoL25ZL8SvsWjJZE2bwmajr34V+Pd/71713aB2wgsAMHObma8FsCuAtwPYBGBa5LBpADa6+xDZ7+3TlX0xMy9k5oVz587tbsMTiAodzgSTcHDCiGlif/c0CZkp9CsYANKWN7CiLrQJJoEd6QnMm6TPXZNcb7LPi/99r72DDZzf0FKlZuPV+JG/PIDfHkXrUM+hPgFPaDFcmDGJbgpwjTK7NQAC92mG3eyFZZMdlVNKzeuwWwKLl8/AzjsDs2b1rEojaim8KAzA8Xm5G8Ah3kYimuxtZ+a1cMxLhyjnHeKeU1sSp5UknxcCNuqVSf4La5bZiEE4Ez+rZEBONJUhEq6MZLnurYPfwTsOuta4zlC0kXtJtmwJr29mwQYPDIbPMVpnybgZpRNLnhlpXJ3aCqBrzoVpxXTjN9fuuvUBB2AJvvY18+M/8tx/hjfUVHgxCpVGfGHGrLGYAPDzTtYUltNslHV+dLfSriuum483vznl4IqojfBCRDsQ0auIaAoRtYjoZACvBvBnAD8H8HQiOpOIhgF8FMCdzHyPe/rlAD5CRDNdJ95zAFxawc/QY/pgpY2WRLgJR8eLRjDWew67t2w7MLEdB2BJRZqXlH0azYuWAs323Fk8s9HjnrvPxy4I2qUuZKgPiNIX7H/O365uolYfH9MaOAN3wWFXzVZHKPiqL9FGXWc61uPII82P/9zfImNeTYUXIDsgIuqwa6IXJWLwvvsFBVTAhEEbg4PZx/Wa2ggvcKamtwNYDmAtgC8AeC8zX83MqwCcCeBT7r6jAbxKOfdjcBx4lwH4G4DPM/Pvetj2RLq2tlFKOZ5W4Yq7DgYBeGB0fmpZVQzIntlGRyjMN42cnTfweQnMRp5zGu/veu4TgTdvAQB8Fu93NuWQkuowuXkOu8xwzV5qtFEDNQgmCzPqNvox8OHNVkHhpWmXrR/pSoLPHmAyZug0L9nlJowxJWlebsOhAIBl2CNoQ007Qm2EF2ZexczHM/MMZp7GzAcx87eU/X9i5v2ZeSIzn8DMS5V925n5je5585j5i5X8iAS6lWFXX3YQ2vvJvx+f6QtQVTKoNIfdqLd7NzuLE20UCE/PfW6kXcTg664DAHwQn018e4rmNKiR4kXJ8+LFSkdaVLcBP8th3dRsFPUlc01+jXZarpKssJMKGLM7SK5WQ2JPZUb8NJGrRZwxI36eDt32U081bt/huA0AsAWT1FYYn99LaiO89Cu6MdQZdBMeiAJ5XvKM06YJ4brJKfs/jMMOTn77nTl5pJR6Qz4vrtnIczo77zznb/R6MEh7rWuaGwtA2Oel4WO7w0j285CYhdkV4KJrHBWlDpq1nnHtP7KPqZoaP+CZaxslWsMzzvv2d9ILUPfpHvjhYfPGGLbJq+pDH8o8rDREeOkB3ehvaWrJrVuV4zKeOQL3PFndsfMfR1pgl//bMhx288LsZJ+1bYSijQDgsccQ+h6ckyBwZsUzVkgs5bgVzNzMVD8lhHcxI4b07duBs/A9J6GESTFpe5RFKWVtI6FsCDASCAqZjbZtC3Ig+YUxsMsuhoW4D7IaLvTUU7naoYMZ+NSnOi6mMCK8lIxuACQ/ebDhCUjWvMyeuBVnnAG84AWpp0fq7i22nR5txADmDK1XomWgHQjyvgXbbgI3VfMSvT66EPSQz0hYrgqdVxe8piRpXmobMB0JYWi3gf+HM4ETTsg8lYgzV+T1juvk938Unyx8rlACdda8GIRKF3LY1eV5ib5lJQ1UKqov2TnnpLdVl3qhZojw0gNM+9uajUO4a/3uucp+2qyn8MMfOgtmfez4a2ClSPbsOnP2uv8zZzjs2sCpO97uf0+QXRxn1BwdyVuCXqd58euKCC9JWqmY2cgtqFKzwthY0BTP5UXjsFtbIinL/XYPDWWempnnxT+u+P2p66A9rqmp8FI0VBpIjwhMdNh1KjXb5qEOYhl28FCdOarvJfnWyRZyk8fn5S+L5+InS16GnxqWo9ufpuEAqnkLZ85qF4fTZieGSpvGMfulOmajNsMa0J9nWcC38WYsx67atsZyqES2AxVajc4+G8AVvsCamOelbiJMgn0+d8BEot9YUHbtfrvQGTUVXgAYtS3vWGGcpM5zti5BeEkqsepbIcJLDzBX5SsRI0bHa8haEvnQw8D7VLA+SEqnctT/pGg9uiMO2LCCPC8tvZKRwPgbjsdv8EKlqfFrXUuHXXchw/RFpGusPohoXpgBGjQbknTauZDWzPvZRCLA9BNVz5gpFMmw67yPJZ8Y0rykmY08k5BuVVnvuEmTAl+XPNexpkOImI1Kpmt5XkzyCGRqOACaPQs8pPE+L5NIR/soPh7eHVGnEqWEzeTUvBA45POiK28EjpnCQlu/lAMy+npVndtzcHaXB9ApNGo81ms1L532F+f5Z99clNdBMlRWTQftvsXkgtf0gS6S58U7J9VsRAyc9bqkneHPJ56oF148Dj88+Ky8jWnXzIt458T2d6GvdooILz3AvL/lW3hQR5qN3488qWIAUNoV6+ix9YQMHRoyYBAsi9FuJ/vcWCsewwAc35FJtBVs640RUc1L1R0XgN8ovylR6YUoWHW6Tnjt1GleDIuIrlEVLkc1+9XtxwsdUVPhBcjvsAtkCz2PrJ+O8/58SnZlnjSR9rwPDwPHHqs//4YbQuum/A6aOmuGCC8VkOQUSv5/un0mKoDsN820Qb80omL6xEmx3Sqx5QIKqv1tJidJnQ20BhPMRps2YgK2A4AvxOTJ81Kpw66veQnaonu2OtE+lEpkoLVtwLLM2poasQcGWcFxRe+RyD09xmRgqqnwYqQ0SgqVTjn3qa0TcfuKHd0Cks1G27YTHtq6E3BgwtIwAPCTnwALF8bKIjDwjGcAq1f72x5DEIb9jT8oC9fWCBFeKkLrde7/l0JK53UE73SthbO7+ADwgx8Af/hDgRPVdh11VKRZHBeqlC/e5JM3c6rjsGuHoo1izbIIO2EFAGAdz0h0zI1tV516jVvUZTzNixcxFRFmHOo52AOISdJeBujf3v80g3NT1O3sHgCArIoFTKG71FR4AcyapnsSs6KNkncGe2+5byped/cHwqahCG/H13HD4240qy6bclSgSUHMRuOApBusH1Djkvny5cBnP6ue2JnmJXXQN+D224Hbbst5ku5JD71FhP1c0rRDebQwvsMuU7LwMncOno2/41Dchqm0MSWcMaWiWvi8pLSxbuO919CBgdAgyrYjxL7gB2dlFpFm/ZTlAWrMgQuS9xX1eamBQGPqkxg9J6vpmZGXnNH3nUIAAA9hL6zbPtHZtn17/LiLLkpvjL5Y3HVXrtO6hggvPSBPgrOoYLFyJfBTXex0Auk+LzDKBFkKSru+f+fBeOJxZdJS3pSdQ9NmJXMch11XeEny191vX1+QHMBYzOfFq/Kqq3JV3Rs0GYljpvA6ax2GhsLCS06flyi6xFrk+v0UQeSfEkhLtV2UQw7pfplFMMmwGxJysh+wsBI1JdrI8xtM08yrwpJumWgli2+el8SnP9340K4iwkvJJGoRdKZPzbPsne/7MmRqXgzak35IKpdc4udGMyfS0R5cOwuP/uneyG59p/ZMCUXw87ykCS9s43HsHKpD5/PywheGv6t+JpXhPgveb/PaorbfcdKu/s00hPcMDw7G1Nd52qpNQeCZRZU8L7UW4IR86G56Va/+EUzWNoolycwY21L7gzq5GEj+fl1//jOwaZPZsQnUQNklwkvZ6B6C3Mm4EnxBTOsL7TdMq57E6tXhtZRM0Knxh3acFTpANQOEQqVZyRib09DqmI0yhJfhCfgVTgemTHWqMC5dKaPAOV3hz39264+8kXnUXXUQFV5ydAztoO4/M+pxxQXMul++cUnRWXP9euDqq7vbFgWTRyWueeng5YfZeWthBlas0F+W3/42fprNwKJF+jKXLfM/XoI3FmtXDxHhpWyI9G+IT62Ob9Sf7mhevDI60bxwkP+iE37wg3zHE8JCx2Vv+jumTIyYjRTp5WcPH4GHHhkI9hWEYWWbjaZMdj5MmOCqVQtoKiqe5FSn4kb5e0R9XnJddn2/8sLDfc1L3bROQmcUHRAeeQT48Ie725YIJgvehlOzuP4qKQOIt+fvOC7ZbLTzzvrrElnwLlODneOtVBx2xwGdZvfMG9psEeNp9IB2n5fzo1OV38MPFzhJedKtFsFuB43wZBePEXsQ/7rPzRjZYWN9h13lSVcXY31849TwCZGcM0kdNCsZYC+JRpDFQ81rRqrZyKyIdHOQei0cIVboE4qOByXbOYzWNtK9xBqajY7H33U7Qxrqf65NcYYGsBpzcOfqnZMPSEtwV0Oa1domkqB5yXF6Ps1Lho2/MmlZFV4soD2mvkXEO3+rFS+imEmHYf/yV6F++cc/Bp/XbNXknFHaWgfbbhbZ/jc1/RERzUseUpMtdkv7VPWrpRCnxh0yM0mdzmyUcU7iE6iajQzKAYCbcRQ+ecsLsg9sCCK8lIzW5yXHuzCtXwdevz7smJXC5KFRbOSpqcewW8bYWDVr9rRagD2mpKdmIGoGCFJnh69hEU2WDSskvIQXVYy+pZtlpPXbVwO9BlGQmbkxZqPTT3cehEiodB5iSzmoe7xoow5GOFkTqcd885uJu15+0D3Oh5oKL8bLt8S6Zg6H3YxoIyO6NDSI2Wg8oNO8qE6ooWPjjzI9thz8xCpjzcug1YZtqHn5wAec6KFeY7XCQpOXpC6UJIn8nZ1NIkSpwssRO69wt2nqbgihRHrMsfZ3uuRE12EGzjsvJrwA5gJDkubF0VSSP0h38sub9hw0gdtW7pi88xe/SNy1/9w1zodO1dilkV12VPNi8qynlhqNNlL/Knx6yUtT54RQeTmoun+I8FIySQ+o7o1d9yyQFclTkdF5LWLYCbfVC0n2oo22btXnKkrjec8zP1ZZKiPcRkvxeXEPipqNkjLbFukxUeFFZffp60Pf8779A9X7lMQuSdo6UnWBSCu85CH5lwVeVFUPsEKYq+/dv7MCaqp5Acyalvd5TM15pTMbaRrx4cWvxi04wt0db4A/vzSss4jwUgF5nhFvDRfTPhsTXjZsCD67b+VeUUWcdydNyj7GY8cd9WYpywLao+6OnXbShm4n+o51QXhRixgY2aJsZ2N1aB36+Xn4PADnngPOIBQSdOvQyDSiZqM85lRKWcSUAViGERapdRQ+VegVTzxRdQsAFHfYBXI891GzkSK8mLoVdIs6yJAivFRAmp9hlEzNy9+uCX2NCS+veU24vEiWurwPYR6H9LVr9eW3BhBoXtas8QUG9Vh/QrY7NBshLrxs3hx8pi9+wfmg+tuYjCU1mNn+F+cBiEQbMZcfHtzpyOWdPzAQznioMXkl4Xr4RMpV9pNoXvqJxIVpM5Kt9ZIsra3OYTeLTLORX7hbrm1jMeJRR4GPnq4Od6su624Cr3gFsNtuxoeXgggvZZOU58XUtu8KL3ky7HrCzigGtKN3kAwu/zyUS2uUUL5lUUQjE3/3CGlKuiy86ByDTXIuqNQiw66L7+cRbAkfUIfXpCidmo1ivzkot44/t1EoaeJrR9LN/da3etuOCEUcdgnZCUNzr23EjIOwOKUNQQM+iY+Ed55wQnpjFN7zHmCPPYwPLwURXkomz8Sr9XmJCgA5RuZ5CKtUg87jTdjGRQXtWfaw+bGwtW8jVosi0Uaug6Xy2zzNy+gIYwRDznFFBAWNw26U4WGvvewvDpizikpRq2fN81EHASuE18ZFi4DFi2ObTdD9Iu1Lgnjs5ucb3+h5lW9BcqQRoDzD0ZvsfX/LW9Ir6IFEm7k8QKealw7MRrp6P4pPhjfk0LzUARFeyqYbeV6Ssokm4HWitZgVe5ijb+l5yr30UsDatiXzOA/LHtMLL5E8L044dPwYAPi/Cy2MYIK/PW/nt5mwEVOTM+yCsW1b8L0OIYB5ia5XpSbQq7PD7uhxzwXmzQu25TAbuYfrigUiaxt10EShR2Qma0syG9UE57EziB6i9O/x41PKTDAbhXCFutqOAx0gwkvJdPzQUILPy49+BHz72wWKY7+MvIPzv/0bQDkGDwKHMul6tAYiZiPPkVg5dMKQ8yX3IpAR/rFib3wCH0s0G3k8vHFO0G7luiRpUus0sVlWivNqjZn3uud1lKQu8VFUBNCO8rzI0gL1I238Of303rUjikH30zW9oyR1OrPRxInh4yLmNF11iVqtmiPCS9loNC9pz0h0EvI0JWOjkTePhx4CHnwwV1Oc5z0QhlauBO65J1cRoAf1Sw9oj3XNMFGsFsLLA0QOOf/I32LeHGdSi00gOaWGax7b16lTedJ1IdxPbZ+izU583HEJBddIegmZjVShsEZtVNm2nbD/aw7D2o2DIek0l9koS7DoguZF6B3G9yn6kFx5ZfD5V7/KqKRL/WHjRu3DmvX8vvf3p2rzvKSdlpqkTmc2mhBoqVX+jBPTG9dARHgpGW2nZMY9MMt34L05nnL+kf65wc784j5R4BX/i1/kN29b283NRgQGt+MeaaE8L1BMNZ5GKN5spdBiA5AqvOy9d7iNAPC0aY5/UF6fF3URwKqIm43C+8t4oVqLGYXPfeTJYdz7iBtzH5EkzYWNDFOqL7wI/cIRT1sXf5jvv7/3DTn4YGD58tAmAht1tJjZKLaymzkjHPioeFX/+o5dtcd+EP/jHheuq41WYwV8EV7KJsHn5RHoXbV1b5TelhN3uMvftmLDZDy6YXqR5viMjeV/aD3nWROsFIfdqLUg5IVPwJveP9v5EhV+Cs7EqvAyd25437OfDRw661FX82ImiyQtMVAFofYW0U3nhRmzsLbw6Zb6jEdCpU1J07x07+eK6NMrvoM34Z94Zuoxpx21Kn5zBwZKbFUCCbZsE8f4roVKM2OHRb/2r4c3nn786sNSy4vWfgsW5mpPnRDhpWR0D2u+F3XF+VLxV7n0loPw9VuP0Z6xCVlrGzl/n7/rv3DqgcvyNCaX8JLo85JgNlJDuG+6w1V/XnddrvYltiXlml9zDTBneKMjvDTQd0R1wnYG0HrnOAkJL2qSOgbyCAxp5ljf56WDa1DX69ePjGII92Hf7AOjN3264QtcCQK8iumj0lGGXaVOthnr21P9bZ4PoWWZRRutxmzjNnz/+8aH9hQRXsqmQ58XkBpeF/FSNOkIHBYS1M5z1A7LcMyeKw0KUatMHwT+7d8cXxrv2KRoo7DwwjHNi6798Z3ZvGrHv6aeRuoifjCPNgo5+lf8hh4zG4Xa1gNuvjnX4Wn319RJlqC/7kG0kaaunIjDbm/J1ErotNhHHQW87nWGFXSpnyaUU0Q+yuOwe8sDgaDmRGjaceEl4ZltI6yhehTmGeZaLeNDe4oILyWTK8+LFe8UHNK8IP60Txg2b4wmqqcoWxJcX/72t2BfssMuwVa3cyQKKmk9qB12BHbZJV9Dt5kt3uQMBubLMPjnFcjd0Ck7WWGBM0kYcOzwPWjQUUflOjw0wIZX6DQuQ9sX/HKA7mifxonq5ayzqm4BgOyxUh0jQlRhOtIJ3SY+Lx047N547wz/s90OZx7XuBZqKaJZrqsGUoSXmsMM2Ky5Tew6eh2jNx0l0UnoKABnwSIATz6p371xo1JXksPuQOCwewneEDcXJGlhTjoJ9JwT8rVXIxAm4a9tZHKNiHQfKyFkNlKddkg1JdUHK0kVXkBw1G9H4LDbgfZk3GherrgCAPBjvLL0qk6Y/3Ch85zbSfGXIS/qppd00OFz53lRPm8fC34n2+z0I1/zYhZdx/5fUrYRbsZC3L58jvacqse3JER4qQu6FQwBgAgPju7ufgxrMhiE/7n2WenlakP6POeSIg11TkpSJa5eHTzsFmytz4vVstB2fd7eiEtcU02g9TA2IRnAVrrOM9rZTauoU4e2iLVmo7pOvqFrHrngqzeZaRJTr7+h6U8Icw8OcD6UmO/j+D2SfezGkKJB8bTGOuGlCrtGgVBpQCNcZJyk9uG2HTzUNhPGeMA/37suRR/7/4cz8dt/7ZHQhoKFlowIL2Wj83nRLeC1557a09VzLYqbYba3M1SmypPH7CgiQqrDguNUkqwFAKtWuVVD3zejDrvesbrPsdPz9qQhfd6DKMzkm41MaqiyQ0cHwFiiTfWe+xvrQ6g5kba1bfMhyShUev36HC2LFdLBuUJe/oUDU/drhRfATPNSch8oajrOoxVtt5V+HbkOWQ67aWSb63IX2RNEeCkZL/w2k0ceSSggbJ7IWrk0sz0hiaLA0gVuc9LOO/pov/QUn5fgO0e8ZJM6SyGHuIzBIWqDNr2+derQ0SUfgsUmS6qww4mAGdht3nYQcWqywjR0vluqTtJ32P37NR20dJxS0cNtZ0xHZGnGq6o0LzHMxlKjFAuveIX/8ZB5wfp0quYlulCvN55mmo3cceJihNeCSjuvTmOdiggvJeMIC8XPZwb2H3Iy6aqaF2NJP54VKZjQOzAbpWlegqpThJfQpEWuelQ36UbVCvl4dKvejnvEEZr2ArBt1jpOx471hDhYlffuNNNa3fxdAEflTeT4WY6OFWufPvmjKsi5mpcOBK26Dtr9SuaLRpLZqMc+Lx9a936sXR+u0zxKzsBs9NOf+h/3mrnW/6z+dH/8jQovhs/sH/D8cDNSrn1d+4EIL2VD+RSKsWPb7dCbdDQnSv7mFAs38k6ZN7weC7DYSHixYIdWj/Z4auMgfn6tmimOXRNTXKjq1G/j+rX6TMbPfW74O8PzuzHrqXVKUgcEg4+a8deLGu5667abRXAlwbbT2sEBTl+76uUvBzZvTi5H98O8twX/GhiGYSQVJZTKZ1+3OPsgOPdCG2GWR/PSpRv64y2n4am1mrIKZNgF0gWHoVaQBylkNopUZap5ARAX9pgxhoHEc+vaD0R4KRknhC6yMeEhp+v+GTv29WcE4Tsxn5ecywN41pk0n4MkbNt55neeuBYfwqfNNC+sz7A7YQKwfnPgq8M2wgJLuJTguBK0CMFqtYHZyKiz1qhHq0ucAErTqCSn3YMP7uh07zkcaDHGlAE59iz+8Y/6haiQ7bDrKxdr5u8jhJk6SVnbKqV/e75chX1eAOD22/M1LoFBjGFkNN7Wsp+0kObF01y7nclLPZE1LDEodr34vvvxvzgPtzw4XXtOjYa6ECK8lE6O9/Jr/xHbdAsWBpoXoGOzUXgyy+Ms5j7zRI5GJUN4YQaexDztYLP3biM45YhVoWOTNBlqe00TyJmgm9NMrul0Wu+2qzvt6AapZqMyMgZv2uT8/exnC53OcMyEY20KmY28pj97j6WIbUwoJ7l8A+csoXLUO9hC8grjQwNtfPg7e+GRJ8IO+O02sHzLrJJap2eQRmMydZFe5ow35s9nyOeFwx/Y17wEPIi99AUNDIT7zp13AgDWL3lc384ajXUqIryUjFbzkoBrPImXoZqNOnTYVR3L8pg7bNvVzhoKL17W96ScUlFzQUgwq6CzOMnmsq/vBDgmk7p1aN9s5L6hAspA1u352/vxSU7mGbDNsCxgy1ZL6/Pi54FJucha9bv/O9kXeutg0hNSUG7kSfiT9hDLYkw41IlE2rwtbCJ6+IlJOOFHb8uup4tCbItstDXrwpm8KOieR9MXDNVsFPJ5IfI1mGr5T8ODofMttHH6vvcClhUWXjIG87qNdR4ivJSO5nFNXR8gvmmdPQ2AazZS90dWNjVqjWo2yvFUttuAZTuvGxZs2CN6Z4WddnL+ev1BJwwMDFJ4Pb7Nmw2jjbqneokJcOxMeLZtVkWdOnR4eYCw2avUqVtdXfPRR41P8xx2AWBkJL4/dGlzTjqBg3x8MM9Lne5xv6JqVpPulW0TsMMOAIAJA2HtjO07+2dgYuc2RJeJ2zTDbidoo41cvPE07Zm10cL+910F3H57OHO7q7YRnxchhKnm5d34auLD89jYjn5ZIXXh8kfxMVxg3JaYP8e2bYBhHgzbBqzR7cDYmCO8bNfMOgrevKZz2B0YJIwpY9AfrxkM//YuZ689aNrS2LYks1HW+ON1+sREehWQVH/plhN1QkhaL0IDM/DAo04yOtV3wBuQJwwoI3Fxz3TnTwcOu3myMwvFyHOFv/m++zBtUvilyck0a3ByV4UXPcXWNjIUvgDsNifoY0maF4vSf+fn8X7gkkvwCPYINtrpwkuvExibUtNm9RNmCzN+De/29iaWZKlmI9sOv/kmVh/1eVHqnzYNGDbLaNpuuzZp23aEl1F9J/E64tatzvckzcuoMmn9BSeaRe8UnMf2nPRE5jG+2cXQYTeWGK5CwlFoPZhwvcrU5y/HRVCfiZGx+BA0adB1KCgoFXorZwAAPfOZhcpwqhfhpXQMrzEzYLXi48m1987FfU/p0yHECugWhNiyJyYavo8c97eQ5sj75aZ99uDdgxfNqM+LJ7zMmmQQCZgwISX9hiqWjjJBhJeyyRkal1qUKrxs2VyonKJrG9m20+4RHoQFG6e9YpK+/JUrADjCywIs1vu8RMxGzomKKYciO1wKv4Rrtr3znfF95NWR5msBbSOrJSJJBcsDlFPdJp7sfDARnjWoz60uamPAKrZYo4oveOy7b6HznTIKn9pseiiN54mGI6KYAmV40PAZ7LLZqMg1ammy35r8/o99LL4tWr0nvDxr7xW525V1bWqRA1CDCC9V8PDDibvS+oTq8/LUtsn4HD5QqHou0PFsG9iIafjM/S+DBRuPrdA/Op79dHSEMYhRreaFWvFz1RwOqoAV9t8oOpvE27CX54i/bJnTXrvlm+XyTlpVT3JOFme9HasMTczTV1/jfCgqvLjPxLELt4U0L95j6QsvTz0FPJGtNQsRyfPSCeLsWz6xu3TooYnHWlZc87LH7E049iAD03cXhZfQm5ayrZDMZ3DOjBnAwbgjVH40VNpPOVAkh1dGkIJoXsYbV10FIME+euWVyeelPEeq5mXUzi8Oh0JIc6LOU1aqH4FT/tgoo4W2dmFGWFaswyS1Sp1Aivrrpk7gU6cCAC5/6FlGPi91RF0eQJfvpdu/aQSDzoeCwovNhL122Y6JwxHNi9vQQVd4sUHAt75lXG6gSlc2diDEWDVd2LJ0eiiNx6q6447UY+1IX7ZtwJowlF3RkMExplB8wi+UT8l9Yct6Kfuv/wKWYn5oG59xpvshbDYqhJiNhBAveYn/MWZiTJF00zqBZQVJ6oqbUNjPCZAH9cXFE17ScqW0xxjWYCsxqRRt2hg9MfjYZWfY1EulOgf7CzMmn1HHdPtRU6DJ8gZdQZsZz+y0tg1MmshanxdP87IAd2PT5ny/xY+88hx263e7hASS+t2MGc7faDJGwBFm/rFoYnbhU6cC++3XWQNdHLNRfBDNOybHNKYJnHsuMB3rI5qXcP0TB8cKtQEAyG777dEhwss4hQjArbcYHdtGK1VLoDpmFlJps7Nuj9phTCdjneZFl9rdE77aY6xV8wJwHIUHByPnqb8tuf1FsAyvla/ZatiM50UHbx6JX9Ny6lNU1gVwhBfCpEmcajZ6BLsXU/dn+C0J9SGPczxR/HEwfjy6qn6kQHYJReqUo6nbZ594Aj9/3GbGCIYwa3gLXrPvoo7q8XJYRdljD+3myhHhpQfEJ3D9Q/5y/CzD50WJKjHVAGiijYp05CKalxbZiWaj6MmkFBhqsuq/kbvV4TaZHJdlmqqlH4Tb4C9cf2zMn6mM1qoDZ7AxR7QRO8/TxGFg+6g6BHlmI2egbqFd1DIlNIS0AIKPHX+Nc4z7uGk1L3lk2y4JtEQcRBvtuae3tZB/mcl44mgTKdS3/RW4mTFvbDnaNrk+kQV6/DOeAQAYxjbtbi93V90Q4aVkvAcvRIrZyN/zoQ9pytKv0myKv7ZRgXOXLg0+r8MMAPqBw+uMYyO2o/HQdSZ3FNIlKANSxpgyZuKQ2SjHHFyjN3vP5yU62JfexA6El8dXDeGSH0/SCree5qWFtjaTaSa2DRqsqa5biJD9kHpaWZ3mpZWR18Sni5qXULJQN8t00Zcak2ZZlie8aDTmzFiHmU4GdItDWXh1vBdfim90pZN9cL9xu+uACC8lk57GXLfPPeEzn4ntC+V5KRxCirAQYFjOf/1X8HnNG85LPtUdXcZG7HhGYA9XeJk3D34SsSQ/l65MwLbZ67snHKbVWUufF1Js55rrXZquKGSEN38FVg8Nyz/ObwgJLyc+P3+zdtsN2GWX3OfFyqmhkq3fMOnfXpI03XiiZp3tSmUGWGBH6I7azfNmg3Z7ZtaYonsBjn63bef6tFO0P6fhl5iOeGSWN6fMwlNG7a4LIrz0gNiDp3MW8falRRsl+ZDkQRflZ3Ka8hMGB50C0jQv7VHb8X/RHWRZgG1j3brABBXyeQkJL0q0Uf5mZ58YGdDUBGdNgRSJVJunpqxJuKDwkqWwGWwpwssEfT6h1HJ3291PJ19LM5/gk8fnxR02QrR77PPSbgM3bDnYacdGJeigC+NqEvffDzyK3UNjv2o2AlzhxWI/Ui+tMZswObyhq2HkvaM2wgsRTSCi7xDRMiLaSES3E9Gpyv4TiegeItpCRH8loj0i536XiDYQ0UoiOreaXxGHLOCXON34AUlTioQ0LwVgDvvN5HkRUdsy5PqFpgkvzzhpcrJ/TasVJGnFQNAYzbFqE1lZE8eUN+Hb+PDu3zM61oK7tlHKMXWcDNVQae+7+rc0VIeUHCEJnjB/9iu3hZ8h9/6HNC85fV5ikVaiPqk3Bg9pyGE3olnIMpPkrSsL772TmUN588s0G3nZykPnRfzOvHFreGAMb15wvb4u95wL8c7IDjtcZkOojfACYADAowCOBzAdwEcA/ISI5hPRHABXAjgfwCwAiwD8WDn3AgD7ANgDwHMAvJ+ITuld09N5APsA3/gG8M1vZh7rTUJrMEubSyB4wNx9g/nyF3RjQhsacPNwpAgvgKvmTQiVjjvsBt/DDrvK5wIT0bdxDhZOuSf5gNA6Sk3N86J5LrxvYyV6vHqSxfz5xstMAIEAfsKxo1otjJdfpTU8WNhh15/wiuQFGO/ULMOuF5ioc9j1zUaf/3x6IV36TV4x9ljcn6+sy+a9F6jChR2Zum12U2lwutlbBzVx0EONhBdm3szMFzDzUma2mflXAB4GcASAMwDczcw/ZeZtcISVQ4hof/f0swF8kpnXMvMSAN8C8Ibe/4oIjz0G+tWv/M/4xjcApEu4trtvDtbEJv5Q6LG3q0A62E6fVb8zZZRDYPzbh3bEPx7ZPbzDsuKTisFijIXbndOk0TyfF9VsREGOk6fW5M9Qm4cOHHYB5zlKi45okV1IeAkVKeFKtcYkaebgoNcvOTlUOiUzL4Dsjp0THhkNjStFijbV1vhZJZQHO6p5YTvQwOaOKBXhpbsQ0TwA+wK4G8ACAHd4+5h5M4AHASwgopkAdlL3u58X9K61EbZswWvxfSe9uecsOjTkZ49cjeSFxJihPJBR7USwLelxYwauuUY9SRMqrR5vOBmrg8bE4WSfFy8SCXDeoJ9Y3cL6bZG3ct0rFBJ8XqIHFRklDIUX//rmXJmxDn1fHcyiSyqU1r4i9kcEqv/BIYKtOlxGGlpUeFGJLqAnNI9A8xJ/lv2uffjh2QV1QXhZvNit99/fExOMC/Uzg5O83x9yMYv4vDjJNfXlnbH7zQACYSkmNLkX8bc4FU2ilsILEQ0CuALAZcx8D4ApQMxNej2Aqe4+RPZ7+3Rlv4WIFhHRolWrVnW34R6jo/gBXhvepvgEnIsvJp5qs35iB1yHNX9NC+fPY8ecGTqGCDj+eH3Zfqh0gU6mnnPKYc7bvE4mWKMIZhYxWi1gzI48Zq1WvBEmmpeiWg8l23EMjdnIKM9LzUKldRvqHCoNeG/UHNvu0Q3h5Su/3jv4snlzbi3cy/a5vbMGNJFeLg9gmA2aSO/zwiAcechI9uqB3ZDgN23CkUc6H22EvYc78YXLOlPnThbTvChj+8V3PSN0bCvDNOe9EP8BJxu1ty7UTnghIgvA9wCMAHiXu3kTgGmRQ6cB2OjuQ2S/ty8GM1/MzAuZeeHcuXO71u5IJfFtytoa6ZMw+xJ93GwUTyf9o5v3Rh6incy006mTjLew4kUXpZ9jgZ3cA9HwvQTNi9Zht0OfFwDAK15hdFiutY0MhK2yOH34T9gfS5T62feVUp+P0tvlDd45KwqZjVJkifs374Krb9oxd7lqk9ZuUrIOv+IVwB//mKOlwC6T46GlQvcIRxPqnyNvUtb50LHNuPmOIWzZZjCVddoh/vGPoF5QV0ySJj4/OjO9DQsHzFyhCC8cnh/c7W1liv8VTtdX0FC/sFoJL+QYQL8DYB6AM5l51N11N4BDlOMmA9gbjh/MWgAr1P3u57t70ugMQsLBrrsCSBdemCkmvLwVjpSgizbKFXzkiudFZIBjn6Gc5HrZP/ZY+jlex4xlnkwSXvzz9NsLaV523TU9v7UmSZ2Rz0uFmpcdrSexPwInZCLlKWMOL2ZZpo9OYc2Lc+zgBCvz+Z06PBrblppOICXY6D13n4OblmgVsgnUwB5YAVfc3kuLe3DDXoDfxva+4AXKkRbFNS/uLdo60gPNi6ICiWpeUNA8a5KVN0nzovq2eNFG0TbsiuWJAtLnPud+6DT9RkXUSngB8A0ABwA4nZnVALGfA3g6EZ1JRMMAPgrgTtekBACXA/gIEc10nXjPAXBpD9udjW37I2vUUzx0GJPfKTxBZYErh5EivHz13pP9bXmgdLkhkaMWKh3VrTTrxcMi1mf01dmuFKFK/U0TBoN6C/ncLVtmfGiuDMZ1MhtFr3DEbFQ3nxdvwB4cDL/0Ra/98+bchj3nbdaWkagxjObtGQ4W7btn825YuyHnauw1us+94pGf6ENtyyBteQDACWJLS1LHDLz2jC343o8G4yfHKuvwXipSRFTzUmRVaWdhRo1fXwTPIhZ6V4CzHEDcYTfcjpVIzu3/ute57RDNS2e4eVveCuBQACuJaJP777XMvArAmQA+BWAtgKMBvEo5/WNwHHiXAfgbgM8z8+962X4tREEWRV2CIQ0MBJoXb25wy9AtdJj2phkrm+Pe/aZv5iHHR3c0yRJeEseKjEFE3b3P3LV4Pn7vZuItMAtbZo/4cXOXuAscpueSqaPPiyP4uWajiOmkVM1LUqpcw9MGBik22Ko4ZoL49qyqQoP8QL5UAkJvyYo2uuKKQPuiWx7AZsLgAPAf788QXrohwStjiQ1L47BbzluC7hLZsEKaF9/nxbs+Bm2Z6Mn1kqSuM5h5GTMTMw8z8xTl3xXu/j8x8/7MPJGZT2Dmpcq525n5jcw8jZnnMXOyR2wv0Dw4P7z9ANwxcgAAYBuSl3BnEC79nkbUhn4yivmwRB70LWNDkf0Fc5nYceEl65m3ksxGSWgbRmihDYZVjhbfvWDzJ69yr03zNC8WhX2hPCfIdduG8f/wsvIq9vy4Cvq8RDUvADDQUsNP46Gx3vlZVXr7P/3p8MaOM1QLPSWkedFojdnmTF9dX8joYp/1zUYTJjhFm54Y+wHZp3i/P655Cbal9YmYP78XdeRpZhvaJ2ojvPQr3oNy3+pZOH31dzOPt9nC577idAjvoVIftizNS5TX3Hpe5PhiHTiqedkTD6VqXl518tpAeMlZV7SJwRogmp1dgplAAGw7XfNSlzwvccfc+FV+apt5av1CuAO306A8Pi/O38GhsA8DM/CdN9/gf0+LjCMw8LdrMuuaOTOhcqN21uNe9zN5urNlaaKN2EC5uvPO3dG8RPOstNvA7runnJCryET8a6QcbMNCy7KD1BnsJanLLu+fODZUrggvQioDlp088Smvl+rS5zHhRWM2yuq4Vz1xTGxb6AE37NSheonc1O3J57LNsNxfbDoJeNdHN6B5Czh2nWiodIE8L1Xj2M5ds5Fyn4ImljQ4FdW8uG3VJalTi7ISor+SBtvsRzlFGko8o5kDe1MwDZUG9GYjBmVrXp58MiigS4xi0GmMUrmR60gkQMAEX8hQzmAQrK2b/b5g24Gw/+4j/hl6zlV/nBEM4Sq8JFSubmX3JiDCSwls2RJ89rUGnDIQfvjD/kdG0EHj42zcRyBPf+woyWTEbGTBRns0XXhJ0ghkEU2ypnwpj7VP+aHSRteoTsJLVFPlTgi5zXZ5Kap5cQfcwaH0CI0ks5GzD/gbjo9vjwg8sduUS3hp5qDeJEwdXT0Ni85s5L/AnX9+egEdMqaso3QGfu5oXtzKizjsmjYryeelZY+GNC++z15KWZ/Bh2LlNtTlRYSXMhh1F+9avnIA/4EvAfAeqoQnde1a/yODwCudJHA33Bizn8QmorxvhmTpo3qyiJqNWmjDTlE3MnMHZqP47JMrB0sBeMNGEGfX4V+yGgkvlpLnRaX0Jh52WKGKkjLsRq+9leLzAgDX4DmJdWibVOR61Oc2l4Pmge+taTS7Lu9eapPUqWajLDV0hx3ijgc0qzGrmpeC5Zr6b6kaRwbBmj1To3kxX9vIv/Xq23aDEOGlBLyJZO2Glr9qsp++WX9C6NzHN08HAJx0mptW/2Uvx0G4E0Dc4TDWXzNm38IZdlXh5ZFHHLPRmKZ82PgAPgu+5bbkPC+JlXi+PfrjsyKBChGNvkrTkKGe7+Kk+DIzIxD4Cr4NFqKAz4tjNgrvUG8HJZWbOEDHjw0fp7E7CJWSFSoNBI+ALkmdzYT7HzZY0Zy5O34vKqrmpWARnWheQg67ft4Xt9+rZqOMutsXXZyrzXVBhJcy8J4KJYsbs9lkYsPCZn/FAwcid0LtQrREUVNOaNDfuBEWbK3mhWFhCNvB69fDIu88c9Vw0EaXSZNCprcy8bU7NdKqJBFy2I3si0YTlFl3sYqc9mlDpePSS/zstOcgsy11FD/rRS/9fPIEECQlqfv9Xw3D4W+/PUfL4sSe+yI+LwqmLxdJPi+tliPMEWzYTEoenLjGPo3LcLZ5o2uECC9l4i7ECDgP29Kx3cL73/nO2Cm8OZ6UyxNeJgy2sW07xfaFvqSM7H4uAA53AhNCmpcpUxI1L0DgQEpPrAAvfwy0RZ9oTNe+GDvsAOwwzxlQy5Be3AvovLmkLyk/aYL+B5ctVGXhRBlQclt60cACUTxDw1aq2cjx8YrfjMCfKrspDz0UKi6X7DIuoo2YcSyurboVqXj3WhdNY5zaYCxhsOqELvi8mKCLNvJDpT2zEXvjbnK0ZpTJrhVsFPocOR/9aCetLh8RXsqE0gZmAF//OgDgyV/fHBynESa8jjFgcchpLFJFtk2I2VHTFpjM+JZb8XL8xPkyaRJaaGNsTF+OJ7xYsEFg4ze5kRH3fNVHN3pqiVoRR1GUXP6333xjLV0gnOUBFE2MFQhk6t+u1ZeQ0dcYVjQvqvaOw89KmsCqq1IVNrz9J54YOSmn2aiO97vbXOeGzlZBHv8Mgs7nhfDpjxi8HF1wQe62ZdJuZy8I2QV0mbJtWIrmhWGz5Sepi5qNkvBcDqZhg3b/05/eacvLRYSXMskSXlw+9tg5WQX5xcXyvETry3xoIxOd6avoTTfhP/Al7IAngKEhN1Q6uQYbTkQSAP9vFp+/0MlLog+Vji9K2W1MzC26q1W1lSl0D6O5KHpFAZ8Xq5WxHkzC45weoRT+vueewAeP+6dx28YdFasN84ZKR9vLDEydoj8+hEaj3TG2jT9sCFJRFPIlzOGwHD2vpSyvZDOFoiXztOVZCZq34WHzMqpAhJcS8POz7PO0YBsDT8P9+uOzHmAibMZkTBke1YRKB98//pfjMtumGwBM8CR8AMBBB7lmo2zNC9KirCLneFFaicJAL8xGKXleSk+3XxBLddgFgt9UktkjunJt3tGSQbjuiocd4SXFfybVYTfNqVrZRQRMn7ANALB+dBI2bsnxply1PXAcMpJgwiBy/oveEmXJuJ6zdPkATl7yZQBFA9k4M0AAyNC8MGJCS9xslM4Y4g7PL1/wL5x2msGPqBARXkqE5+4QfPYn8/wQGF/Be7D7zE0xpzD1QX3b0bel+7y4HulFJmBmR4PCIGCffRzhZc369Lo8TYaxw26gYVIrDjLs9maUakKGXY/J2ITJE8Y0GXd7SAGzERFioa9xE2GK5iWjTt3uG9fsg6//aZ98ba3X7e47ovdpBzypPS4p/xIz0EoLNvrpT4MDOyRaxM//Pjt1v2GpmUckaV5UnxeGojmONiblGb7ygzdhZzwe2z5w8IGVa5SzEOGlTJQHyF50a2wSvwhvdQ6LeJHreMEe/8LEoXbq8gA7TN2a2YOiL8l5JmPVdNNCG+2n1qUeZ8EGkbnPi9+uaJOUN48yQ6VNcsms4dnpB/SCadP8+/AFnIfpk0YjqhfvY43NRqRX2MSCjRLO70VETN0E1VKoOM9L1Gy0HjPix4QOiZuNTj9lTM3zGeYVr+iofako/lOmfiYxDE4x83mh0KrbWbKLBcfmP8EaTfCzNGx/hYjwUiIPrQgWYOStW2MD7ttxUeycRTgyXpD3mqrhhCM2+p91S8aHGB0tPOhHJ4wW2mgnOLf60Ubu8SYaJzWEWw2f9JcMKHmy8trbq4mxI/bZB5i3o//V0aY56LQSZa12G2pA3lPgmbsyzs2T56WE39mAMXxcETWFei80A6r25ckngfvui57YeeWRhy46ThTSaDsFpaJN1Ahy+o+fpC7Qqpu4Bvhamr33chaZjO5vwIMvwksJeM/NdYunBtsMfT+05akOu5EiPvCGQM1qtZyQuRi//73z92tfA665ptBk5mlSvLZ8Ge/FG56md4QM+7zkMRsF51dFU/K8eISiudyFCoO8ED2kgMNuZ2YjzXZXnZPalJrLpXWgt3legNNn/MP42CjMivbmV78CfvhD5+///E/8wE6JOgurmpcCxZleZ91yMU9gnr9cglqO7/uSkQ/MP2fOHK3QlbnYZQ1oQBObS8h1I0V4SZLY34cvKIW5moGUh9KihEjQX/zCqWf7CCianCVHp1bNRlOxEQPQ504oKrwEBejfcErRILh1PQDXuTolz0ttNTLkiTDRt9KShTBtVkEzyKJ0sxFzssMukicLndMiR3qioFCLaKMcgm9k/GM4UWsAgLvvBm67DXjf+4DR0fCJJWRW9ofSVauAdeu6cyk1hRx4YPyw1+IHaCmaFzUtAhHiJq0IIYEnxWz0ohflaXxvEeGlRCwKPyD/wgLtcUnCyxC8xCdwhJeMoA7LSs9TAiIQ27k72bJlwGMHnxJ64C3Y2tVIZ2AtdsFjkVBpA6e0JH8Tzuf0W5RFOBKZ2taaamT8Zu26W3WaoyKh0hawfvtwfIdHkuYl462yFN8ooTRMzC0hDYuCZy4BEEiu69YB27eHD7zhhs7bGXns2t74d/vtoG1birm8GLxgHHOMvn6rhSAKVNlpYjbyXywt0pqNjj/e+XvVVZnNqwwRXkpk4oSERCgRvg19npfpCEfzEAHYvh38/g+Et7lYVoLZSDk4lATMcID/xjeAy27cP2Q2cpzE4se+B1/B2bi8o2ijeMPct4oy5BfVYZdyrCpdMYFvM7umEgL22guhMOKSQ6Z9imheXDeuT/3j2f62kDkoS/OSUmX0HkbV6saMh1DpqjUv1NnzGRJq1Lc7L8qoRHzNS6tl5OyvwzH7RDYYMtAKDmd1jKRw8kfd1fX7xMCAVnh84xuNm1EZIryUgPdAPfugdcG2AlZRL/Oh2rnXrxnD4V98bXCQOvlqNC8vxZW+CpFdI2neTuar4lXBBwzWaF48POGFkCC8aBoR1fT6h5GnmSlfqmiazwvgDN6hZrsfotlISyV3tJF+kU0Cgh+iOCKHzs+peSkaPTMuoo0qxnt2TYk+ZrGXjR4KY36SzoEBeKn585D4yxPGn+hPG1CijbydOrORDl/zQtBqXppAM1tdd7oUfjiI8GxOBIyOMpa1dw1t81BXGQ2V4fcy1+m2wKTmJ0PyNC9Pe1pqB1F9XnTRRl45V+N0THM1TEcfNpLZjjLlCjXZk77uer6Jq+p07XPW5QFdm6Quz/nus5S6IvrmzaBlS7XSS5Z2TLffCw3dd54+FXoSDZNjG4eJ5sWXZZMcdqNmo7KINMA3m3ual2641aS1P7JvYFBx5lU0L7kcdiHCi6BBfYCKCC8hh9h2GzTQQnssIrErHUoXbcQgX3jhU04FPeeEUCcwTU9tczjaCJaV2kGyzEZes2dgHVZhLoiA/fYe07ap1CR1kYyuRVW/VeGbjRSBwv9JZSxGl0TOi+A57MaK8DZ66dwTzUaMDx4bjlJRc1zEhRdnlH/GXk/kamffU4M8L1lPTqsV3E+d5sVz2OXNm8MHbN2qL7Bgv4iOd7YdFl66RpLmJXJfWoNWPNpIEyqt13Cyv0+EFyFAkynoSzjX+bBqlXExLfdtkRnA3LmgoQG0N2yOmW88nGgjzZPqCS+77gZrl51yD06f+YzGbOS4uiee42he2ElSl6GxGHI1TP7l0vS20laVjmGeVK8uxN5ePV+XZY+UU597fb5zo7Ny28L7f5Dr/JjCRsnJQeRIHiMjwFV4carD7oSBuE+Z9/KtanWYA+FlPLixNAmTNcvOPx8491z9JGzbjgBkWcCP8Upg27Zg56RJ+gJ33rmDFgeoPi9AMaGvk8fRMxsBGsHdMM8LAPDTD8bX3npXBy2pBhFeSkSrmXjwQePzQ+aWG28EZs3G2IUXhbdnaF4ABD4vnnMb64WfNPyFv7wO2mqla16mTod19JHx35GCtrxQJyxh5ok47CJlbSODInpGaAXlyETtfx52kiR2+03aK+/2x53lL27ZuiCfVMDB8gAAgI99LHbIps2EEUxI0bwk2va0690E4fbmzRTKx0uslsaECcDQELQdjUG+Fu/V+BFwUTzxZ4wcL5BpHLnnauw6aU3g85JhqomiNTWlPKDRVBFeqHR0DI+2Rav5VjUvgxMw0GpexxDhpQw85yndwxz1E0l5WK1Xv0r5YoEswmU4G6sQrJkU9XmJal4YFKhJ3UmjyGRm22HhhVpWssPu7NmwQbCsZLOR336lE+l8KDyXX99ht2RJIe3aZNW8ZUsk02fPCF9h3wdmzpxSa1Uf3dVrzRc89JLJ+doRO64V8a6j7n5kCSD//u/AAQcE34lU4aV5g3SpaK5Hr5PUMRPedoZ+TaMoSQ67vUyqNgQnDHviwCj2n7Yi8Hkp+JIQ00wbjnGtULSR95dy+/4khaHXHRFeSkBjNQpoR1TdCU6vhx08BmsoPBMSAb/BCxHb6H20SB9h4pmN3LeUIq+fDIC++12w+5rvmI0SynnnO8FMflc2EV4AhDJWArriyx1UPfkpcezIGFTGxuK3tywYwDysdCK6Egaesn0XigovAMKal5D2y/nsT0Y6nwzN26bKS18K7LRTuJ1FEiaKnFM+3svUWaeuMTo2CjP7ZqNecSXOcOq2bUfrWThUWu+BfGr7V9qjo47N4WgjpVQCuJ2u7Q6tp2dzSHvbFBrY5AbgPcU6wcRA83Lc9Dtw6x0D2Gve5tD2LOnYiYRO1vY4D2lEM2PY4WybQNOnBRsGBpI7CDlThGXBD5dORFmjx9PkhHIWQH1rLtlhN2ttKPOiSsd3iLZawPBw7JqFPmf9qO98p1AbioZixzSSMRuPMrAmNN3Erq8SCC/56PtoozrkeclxfFzzQnrh5aijOm1avG5P6+yNR23XOd6yQJMmde1S/g6nJDQgYjZqIZZhV3ds2jPsBWMkmmFrjAgvpZLlwwGtgEOuzvzI/bw8L+52nde4IozoMuyGoo2gz61hArsN8CeBk04E77Kr/mA3+sWryyKzhRl1KuFoG8rsY8xOI4qqUHsqvLg+SDjrLNDUKYFJzbb99huPpW9+c7E2hNqT79zQtfIcjNXovBTBK6mutDYEGhdRp9QJT/Ni0nd02gHPOTsmvJRov/Wdv232hWjaY/dCZcWe2TSfl2i0USthIVkDs5FX1vbtwJ/XHAorn+K0FojwUgK+NKzzCTEQXvzFLKLe8hkPpNVKNxvh858DtYqZjWzbMSz7PiqnnwbsntBh3Yyv3vIIaeNSqOPpzEacXUY3SZ0Aa5TnxWsJEcIZRpVr6GmqynLYbdvFho9Ye0Lar/jR8QJS1p9K2u49t2IL0pMzfUK36DTDrhpt1CsCzYutmD4LCPBZgnTG29yAqnmJHqpoxXX1ePf4sceA7zx+KgYr8dXrDBFeyiS6LDsA2DbOOfyW4HtanoUJE9zvDnRtkNdiMjY521SHXc3yAFHNC0DAn/+U62cAbhCOFWheHAElWaevaklMJ30/tNd7E+eoGaTkQZUyfF6yTu+x5jWc38FpgKq9KCvDrlfvt286OKg/R6SF/8bqF5jcTl00vpMPRndechsKLxLa79TCbGT+nMYXZiRtzqAyO6OveWnbjrmFnV+Q60redhvQHsuneYns8hx2tb89oRzPh9+75l4sRzWBBp0hwksJ+A67V1wR32nb2HnqxtD3RFphXR7ZgTeolwNGxRFeNJ3W83kBOY62BbDZ0bz4k0DLSk7z4pqNvLeh1IUZ3Z5HBPC1/1Q3hcxlRFz6QMtMjfJ58ev1Ih0sJ/eOf/0MyzoVv+m8PXnfOlXTnCKset9Ty+OU6S7hJuRdZ0voDURsbA7W+WUkRhuNZGfrLoqveVGEcCerbY5C7rlHKa8YA63ARy9VBlIqWLHCOz4qvDSvX4jwUiK6zIVqDiUAWqdXv49GhBf1gVTXpvC3Ja0qneDzkmeytZkwdbKN/5r4FefctCR1RLDZCsxGKZqXUBu8EHON82mhRhegE81LL/F9XmJmo/yD0O9waqE2nPH0QLOYsZRKiNh9VaTVaASSNkmdp3nJQRHhRcKqy8fRWOTQvES/exrh6FB7662dNi1et1u51uclpwbJLzPtnMjzF9e86KONouZjtYZoCoJAeGnAoBdBhJcSSPQAB/DHc34S+m5r/GJe9jL3w0knAQBecbiT2O7/PXRYvLKMUOmYw65F+DguMPodoXbahMmTgfcNX+hssLI0L160UYbPC6s+GsCX8F7sNH2L/z30W8qeSzLs1nXq3r6SQt1I5AjDEdVLtydhP+pCEUqtnP5AIedLdebxflBKvgHHSdEcdZ2tvIJpnfycSqHqPC+W4x+3dqPGbhFpG2lsM8yOr19MeBkcDH3diCn4I05KLDsPgxjFucdcFwoxzh2pSKS/ztFCUh5YL0kdoBHqshYvdXuQ9zItZiMhhP2SM2Pb6KlwPgN7LC4BvPvd7gfX52XuVOcJ2zQ6IShHExFjJaVeUZKPFI2kaTPBGggqIIuSX7cj0UapE4ZtA2vXAnCKPgY3YMJgNGlZb1L2ez41RfO89PpFPZY11tVd90pz5F2vfSYsy5WhM3akp2VB8MAkOSJ6G/U5P5J/uJiN9BiH05eEp7G464GJZgdHcMJ8NcsVTZ8e+roU83EuvthBS4NLNHlgBFMnjAQOuxxoYAoVumxpeoX6rxgY8AR5jeYlFCqd7Fe5ZUtQVtMQ4aUEvIF39Zb42hoWt0MPVlYyIZWx4Sn+54ktZz2gUKh0K8HnRXXYjQwApqpOmwktVbVIKdOAF21kOfbsFqVkbps0CZgxw22W4uQC1WE3MrmVSF0tBatXh7+HJnpvALPcrMclSy+j7Ix0Xgh8i2ytBjGRJM2J6ssSzKrx+sdShBTNrtCaXF1Z+reP0DzwbfQubjbV5yXBxyX6nSzC5ZdHDpw8OXxcSh6UvAz8z387Rdis+OEQ+Ec/dmKPTUjqozna1WoFx8d+n6Ed9z/+w/k7OFjTgS8FEV5KpK34n+wywVlPIzp45hn0RweCt5NJrXgn0UUbOZV0wWHXdldv9TQvCQ5qoxiMRRulmRToP8/zPyeZibw3h9L9UcgxsXSSKjtpLbhOmTs3/N3XEoH9Sd+yos9TOQPSWp4JABhwl3+wiHNFNnF0tgqZjVxBNUXtvcu+k3M9B2ouDNG8hNHNlefjv/HXv/amft/nxWCyDb3guHjCy223RQ7WqBJIfTkqILx4z5z3Eme32VkChZ3FZ3n9+kAaiPKTnwDLlsU2mzbjnr89ETvWSljbKBp1qJsUuOVcnynu+3CrRXj8cbO21AURXkrAe3DUAX2/iY8CcIUXIkzDeucYjdkoib3nrPc/n7HDtU55oTnAwOel4Lxs24ibjSIwA5/Gh53suyBY5PkbpDmSUOh8QrAKtTqeFZl0/ooTch3vRBulvdVn2JF7OC8ywmYjInY0b5pFCcuiZTk3yEI+zUvsTVvnnOu9UXZJUeI7WXanuL4j+uxu29qbK+XleaEk00kEXf/UvmykJX4pKLx4pwwMusKL7fid+EWCgG98Q3/yP/4BrFwZboYbJRga21j/WdenQ9FGMacX5dz77kEUplao3FYrWFLjnc/svrNzGYjwUiK6/kG2Y5w9EjcDyKd5mTd1C9419TIcuM8IXnfpibH9iRl2FYNwrKMbdmIbLUd4STnV/z4w4JqNXOElbdJXQqWj5MmBoOME/C3X8W4lHU3+ZQoOGzYAv1Gimongv2UR2BFeNatil5UfZ+ZExxcrr+YFkSaGwr7d31TYfyADbTReYnF1ctEuh6TggrwrJBeFLNc/zmAmytW30g4u+ny5+MLLtdcpmpcMs3arlS8kzyPychdqx0CK5iVrbaOwhT6kkd9l+qb87awAEV5KQKd58fAetE/hw84xJsKLKkXvOR9nvHIIcw5w7Ahhn5fshRmjnTprQFA7jLoYo9NZw/h98+1vd1aVzhkqzcc/x9kWrdt7u9C0v5sw9PlF/g/vKq3OPCxbBnzgA85ndYVtL/rGsoC26rhYojPmq+Zfj71mOZrA3JqXiOrFW+wz5Avma1705eZxqlajjfJFXvUy12zF9Dy0z8HRPkCbw0WLabtKEF68U1oDBPztGnz2sdfCUhx2U5+Wr3wFGFFM/Un1G2pe/uOY6zFxOCXCST1Xl2HX3eTn4tIE/NUdEV5KRPdgfXjC/wIA7nnNJwHkMxtNGhzF1KFt+OQngR13jO930nykCy95F2YMJztS3pATzEYAgKGhkInKKIyWALZavg+HV57jFFf+QHoWvufWGTetvQsXGpXRi/HeVxO7371x2Ftd2kuX3gv8ATCv5gXhwdhzAO70+qVNHkFisZyFNmUkLwgzMIiR2LVrWT00G2nGpaSDjVuV5hDbqeZlwGnzrThCeUEr9qDkaYZ67LQJ28MZtiPjtOm43moBB0+8T5s0su6I8FIC3oPxtmteFWxz/y7h/Zzvg0PO3xzq2Tcdczc+ccxvQ9vyal7yPqSxTpCixrRtYMHcJ919itkoZcjx1Zaa8oLvlNCY7hELOzbkD39QvoyNgdqj3WtUCn6SOgXL4pBmuky9gVqyBbujJHVH/+KDQbnerbb1x2oboG7WbA8vo9CMgblnsGN2iDmDojdRWYHwYnZsEs97XmTDrgmLxq5fX3hy9k7zzEaA+2Lmqj455ziVleclpPXWNVkxGcdQOuQ1ru/fybvdrS17Im13gjG8Yg89JLPtdUCElxJ53m5LlG8Rp0T34cqjbqdnHYvW6S9I3K/L87IB0zBGQcImXUbbNGKTkuejkqB5OevgO53PSl3GCczcgTQUKg2CDUIL7ZInYzfFvpezQWW33dxj4oQGzS1b4imUu4DuNjGCwe+B5cO4YfNBsCjIexEclc5TT3XeLos4tzlfvcb3r98hvjOjwLxPgm+KFOElBLMjqESflF4tdOg57BpJL0j2Q7rkEuXL7NnAMceEz+tCqLSvrRjdhkePeQUAKJoXpQ6TzqBol9OOCSKx49oUCiWpC7+Uqi/F98F5Yd5rWjjHmIcdDeSYNi27/TVAhJcS8B6cBTNXqFud/xnA1q3gKVMBALedfyX2nvqEWcELFwLPf354m/LUWS1nolf5K56LX534JbcFYZ8R9YFNCpNL1bxE+qhtB53ZW9so02HXL9c5CwDabPl1n/axI3wtQ+mh0kgYTJYudduYXjkbDsB50QovSkK9OdMdbY/VIu24mTZhhzRHOVDf9izkE16iv2fiwKh2e/LGfKg+L2UtVtlU1DBylRb1SPNihV90Uo/VqWdddtlF+aKOkecFqRg6DZX2sO64DZfccIDz2dW8EFGy5mXRotTykoxhWZoXUnM8RerUafSTzO/M4RQaDbEaifBSJtqxeKwNLFoEPnABAOCsX74CR8xeVriO0CSStLaRksE06cEMdX61vQnCixcloGLbivnF0Ocl5LDrTixjtvNYvutdYaezMq3wXrtHbSuuVTJ9DaWElN8dkqx5cf7bbYftWDDxQRABOXIeAuhsoPLuv0W2msTZrF7lGk8ZDBwZA7NRxptpzoaTIlSbMh6ijZLMRqX4vGhupneFLZP6Ivf87W8PxgqPFdgR67Yr2XqHh/XlFNG8uK2dMbTF36YGJfjPVrQz3HmnprCE5zuyITw+Ir6PNc+1geYyVCWCIU6R9WqPCC8lEPPVUPAWa/QeNhtW7nVhQmRoXtQGFcnzkmg20kn7rGheWFlV2iRUGgC7A6k3IP3oR3otUVkwCJ+66flY9VTBDKMlNzIaXqwmXvM0XSGHXe+yl+ErpAycLerM5yUm76mTS0LbiwqJec1G/S6+eH02Kqh1NCYVwPQ6q6367nfDiUABYB1mYOaV33G+HHooMDSkqawzzUvLYiyc7yQdbZEd17xEhZeCz7CqPdE6NBO5YyYQ7UT6KoMyPv/5YKvNBGr1dqztBiK8lID61rhj68nQvhG46xO5T4jNmkXFchBKUpfksOu1y9SrXz1H7QSzZgG/+51fcbR/qAnSvFBpY7MRAjPUmCZXTWz9ji7j+7wgeVyrKkmd3mzk/CWEhZe82oJOnj2vWRbyZ9gNC2LKjsjnPJqXtOtfzCG7txN4JXh+ZhF6FW0ExM3ZSUTHAMsKTMxaXvxi/aI9W7cW6qyq2em0PRYDCOoPWYyjknzRkCJkaF4sd8ykSL83EM5UDYszdqSPfXVEhJcSsUGYZOkdOL2HxEjzkjoqhyVmz2x0xdv+oTTE6UyvxQ9Sx4itWzOqHhhw/G6g7x8hzUuRUGnXftuOqII9nwX2KjblS18yPjS0/k0Hbx5Zb1Pf+x4wMpKvTO86b9sWnOtcX0cKmD55DM+Zfissi0NvoiYh5kV/a8hcmXdtI4TfJENCo2fiLJgkTet2pEzQuX1eGvIWWhSvz/Uk2khnNqLw31QiTqu6AAXnRUcNudMMUgXxT91rL78jTp+wzX1W82tezCtM8Xm59z7tel26JHXeePDzn4e32xx+qRXNyzgm0HiT8sYXfiKe9YwgfLmbmhfWbE88AWE1+kteEj889BKRkecl5LBrmGFXDZX2GLXDZhtvaMj9Ivze9+Y8IdKoEnj3u4HNm/Od4z1PH/kIcP/93rbg2dpl7ggu3PtL8Bb6pshbVFkRNt4zbYFj6vv085K/+5c+Q/OS12zkF9vv0kgBdP5kpa0BpdWYkT+xnnHAv4xP1WleYun2R0dxHj7flWgjvwEveIGvspw+vB3MQKul+Lx0Em2UECqt+04WwBdeCDDH+pD+ZcJpX3Sc72TZmCoR4aVMCKEcJ7vs1MbHcAEAYO8DHFusDcvMWS2xjojPi+7NMk2CV/aNalKUhDpMVPDRRBsFDrvBW7C52cg5TqcKLsNh9znPiZav+PMUwWBA7CRiSn2h8wU6pV7SrG1VFs5vcOq1yM49F0T9d6I7M3Nm5LiI6oQmwksYP09IdGLs0erbnqDt3ZWDdngy+WCEH4dWK+7zwguPCvffXXbB/+I8tw7O9KUyqjsSimy3GS1LebYSNC/RZ0+7tlGENM2Ulxgvej5pNFJpqC/QYjYa5wQ+L8EbBQDc9KeNuBRvwCX260FDTu4VG1bIvvzGU/It7Rn3ebFi239/9y6h4z0ByoQk4UUXbRQ1G/kLMxqZjZSwv1gbvFDp7r4h/OUvSvUGZqOsqk06fhHhxTcxhrTh7sDlOc4SJa8qnkJH0UYcTDydOOwG8wknHxQhb9ZliTZKpuxIPp+Ue2oUKh3R9rZacTPgC5dGsmFPnBj+3oHwEjTEGauev+/DAJw2hDQveUPv1GdS1bxEOrM+6pBCf5POBRDLfeOhmo1e9CLguc81aXP1aLyZhO4RdoazWoRlmI8hbPclXcfnJTjj1c9ZCWBn8ypUzYsFbLcHY4dceet8fCN+uBGJZiNv0owc64e6gsw0L8rbQ7rDZQ/Isr9nXbwE58e8xWiKDf0FIpoXt1Anw67GKbvDSSOLbmpe/O12kbWIEupS+mHuZQw6rr3eMDva4aiglrWwX1fbUNBsoTMbPbJ6UvygUGXdEV5AhGfu/hh41BEULFXzkiDJh/qr6mC45/zUqgC9mZ4sVavojAjeOVqzkS7yCu4LphttdPzxiU2pHaJ5KQGd1MvQJwIyctidMsWoXqtFuGnTgbHtdtQTHfqvaVEtsYOpy5oXAK/7ykLQ5z6HZz83LFP7zqklQuoAnjKSHoH0hFMm5B03tZoXUHD1b7sN+Mc/4poXDv3pOl65eTPsmoRK+8ckNl7nO5FQn6Kaz+ObMy7ghLXDemQ/SDKLJN7LiNkoUxiNJrDqRHjxQ/zCY5/dZrSUUGMjzcs556TXoWlizOdFaUdY+NSvbZQ0rEUddpuCCC8lQqRK2xxeP0IVXizEtod4/euT61A1Owl3U+3gaYNE9IFfuzbSDw00L56gooaA5/LpmTsXc+cwpmNdaHOWZqZTTKONdkayWc+kfUVSTGjH22AcBVY5OScsi9BuUy51SvFoo4AiGXbD0UbuXztyEJKvVS7THrPve5YaWhs/McexzSQp2qhotFehNgDaGxrz5dA57GYIo3dMf3aksi78roi22BnrHLNRG1Z40Lz0UuDXv04sKrU5imCp9XlxH2XddcqtOevVehBdpHktbgCqz4tK9AE8bvbdMeElynSsS59hlH3qgmHq5KBm3Q054kUdcCMd6bnPBW6/XV9XYp4XxTHSyzuSJtT77VRfwWIRUR040eaAFbWrjkztj4HZqFB+LM1EHiripJP8sqtYVZpyr20UXj9qzymr/c9+qHOhSSb9nHlYmV/z0rwX0nywPsNuKW8KnYZKR4potbKF0UMPdT+86tXhAjqJNvI+u2U4mhdn/Ngdj4RVpLffHoQIRovzHYj1P94pPrhA8SarmpdwO3U/74QT9D/LGWCb96CL8FIy/iPBCGleAGD20KZ4tFHkIXoSkUXrIrSUqGJdPiYgbEoICS8azYnK5MnAxo3KhojmRafWDOd5cT6bCPV+tliKn+DneSlb85JzIC1UTxHNS9vz/1C2qaa0HXYADjjAFRY511tUN35rXq2YsxCfU/EtO74Q5+xzTfwYu+AkowvFdc1GR+AWMRtFSHKSz73SpikJD1z0xSDR7KHsSDMbve/34TXg+P0fcD54v6tTh90ddwLN28Hpz4qJ/HHsEgkLTK8nNYQ7U/NC4Nlz9ZqXiOZsFj2FM8/Ut6ENK/Ti2xREeCmBsBTsbkPcrkhg2GihlXIXhqCJX1YICS+DhAVYHDsm1MGVQSlr4hoedvzKzsTPYvuS8ryoDrtOh86ZalyjeQFQekREyOelIOp9t219MrpCwos7EHmh7MzKpEME7LkncMklgRrdvX6v3ufmzLKLm42C60Veo/Kc79Y7u7Uu/jKsNGrV5ogDZvwQw/oYFuxcaz+Nh2gj32FX47/Wszao/lsKsXsc2eA47Orv0RdveGa8vG6FSrda4AMOBB2wP4Cw5gWImGwMwguTF0x0Wh2r3z8PYMuZAKJO71GH3bQouza30BLhpThE9C4iWkRE24no0si+E4noHiLaQkR/JaI9lH0TiOi7RLSBiFYS0bk9b3wC6kPJAKwB/eXuxNwY1byMaQLInjZnfdAmuw0crQ+Zi3aOCROALVuAk/Ano+NDmhfFCczo93l2ZELMIc4JlQ4dVg6e5iVFTEoNtVXMRj/8IfCe98QP0WUFzcITXm680W0fRUxcEycCRx/tCi+BGfKkXe/1mtV1iBRtC+XzDlHbE7qfHFxd7zd/6E/huE21zjwQGC20HZ+gXOf1P6F76VGG5iXBbGSzZW42Uu6IkcOuUvXtOMz5MHt2Z50istijEyrtaYjbsEfNQ6WzzHW+5kUbbURgq6VEG/kn5fJZskGw0t6ga0qdWvw4gP8G8F11IxHNAXAlgPMBzAKwCMCPlUMuALAPgD0APAfA+4nolB60NxHf5+WR5cE2ZTKPTo6dJKlTTVEDg6QVXl552H3+Z2Jbv9Iq4h1pYMB529dN5mRR7M3UtgFr/VqnLMB3YjPLsJtyDSi/aSIvIYfdhARdZsOkc9TIiJPOP7aX8s8LOuc7NcOuX7ZFGLODsEeTC9YdsxFy+7aqvk6JEW0a0n5Smqak2NpG/U+S2egd58/qSf33LZuAxdv3iU3OJtEynrCexNqtwTgXRK9xQcczpZDBwbCWtR0EYwxgDGMjZpqXTD++SBt1mpcfbn0JVmDn0LOvMxulvXTZc+fBmjc3vS01pDbCCzNfycy/ALAmsusMAHcz80+ZeRscYeUQItrf3X82gE8y81pmXgLgWwDe0JtWZ7Bli+LAmjwuq0Jv3slEFXxaLb3mZedpm4Ly7eS3guikOmECsH27fp0TbbRRm0HXOJnfPLMRoDhhmhJpiOP0a/dMjZ84qOSYWNOiZIo67IY2IS5MWRYw1rYSNXxJ7SkGGf1eHSHNy9f+D5g/39mekKxLd25Ss7W/x3NKRc6LP04kHd2Lwa2LJ3S9Ht3lHHlqU3yjizZhpTIpt3gUW0aSU5XN+twH43V3Irz4DSP1D5idhSxtWHrhJYPtbSU3VyxU2q0rwQn/wg2v026PCi8beGpi/XZrCNZQ81K+1UZ4SWEBgDu8L8y8GcCDABYQ0UwAO6n73c8LetrCCN6Do3Y+Toml7yQ6hBQvXbIIPOgmIlJG8ZDmYzCexM5jbCz8fXDQEV60k7kuz4vNvqBjw4LVcrQDlGOGJEIsTwIDaKFdaur70G/sYGDLikjqxOfF/86uliHiHjTQYozaVswxPJUnVuZrjAYizvmjlKisnXcGBt1nmDkwG2apvXM8U446P+7XYUSf242cPtu7DLux27ZlCwCz2xnLsPvwg/jl/fsnHB2r2v9wweb/xLU3Jo+DSajjT9S/zTMbtdAOCy9A5o/76bKjEhudloeLLMIInPHe3zU25q42HXmxRHi9OJU//hHYccfUJtaSJggvUwCsj2xbD2Cquw+R/d4+LUT0Fte3ZtEqNz9GWSyx9w1pXpJ8P3I5tEaggeCh1KXsB8KKDNprz9A+9fhFkfxrRMB//VeC2ShJ8+Kr54Osmal913uLsZTvto1z8K3QYS2yncGjLKeXqdOCa5EyEZtOgEnNXLcOuOmmfE3TJz2M35dWy1nU0h/kTcxGT6avJZN4nioMWC3wSLpjuQpH7mMsuysjse3pP8mgH40TbUoeHJ+X8qU0rSmI234bQsca+GxYlGx/nYCwzfbOO4NGfHzLf+J3f9Fnm01DjVRTrUGe8DKCIecla8xc8xLbG9O8OMT8WpAwxvzzWufoHD4vBxyQHKlaZ5ogvGwCMC2ybRqAje4+RPZ7+7Qw88XMvJCZF86dW46dz3twbm4fHmzTRBt5tJKF4kxCwkuC01VIeIk2IaVzecfqzEZazUvb9o/1hDUC5zIbeZqXM/H/QttL17zsuUfwJeGaECH1FUUdMJIu68iIIxDmIerz4jns+tFGLgMDwGi7FdO8mExMHWnRveWsDVEHft2bZZp2KjAb5TPtUQHNy3hYxNFfmFG3rwQ5L3Z7PC21LsJQc/lDGo+U6Ws7wn59b35zuIDcyw8BGIs4e5Pri9duO2aj9+IrWIeZaI9FtLhE2Iph8MTJ/uZ/4Fm4H/tmXmP/GlDcxzCU6JHD50THjInYkv0DG0YThJe7ARzifSGi/9/eecdLVVwP/Dt39xUevQkoiAoiigVFxYo1aExi7EYTNZqoiSn2JBprokaNGpPYYmzEn42oaNTE3lEUC4oiIiigSAfpr+ze8/tjbm+7+3gPeDDfzwfe7ty5c+fenTtz5pwzZ9oDA9B+MIuB2cHjzueP12gNU4iumEnVvATSY4356qszrxESiILOjynqxkoUF65QVbbmJWA2Cu5XUonZCEgwG2m1f9qyyJbCKz2zR1FsyoyMo63Q4yf5vDj28OD18nloLObiPi8Z99OxrlgqSyLRFSqVRmRNU4crpd+HxL1ZgnkrbFNKNcPnhfXeagS4gl2clhZestpIOdt/RH9yu6Joye5Jun9qjvASnDydfDIce6zWmhdtvTGjl68pHOdFUPwfP+IPq873kr+ib8nrBZ9XWpyXRCJm1/12+oaFXQaWvF5bY50RXpRSeaVULZADckqpWqVUHhgDbKuUOtI5fgnwoYhMdk79F3CRUqqr48R7KnDPWrgFj+SXXlIbW0ioic5gf/vb7IsFA8cFzUaBOgRfVKXg2WkDvGW3WfTvD0ccbqf6vESxC4L6wQ+cy/vCWuIyPzconXcsMBW3w9cUgZwqVrSksjmUO9P+gs2TD7SSSSJ1r6xIh//6x115av6uFa02yueEvXm1GStjA+1OxVXaWYgQMBfGpZhK90ryT0///ZrlsFuCs89usaLWGl6clzVkTYu+v2kTnFKaN9BLfIM4XU82TgFvvFO5z0suYKYaNAi22EK31UIhvOgiJHivXMnoJQdxJn8NleX1b9H7jC2VTj0UPm3qtNA5wTrcdPbntFMJSx/bOOuM8AJcBKwCfgf8yPl8kYjMB44ErgQWA8OBYDO9FO3AOwN4BfiziDy9Busdw4uDFNS8BDv7mK9CaXNDKkHhJWd5HXjWTObNr/rxwgvlFV3XLsVslIDY/pJBQVGVl1SBI96JOcIMAsVizNk5h92qZqMQJX4EK2WgTlrK2CLVSRBeJtdvHjMbzZjXTtevAodd18m68sErOOApUlaXp5JqElBaY2evagBgsy6L43lI13CllWtht7gZ6MYbW7S4tYOkbMxIK2heksrL8ItLE3RciuSotnxfq/PPpzROJcaOr3w1VbdOBf7D90JpnvAS6MOLTYGX4V//YsVyYRXJwRazHnFII5kS52Vg/ot4esRs1BY3XSyHdUZ4EZHLRERF/l3mHHteRAaLSDsR2VdEpgfOaxCRU0Skk4j0EpEb1tY9eKSo+WOxDJy/oX2IUtTlaQTP1Z/TTAxOHpX8OY2gE274wgmal6Lv3yIoqvM2BXKJPi+pTspKxYQXcB12S9d3dShHdV3SRt0KZqM0dXv0WgfutEinx9pZ+g8t4vgTrUZMsmZpXkLfA+pxBMsS7GOOBeCkHT5IPrdSsxH6OaxqqsDBbANw7nXjvCRprVr89qX03l+ZF4/85jYWR23mrzLYaacyHE+dcvfZrUEvpayApJg4lhIKRRXWvBTCL1NFQnMk/kBUAx1EKahRjaFrzGOjmNkol29ZjeO6wjojvKxPJLUTWbkqIZ9ucMGxphLhpT3L06WR0DsQt52KZL9Up5wCl1+e/MIGCg59XbpEcKdStihqqoUmySf6vHjCi3co+BCiI6k4ZqNWdNgNfk43JWezBs1GmrDpaPchS3VqBauNQGslKhVeXGHA/VbpahUvYGPCrNBSeladRPMfsT7x2tfiYeM3ZLLMRq2ieUlzqFYJedPKcLDFimlBFy8mG6eATXoX4E9/KpE5cirxwJCWchx2Hc1LjkK8D09wdvQ3VCzx3kRiyoQOWcrTit/DyQDcyhmxIHVtcMPoslhPb2stE1zu5g7mWKmal+Bqo0qEl9hqn4SXK3QhoGvX8sq++26nPgEn3BAJb9MhR7XjjZl9vbpU520Kkk988VzhRUVeTlsUdO4cnnE4DrutulTauc53eYLttmyefbjczr5S59boTM5FCy7+8/DaUcUxUJq56aUETH0VFBDXvKhQumUJg0jeiTe4IqkSwsJWeWwIq42yzEatcKnUayWtgkw2G/nn26iQHwpAhw6wR4Z8WmjS59s2ySGwM3DNj0GimpccxbDZKIXUlVLBsSPYTzQ1IQ/H95hLLEeBFHxHR2M2MpSNJ1VHfF7SZhdBybjiGXBwuZyy/EH/bd8j173Opfu8THUgvEFQQNibVzm40xuhsrt0AbHLN4U0NUHe8lcbVVdJqtlIIYzkGQZtGu5ACkUF++2H6uiH6hFRfpyXVsLtVNuxqvnyUblq8Qp/5M+mJb+m0Wulqsyz4tY012ykwp8rXq1kBYTWoGbQUjS7r81c9t+8IHWl2kJb18Z7ZqOUYy19sejjjE5eMoksF7axEs3P992XXsSKlc5ksohvNlq4EIYOLWlGshO25HB9XvKO5sXGik82Ml4uAU4c8Lr/PcVvThXicZSUpSg6K65O2uK1wDkqNAk2mhdD+bixBMiFBZmYR71jNkrzVC/BMYwOb2UeLH/yp7H6hK790UfaMdKp3y6M54COfvS0Ll3gnntg9KN5ZtMnfvGE3qahQZHP62t5wovkUs1G2/Mh7WrDdXMDQQWFsqIjvGTtY9ISeNXMGuzXwmx870PT1WXBR7uyIWJqqcBstFpxXiq4Vixrlkmx1LnRYwnvmHtOqyxhB/7611Ypds3hCBRrwudFworCENv2W1Ly2kkOu0mB6pzdJjzatQt8cQQJEfxt3/faCz74AG65JbXu7jmpPi/Oq1egqqwdnZNWhfoVi32EurpYOUpBL2tBcjFRs1Fbl7ITMMJLK+C2k2CgpAnsGNe8OH+DZqNKTAp3cwo1tSm9wU6BAHlJwsus2SiEa9/YC3BmX4Frn3kmfP/7+vMYDk++RkK5uaDDbpXQRFWKX4PwF872eqQzH9sPCESxDDwsW5T2eUnQXrUkpezPLTYLb6F7UJGytujbmJivlMNuc3xeohWppG+MDgKegO+0v6yZomc2SsmT9hu1xmojgCVLSudZl0lacu8da4XxLvYLOAnb9V8au3jibxmolI1FroyVkKuC7obuxLII/Oc/OuT15MlJpyVeOr6pLhQLEmqzMbNRwoMMmnuC/U4oa8Ckp7p2gW8fEiojHGYgnB4SXqpyzQtss45jhJfWIE16dnAbrqd5Cfq8VDKI1IWX3wU75/F9DvXTM8oULM44w11x4KcvDGyPmbTZY9ookXM2ilwh7elUV6BeapPNRgqKCeV6mpeg/65YrW82aolCAmajNTHRiQ46GdtWZdIczUtoF9tmXDPVbKTKE14qvh4gm/Rr3skZrJbQt47Q2ju2uyRNzLy2U86sJBLVe3j1BE4Z+GqFlXDMOwJ89RV8XH480/emdGAF7UNpVk5RaLTDQeoCZqOPGMLnTbrd7V8z1q+Gdx8xBzBUIEp58O2KaV6c1aWn7vuZV8olI17WeQNLpa3qvBFeDOWR1hG4HXYjOsaAm81ajaXSQYq2Io/eXXHcJO0zctHvk8t7dIq/d+Wtt7pOl36Dv+kmP28j1Vycu6qsOgQHnqp82Ck3lK+MDQxdis6qglaN86K9CVs0kFlraokgwRRS7pKNSJbV1ryUd6nUvNFTs56bH+elMpqzPUA5NxXdzLStkbUxY6toXmI/gSRerByz0eOrRjK8+9TKKuAUPHe+M2MM7tVx//2Zp/76pkFMZLtQmpVTFJrE83kBQtsD3MlPGFN/sE4PRAQOrjZKbe8S8HlJySMo9tpqnvcYlSK2MaNVV0tZgb3aGEZ4aQ0SVhtlZbMW+2qO1RFeCsWA973T2n/5y+SOYMLcjeP1CQxghx3mf26kmj/k/xDOnPI27dLf3+jPNYcdtmV8duMvldbl/Ov4p0Pfwz4vrual9Zqrwi5rRMz6dZJ2fw5y553J6c0lGMUYgJoa/sDFCRmzfUhW2+cloj0p+xzCzcgX5ssoq+I4L5VrF8oRdhqTLXVtCr0reDy9VXxeIvTrkbLiJ8VsFCujwkq67+iMWY7WN/gCBXemfffdssrzNC9ZfouOhFskQXiJrBCNhHkJ1z06V7FcB+awRirqsKvyOdh997Lupy1hhJdWIDWybmxi7Hi+z/EH/NWZAffqUeTKzn92LmY5fwL7HUVnN8G6RXxedtjBz9dATXInEUn7/VnLOWjbWd53V3jZpmd8926FcCT+0r8ONdqbvmtHZyqrosJLsXWD1Enpwaocp0+vhGIBIisE/M3hKq9eErGl8XV1XMwVFZezukHqoBmalySpxZlpZq02as6AmuUoWurEUjJSm9e8SLpWqlVWG0U0rsO2WEwV5UmA7pL8qVMDzadEw/35z2NVACC30vGxSdsVd+edy6qTlVMUG4vxRRfXXAOzZ+trOs82GLvoFO4OVyhQweA7naV50dvBJB8zcV4MrYrbvMYvHuClrc4g0qmjcGy7/wC+/0OoYWf0xFkz039yaoLYHy8rb0ko3dvlOsVs1Iu5gXP1jW8zsNE5JWBDFkVOtW6cF1XXzn9oqXa/Cq497i3Um2+ufsUyUeEhJ+ID5d5Hazvsro7mRS9/DR/I0rz4ZqN4nqwqNMdht5z8bV14cQfLpEfX0v48+veJmzbdbS424ato5jBOo5kzJ1ZojMG10/n4vgn07x9OdzUSOduZWETjCzTFlySHqhB12M1bFJokJAMVm2xtgpqnJ6VuOypIiqAUlOODmpeoJjdhtZFvfoqkB4WXCrYLaUsY4aUVCDacpBUsndXS0LFvmjoknlsxhYL3Ml57wWIG84kuM6ETPmPYW4jAucN1jAFXeHnoIbj99nDeEX85oqzB6Z0PqkJifinhxcbyjkV9YIJnFEXpSJataDZi+HDo0aO8AS5lp+/yx+/Kf+PbOD2eGJXlosJLOTVprtkoIrA01+dFJXTcZWleyozU6qU7A/RhjCm7nlnlubR14UVrXlgjZiOIP08rpxjCxyDCTDYNXztp2TsqLFSlSFiCVj536hROd/1RelSnaF5KCC9RrLyi0GSHfF48k01k8lB0hZes96YSzYsjvMSORYSXQtEIL4ZmEe8BXNuneyRn+S9gRT4vw4eHdYJdu8JZZwHQrkNOW0JT/E/dF6o6p73QbSxk8WKmToVp/galjH1ikX7Bo51E4I351Akp89QLtWHNS1U+ljd4+gJ6eN+jqk018lve52JgtVFrOcHaEgiOlukjojJ3+m6taKWuI3bm9aLCy5VXllV2szQvIQGkQr8Dwj5NfswL3XG7beE6zo2fW+pSSQ1k+HDUJpsgotiBD8qvZxm3tT4IL5ay14jmZdzbFk9/ulkorao2x7vfuxyIb3gabVeuhi9Ur6++Igk9qCs6dYKjjvLTi0XhEi7nOz3H64RevWDXXYMZKoq8+87MXkz+qiO5HGyxua6vXRRYujSWt1jGcJvW5opFuGX8LqE03+clzDPv9ODT2b7UFhXg1heM8NIKhDQvCTP5PjlHnZjQ8OxKNC8vvhiOwNS1qw7QAuR696S42YDUwT6qxbCx+B/f5qKL4Npr/fQ9hjVo4SXD52XwYBg1yklzNSkUUdVJtivNsoZqHuZo30FXwUie8b5/uN3xgbrqYFSV7p9TCYWCvzoqDT3TySA+jUrMdtC+lXt51hLvUCVqNmrXLiwF9u5dstzm7iod1ZNVpDGUyIwyoopxtXDdWRg/18tWgaqgrg5VnW+Wq1EpYbnNr0CV9CB1LS28jB1n8dK0/rH0UvFcghmFiMD4xhvxfKDbmKUd2kMrFwu+7wwA224LI0b4GQqFzB81ajY6fOcvqbGasCx4/NGicw2B6dO1FmfjTeI+L6EFHbpUPyEQbiHwTjU2wqcL/cke6Fc94C7m8b/xPRg31c9b17GCzUjbEEZ4aWWShBdXfZg822mZAXqjPjnO/727JDteZpNthdJtLMayV7wgEectSfZ5ee45/fXHP3bSncHzvNqbydWka14ai+EX6usl7XmXYd73VYFoscU1EOfluOPggJ2XrJbTbrkCQNfOlY8KOeIdakxlnM8njjhNGWpjkZbaVbp8QiaBwA14ZqOsOC9eh55mH0p2PE0boEvWswRdu7SOpm1NkaV5WROrjTyqquCEEyJ54z4eAJdeCr/5TYlrOScMGgT77eene4KP2+DPOw+uu87PUCxmS6T77R+rdkOjbrO5Kt1w7YINm24KnTqhEC+uV0FyxFThEn5/0lwLk95PZSm9Z15Csy6OG+9/SXNKbuMY4aUVKDULdUPye51pIIrb6iyVDtKtm17dkjZzLDih9t3BOLrBl/cS2XZm458aDbPgXPCausszzUZR4WWbPovZnC+8vBtv5E+v3A3Y7BKCxeqw994weDNHu5HZyzZfuHGRVZVv/Ji0OaagEsOjR7nomRHpB6VyzcvGzCIXElgUSVGcswgvNlKh9Mw4LxnvVlYVSmrNMs5L40geYbdd23iUOkkX19M2BF2NS6UnHn44/POfoUPJ2jUdV65rV+ieW5x+LRTKUgwbFl5xVCgAubzXp53BzUynP9KrNwvorjNk+b306xv6Wl2jaGhUYeHFRu8Q2dTEX74+1gtsl7RTermal6RnZ+W02ai+KcfsVV1DxxYUOvtfQvsjrD8Y4aWFef/mN7jp11O870mzPddk47bHH5zsN67WiNiZ1PDfn633K7rzA63tSHqxvJNTvMVGvb89jzwSSXenzSIpS540DUVHsOmsX7K8ZYcEqL128TdJsx2H3VYNUlcm5ZiNSo7jo0dXfN004SX2RG67raJyXbNRJUKzjRXazbdSP6SYw27kgXk7jietKHI69KSozSIkbkXRrRvsMWAuFw79X2UVLYGlJBTJtC3ibg+QaBVualmHntRI367EWlMTyJxiNhI45xytTdms+uv0a0Xawvnn67+FAjB4MIXPPqc/03mNvVlKJxa066dXPxaL3hLnJKKxprTmRYUiQxcLTt/nCEHf0EWnu/1+ZEFH1oTHfbe6dIFezIkds1E8O7E3L80bEjr2MEf7Xzp0YH3ECC8tzOdfKF78ZsfMPF4jdgbjbp19NWWlM9hSuB7p0WI/mt8LQTF3hY7EG9W8KAW89542tqbo8ad/0yUUuLHw6TT/bRPxlyEmjG71BefY5ps7WcIVDC09DJqNWjtsLeieIoFyN/cbONDRJqRlX5juy5FG4kCOig/ipyesSspg9sJqrXmpYBDWG+KF65O1BUUS3sCiInemVKIA4l0no55C8rLQs86Cy74znm9vWn4o+HJQquW1E2sDvdIwweelcQ14Iyf0dzNnwtRpijSzkW1DdXVg9U4agb7C9eMrFgHLopFqZtJfay+xqaoCm5yWbrbbLvVdL0bM+tW1lq95capjF+yQBsfd465ITlvgMzQqaUHqOnaEnxGemFg5FTIdt8bqsHUZI7y0MLHGGDl+9GFNgb2NdJpVrQfyQzYar7dqb0GCDTs64Hy2sJv3OSq8AHpnxlmz0tfpOVRX6785S8rXvBTCHU/eEu2U6jr8BgahguTIKWn1XaVRCunSjVhwiMDxLNzf8/PPS1ynGT9yqvCymhHvTr5xBxqprkjz8n0e59fbPO/XreLVRmEzkZcu4b+J95bRQ9u2SpSzPVNUUxNsv0OLdfJKZQtTbQGxhYLkWVjfPnbMbmrZzij1uUfeq/vugzvuziW2Ky/IXA4K5LTDbVKRQa/wAIUm3Ue5/Z2NxWK68nHDQAD+flf8ObhccMKXHDMirP2oapenvl63O0/zMuY/2rYVWYrmCv32yIPDdQ1U07bxtZqBIIlpQeqCmiA3z347fpN6D+sTRnhpZaIW5b//pRAzG1X17g44ppNWMhvZdnww+NeE7b3PxYFbhY6tXIlWNy5bVjJE41ZbOZ2Kbcc0L3fV/Dx5tVFjTej79j2+5gUO8L4HNS9aeLFbfVfprBl/WURiNASpYPVlctEoruKCWFpLPA67R6+KNAibMIutu8xm6qJuPPMMVL7aKBK5VgLpGcESwRcWkvbLskWlB+R6/HG4+25y3Tq32Du2PggvAG+v3JanZm4XS5dCywsvMYHkwAPh+usT86ZpXqZN0/1DUSwYMCB2rldGwttRKACWxXQ2A6CeWkbwGnvN1PsaXXFzl9Ty+vVsoEeXsEBS3aGahgYJa16Wr9Af/va3WBmWEuxXXwvU0f2gPxWbbM9EnClki3ial6ZiYMIIXHTiTNqxUtePhrQS2jxGeGlpXn45syMvWlXMZyPAf7mqe+iF+EqkxRx2XYJmo6yBv1gbtovOmQO0bw/Ll2dqXkaODOzvEryIbUNVFSdboxLPv/mQp5hx1l/84n5zPrU0eHlzef+colhr0Ocl47ezVaLvSRrTlm/EFMf9qXv31a0X9CUc0yJtpUGQiSTPTENUVVUeHFGEN7/qy733Ni/Oi0dChN3MczPqadsZcvYKPaDkLbvFYrNY1nrg85Lx07W02Uiv+opcsGNH2GKLUFJabCqXBx7QFumiu3ongVTNS0Ff4BF08JcvCF973sI8K0l2cHVXMAWpal9NQ0PY58VergUHHnooVoZlwZN81y9TQDWscmaLesGG18dEhfzQDSpnJZNio86NDO82xfMNtHKKwxnDBVzFKdyVUkDbxwgvLc3KlaEXLxoSuk9f/7ubb7PNnASlWlzzElSEZJkYovW891605uXiizMHlO23hwZXuHeXVbufq6rC2pgAnWsb2LTzEj+hY0f/PMBauRyAn3MLR/R4lZzVukulPTI6zaYmoTqX4XMRGVhfmbu1fo54fVOLYmOV3J17IKV33RWlmuW7YYuiqQlWFGoq8tUK7qSbbDZy2kCSk3KW8CIZ/jKO/0HesisNopqKUi23OnCtIUJeJQspdlFaNI5NSleQUq30jRkvuihgNsoioYDisy+U1CTPpVdKpeJ9aHW7HA1NFlZOeZqXIjneZDdWUBc5XTtHH8mjofuhcxdvzwPbhpwEfo+U5yXi+7xU5YXj+r5OU9HSWuqc3kzXwl5ts/K6jBFeWph7FxzMcvHtpl8Vw7s3J0UWrWuv/27UvUinjVveM1wkfdGQy6iPEzYiq6uDzz5LftmdwhYt0vGYgESzEcVi+oWDA567SsaR3tTXeoPHWzkD21ZUqWKr7iqtL6oSVc0ujfU21fnsQd7tLL5eUucW6bHLLklnVI63vL3ESoXyC1TN0iDYohg9Gh6ZXt4mdj6SKLQ4VfGcRzNXG6UMbKlt3JFYqnItp3lRDfXIs8+1TGFrCRGoUclBE+ctULGtf1bzamW1VzV5EvJZXOgO9p2W5WiGUn5MhSAJS9IKjz5eUnjZgi+8z17fhiNURzUvNRb1hVzI58XG4pfcxCdszSUjXvbPRzF1rh/udvAmS3Vbr6311Nd2oTyzkVJ4cV4KBcgvW8RDk7blj6+MwMpbNHXuiYWNtc3WmffaljHCSwvzTaGj3oW5DNyB0n0pL75rc07627CsUyrGMxvZ5XUcLt/5Dr4RN0PqCfnLJWle0oSXqG7Y83ZzpnoBW3aTnaPGamp1zYuuZvozalhVWnhxufTRoYEyNYcc0vy6CYrDeIxTuNOXD8vwAUp0xI6SovFL1VB06qzLDvwelaw2ksCqsSRNiat5SWyvJVSTqZoXZ5BrUc0Lgsxf0DKFrS1EyKtk9cqTz5bXj5V9qTI1L2rOHGRB8oo8EfjyS79f48knk8sgeafsN9gjU3g5+wfhZdLOYki/3Ej7qqrN0VDIYeX8d9HGonrLzWikOnS/93Q+i7lf62d99DYfc/mxkwC48+3tmDPL2aYlaDYirHi5nMtgwgTdOReL3vYAMm8e6ovPWbxU99e5KovG6g5a87Iej/Dr8a2tHfKWTRNV3veOxPe4cPHiWTgvRGs4o3oDnS2hd7ZjdbYH6YAB+HvlZGheNt9cL0oCkjUvGXFiQsKL5+3mvLgb+xqrnesmMajuKx2kbk0slU6hsV6orkoXblJCU7QYHVlOH2Z77cbGKimQluOjI1iJmpc+fdJO0L9ps1d/ZZgEtA+Ms+KsQrNRJgHhpcV8XipcYr4u8rd7OoVi9gRZrU1ik8p76y1UWSvtJGRadFFKb9J6110B4SW9iMTjF3B1fCfpAO9M0v4u/Zjppf3+906RNrEXurqdFl6C3VmRHOM+6x4aBwC+dWIfL882PeeTt7QfX4eaRhqWa4k6KLyIndB3jhkD//0vvP6atz3AObu9yeGMYaWtl2RbVTkaixY5imuzu2x1jPDSwlTlbBqp9r6nBn/DF15ae8tyETjlJ+H3IB/psI7aamLo+5AhwDbbwNFHZ47Aw4bBY48FLuTpTrXDLrlccuyRxka44gr/u3te9C9wVq8H2LPLx2tmqXSGdqfQaJfe/yheZLMYMyY5PSiw1KimkuXXlrHaQJSV6LuRGo7G+Z1tUd5q+Ip8XiJCaMhsFFhtVKnZKNNu5JqNrGLLmY2QVlkduCa5/o7O5CX5gbR0zClZWY8qQ0WXpjUBOOP+vXUe9/CJJ6aWkdYWGqQ6Mf2Rk5/ktQ+7ADCAafDhhwBcdZWToVj0o4Y7aM1LHisHPXvCpElg/+MOAM7nz16+bt2AG28kKA9altZeXnjox9gNAeEl508AY7cQiJbrmo223K07fU46iF7M4xUcs1HRYhXtqMu3kJpxHcQILy1Mda6IBB5rOWp7lYtHXmwp3Mb/4EMWr83wt5yvyYUbtaD4ybAJ3vefHrcC3nyzpLNMv36BL0HNS2OjbzZKWmoT7fVdzUuC8EKhgGXpWVcJc/VqUUoQaGqCfJbwktDZX3aZb5afO7f8uhxxRMolAqainlWLW2ZmZVXo8yICuRyCH8qnUtebxPgVkQjFaue4L03JdyTtgfzmN7DVVi1vNloP/CGriqu4kPgO5C296aSQvWggmDFpK5CgycbTvGyd7tMR9Xl54+b3Abh67N4M7f5l6NiQ6s8YONtfwvwy+8HE8IROinZMa5OrzlGwLSynbrkcFNtrv5bx+LtVO/64YUu5EoqiqG2naFihOwnbdia1q1Ylal5em7UFYzgMRuzjOezy4x/DPffwbO2h7MEb2mxUzHEat/ObHdu2T1YWRnhpYaoiq1GyNC/ue9zamhfXN+HJKYO8tE3qvolV5Y7DfPuxNXwXeOYZePhhraYsh6igk7nDXqQTc4WXTTeNn1ssYlnQZOdLrq5ZLaLRXiMUCpKpedFmj6Tz9N85X1Y2aoaibXbTu8QGA9OVCi1eNkrFNC+lYkxgWRRtywtQWMkgnhbI0TUbuVh77BY/N2N7gEyOPx6eeoqqx/9Nob5lVC+qugrZfIvSGdsA7VgVS/vTzZ1b9Bplt1cR7vho98zuo7oaNuZrP+5/hCTBsi6w+GfkppO9zzffDFb/vkiPnuETGiOOzAmaF/J5bAnPucaPJ4Yr5G+UX+ylWZYOrFjTzvKEl2LBMRt1744U7dgzeOumtzmCMXqpdCRI3eAuc8hvPQjLEV42+dYQurWL/67rC0Z4aWGiwks5mhcr33o/g1Lw5lf9Yum37zkq9N1uLMDFF+vNyQA++cRTmzJpUnkXKxTCM5MstUBU8+IKSF276r+h/QG08FIQq9U3SM1cTt4E+VKrMxPOd2ewuace1x86dorliWJZkZnvD44FwpoXYfU0UV7gvISl0pnCSJ8+cNBB2KI84aUSgsHkkvwaPM1LkvNtKTtNWptr1w4GDCBPgcLy1YwY6GD13QTp3KVFylrblBIq7rtv9fddKzcitK+VS8/bu7fjfJvSIXy3/Ut07RgWUnPVfl7lCMaDB8MZZwC17UImqAMHfsGSJaHTtealKuzHQj6PvXQ5qqAnJl99BX/9a/q91Vq+GdfKKYq2otZeScPjTwPabJRTNqxalbi0vEA+dH5ofOnTB+69l1xVjkY7T27/fdaqj2BrY4SXFia6GiVLeHFfTld4kZ4btXh9lILHPx0MQM4KeLEX/Rf7ci5BvpgOQHcWcQ7Xw5FHwnZO1M1cLjFa5D+++0Q4oVgMdyZZL86qVTqGjMuOO0KPHv53y2JX3tKfbT0DabTzrWo2ArJ9XgqZvn6pI76refE67jI6lFxOB4X1cKQEvZO067BbxmDwcfp+Pl7nrOIOu0H3pRh9+8Jhh7G4vl3zfF6i2vCoJiZDeMk0G5VRhzwFmlYkLw2uFGW1zkaqq4NI6urhVJqoytYQAyedtPpmpEwH22A+R60W1bKG2sOqVVgZbf/ann8O7UwPkG/nCx7SXseVcudlSoFU+ZJ417qGeJC+YhEVnb3kcnzEdixdku6LFYxVF/Tbs3K6/dQ0LKXhBW2ysi+8yLsvWbQ49g4GhZeY0/Ihh0DPnlhVjikrbxnhxVA+2/cI73QqFTzifpu3aFCFGHlHeDmJe2gshP1ygi/B9ZxHaLvouXPhV7+KlXfasHfDCdOnh4WXLEljxYrwHkI77hiI1gcoxZ6M5QCeB9smR5EmO9eqmhdlqViwviClhBdJWOFwww1aTnOxyIh7E6CpCY46KpBg+XuxhMxGpYraIt2s4aq3RVkxzUu5AcVmzXI+VGg28ppGwFQX3dsoqfn4DrsqlNejRKWrDjqAwqrS5rumJnhvdtpyK/9S69pqo1Gj4IILko/ttFNy+jx6cQ8/jqXn8AfvUlFvy6HBrkqNKROkyXkHk7aAANh1y0VhG1ASCRXO1+qX9+oDnqNzZy1UBAOC52p94WZYv/k0LV4eOl+KxbjmxXGgLRR1QVuFd1kB4Jhj/M+FnLP8XAQrZ2nNy9DBNPziXF2P997HchZT2N8+JNacg2E43NVGHldcAZtuSq5KO9NjGeHFUAGn/CW+R0iUs8/Wf086z9e0bNanoVWXSoO/4dc9nMywp6/gfYYCesCNaYiCwkq3bpTFccdBp4BJJEt4Wb48vFX7lltq79YAguI7PAXFInnL1pqXVvQPskXx3+UjUo9rh92MAiS+SqK2qshxx/nfv6FLs+omSnfoUbNRSc1LxogzdqzzwbJi+9hkaV6SiqxkYLPFd1JPNBs5ns2ZmhfVPIfZ/JCtMn1e9tpL/509G56YkjASheqqWnxFzuqyYoW3E0KM998ntAu8q0npo2ZzCHG/tmBoecta/ZVVDcU8NSVWv81b0Z6np+gYT69+vknomNtW8p99UvpiScKLo3mpyRe58MKwUNG/P7TvUuU5CueWL2HZ1TeFzi806Y0YQzg70LtLwHv31snvuvO6d94JZS9Wa2FHbL2qyLahplbR0GTBAw/oqNnu5CQhjtMVXOyd7642it16PsecYk89kVzH2mdLYoSXFkb16V0yzw036L+nXOTHMvl8VssGhPLqE1wenfMbcp4iQ/kAgG35KK7SdX1PQHu0lUsvJ7S2GxzhD39Izjd6NEwNRNHs0sWJjOfjaRmKRR3yuti6ZqN3JyXvaeJSKFJyqbT7HH+89zRqqCf3zH8984yg6EjKXlEpPO9s3qxqquDEE8MOu7l8pl+APjH9Wm6/1rfjkmTNS6GRQkEr4a4MLEZJKnLs576WYuhQuP/+9CqJ7Qsv7vfQ8YXaqTFJeCk2OZmVlawNKPFs8zU5mlama15cga6cgbpAjjPu3aN0xjVM1iM48ED/sxvBoJc1n6qdto/lrcbXklhNDRWPg1OmhK2WDXa+pObl3dl9eG269tF7clJEa+jcWI4y7FcJjaOY02ahmlxceH3iCdhiqyqvF8x/NIHfR1ZgFZqEfE2yZnZQP1+9euONAS3XirD2puA42DYVAj4v7RQNTQquv14LL42reJtd9OeUyVrhjbexcoov2TR2bMbXVSyVTrDrrrD77onnrw8Y4aWFaa5mYE1o93boMy+W9l2eoI6VceHF9eYUgeHDswuur4err9af3V7fjeES9GsJMn48nHtuZrGCsxFisUg+p5cVtuZzamjKLvyoARM4fLt42PIvl3Ri0SL9qFzv/ztPHUcDteSlyfNB8J6xM1srh08/1X+tfA4OPDA0G2tQtaW9CGprUw+5P9X+m01L1Lw0SjUjRghHHaUDe4KerSet+Br1tr9k9YMPYNy49Cq5s07QAspNT/b3rukeh+R3wtUWKBV3Mr38lX3TL+pQ1S5f1mqjcgZq2/ET+b//gxkzsvO6q76HtWwA7Rhp9V6QEAj49df135wUsNt35FRuDx2vx287lhQr3v/q4Yf1s3HZaaNZ/Kwqe6PAJfX+NYOTrSBlbY6aJbwsjwcwUopQg8svnMND/MD7/utfO8JLu6rYuQB9uvtC2ZlnplerKDmG5T+gcdx7WHlt3qmpgYZGC959l4V0J0+B4bydGUH7m2IHlKXoTvyH3WeEc9+7705I7bueYYSXFsbtlKsIzzBu3jgeR2FNEGz8/9h/dOz4Exzq7E5qwY9+5B+49tryL7JyJVxzjf5crm55550zB1ZwNh7EhkKB3AfveXbl1uKH302PhgwwtPcchvSKdxZ3TdiJ7t3hjIu6oRCu4gKvg81bRS9chOsU+cCy77DjjuXVyf39LEv/F9yM8f1vNue96V3TT3YYTLKa3XOMbWxM1LwAvPmm8q8P3HmnjmUU5BF0UJpf/CJe7yRsUZ7mxW4qMp3NAWgqKKqrhK7v6tgUtz69eexcT/Pi+f2kXyeJfG0+pnkpJGyRU1Yzdu7xhBN833bvkIInRi3yvr/7rjbZvP9+/Fqe+a4FSAvLlLQxqGviwLYpTv2C07KEF2zspso8dpXy5zQAm3VZzMjcC+knAAtW+trP5Q3hpWyusFpFk26Qe++dXtD998f8vQZtneMYHqJmo9JLwHMRAf3vf9fCS66mfL/EHZjAc3wrlFYUi1pW0URVTPOykG7syRtMYggAW/IZVlWypucWfoGyVEg75tKcFYBtESO8tDBup1ytwh3kGRs9nJj/zf1/37r1CXRkxTvvjmfo1s2PaHnvvb7fSSVTxPp6XxBJjSlfOUHn1PzsmSVXRKwuQweXWEL7ox/B976Xevh/L7fzfDHcZZf5vP8DuPbpKQt7MGFC+sD761/7n0PB3H7wA2SnYSGNQ9DxOo1j0csdQnFjBJoa9AhtFRqRos24cTr9uOPijqijR8P++2tTQ94KH3MFtVtu8XcYT1ic5l/bFu89qe2QZ2v0ko/GJr1D7rEXa1+T6fP8gWziRGclzbva1Ln0v2PDIdnLHFfzNTkKDeHMf/oTXH89vPeen2ZPyd6Ne/ZseGW2Hzcp6bd85OIJoe8HHqjzNUTcPvbbp0jDvfGJRXMICi+znW16zjknPS/Al/SjWLCxq8Nm05jwUqHmJSoAClbJ7QEWrvI3tf3HD14KH3RurDNL9A/+6qvpBQ0dGopGC0B1NQXy1LbLkKwHDuTnP4cVm28bO/TpR41YNcmaF3bdNZY0gGlYG/UIpRUkR11hKQ3UkMsrCk6clw9mdKUHYY2QTY66iW9533MUGP+GP654QeqiVFUxiuTIw+sTRnhpYVzNSzURu3pwChJgtxfWnEYmutcGAO3a6T1a3JfANYT/7nflFzxliu6Re/QIO+GuJnb7jlhbD4YddiB37tkUad3VWOTzdOab9OM77JAZ0RNgdrGXN5j/gptCZsSo8PWHC1Z6oceDg69rogliWeiotrmqkECatbTbY8Q+iOiYFi6HHw5P36e1SJbSA9Puu2vZ7MEHgxoOn5ecseQv48LB44LbYaQ5ix5yiH9fl7+8j+fPUtO9A0eP0ObMKTNr9WqyY3VMm3ZVvopi++3hiy/wgnndMOsY1ORPkCb9/e2x5QUArKqripmNikWtmXj/fT9N6pMdS6VQ5IMnv2TjjeHzpYGgZglh70d9uT9jxsC0aeH0hvqwpNOxqp5l09P2Ykhn9Gh4+mkdS9JtR0uX+sLL9dfp6/zlL3DC8emmsiqasDt3peiEtXcJCi8KqVjzEhXoVhWrsaR0GTt3/wKAHq8+Gkrv2sWZyFDa7JdIPk89tdR0yvAvnDKFW26BZbm4duaBr0ake+xHBSWnnr/c9pVQ2mYdF7AJs3iS72LlFE/M3oW69oob3/J9UwZYn3ufO2zpTwbHXPc5w4ZnxHnxTurAidybeovrC0Z4aWG8GWVdZFA56KC1UJtwB5K4MmXWLN0xdXZWFLm65COPLF34/Pk6NPV++8HixfDd7652fYMctOcKdj+sF2yyCapz6cBuq83GGzOP1Y+14z7nm/gVjeILjMWNw851l11Tx1v3fQbAjjsKc+boFU2v+VHKmTJF/3WXiJcb6CtITb5I47IGrywRHUPm00X6XtWSJdjPaFPNU0/pPDf8bEpqeYuXhYXgnsz3Ps/097PjX6OEsWP1YPq//+nV8J7gFbFtPH/LFM67fRBLJ3/tH4uMfgfs1UBDX70SZXGxE4XqOu65bRU//zmceGJ5z0RVV/HA8z25804/LefE23DdvIpFKORruYeTmDSzPa+Pmc/Exz/nukNfJV8FQ78XD/q4fIXfldYHFHhHHAEDB4bz1i/Wzp2vvAKXXgqL6tuzdFkgw5QpcN114YeZwLHHaofYuXO1f3xBx5lk+pMfATD3H495eV8dmy74b8dEDh4wlR7tw9FY66s6ep+X0CUk3JVDVPNy/FM/pLqQYL8KcCFXMn5ckUc4gr2/fjB0zF2lnOuQ7VifSj5PAzXZwovT9u5tOCb5eE35CytGcyxfN4S3Rrlx1jFss3sXZtHXm9jUdQgPw4OH+4JTh+/s433+3rmDUJby9j2rqVXsQkI4X1j3AhC1AkZ4aWmcxn/NLXqwva9bPD7KmqSqCt5DO1jUEuhV//1v76NCkGA4ycsuK8+D+JZbdGAJl0suWc3ahjl8wIcM3WS+HsTcTiNzrfJq0rEj1dMml86XQHAX2in45oTHJ/uf35wXj7miVq6g6cNPmDhR0aeP1lAEcYWWLu2djdtEhRxmR3QsPaLU1MDE3+iZ2IP/auTOayOzfNtm/4fPCCX94eFtUsu7n7ATYEeWcS06THvQl+ekHytv6XGMQPtaOXEa3/rFIC7s8Q9GnLMz9OvHqdzOz/b6mDEfDeSHI7VwNH12DatefBOA67b7F5/03o/Tz+3IbbfB1BnVXFj158RLBVm1vMgDr27CT38KHz2vN5yxLK04dF+Bhnqh0CR0ZBn//mIX9j6iJ9sftgXnPzHCc9LN4oQTso9fcQVMngxffC58NFEPMre/NdQ7Pmmrw7jj/MlM7b9/6j5MO2yl3+XzzvOj2C9dCqdyO7vbY5GizbwV2bFQcjnYnxf433du5vAjFFuO3JzdeYMt0Kqi+s565aD7XMa+kX1fUSRhAK0tLk/I6XPlqnNh4ECOYAw9/xIxqTuO7j/f48PKKuJiWbzAgVTVlB72Fi/V/UxNoM/cP/dKakTfNGasjGw5sO++fPsHWjhxhZf2HXV9fnLAdACOHrmUCy/U2TsM6BUr89BDtTavSxd4cvl+yRdej+O7uBjhpYXJ5+H3XMEuu+rGc/z8v3I0LWPPbg5KwY5MoAfzGXzKnjpx2jQd5MnxTwmZjUBPByvhj3/Uev3N4w6Wq4U7JS4UfLVsa3ujZQR1S2MKW4aWLAbV2jd87GvclhbaE0WJzSN3+YKjuzTaxTWT7Lm9nprf+s4uKAV/55cADOv6OaWoaZ/n3+9rjcVxJ1Vz6u/Cs8H75QdJpwHwZ85DRVZ39KoLD0BL6Mw53MAzjAylB9v9nrzufb6esBPGdYt/AsBVC05HbdwHOnbkdk7n1INm8uHCvtz/nD8AjHzoJ9RQz3EPHcZ39lgcKme/B05LvQ8Xq5Nv1vz9b/Sob1nw5z/D1Fe+YjjjWPX2RAoNRfJ1pWfZQb9229bLyh+OuLf1qQ3X89ZRdWy9NZx8iuKxMVoQ7di7Pdt0/oqm3v0YwiRO5Q62ZCpP/Ed46Yx/a5sZWvB55x34cIpv0jn1VP132TLo3DVHbsBmNHyzimVWtmPqvsNX8eigC+DJJ+G006BzZ845P89QJgBQX9ADuBuIsDB+QsnnEaT/gvdC3y/hcja//6qU3A5BJ/5g0EqA6mqqaGSv3tn+SKkoRY4CVlPpndZPOUX35d87yq/P3sWXEvN+khF2JhrTjr/9jW1/MhwRqP9Mbw5ZWwsNVHPHSP2+/HdiPy/SRJIV3rIC3VT7eJ+yoWCElxamqmMtVzT9jh49oGunAlgWow+9b+1WauRI5rORH2Bmiy3g29/2jPFqwICy9mBK5NVX4aKL9PrY1kBE693d0JWx3mDts6V8Fvqu+vTRAh3Qn5k8hVanbFY3F55/nu0IzBxnzOC4v8Y3IHS56bY8WzE5JLQ9MGFrfsnN/K/uCNT2pYMi1rSzWPzJnMRjV3IhWx6RXsZ5ch2CxUE8zZNDfkPnDgV2n/+fUB5BkcNmpDxLb2seX77xJTsPXsb9L/bhT0e9y8L/vc3Ly3fhMi7lix2P4JzFZWjonn02NUbFmze+DQMG8MmsjqH0/Q8rbVrss9cA7/OMD5dw4YX+4HP3s305kOept6u18HL+2bz3+krO2Vk7hn709koWt9OxmU7fSwcwOf98uPC32o/jrn8WQ1GR+zGTZaedy7RF/oqwOzklVB9Xk/PNU2P5ZGlfPpgbnmkfeZRi/1uP5suDfgqNjYwdC/vuoQffRXTl0rP9FXJLlwiPLN4PXnyBlTMX8Ka9G423pS9NllGj6NgrrJ0RK+eZJRuKWnhpnK6jhheayjRXjhoFInTuanHYRoGlVCP2KX/p7tdfw8iRseRFDz5XMsRCFk8cfAs79JhVMt/112sTbjC0/zQGJOYN+pJFyW8ZmdD17+8JHDOW60lETa2iusaCX/2K3XeHX5+Tp65OTzwHJF/SAHpPkg3137Bhw2SD4KyzREDEtuPHQF4cdJrsw0uVlwurXbVMzjhD5O9/159tu9UvtzqAyM+4RQ7lMdm265c68YMPRO67TwRkAttLn/xcERE5Jv+IHPv9VeJsKJD47yGOluO4T0DkLXYRGT/eu86m7eeLTJxYdt3uPurJWPmX/XaFgMizHCi27adv0X6OCMjDvxsvuzLOu2bTDX8Tqa+Xpia/3PcYKiDy34vGisyYISIij10+QYorVlX07KZPF5n1RYNMvf+txOc6iMkCIm+zs4DIR+OWiYjIpJfmyGY9l8m1P/20orZh2yKyeLFsxuex53LdIS/I1Mc/ktdv/VCeuVI/82XLRLp3F2ls1Oefc2ZBbvpbUT76KFzP6D/54guRhgYvzz3bXC2jfvxiLF9vvpbh7SYIiJzCHYllHcBz8tKg02Qj5giInDfocRGQn1X908vzK/4qIPInfiuDmSQgsjevxOt1xx0ic+fKpZvdE3uHR5/3lhzV6WkBkSHtpsoBPCfjf3yTgMhF+7wqcu21IhdfLCIiD922SCa9u1Lk8MNFFi+WPffUZdzNSVL/9UJ5+PxxckS7p0ROOEFERC7hsvJ/pNbim29EVq6s6JTQs6uA6nxB5sxsSD3+7AW6Lcg334hst52IiFxzjciXTvexZEll11sfAd6RlPF7rQsQa/PfBiO8TJoksu++ycdAXh58uozg5crLHTNmtapVkksuERk92vu6Lgsv550nUqxvlL/zi3g9jzxS5tFDujNfRESKRZ0c7BQ37b4s3EnW18sffqQH5fEME1m4UERE5rCRvLj3JRXV7adbviwg8snlD4m9VA/8d97pXOcXvwjVxbZF5O9/l2XPjJUP2VZERE4/fG5ywSAg8thvXq+oPpVw8bkrRBYtkud/dLdIp07So3apTJvWMmUnCQl3nfyqfHTfBHmZEfLilW8knldfLyEhTkSk8fW3vDIO5NnUtvrglVPlUB4LXfPtPz4tZ3W+S7498NNQeoe6gvd5KO/Jj7nL+/7bXV4QaWhIvId9eClTML6V02U8w7Qw8dBDofotfPlDmXTx/bI9E2Qwk+Sv/EpO51YBkQv2HSuvVh8gT3KIiIgcsfEbcvdRT8pb7CJf0F/f8/jxAiKzdj1MHuQY6cBSuZIL5LPXZq/T728WzRVeZs5Mni96vP++FFEiy5eXyLjhYoSXDV14yWLhQpl4yWj5RYe713ZN4kRe6NO4bS1VpHxuPPPzxE5u8b+fk87qm1DajBl+pzjtrfne58OGTBERrZEAkQ/+/al/0tNP65luBfxu6H8FRBYt8tOampy330ksjntbuhDIMHOmyFVXZRdc0IPr6LPGVlSfZrOqMo1OKZIG9jG/GydHbPGeVNEgL1/8XPmFOZrBR7e/VOTuu2VjvkrO1tAohelfysw3vvSu+f5vH5BjeFBu++GrAiLjtMJLvp5lZwohafdQzr/dGSt9mZl+O45gesfxz6de+/vq8Vj6e4f8XkCkHzNC6b35us0KL7/lTwIiAwe2QuF/+5uv0jPEMMKLEV6yeeUVkb33Xtu1KE0b6P3mPv+h3LDxn2Ppy79eIrta42Ppbue+cqWWFS66KDyrjwodYtsVD+K/21UPQA0RDfZOvBP6Hj1eDi/3/aFMf+z9yk9cB/jHP0R69tTP+AKulDlsJDf+fp73mzx29ssVlff6fxbKyuVarVaYOausc3rl5suK5VpIueWsT2PHTzstWfi44EQtHLnfv/PtooC2tLppf/xjaSEmlce1YHL77cnnfczWZQlJG6tZzdZcrCs8zvcEjHJkbWCEFyO8ZLNwochLL63tWpTm+efXdg1KU1+f7I/S1CT2lXFNxsqVIkuXtm6Vnn14iZx+cn38gGOK2pApFkXmulYxkEcf9QfaDz9Yc6MViEyZEk9fsULk4Ye1+5RtiyxYIHLmmf7xSy/V565Y4ac9+qjIddf53++5pxnCi1Onzz4TOfJIkd1209+PPz58/t3/bJJly0TmzxeZNVNr4m6/qV722GGZvPqqSC7na4/+dEa6pmdd5nn2b7OCV1snS3hR+viGyc477yzvRLYsNxgMGyhjx8Kee6bFyGtVRFovNIdt++FJ7rgDfvKT5pXz9NNw8MEwb56OLbNggY6QENzpffLk8OqbhQuhY0cdg6ZLl9YN09RayOw5SK/erbqjvSEZpdS7IrJz4jEjvBjhxWAw+KxcqQP7VRiPbJ1m6VL9r2/ftV0Tg6F8soSXNigHGwwGQ+tRlx2Ytk3SqZP+ZzCsLxhFmMFgMBgMhjaFEV4MBoPBYDC0KYzwYjAYDAaDoU1hhBeDwWAwGAxtCiO8GAwGg8FgaFOsN8KLUqqbUmqMUmqFUmqGUur4tV0ng8FgMBgMLc/6tFT6ZqAR6AUMBZ5SSn0gIh+v1VoZDAaDwWBoUdYLzYtSqj1wJHCxiCwXkdeB/wAnrN2aGQwGGsZgRAAACrVJREFUg8FgaGnWC+EFGAQURGRKIO0DYMhaqo/BYDAYDIZWYn0RXjoASyNpS4CO0YxKqdOUUu8opd6ZP3/+GqmcwWAwGAyGlmN9EV6WA9Hg152AZdGMInK7iOwsIjv37NlzjVTOYDAYDAZDy7G+CC9TgLxSastA2g6AcdY1GAwGg2E9Y70QXkRkBfAo8AelVHul1J7A94F7127NDAaDwWAwtDTrhfDicAbQDpgHPAD83CyTNhgMBoNh/WO9ifMiIouAw9Z2PQwGg8FgMLQu65PmxWAwGAwGwwaAEV4MBoPBYDC0KYzwYjAYDAaDoU1hhBeDwWAwGAxtCiO8GAwGg8FgaFMY4cVgMBgMBkObwggvBoPBYDAY2hRGeDEYDAaDwdCmUCKytuuw1lBKzQdmrO16rAF6AAvWdiXaEOZ5VYZ5XpVhnlf5mGdVGevb8+ovIok7KG/QwsuGglLqHRHZeW3Xo61gnldlmOdVGeZ5lY95VpWxIT0vYzYyGAwGg8HQpjDCi8FgMBgMhjaFEV42DG5f2xVoY5jnVRnmeVWGeV7lY55VZWwwz8v4vBgMBoPBYGhTGM2LwWAwGAyGNoURXgwGg8FgMLQpjPDSRlBKdVNKjVFKrVBKzVBKHR841lMpdb9SaolSarFS6r6McmqUUncppZYqpeYopc6JHD9AKTVZKbVSKfWSUqp/a95Xa1Hief1KKfWF8wzeUUrtlVGOUkpdo5Ra6Py7RimlAseHKqXedZ7Xu0qpoa18ay2OUuqXznNoUErdEzlWdnvYgNpW4vNSSu2mlHpOKbVIKTVfKfVvpVSfjHI26LYVyHOJUkqUUgdmlLNBty3nWJ1S6hal1AKnr381o5z1vm0Z4aXtcDPQCPQCfgjcqpQa4hx7FJgDbApsBFyXUc5lwJZAf2A/4DdKqYMBlFI9nLIuBroB7wAPtfSNrCESn5dSajhwNXAU0Bm4ExijlMqllHMacBiwA7A98D3gdAClVDXwOPB/QFdgFPC4k96W+Bq4ArgrmNiM9nAZG0bbSnxe6DZwO7AZ+hksA+7OKGeDbVsuSqkBwNHA7BLlXMaG3bZAt61uwNbO37Mzyln/25aImH/r+D+gPXogHhRIuxc9CI8EpgO5Msv6GhgZ+P5H4EHn82nAG5HrrgIGr+1n0ILP61jg7UheAfqklPUGcFrg+0+Acc7nkcAsHMd3J20mcPDafgbNfG5XAPcEvlfUHjaEtpX1vBKO7wQsyzi+wbatQPrTwCFOH3ZgxvkbdNsCBgNLgU5lnr/ety2jeWkbDAIKIjIlkPYBMATYDfgUGOWoB8crpfZxMymlfqeUetL53BXo45wbLQfnr3dMRFYA0wLH2wpZz+t/QE4pNdzRtpwCTEBrrlBKHa+U+jBwXuiZEH9eH4rz9jt8SNt7XmlktocNtG1VwgjgY/eLaVthlFJHAw0i8t+EY6ZthdkVvZXN5Y7ZaKJS6kj34IbYtvJruwKGsuiAlrqDLAE6An3RkvRPgZOBI9EqwIEiskBEro6U454bLcc9Pj/lOm2JrOe1DHgEeB1QwDfAt90XWUTuB+6PlBV9Xh0c+3H0WPA66wOZ7WEDbVtloZTaHrgE+L6bZtqWj1KqI3AV8K2k46ZtxegLbIvuuzYGdgeeUkpNEpFPNsS2ZTQvbYPlQKdIWif0QLwKmC4id4pIk4g8CHwJ7JlSjntutJxS12lLZN3HT9BC3hCgGvgR8KRSauMyy+oELHeEnfXleaVRyf1tKG2rJEqpgWgN35ki8lpG1g25bV0G3Csi08vIa9qW7uebgCtEpFFEXgFeQk9ck1jv25YRXtoGU4C8UmrLQNoOaJX0h2ifjSCJkQdFZDHaMW6HhHJw/nrHlFLtgQGB422FrOc1FHhSRKaIiC0iT6OfyR4pZYWeCfHntX3Qix/tHNfWnlcaZbeHDahtZeKscnke+KOI3Fsi+4bctg4Afu2sHJoD9ANGK6V+G81o2hag+/koWRFm1/+2tbadbsy/8v4BDwIPoJ3R9kSr+Yagvc4XAycBOfQqmkVAj5RyrgZeQXuZD0Z3Cgc7x3o65R4J1ALX4Dh5tbV/Gc/rJLRwswXabPQtYCXpTqg/Az4BNkGraz8GfuYcq0bboc8EaoBfOt+r1/b9V/is8s7v/Se0Y3Otk1ZRe9iA2lba89oE7WtxXpnlbMhtqzvQO/DvS/Sqow6mbSU+rypgKnpFVd7p05Zt0P3W2q6A+VfmD6WFlMeAFWjP8OMDx/YGJqLVge8AeweOXQj8L/C9Br0MbykwFzgncp0DgcloNeXLwGZr+95b8nmhBZY/OGnLnBf8hMB5PwQ+DnxXwLVogXCR8znopb8j8K7zvN4Ddlzb996MZ3UZehYX/HdZqfawAbetxOcFXOp8Xh78Z9pWctuK5JtOYLWRaVuJ7+IQ4E2nT5sEHL4hty2zt5HBYDAYDIY2hfF5MRgMBoPB0KYwwovBYDAYDIY2hRFeDAaDwWAwtCmM8GIwGAwGg6FNYYQXg8FgMBgMbQojvBgMBoPBsA6jlOqnlHpJKTVJKfWxUupMJ72bUuo5pdRnzt+uTvpgpdSbSqkGpdR5kbKmO3sjTVBKvZNxzWql1I1KqalO+Y8rpfqWqOdhSqltMo7fpZSap5T6KOHYr5RSk537u7bUMzHCi8FgMBgM6zYF4FwR2Qa9Ge8vHCHhd8ALIrIl8ILzHXRsl18D16WUt5+IDBWRnTOueRV6v6OtnPIfAx6NROaNchiQKrwA9wAHRxOVUvuh9wHbQUSGZNTbwwgvBoPBYDCsw4jIbBF5z/nsBtfcBD3gj3KyjUILD4jIPBEZj94PqWKUUnXoPeDOFpGiU+bdQAOwv5PnRKXUh0qpD5RS9yql9gAOBf7saHUGJNzHq2jBKsrPgatFpMGtf6k6ml2lDQaDwWBoIyilNkNHyH0L6CUis51Dc4BeZRQhwLNKKQH+ISK3J+QZCMwUkaWR9HeAIc5+VBcBe4jIAqVUNxFZpJT6D3rvuIcrvK1BwN5KqSuBevQWG+OzTjDCi8FgMBgMbQClVAfgEeAsEVkatOCIiDgCSSn2EpFZSqmNgOeUUpMdjUgl7A/8W0QWONdO0qZUQh69pctuwC7oTTq3kIwtAIzZyGAwGAyGdRylVBVacLlPRB51kucqpfo4x/sAJc0tIjLL+TsPGAPs6jgET3D+/Qy9weimSqmOkdOHUebu0wllZvEV8Kho3gZsoEfWCUZ4MRgMBoNhHcZxkr0T+EREbggc+g9wkvP5JODxEuW0dwUSpVR7YCTwkYh86TjwDhWR20RkBdqH5galVM7JfyJQB7zo/DtaKdXdOdbNucQytJMv0TJL3OJjwH5OWYPQO18vyLwXszGjwWAwGAzrLkqpvYDXgIlorQTonbffAkYDmwIzgGMc35PeaP+UTk7+5ehVQD3Q2hbQppr7ReTKlGvWoFf9HOKUMRk4Q0S+dI6fBJwPFIH3ReTHSqk9gX+iHXuPEpFpkTIfAPZ16jEXuFRE7lRKVaN3DR8KNKJ9Xl7MfCZGeDEYDAaDwdCWMGYjg8FgMBgMbQojvBgMBoPBYGhTGOHFYDAYDAZDm8IILwaDwWAwGNoURngxGAwGg8HQpjDCi8FgMBgMhjaFEV4MBoPBYDC0KYzwYjAYDAaDoU3x/xsCGhn3+6kfAAAAAElFTkSuQmCC\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] + "name": "stderr", + "output_type": "stream", + "text": [ + "21-Oct-23 11:05:12: Downloading mms1_fpi_fast_l2_des-moms_20151016040000_v3.4.0.cdf to pydata/mms1/fpi/fast/l2/des-moms/2015/10\n", + "21-Oct-23 11:05:13: Downloading mms1_fpi_fast_l2_des-moms_20151016060000_v3.4.0.cdf to pydata/mms1/fpi/fast/l2/des-moms/2015/10\n", + "21-Oct-23 11:05:16: Downloading mms1_fpi_fast_l2_des-moms_20151016080000_v3.4.0.cdf to pydata/mms1/fpi/fast/l2/des-moms/2015/10\n", + "21-Oct-23 11:05:20: Downloading mms1_fpi_fast_l2_des-moms_20151016100000_v3.4.0.cdf to pydata/mms1/fpi/fast/l2/des-moms/2015/10\n", + "21-Oct-23 11:05:23: Downloading mms1_fpi_fast_l2_des-moms_20151016120000_v3.4.0.cdf to pydata/mms1/fpi/fast/l2/des-moms/2015/10\n", + "21-Oct-23 11:05:27: Downloading mms1_fpi_fast_l2_des-moms_20151016140000_v3.4.0.cdf to pydata/mms1/fpi/fast/l2/des-moms/2015/10\n", + "21-Oct-23 11:05:30: Downloading mms1_fpi_fast_l2_des-moms_20151016160000_v3.4.0.cdf to pydata/mms1/fpi/fast/l2/des-moms/2015/10\n", + "21-Oct-23 11:05:33: Loaded variables:\n", + "21-Oct-23 11:05:33: Epoch\n", + "21-Oct-23 11:05:33: Epoch_plus_var\n", + "21-Oct-23 11:05:33: Epoch_minus_var\n", + "21-Oct-23 11:05:33: mms1_des_errorflags_fast\n", + "21-Oct-23 11:05:33: mms1_des_compressionloss_fast\n", + "21-Oct-23 11:05:33: mms1_des_startdelphi_count_fast\n", + "21-Oct-23 11:05:33: mms1_des_startdelphi_angle_fast\n", + "21-Oct-23 11:05:33: mms1_des_pitchangdist_lowen_fast\n", + "21-Oct-23 11:05:33: mms1_des_pitchangdist_miden_fast\n", + "21-Oct-23 11:05:33: mms1_des_pitchangdist_highen_fast\n", + "21-Oct-23 11:05:33: mms1_des_energyspectr_px_fast\n", + "21-Oct-23 11:05:33: mms1_des_energyspectr_mx_fast\n", + "21-Oct-23 11:05:33: mms1_des_energyspectr_py_fast\n", + "21-Oct-23 11:05:33: mms1_des_energyspectr_my_fast\n", + "21-Oct-23 11:05:33: mms1_des_energyspectr_pz_fast\n", + "21-Oct-23 11:05:33: mms1_des_energyspectr_mz_fast\n", + "21-Oct-23 11:05:33: mms1_des_energyspectr_par_fast\n", + "21-Oct-23 11:05:33: mms1_des_energyspectr_anti_fast\n", + "21-Oct-23 11:05:33: mms1_des_energyspectr_perp_fast\n", + "21-Oct-23 11:05:33: mms1_des_energyspectr_omni_fast\n", + "21-Oct-23 11:05:33: mms1_des_numberdensity_fast\n", + "21-Oct-23 11:05:33: mms1_des_numberdensity_err_fast\n", + "21-Oct-23 11:05:33: mms1_des_densityextrapolation_low_fast\n", + "21-Oct-23 11:05:33: mms1_des_densityextrapolation_high_fast\n", + "21-Oct-23 11:05:33: mms1_des_bulkv_dbcs_fast\n", + "21-Oct-23 11:05:33: mms1_des_bulkv_spintone_dbcs_fast\n", + "21-Oct-23 11:05:33: mms1_des_bulkv_gse_fast\n", + "21-Oct-23 11:05:33: mms1_des_bulkv_spintone_gse_fast\n", + "21-Oct-23 11:05:33: mms1_des_bulkv_err_fast\n", + "21-Oct-23 11:05:33: mms1_des_prestensor_dbcs_fast\n", + "21-Oct-23 11:05:33: mms1_des_prestensor_gse_fast\n", + "21-Oct-23 11:05:33: mms1_des_prestensor_err_fast\n", + "21-Oct-23 11:05:33: mms1_des_temptensor_dbcs_fast\n", + "21-Oct-23 11:05:33: mms1_des_temptensor_gse_fast\n", + "21-Oct-23 11:05:33: mms1_des_temptensor_err_fast\n", + "21-Oct-23 11:05:33: mms1_des_heatq_dbcs_fast\n", + "21-Oct-23 11:05:33: mms1_des_heatq_gse_fast\n", + "21-Oct-23 11:05:33: mms1_des_heatq_err_fast\n", + "21-Oct-23 11:05:33: mms1_des_alpha_fast\n", + "21-Oct-23 11:05:33: mms1_des_alpha_delta_fast\n", + "21-Oct-23 11:05:33: mms1_des_energy_fast\n", + "21-Oct-23 11:05:33: mms1_des_energy_delta_fast\n", + "21-Oct-23 11:05:33: mms1_des_temppara_fast\n", + "21-Oct-23 11:05:33: mms1_des_tempperp_fast\n", + "21-Oct-23 11:05:33: mms1_des_errorflags_fast_moms\n", + "21-Oct-23 11:05:33: mms1_des_compressionloss_fast_moms\n", + "21-Oct-23 11:05:33: mms1_des_pitchangdist_avg\n", + "21-Oct-23 11:05:33: mms1_des_errorflags_fast_moms_flagbars_full\n", + "21-Oct-23 11:05:33: mms1_des_errorflags_fast_moms_flagbars_main\n", + "21-Oct-23 11:05:33: mms1_des_errorflags_fast_moms_flagbars_others\n", + "21-Oct-23 11:05:33: mms1_des_errorflags_fast_moms_flagbars_mini\n", + "21-Oct-23 11:05:36: Downloading mms1_edp_fast_l2_scpot_20151016000000_v2.7.0.cdf to pydata/mms1/edp/fast/l2/scpot/2015/10\n", + "21-Oct-23 11:06:07: Time clip returns full data set.\n", + "21-Oct-23 11:06:07: Time clip returns full data set.\n", + "21-Oct-23 11:06:07: Time clip returns full data set.\n", + "21-Oct-23 11:06:07: Loaded variables:\n", + "21-Oct-23 11:06:07: mms1_edp_scpot_fast_l2\n", + "21-Oct-23 11:06:07: mms1_edp_psp_fast_l2\n", + "21-Oct-23 11:06:07: mms1_edp_dcv_fast_l2\n" + ] }, { - "cell_type": "markdown", - "source": [ - "Pseudo variables can be used to plot lines over spectrograms, e.g., to plot the spacecraft potential over the ion energy spectra:\n" - ], - "metadata": { - "id": "601VU3XSMjru" - } + "data": { + "text/plain": "['mms1_edp_scpot_fast_l2', 'mms1_edp_psp_fast_l2', 'mms1_edp_dcv_fast_l2']" + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Create a pseudo variable containing the perpendicular and parallel temperatures" + ], + "metadata": { + "id": "VzeRb0cEJrI0" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import store_data" + ], + "metadata": { + "id": "dO78wpR5JkkF", + "ExecuteTime": { + "end_time": "2023-10-21T18:06:16.192886Z", + "start_time": "2023-10-21T18:06:16.178623Z" + } + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "store_data('temp', data=['mms1_des_tempperp_fast', 'mms1_des_temppara_fast'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "aPEZpkeVJ0c-", + "outputId": "a9c4c209-3a8b-4d23-8b84-0153251878fa", + "ExecuteTime": { + "end_time": "2023-10-21T18:06:20.121779Z", + "start_time": "2023-10-21T18:06:20.109077Z" + } + }, + "execution_count": 5, + "outputs": [ { - "cell_type": "code", - "source": [ - "store_data('spec', data=['mms1_des_energyspectr_omni_fast', 'mms1_edp_scpot_fast_l2'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "AOfRwgH8Khzy", - "outputId": "0c7c154f-6364-4e96-8c89-91ac40064c7b" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 8 - } - ] + "data": { + "text/plain": "True" + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Plot the pseudo variable\n", + "\n", + "Note: by default, the figure uses the metadata from the first variable in the list" + ], + "metadata": { + "id": "bE4N-Mh1KNXc" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot\n", + "\n", + "tplot('temp')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 }, + "id": "26lobx-OKBNY", + "outputId": "d48cf622-7b52-4e2a-ef3f-ad4364285312", + "ExecuteTime": { + "end_time": "2023-10-21T18:06:34.919094Z", + "start_time": "2023-10-21T18:06:34.692144Z" + } + }, + "execution_count": 6, + "outputs": [ { - "cell_type": "code", - "source": [ - "tplot('spec')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "gKB9R_6_L0ok", - "outputId": "8026f6d5-e6f9-4c9a-af9c-7fba26c94cf7" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The plot options can be updated just like a normal tplot variable" + ], + "metadata": { + "id": "w4cQwVXeLHUb" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import options\n", + "\n", + "options('temp', 'ytitle', 'Temperature')\n", + "options('temp', 'color', ['red', 'blue'])\n", + "options('temp', 'legend_names', ['Tperp', 'Tpara'])\n", + "\n", + "tplot('temp')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 }, + "id": "YQZkSg8kKGKs", + "outputId": "80aba89f-e7ab-4d4a-8772-b3358f48679d", + "ExecuteTime": { + "end_time": "2023-10-21T18:06:52.580319Z", + "start_time": "2023-10-21T18:06:52.456763Z" + } + }, + "execution_count": 7, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Options set on the variables used in the pseudo variable can be adjusted directly, e.g., " - ], - "metadata": { - "id": "ubfahljEMw2D" - } + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Pseudo variables can be used to plot lines over spectrograms, e.g., to plot the spacecraft potential over the ion energy spectra:\n" + ], + "metadata": { + "id": "601VU3XSMjru" + } + }, + { + "cell_type": "code", + "source": [ + "store_data('spec', data=['mms1_des_energyspectr_omni_fast', 'mms1_edp_scpot_fast_l2'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "AOfRwgH8Khzy", + "outputId": "0c7c154f-6364-4e96-8c89-91ac40064c7b", + "ExecuteTime": { + "end_time": "2023-10-21T18:07:04.581781Z", + "start_time": "2023-10-21T18:07:04.569071Z" + } + }, + "execution_count": 8, + "outputs": [ { - "cell_type": "code", - "source": [ - "options('mms1_edp_scpot_fast_l2', 'yrange', [10, 100])\n", - "\n", - "tplot('spec', xsize=12)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "B9a1TorPMCaV", - "outputId": "fa57b399-4c46-42b3-89a8-96dc52d35f44" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] + "data": { + "text/plain": "True" + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ] + }, + { + "cell_type": "code", + "source": [ + "tplot('spec')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 }, + "id": "gKB9R_6_L0ok", + "outputId": "8026f6d5-e6f9-4c9a-af9c-7fba26c94cf7", + "ExecuteTime": { + "end_time": "2023-10-21T18:07:06.266922Z", + "start_time": "2023-10-21T18:07:05.798652Z" + } + }, + "execution_count": 9, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "You may have to adjust some plot options for the figure to come out nicely, e.g., to plot the S/C potential on the right axis, use the `right_axis` option, and increase the margin to include enough space for the new axis" - ], - "metadata": { - "id": "ao-4L-MNMpTg" - } + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Options set on the variables used in the pseudo variable can be adjusted directly, e.g., " + ], + "metadata": { + "id": "ubfahljEMw2D" + } + }, + { + "cell_type": "code", + "source": [ + "options('mms1_edp_scpot_fast_l2', 'yrange', [10, 100])\n", + "\n", + "tplot('spec', xsize=12)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 }, + "id": "B9a1TorPMCaV", + "outputId": "fa57b399-4c46-42b3-89a8-96dc52d35f44", + "ExecuteTime": { + "end_time": "2023-10-21T18:07:19.364796Z", + "start_time": "2023-10-21T18:07:19.002160Z" + } + }, + "execution_count": 10, + "outputs": [ { - "cell_type": "code", - "source": [ - "from pytplot import tplot_options\n", - "\n", - "options('spec', 'right_axis', True)\n", - "tplot_options('xmargin', [0.1, 0.2])\n", - "\n", - "tplot('spec', xsize=12)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "4gvZBZOQL2Ek", - "outputId": "22d72e20-5db5-418b-e621-acd6fbddeb94" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You may have to adjust some plot options for the figure to come out nicely, e.g., to plot the S/C potential on the right axis, use the `right_axis` option, and increase the margin to include enough space for the new axis" + ], + "metadata": { + "id": "ao-4L-MNMpTg" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot_options\n", + "\n", + "options('spec', 'right_axis', True)\n", + "tplot_options('xmargin', [0.1, 0.2])\n", + "\n", + "tplot('spec', xsize=12)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 }, + "id": "4gvZBZOQL2Ek", + "outputId": "22d72e20-5db5-418b-e621-acd6fbddeb94", + "ExecuteTime": { + "end_time": "2023-10-21T18:07:30.249381Z", + "start_time": "2023-10-21T18:07:29.804469Z" + } + }, + "execution_count": 11, + "outputs": [ { - "cell_type": "code", - "source": [], - "metadata": { - "id": "kQj8Y4N5QZPZ" - }, - "execution_count": null, - "outputs": [] + "data": { + "text/plain": "
", + "image/png": 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cddZZXHXVVSxevJjFixdz3nnnsWHDBvLy8j6/gCOAbhaJiIiIiIjIYaesrGy/0h1zzDEsXLjwc9N5vV5uuOEGbrjhhi8Z2VfDkfzJog0bNlBTU8NVV10FwIwZMzjuuOP461//yg9/+MNeju7g0G8WiYiIiIiIiEi3eOmZ3yv6IjcpGhsbueWWW5g1axa5ubl4PB4efPDBLtOGw2Guv/56ioqKCIVCTJo0iZdffnmfdJ3/Ml48Huejjz76AtEdnnSzSEREREREREQOW5WVldx6662sW7eOcePGfWbaSy+9lLvvvpvZs2fzn//5n/h8Pk4//XTefPPNRJoRI0aQk5PD3XffTSQS4R//+AevvfYaTU1NPd2UQ4a+htabPK32RRiIAFF7+849LBH7cLTaR9A+ABrso9qVpwGoc+0H2OkqIwikucptgG3AOXZzSpNN59hrn4N2e19TXyUQTwfvLuhTBGRAMA6BNgiHOrUlZNq40TwRAT4A+tg6dwKpQI5JXfhQMxW3pJk6/LY5fwWOAdYC/Ux1VLKveiDLvo5i2pYGfMtuewFoAWYAx9oyNrnKKrb5zwX+ADTb/OuBkTbvziLzvM0LtbY9j+bAOOAvrjqrgVzg614ot3Vk2bYXA2OBvI1QPgKusvU79WLLqLRtqrHd2M+WUQkMsunes68zgHeBIlcfRICVth9bbL3bgEZbVqstq9jmW2HzDbTpnH7JsHmqgSuB6cAcu+8bwGRgKFBYC9/Ogqle837Y66aSQTZYTznk50CsALzr4Zpi+OkgWB+Ev9n634/DBA8JWZj+2wqcBywETrNtGoLJ18+VttKOW6ttcx/Xa0jOu3rMIeKkz7KPDFtfFdAeNM/xgHleS3K+YmNKAQrt+2rbl05dm205znYw87IKiHogow362rKd/Lm23pQ28+yuzxEmOXfd9b2JmadFwHKgOQ54zLH1AuYYzAUWA/1tHJWuer9h29PXjsVgIGDTuzXbdjh9l2ZjybX74wGI+WB4k2lDwLalLcW0J8fmqbJlO21Os+W1ZNn2++zDrnlOX0615denQhvJZWpKELYEYGg74DPxbbXtGUZybNNtn1baMmO+ZH8H2qA5YF5725P7sfVlhZP90O4zZYaAWm9yHAH+GoNCr9mXiZlbg4GzbVv72ramAmuKzHidCryFmc/O3AkB22CUP8C61iA02z5sD5o2NdvXzcBLcdN3lcB4YBVmfsQDyXnUHjRjdYIP+kegOABnAB8CeZj1YiAwwTUPmjHHW9S2Yy1wFGZNADP/yoHxWZDWlhyrfwW+75oXLXYMnH5qDybzOmnKbczDSI57Shs0ZJlxzrDbU9vB1w5VweRxGsbM8SBQk52ck7WusppTksd2i+2TrZjyN9kY0jFrZwZm7NtTTB84cb7uhZlNHecldqxaMGu8PS0mtsd8yeN0UKc+cF47+98BJmHmwol2W5OtO/nzHGbu52H6pc3ud2JssY+ttr5q2z9Hueqptu3Pb4Kq9I4xYNM7a497u9POhiwTex7mfAFmfpwIPG/fBzFrz5uYdXtK0MTgtLnR1U+d602l4zHlmAf8stM2Z43tnN4930KutrR0ap8rfRGNfPK1HCJveCDdw7pA32T7WoEiCJbFSCNC3coA+fEwtEMzAYawi1UtA8wccK+tAFOBtz3Ev+aBVqgbGjDnoQ9i0Nfb9TWNs776bXl7zOb8eJiKyjTiIQ/NTV7y42F2tQSJD/dS1+KlsKyZZlI52fM2i1O/RmG4lRyaWJebD01xGOiFvrCOvlAD8Yu9sBz85XGiXg/xW+3/U/4QIif7zDgFoC4nQN1Tfc38ngKsgkg/nzk35wNveUzMmR7oAwN3N/BJe9DE/i2PKcQ5bpxjtRUzb53rt2qIT/ISaSW5DmXY+pw1JwdznNZhzukDbf2ZmDW2L+aY2ACcgLmGy8cc1zl2LAqAdZj5uNeWUW9CpBI42b4GM3dSMHOpAbM+NdnXFSTnWQ1mnQzZ/Y5KkpfimfZ5F2YOOscx9jW2LoA1dlu6K/9Wu81JAx2Pz43AcBvHJhuLc2510oaA3ZjrAOe5zWviyQQCHhN/iquuZo+Zf8V0/OdJAFgbSB5fboEuPpsQwIz7Ni/k5pg4wzVdZJZD3aH0NbTCwkIqKiooKCjg3XffpbS0tMt0y5cv5/HHH2fevHn84he/AOCSSy5hzJgxXHfddSxduhSAQCDAM888w5VXXsltt93GCSecwD/90z9RUlLyRZt12NEni0RERERERESkW/w9+Oiu1NRUCgoKPjfdU089hc/nY86cOYltwWCQyy67jGXLlrF9+/bE9rFjx/Laa69RVVXFwoUL2bx5MxMnTvwC0R2edLNIRERERERERA4p9fX1HR7hcPjzM32OlStXMnz4cLKysjpsd24CrVq1KrFt9erVtLa20tzczLx584jFYsyaNetLx3C40M0iEREREREREemWnv5k0YABA8jOzk487rjjji8dc0VFBYWFhftsd7bt3Lkzse2BBx6goKCAgoIC3n77bZ555pkvXf/hRL9ZJCIiIiIiIiLd8kW/MrY/5QJs3769wyeAUlM7/8hc97W0tHRZTjAYTOx3/O53v+N3v/vdl67zcKWbRSIiIiIiIiJySMnKytrn62JfVigU6vLrbK2trYn9YuhraCIiIiIiIiLSLT565itozl9DKy0tZfTo0cyfP/+Axez81bTOnG1FRUUHrK7DnT5ZdBDNnz+f+fPn09bW9vmJRURERERERA5RKfbRE+UCrFix4oB/smj8+PEsXryY+vr6DmW/8847if1i6JNFB9HcuXNZu3YtS5Ys6e1QRERERERERL5SzjvvPNrb27nvvvsS28LhMA888ACTJk1iwIABvRjdoUWfLBIRERERERGRbunpTxZ11z333ENtbW3iL5o9//zz7NixA4Arr7yS7OxsJk2axPnnn88NN9zAnj17GDp0KA899BBlZWXcf//9B6gFRwbdLBIRERERERGRbgnQMzeLAva5tLQUn8/H3LlzmTt37ufmu/POO9m6dWvi/dNPP83TTz8NwMUXX0x2djYADz/8MDfddBOPPPIINTU1jB07lhdeeIFp06Yd8LYcznSzSEREREREREQOKd39zaKysrL9ShcMBpk3bx7z5s37gpF9NehmUW9qy4P2o5PvPc0QTwPfZmAQxEaCNwoEgQyTJp4Ont1A1GYKAakkfzt+L9DHvg4CacAIYDMwyuZx/lRgxD5nQKzAJP3QbpqTBRlDIDoCar3mtTtvbBB4N0MzEBlktm3EpG/1QIrPzq4c05aWLNuEfBPW6jjUe2B7HDI9thz72ApsgYphaabcZvjG0ndYPHgSfBNoADbHIcMDjWY/NbbZUZKzutk+B+32cqAJ2ASMt69XuNI12NcTgaVAve2ybwDP2rhm2XIA8iKwMACnR2CSD37vhTPi8DeP2d/qiqfclj/Q1rE6TqixnZY+fmgBYv3Nc6XpIops/U5b9ponz+YY8aO8Zh+u/U77nRvpe2NQ5E22LUBiChG0ZTfYPE4952P+18BxQCHwuI27j90XBiYDf7BtODcGabug2f7FgFS7PScGvuWQEYSMaTaGZUAdeJx51AJkgfc9oBo8n0BKAAZeAjO9MBzY5oExmDlxEvA74BzgfuAY4BmgDegHfAt4yhRFkKSobWcEc6hEgd1xyLNzxzmMArYffgussW13+iUMtPtM+sp08wxm/lQDG+z7EzD7qoA8zNwa7IojDKy28TjbGoFgHCIpsN7mA0i3+9qdvwUB7HLtd7TZPk8H3rL1pQC5mLFrse0e6jH1rcfMg5MxcxxgNMnjqMU+n+TqL6cNabbNYds/Tt99FIMR3o5nE6ePKtMhIwa+dvPe3Z5q26Z6mz4LMw7tPhPDemCiB3w+sy2Kee2U32DLz46YPmzwQCawE2hLgYExqA6a/fUQ+LidyI0+GIQ5TtJJjmGzLfOpIHzbxtvugyXAN3ymHGcegKmvLaVjuxqBCuAbEQgHzJyrAgZ6zevdcYjatSEDeNGWvd72RwEwLALRQDKmevC8FyMe9sJC0+frqvOgvd2U1WTrrgbuteV9AJR4wBeFZq9pZzNQC9SmmViqbb504DkvfBvTd7mY9a4SeMPGVQx8B3gNs6Y589c5xWzArBHTbR+W2X1OX1UA3yU5pwMkTz3Y920ppn/daVLsHJjcad6ktgPejsfHh0EzpvWpZnsbZo6/jumndBtHps3T7oNWVxnOvkE29gbMsebE2YiZA2COqxS77fQI7Eo35wInHZhY3Meq877CltMIvI9Z55w6mlOS+R3jbZklmDFzPuvfiB1nG3eKbTP2tVOf05fVrvcptp9fxKxZYMa9EbMOhW3+zn8Ixj1mzhrn1JPaDo1es0Y756J6zLz5bQyO8pq1JQ9ojsOzHjg3xZzXAq5yneM6s1O9neeM45eYeN37UkicLztw9+1WzNw6sYs2VtkyMmGbJ9OMQak3ub8WOBv4M/B8nBzazLVKP6iYksbRS2tpJsCqCQNMnR8CzRBY2U5kpM/0zRTM8X6ijesjzPr2AebcPdCb7Mcau6+v7dOdtn9sH9WSYo7v73qIrPVRUZNm5n4AM5fvhBHxPSyeOAmAioY0KkL22iroMev6eOBjzDEcAcZBZJzPHO9ttj9KXPE4a2cRcAbJ88exmPNGk21bik3/MTSTklzbS2xnOsdvg21jPcnrtTHA32yZAcw6lIe5ztiJubSE5PwJYa6d0u37TJt+p41jit2WijnXYOsb4UpfaPen2/IASjHrtXN8Zdg67WUvW22/YOvLw4xngI5zewPmeFuPGcsMkpfinT+S0WDjwMbv1N1Gcl1JcaUrwFxiDSExdxPz5AXMOXynfXbqdcovxxz/azBzH8wcz8FcKxfb96mYcc6wfZNG8jqyH1DnKrerv+GzpYttzuVgDWbetdnXctg51L6GJgeWbhaJiIiIiIiISLekkrz/eCDpb4cfGvTX0EREREREREREJEE3i0RERERERESkW/wkv3l5IB/O159KS0sZPXo08+fPP0gtEjd9DU1EREREREREusX51dyeKBe6/wPXcmDpk0UiIiIiIiIiIpKgTxaJiIiIiIiISLf47KMnypXep5tFIiIiIiIiItItXnrmq0r6+tOhQeMgIiIiIiIiIocU/cB179Ini0RERERERESkW3r6k0X6gevepZtFIiIiIiIiItItHvvoiXKl9+lraCIiIiIiIiIikqBPFvWmGj8UZEGrvXcatK/Tj4WUJmjIgsw0iAcgkgJhH6S2g28QtPsg0AaNITOKwRZThn8DREdAawjSNwFDofUoSB0E0VyTr90HtV4orDV59uZAK/B2HIbbWLZ5YeB4qPRCPdAyAfrGoNELGTFTZ/pkk+/jIKQBRcDGdMgC/CmmDt+xkFpgysudDMGYyZPvgd3AAI957wd2AplAAzAWeBaoAhph8ahJsD0OeKANE2crUIZ53hyDY7wQtX0bAUL29UcxGOE15YaBgUC13ZeHyVNk6z4V+BZwIlABBICzgL3A6zb/DuAoYFPAxLk7ANfauF/ymGdsuU48IftoBcpMP7fgN+83Abk5pq4w0GKfbb94PogRP8YLLRAv9BL4uJ3ISJ9J77d1tNhYM23bBpq+GL98O6smDDDbauiYJ9P2OUAuMMHuj9i2TLRtbgUm2TizgCHAcpvPuxXOKYIFNuY+Tpv3AkFT/uVOB5TbQJ3OcdsNpEHWLmgrMn1fbrPNtnHNA7bY2MbY+CuBwUChfR8F+gHbXNUcA7wLXATsAo7xwL9j5jU2pBAwChhq8xcCdwC/BLYCTf7kuDbYPgrb11lAhn1dZeMos8/Y19W2/06w6TYAe+zrKBD1Jec+tpw8zDHvcO/Hla7Rlj/clc9vHwFgc9ykPcpjysgDxgGvQmBPO5EpPlNuo+2H6fa5sNasQfm2rvRNcPFRZv0Y4zVj+y7wTS88adM4x2QhkIo93j3g90HUri2NHsiJmdd5Nt9OkmejJr+Jxem/3YFkeqc/2oAPMWtR2K5nKbacImydcVP/pgBEMcfMaTbPGi+8Cpxs65hi+zbXNR5RDwyzdQZjsNXbcTyw6cDU32Db3OSHVZh1JhOoiJvYmuIm7jM8cD6wzJbdYPthK1AVMMf3NJ9JuwDi2R4zd4YA72PWYEcYWBswbfk+8NeAiWG3LXsekA38FXgZOD0OO+08CPtMnZNtm2cAwThM8pjxfwJzfP0L5piYCCy09bbYsXYO51bgHOA1+77SCzkkxzwVM0dTgQ8w66czjmHbpq2uMW+w+4ow8293wByvA2Md8znjcXQMnvaacXf2pWOOMWzfOnYHICNuYm6wZWyz4/XfwCQ7l6psOZmY43U60AwsBY53+t9n4srwJeN2nlNsnA0kj91UzLxs8CTXjFRbj7tdbqlOXbbMBky8ozDzAlt+2JVui03rlNl53QBz7nLHm4k5VpZ12pdK8rhy6sh0ldMAVAVMmjOA/3XtO6YWjsohsL6dSLEPUiBQEyNyss+MlbNmtmHWL3c8bk58jkybp4LkmtcdmZhzvHsuOnW45mDkFB9cjDnnpwFrgO9g1rfvA1M8FF2xi4rpR5njE9i2LJP8eJi60wKmzG8Ad2Da71wDHGXLON7GH8COsxeesWlCmHXQOVfvtXE12+sge33TMtcPI+y+DMx5fojtkzaomJJGxbY0s8b5gVqbLhszR/Zi5n66qx8LMOf0yZg1sAlzHKa7+qfIPu/E1D/atmEYyXmaa/MFIO+ZOirqCs0cSQU4Onn8tmDiWw6cYvtmNXCFLacJc54H6Mu+89Y9NyKm3fS1bXPmipM+n+TxmG9jdc43TvsbbR9U2f1FJI8BJ56ITZsHbHTlb8BcB+3EXBtg3/ex+/ra9jlrXL6rPfmY82cKZu3Nt7FEbB9ludK22W19Mdc1zvWuU+4gzJo7GDNuTXZfwG53+iATcxyBOb73klyXKum4Nu3CjG865tgZbuPbadOHMGttBvva2sW2TTa+NlteKvteGsphQZ8sOrLpZpGIiIiIiIiIdItuFh3Z9DU0ERERERERETmk6K+h9S7dLBIREREREZHDynvvvcesWbPIysoiMzOTmTNnsmrVqi7TLl26lKlTp5KWlkZBQQFXXXUVjY2NBzdg6bYVK1awdu1a5s6d29uhfCXpa2giIiIiIiJy2Hj//feZOnUqAwYM4JZbbiEWi3Hvvfcyffp0li9fzogRIxJpV61axSmnnMKoUaO4++672bFjB3feeSebNm3ixRdf7MVWHP70NbQjm24WiYiIiIiIyGHjpptuIhQKsWzZMvLyzC+UX3zxxQwfPpwbb7yRv/zlL4m0N954I3369GHJkiVkZZlfHx88eDCXX345L730EjNnzuyVNogc6vQ1NBERERERETlsvPHGG8yYMSNxowigsLCQ6dOn88ILLyS+YlZfX8/LL7/MxRdfnLhRBHDJJZeQkZHBk08+uU/ZImLoZpGIiIiIiIj0uoaGBurr6xOPcDjcZbpwOEwoFNpne1paGm1tbaxZswaADz/8kGg0ygknnNAhXUpKCuPHj2flypUHvhEiRwjdLPoSli1bhtfr5Te/+U1vhyIiIiIiInJYGz16NNnZ2YnHHXfc0WW6ESNG8Pbbb9Pe3p7Y1tbWxjvvvANAeXk5ABUVFYD51FFnhYWF7Ny580A3QeSIoZtFX1AsFuOaa66htLS0t0MRERERERE57K1du5a6urrE44Ybbugy3U9+8hM2btzIZZddxtq1a1mzZg2XXHJJ4uZQS0tLh+fU1NR9yggGg4n9cmgqLS1l9OjRzJ8/v7dD+UrSD1x/Qffddx+TJk2irq6ut0MRERERERE57GVmZnb4baFP86Mf/Yjt27czb948HnroIQBOOOEErrvuOm677TYyMjIAEl9V6+rrbK2trV1+lU0OHStWrNiv+SA944j/ZFFjYyO33HILs2bNIjc3F4/Hw4MPPthl2nA4zPXXX09RURGhUIhJkybx8ssv75OuqqqK//iP/+Df/u3fejh6ERERERER6ey2225j9+7dvPHGG6xevZoVK1YQi8UAGD58OJD8+pnziSO3iooKioqKDl7AIoeZI/6TRZWVldx6660MHDiQcePGsWTJkk9Ne+mll/LUU09x9dVXM2zYMB588EFOP/10Fi9ezNSpUxPpfvWrX3H11VeTk5Pz5YKrBWq9sBvIA1o9UA/kBiA3aPb5s8wzQBSIeCEQMO+bA9ACZAGBdDOaOeOh0QutQOtwSI/ClgAMLIAPvZAORIA2oDrH5K2y8RR6IAgsx5S7zQt7gEygydbdArTY56wRps49QCpwqs0XBQrroTbH1N2v0GzfA+CFBltfORCwefzAYuAbQApQaeMMAP8DXAoM8Ji8VTbPw8BF9nW6h8DKdiIjfRCFozfV8smoHJM+3fYrtt1uVcBTtowHbT1DmuDoEKS2Q+hDiI6AS9OhxrazxJaTC1Rg+qwQU9d5wALgTuAvwDdtPZfE4XkPhIELPaY+gOuAE4HsCFQFYCiQEYOBwCVeCEO8xWv6ogUIYdro5I8A1XYOROwjBPwKuA1WDRtg+r3CjksUuBLYDFwLlNp23AqMjkCTXRLO85hxPwEYARxTC8PSod0HV7fDGQEI1UNsEJwJFNiy+sTtqnIUkEpgazuRM3zA0TawQTZI7PsokJbcFsuGfNvP2DbvBvrb9yM6jd9OzBzpH4EbAnAz8EObbyvmuALTB/8cg3X2GLgOuN3VZ37gDqD/Bigogax0mAaMAt4Bop7k3HHmL8AWYKzdVmHra8D03S7gaWC0bWYmZr412Kb77ftW777lZmLqa/WaOoZgjglHqquealvO/wHfAf6RLCvwcTtRr4d4oRfPRzHiZbauDNNH/nicSCZQ5uqLU4GineBpgOzdEOsPvnW2U48CXzukek1MqaYtoX+L0jLKb2KJuPpjr9fEWONJtjnoavO7wMdx2OsxfQSw0x4fDbbfI670UVtGGXA8Zk3biTmG3OOz1QN4zHHRz27zY46ttF3QVgQnu/KMt+NVauty+rbBVfdOzNra1VnTb8tqszEPtHnboLCxhYrb0uBDD9mPR6grCUA2Zq7UepNjnYmZ65g+ZTJwD5DnSe531tdW1zoawLRlNYnjnpBNk23TOOtFq9eMmRNnIzAmbrZnAVlh8KeY9kS85pjwA/lNcEI6/M3V3kuB/7bvjwUGxWGBx6zJ7jFz+gXMuvM6yT4sAD60r51+CGPico6lvjF41GvW1lavaX+Z3e+MhzN3sPv2AifZ7dWYsSuy5Qcx59qMOPyPB75rx6vNtsmfHDsqMfN8iN2ea+Nz2hO18zbqMQ9nDfgAmOpqU5srn3staSOZp9WbbJebe13ZYGMZaNu01/ahMxfCmPEd4YrxQ8z4dD73VWDOW20k50RRHEZ4YBPQx26vwKwX6zDnPjDjWGbb2AY8SXLNLrKxXQj4VkPLNHPO6mPijAz1mfUq6knGHcGc588iOfZhV5mN9nWKbeurmLU5z9ZfZfvanYcu3jsa6Hguh+Sa6rwPY65H+pEc+/Exe13wLpSMheJ0dlJg1o2TgCUQ9XrIaW+iojAtOfYhV71/sGUGMHOw3pM8rzlz/y2S54mqOEQ8ybWvDWiLw+89ZvwDmHPVatuGnZg5UWTfH2fLPBFzLDjXgBm2/L1AX1ffOHPhWMy5OMeWVWX7O9XGmWPrGm/zlWLmRIqrnCLMXEqBVFrMeTjfxkBNch1rjkMfj1nHBtv8ObaeTJJrcS7mcmEQ+55vnXb1tfGXY47fIttH1XZ7nuvZmTd7bf4qmw7bjgybv8ym29mpLie/8zM4Va5yi0wTSbflgxk/57hy5lsDyXkadpXl3NOox8yPzfZ9JuaawMnTaB8Bu80Zq102rXPcFrjiddYl571zPLRhzsnu+yZVth+zbOzOB3OceNtcdTfa9xvZfxtJzqsGOl7ndEOfPn06/Dtt0aJFlJSUMHLkSADGjBmD3+/n3Xff5YILLkika2trY9WqVR22yRfgBTw9UG4ciPVAudItR/wniwoLC6moqGDr1q3MmzfvU9MtX76cxx9/nDvuuIN58+YxZ84cXn31VQYNGsR1112XSLdy5UpWrFjB5ZdffjDCFxERERERkc/xxBNPsGLFCq6++mq8XvPP3OzsbGbMmMGjjz5KQ0Py/8w98sgjNDY2cv755/dWuEcGbw8+pNcd8Z8sSk1NpaCg4HPTPfXUU/h8PubMmZPYFgwGueyyy7jxxhvZvn07AwYM4LXXXmPDhg0UFxcDUFdXh9/v55NPPuGBBx7osXaIiIiIiIgIvP7669x6663MnDmTvLw83n77bR544AFmzZrFz372sw5pb7vtNqZMmcL06dOZM2cOO3bs4K677mLmzJnMmjWrl1ogcug74m8W7a+VK1cyfPjwfX5Aa+LEiQCsWrWKAQMGMGfOHL773e8m9v/sZz9jyJAh/Mu//Munlh0Ohzv8qJr7rraIiIiIiIjsv+LiYnw+H/PmzaOhoYEhQ4bwm9/8hmuvvRa/v+M/cSdMmMCiRYu4/vrrueaaa8jMzOSyyy7jjjvu6KXojyDp9NzX0PR3pHqdbhZZFRUViR9Ac3O27dy5E4C0tDTS0tIS+0OhEBkZGZ/5+0V33HGHfgxbRERERETkADj66KNZuHDhfqefOnUqb731Vg9G9BUVome+MhZDN4sOAbpZZLW0tJCauu8vIQaDwcT+rnzaX1Zzu+GGG7j22msT78vLyxk9evQXC1REREREREREpAfpZpEVCoU6fFXM0dramtj/RaWmpna4EVVfX/8ZqUVEREREREQOcSn03CeLpNfpZpFVWFhIeXn5PtsrKszfrywqKtpnn4iIiIiIiMhXUibg64Fy281TaWkpPp+PuXPnMnfu3B6oSD6LbhZZ48ePZ/HixdTX13f4ket33nknsV9EREREREREet6KFSv2+QNUcvD0xIfGDkvnnXce7e3t3HfffYlt4XCYBx54gEmTJjFgwIAvXcf8+fMZPXo0J5100pcuS0RERERERKTXhIC0Hnh88V+AkQPoK/HJonvuuYfa2trEXzR7/vnn2bFjBwBXXnkl2dnZTJo0ifPPP58bbriBPXv2MHToUB566CHKysq4//77D0gczsfnduzYcUBuPomIiIiIiIj0ihR65o6CPtJySPhK3Cy688472bp1a+L9008/zdNPPw3AxRdfTHZ2NgAPP/wwN910E4888gg1NTWMHTuWF154gWnTpvVK3CIiIiIiIiIiB9tX4mZRWVnZfqULBoPMmzePefPm9WxAji1ABOgDVADZwB4gChCEKgAvNANlNl0Ys30UUGfflwFFQDoQ9UI9UA1keiAvYMpM88JOoBHoC+wFBgE7gFobT1UcFnpgKbAb8xHANcDZwDNAoU23Fcizr6cBxbYdA2PwoRf6A75noOi78F4Q8MCxrbAoCC2YWddi4z0OeMVuO9GW2Waf/xkY+z7E0yFzBJTFocEDGbaPjn8fLpoAC4CQh0iWDy4D1sMnkRyTJmT2EbF1NNiyvwW8gCmreAPEMyGjCAa1gv8fkDPEdu7r4F8HY74B/68IOn/IzImlyr6P2jpOeh/6TYDRL0H7RDO4pU3g3wChCXCrLf70GOS8CWyGkqNsAZ+Ysq66CCrT4UFbtt/2s6PFPodc26/A/NDcRa/Dv02DmcBLdt+2GBR64UdN0BiCnHsg6yo8G2PET38TeBdCEVNAfsDk+e4Z4F0DPAShEDDMVDa2BDMx+8Owchg2EvjYxl8M0VkQSSEy1AdjX7JBFdlAQzZ4pwFgJmUA/EugZCZMCsAvgTNdbQTIi4A/AP2AqzBzsQ0IPQlnnwFFOTCxFnyboXE8BFsg5oOqIOQ8DJNmQjwNBmbB7V4zX/4AzAMKHjMD6Q9BySCYMROGN8Hr6aauBqAVWGyayKvAUNfYZ5CcXw2Y43WibZp77rVh5v4MzDEcJTlvOosCA2y9ba78jZj/k9MAnooY8TovfB1zLFwK/A+wN0Yk3YunJU6gvJ3j4ptZnjHMHPvT43Crh9bveqEUWALZ6yLUDQvACTGIZYN/l6nPuzs5CKl7zb7xQKANIimwJUDU44GrgTttzI22P+rt2DlDHrB9UQ+sNv3oqYsT93uSczgXqIjDDo9pt9MPUZsvF5N2M+Y4zu7Uf2HbR2HgNbvdKTttlxn/HTafYwawyRXjJmAsyTF3yo1+yhhFbNom+34pMMLszqGJiqI0aIO6WwL2UIhBqV2rnXjrgLMh8hMfFMYg05s8TPba50ySa1kAszZkYubgBlt3kU0bBfrFIRiHi7xmvkRtfQCb7Fra6jHvB9Sasc7sD77VcN00OH4ZkApsgfPOgI/sGv6MrddRBOQ0w7npYKcNrcB7dJzXa4BzMeeiAPAPzLq/HjOezpi0uPLlrILzJpjYq20ft2DG0BmPepJ9lWEfY4DmOKR5THxt9lHt5PPAGcAaT/IYxu5zjrV8VxxOXce6tu30mLn9Nw+cQuKYpJSuj2ennDDmGGmzecKY83QGyfngcK8rgU7lDu+inrZO77tKUwdkg+eaGPF/tf/rNgXYY/siQLK/MuxzX1tOin3dt4tyAb4P3IFZh3gXotNMm6dj5usZwMuYtddpfwpwlqs+91rpaAA+wFz7lLq2OacR55h2jqVskuPxWfa60jptBngRcw7KbYW+rdAehJRXMJN4NfiPh2En0MxkOBUYuBMoIv4NL+v29IWjgBW2LGfuuNc4MMdmlgdKmqA1BIM8UOQx65b7vB7FrptxAk0xIsU+mBKDNBustx386ebaawLm+iyCGcfJmLk22JblfF0kE3PtmEHyGvAo2x+ZJOfAXpvG/XWQIpumDcgBnL8Nk2LTDrbdlGrbGoa1DEymiWAKcNbKSzym7lzM8dmGudRowMzHPMz1ZzXmssP5ezPVNg5nXjbYvA1AgSu/U28K5lo7w27Ls+lLbKwOG3OirMG2P3bRkXsNbMD08y7M+d2ZV3UkxyIdc93f5oo7z1WW0w4nxjbMGlThqmcLZiwaSV5OpdtyquwjbMtbhzlOnTW/0vad896pE7vN+TfFTltvne2bJlvXh8AQzJqyxVWPuzzYdw36NJU2b8T2VxHmukkOPx776Ilypdd9JW4WiYiIiIiIiMgB5KNn/hpavAfKlG7TtwFFRERERERERCRBnyw6iObPn8/8+fNpa9vfz2iKiIiIiIiIHIKCmK9aHmiRz08iPU83iw4i/TU0EREREREROSKE6JmbRbpLcUjQ19BERERERERERCRB9+xEREREREREpHtSMX/J70DTR1oOCbpZJCIiIiIiIiLdk0LP3CySQ4Lu2YmIiIiIiIjIIaW0tJTRo0czf/783g7lK0mfLDqI9NfQRERERERE5Ijgp2fuKMTM04oVK8jKyuqBCmR/6JNFB9HcuXNZu3YtS5Ys6e1QRERERERERL44bw8+pNdpGEREREREREREJEFfQ+tNtUAesBnIBXKAcmAC0AqUAVlAHbAXaAEagYDdFgZ2AhGgxpbpBzYBIcyv01fZRybwPnAM8JZNG7B1YssIeGDwq9B8stm2AhgDFG+AqhGwGsiwZa8HhgA/AfJjUOuFjHvga6eBZzfwV0iJAJebWFP+aBMD84FLgPHAFFt/H9umiG0zth+4Fzz94Nbb4UceaMM8WgBehrYJ9rU13eb7BxDtos+dbwCOa4Kn0817z+vgORp2FkHKUjsIDTaYpUApeHOgZJepz+GMR4ur3MTrB2F02DTWtxwC/wr+e0wjoxPgRCC/CfwPAYsxA1xsM1eYsvwNUNAfpsyGV4DvAYNtaA22rUNdfXgLMLsJfDuAu+CsaabLnzVxZYfbqTvPC/7bIKeATK6n4car8P9znAg342M1x1DLR3ZSxMgi7l0C7OHnvMJ2O0RB4DkG4qWedoaRyWoaOJ5M3mMcYd5iIHF/JviDkDkNuB24lOTETQOagWr7DJBvn9+D0F4YOxb6TYD+G8DThDlYAELwtclQ8CpcMAluSYfZmD70bYHJuZjJuQkyhtm+HAdzbsTDr4l7d5hicobAFbNhBub4+OYG4A48NBKnP5AFM080Y1Z6Pbxuh2YpZuymA6+RnI8ATbaJjjYTLo2Yuej+9mmpfbxFcv62YY9D+xwF6l3vm4B0kvPOThd/LE7EyXcGZipFgHQP/JeH+CYPkQWwvGpocp3Ivw3OPR1/bByR0cugaDJ1JQEzhzLmAJdBPBc8H0P8OIhngncXeD8GbwP47cLjB0b3J/L7c+FU4IY4hDwmBkeL6zliX//Dxl8Ocb+NPWofLRBoihEJ+RKHAjttm0ttOa/b1xHMOjnM1b9lwEygEHO8/C/wU2AH4Gkwafw5yfFy1pwPgIsw4+rU04SJId/G626PI4JZKx2rgRKbtxLK6GOO18E2xjFA1GPqDti2ZdlyWjDraqsH/HGzJjfHAY+ZS37MnHD68kySc/BEYDem7wM2TUYcMv4E02fDy3bbFsy5IZ3k+gXgexgIga/FVHLBZOBWW/AHkPIxnHM9DLJjPMiVNwPw1kFjevIYaAbGYs47Tj/tsXViqmKEjX2w3e+Mod/1Op4ODwDjbLo1Nq/zY5r1mDEP2fdO+QBpHlOue9tbwEn2dcCW+bJrv3s9d4uwb1khm36Mfd6AGb9P+6Z5JWaMVth6nfoimDY3YsZniCuPu6yQ632ET6/Hzb2uuMupg/itXlNfX8xpz932Ssy8rLRx9SU53s45OoOO/QFmHfh/wLCXgOfg4WvhCuCfbP4QZp1qMTFQBozqFG+La3sKyXVjnN3f6NoWcj07bXVeLwDO6xSfk+8DzHHd16b9oFMc33TqXwpUgC8HuA8fb3AMtXzIW8QZR92oZ2Hw68AqGDQHZgXhQ6C/qy+nYM4duZhxz7DfrQjVQ0Y2+P8AGf0hoxCmToKW9I79kUbiemZgvIFPfpwDOffbjvID2dD/BMg+CprsZX0wbq7LRgDLbFlh+6jFrAEhW/ZWu78csy60YcY2heR5LM2mybPPu21fltt2VQNFmLFpw6xrfW19QMsEvylnJzAcE3eL7ZsPbJlNmHV7K2beOf3nHOu5No5CkueyNtdzG2atzXe1KdVuq7Px5CVjYhrmenmJq12OEXbfMMzx7XDmT4OtL88VXw3mWtaJLc/WGwI+xo69Td/gis+J2+nvFMw1e4MtqxazJtRgjr0UzDpfZF83uWJIse3L7VTWu3Z/pX3v1Okcb+5rb+d6I2TLimKm2Qkkrz+dtE4fVLn2dfVDx3/rYtto2x+19rkF2NVFOjn09dSngPSRlkOCbhaJiIiIiIiISPfoZtERTcMgIiIiIiIiIiIJ+mSRiIiIiIiIiHSPxz56olzpdbpZJCIiIiIiIiLdpxs7Ryx9De0gmj9/PqNHj+akk07q7VBERERERERERLqkm0UH0dy5c1m7di1Llizp7VBERERERERERLqkr6GJiIiIiIiISPf47KMnypVep08WiYiIiIiIiIhIgj5ZJCIiIiIiIiLdE7CPAy3WA2VKt+mTRSIiIiIiInJY2bRpE9/97ncpKSkhLS2NkSNHcuutt9Lc3Nwh3dKlS5k6dSppaWkUFBRw1VVX0djY2EtRH2FSe/AhvU6fLBIREREREZHDxvbt25k4cSLZ2dn89Kc/JTc3l2XLlnHLLbfw3nvv8eyzzwKwatUqTjnlFEaNGsXdd9/Njh07uPPOO9m0aRMvvvhiL7dC5NCmm0W9qQAIAZlADpAGpAMNQJbd1+JKX233NwEpQI19DVDrShcGGm3ePJtvmN23yj4PdOVdhesjhM/A6BBEx8Kr6TC1CTwLoXIErLbpRwHLbcyDXzXbMqLAk+CJAmVk8hINVMGAy+FjgIeg9icQAU6PQCQAQ1shZS2cOgGGAH+2MThtPiXGQB5kOyXEJ9xu+mkC8BamHF6EluvN618C84D+QLHd3x/Y3anPnfwxn6tvq03FIaczyoB+wB5gF7AIMyBboWVCsqyIjTUCDAa+E4c9Hlvuq0AxU3meN9kF/CvwvEkcAQpeBzYDDzGQ9/gaMd7GSw4xTsUM5/3UAvlw/Gz4B/BPtt5+QBQoeR9YAv5r4Vrgwlbw/wFYy2k8z8KLgcF/gX7nAlB3SwDOh0x+RwMjuZUw11yygfwfDGAirzMOKAKglkYgQi1/YxvpwAVAM8kpM4Zt9AFqWEE+sIOllGCGcQ7buITbgWy4dRo/53XuYqjN6XR6o50jR9tBzwdaGMjbbGOPGZOCLcA62/e7MAdIM5w7Gbgf/Nug5VIYEgHeJpPHGEeYIsx0X8NC8oEHeYX2jFHczjZu4C9ksp4GRkLmbBizE5qKwPNnbmYtAO1sYxdwv38BmfyahtD1MAZYBowH3sUcF8+ld5wL2HHpynddTe8LTIxD1GOmlpO3BXPcZmCO7T62vD3AfZj14nlgMlCJmaZjIPIzX7IMP/CUq95ptuvOAzI8sNN0t4+7aWcdkUseA/4ELZPh98BptZzGH1nIaOAM4EHwhiA6CcJ9IXQLsBUfL5JGC430J84wuPjbEHoQ2n5o2pFj27PbPgZ36p9ZwP/ZdDlek/Y8YGmn/ghjjvtRQJ3ti37AKTadc+w5x6LTvyHMhHXKSQGOAjxN0HqUicNP8vjNj8FQr3nd1xXnDkyfZdv6l2LmgLstAMcB/wNMsfE4+7Kg5Rd+Mw5Ntj3pQKPH7I/YbS025ggwEsgKQ8pKiEyGgCfZjmuANtunw2xM52MOkxbMueN1V9/kvAM8COMvhOe8UG7jyscse077AXjaNrTKbAzlchkLeZmXGUWMhayDCWeDZxnMvtQclhHMfMwE4mnJMWixfVfiGpddmCnltNX93IxZBiLAXjsGTr54pmlzmu3XE2179wIvACdj2uW0xcnnd/WD+zx6Ih3n2FL7XGJj7pze4c7TeZszdiV0nRfMMd0Xs44Mttv2Yo73kG2bE0dymTRSXWkiJD/u756DfW15YNru3hdxvXfS7QLWACNI9l0bsBAzX51zcQAzz/rYGNzl/Qk4u1M7B22AkSOAhziL13l2SivMDJq1liI4FfgX4CxM34/FHGN9XG3OsK9bXPE4791tc/o02mm78zydfcfD6b9iOl5jFdt+ySE5FqNft530JFDIBTzPcUAQqGQbr7GNNyeCGdQXISUPRs42x7S77G/ZPgRzTmYIxArMMZPTDPwRGAeMAv8qiFybjDeF5DwLePhkYo4ZJ5ZgXqSYfJ4BJjDfIKhPNW2IYq6DsmxS59rRbT0wCHM+acNcMzZgloI2m6bWPjvXlJCcaw2YNa0SM08zMePp5MsBtpKcY85cbp+QbFeJLed4G99WzDwotPud5wrMRcrg9yFor8U22zLLMPMm35blfCIhEzMeftueNltGOmZORopMPA027STbX0GbvxoY3QSV6cl4necUzFzKwSybznHZx8Z/GuZ8vBMzv/wkL3cqbZqwfaS6ysy05YEZw0bb3yFbVgZm3kds+nRX32fatjhtB3PNEiC5njTYPthl8zoith+H2vrq7Gsnji2Y9cKJtc2+dsY7xdaROKe4HNfFtg2u1/m2XdldpPsMjzzyCLW1tbz55pscc8wxAMyZM4dYLMbDDz9MTU0Nffr04cYbb6RPnz4sWbKErKwsAAYPHszll1/OSy+9xMyZM7tXsXSUSvKYOQKtWrWKuXPn8uGHH5Kfn8+NN97ID3/4w94O66DR19BERERERETksFFfXw9A//79O2wvLCzE6/WSkpJCfX09L7/8MhdffHHiRhHAJZdcQkZGBk8++eRBjfmIdIR/De173/sep512GrW1tTz11FNcc801rFu3rrfDOmh0s+ggmj9/PqNHj+akk07q7VBEREREREQOKQ0NDdTX1yce4XC4y3TOv6cuu+wyVq1axfbt23niiSf4n//5H6666irS09P58MMPiUajnHDCCR3ypqSkMH78eFauXNnTzZHDXFlZGRdeeCFer5cJEyYwatQo1q9f39thHTS6WXQQzZ07l7Vr17JkyZLeDkVEREREROSQMnr0aLKzsxOPO+64o8t0s2bN4v/9v//Hyy+/zHHHHcfAgQP57ne/y5VXXsnvfvc7ACoqKgDzaaPOCgsL2blz5z7bpZsCPfjopsbGRm655RZmzZpFbm4uHo+HBx98sMu04XCY66+/nqKiIkKhEJMmTeLll1/eJ92VV17Jo48+SjQaZfny5Wzbto2vfe1r3Q/uMKXfLBIREREREZFet3btWoqLixPvU1M//ftIgwcPZtq0aZx77rnk5eXxt7/9jdtvv52CggJ++tOf0tLS8qllBIPBxH75Epzf4zrQPu13QD9DZWUlt956KwMHDmTcuHGf+QGNSy+9lKeeeoqrr76aYcOG8eCDD3L66aezePFipk6dmkj3zW9+k0suuYTbbrsNgPvvv7/Lm49HKt0sEhERERERkV6XmZnZ4feFPs3jjz/OnDlz2LhxIyUlJQCcc845xGIxrr/+ei688EJCIfPL/F19la21tTWxX44MhYWFVFRUUFBQwLvvvktpaWmX6ZYvX87jjz/OvHnz+MUvfgGY37EaM2YM1113HUuXLgWgurqaM844gz/+8Y985zvf4aOPPmLWrFkce+yxTJgwocuyjzT6GpqIiIiIiIgcNu69916OO+64xI0ix7e//W2am5tZuXJl4hMgztfR3CoqKigqKjoosR7RDqGvoaWmplJQUPC56Z566il8Ph9z5sxJbAsGg1x22WUsW7aM7du3A/DJJ5+Qnp7Oeeedh8/nY+zYsUyZMoXXXnut+8EdpnSzSERERERERA4bu3fvpr29fZ/tkUgEgGg0ypgxY/D7/bz77rsd0rS1tbFq1SrGjx9/MEI9svl78AEdfuz8s37wvDtWrlzJ8OHD9/kE28SJEwFYtWoVAMOHD6e5uZlnn32WeDzO2rVreeONNzj22GO/dAyHC90sEhERERERkcPG8OHDWblyJRs3buyw/U9/+hNer5exY8eSnZ3NjBkzePTRR2loaEikeeSRR2hsbOT8888/2GFLNw0YMGC/fvC8OyoqKj71R8+BxA+fZ2dn8+STT3LLLbeQlZXFN7/5Ta699lpmzJjxpWM4XOg3i0REREREROSw8ctf/pIXX3yRr3/96/z0pz8lLy+PF154gRdffJEf/vCHia+Y3XbbbUyZMoXp06czZ84cduzYwV133cXMmTOZNWtWL7fiCOD6FNABLxfYvn17h08AfdYPnu+vlpaWT/3Rc2e/47TTTuO000770nUernSzSERERERERA4b06ZNY+nSpfz617/m3nvvpaqqiiFDhnDbbbdx3XXXJdJNmDCBRYsWcf3113PNNdeQmZnJZZdddkA+oSKAj565o+AzT1lZWfv1g+fdEQqFPvVHz539YuhmkYiIiIiIiBxWJk6cyN///vfPTTd16lTeeuutgxCRHGilpaX4fD7mzp3L3LlzD0iZhYWFlJeX77Pd+SF0/fB5km4W9aa1QAhoAvoARUAVEAFSgc1ArU1bZp/z7PP7QBjYhvm1+EJgl92/06bJt2kqgTW23Fr7HACG27oDQAbQHLcFjwR/BAqngf8PwDIougpqgCk2fciJbUWiOVNZypuAhx1cRZh3WcrC4g3w+gguYAVPTgEy4hB6A0InQ8pfgN1w8gTIiMGCTj+hldbGj4nRyDZuK3gfLp4Ap8VgiRcuBB+raY8AkTjkecxzQTPUpkHAA3OBG+LJ8kZ6YHocijzgr4ariuAugDpgE7RcCrxm32cDVWSyGoAGik2jxwHvAucCLbYvAc6PQWo7tATgKDiLtTzLIk4GtvEe24phLObPMK6OxIFVwC4uYwXFduiHEcMHTADqgRzWsh148njbxtHN4H8H+MTmWIOH/yH+m2thGpDyOPAEY1nBj4GFY3YCj8NF50KBnR8jarmKMLv4gFIAz0IqplzF182ok2qfPwaidqhrgFFxiHmgwU6pqO2hJptnmH3uD6QBv+J1dgH3z2xiHAAfJobBw25OZBvnAjWs5QNgC5AFnAH8jVd4kwgwFlhto6gEUoA2mH4bmTxNA20QuRRCz/Er1tLHxo6NZbJ9XUwtt/I0JwBT+YDpQCsfcNeJgPdv8LVpwCImkvwRt0bgfh7jVsJc44zzG8Cl9rX/LYjMNImHAGcCS2y4YeBW4DaSSmwjr7edl7cR4pkQKTLzyKm00QYfJjm3moGfAw+6GjXYPkeAbwIv2tcR4GzM8f4+UPIqnHOyWT9SgQUmzb9QyyM8wbYpjwGvmnyn1YLvj5wKLORp8AxiIH9lG5dDZbqpL/QKU1nBuUA7UMM2XmMbb4aeBB6C4Zcn4wCzrtWQbKMj4n7EIeIx/fhNkzbSx2v25do0LUC67eNBmAOETuVGXM+dt5/t5NkCgREQCSTXQYCMN6FlmslX4ootD6gmeayPAZ4F7NCzGzPpd2PWxggd14XlmEl97AaIDIK2FNjsNWfeZpLj4ox7CzBrJ3hfAnZA09dguMfsiwAnAnts2U91Ud9W4FjgZKcPnucCXuHJnDchMs305/vgeSBG/DveDn11Fq/zKqlMIUwQeJYspgPTiQFwAmu5zfNn4C0YnQntp8CgHCi1/dKS1XEM1ncalzzM6WJEp7HCxrCL5Nx/HDjL7vOuh+8UdZozNu00YFocLvQky3HKBDO3Wjwdt3WeG2OAZZjFrXN/0kW+zyqrBTOnIpjzbwrJ83EY2IE5JpYDEzu1Z4frtZvTJ42Y87TzP0JXAsfZ1/lAG/v2q8PJ65QXse8LMHOw2O5Lx6wxnfMXYxb8MpuvCjOe52GuA9yf5Pe8C4NH4ONFTgKeTXkFTjjDrLWRy2Eo5vTVYvum1Jbp1OmUNdg+H2v3LQWOstvySB67H9v4nOufEMlxeQ2Y3ik+d/846ZyyyjB96Vxn8Q9gBb9iKY/g5WTM8pCKWdZ8wJvHArzIWF5nNX2hZLbJmgv0tW2dZMv8O8DvgdngrYV4MXg+ttcLAcxiA0SuMc8TPFDtMfN8jY1thG0TW21j04B1wBTwVIOvPzQGISdu1rws279bMHM80zatDXMCz8PMjzzM9WSeTef0Ty5mzqXRcb47acKdtjVg5n2qLT/H1tnH5s9zXmeZ/t5r80zHnAMyYoDXrKl9bPkjbfzv2zQ8Bf0KYLD9x5yz1jTa/s60+dps2YPs6zzM8V5s03gfh9FXQiBg3mcAA2OQ1gYpa6FtgmmHfwnknwSBdDNEhbZcpw/H23bsInmsZQBDN0DRCLMvhJnTznqQafND8hgP29fO/KvCHHdg5myjTdPH1tfX7muyfb7F9k8b5hKzj92fhZkLzsRNBz7CXItgy8rBHEvYcdqEubBrwayPJ9t9zr85nHNwmyuPc67PZ18fd7GtHjNe2YDzb/ZoF+nk0JdiHweanQ8rVqw44J8sGj9+PIsXL6a+vr5D2e+8805ivxj6geuDaP78+YwePZqTTjqpt0MRERERERER+eJSevDRQ8477zza29u57777EtvC4TAPPPAAkyZNYsCAAT1X+WFGnyw6iJyPz+3YsUOTUEREREREROQAueeee6itrU38RbPnn3+eHTt2AHDllVeSnZ3NpEmTOP/887nhhhvYs2cPQ4cO5aGHHqKsrIz777+/N8M/5OhmkYiIiIiIiIh0T4Ce+RSQ/cpwd3+z6M4772Tr1q2J908//TRPP/00ABdffDHZ2eb7nQ8//DA33XQTjzzyCDU1NYwdO5YXXniBadOmHfi2HMZ0s0hEREREREREuqenvjJmbxZ19zeLysrK9itdMBhk3rx5zJs37wsE99Wh3ywSEREREREREZEEfbJIRERERERERLrHT8/cUdBdikOChkFEREREREREusdnHz1RrvQ6fQ1NRERERERERA4ppaWljB49mvnz5/d2KF9J+mSRiIiIiIiIiHSPH/MX0XqiXLr/A9dyYOlmkYiIiIiIiIh0T6p9HGiRHihTuk1fQxMRERERERERkQR9sqg31QHVQAawE9iCuYtaBDQAjwMTgTU2fTFQBvSx78uAPcAwm7cEqAL2AmuB44AQ8DHQBjwC1MZgnBcej0GhF1qAo4HpwGAPA3mbbQwCApA3DXgOaIFGYFsM+tr7i37gLYClQDPgZxJQz1JKgRE2xIWerVA9guOAJwe/ClSYHUMB/g40Qv8zwFMO4ZM79k9gK6Ns02ALFE0w2y8F3ocZ1LIwDAQ80Bfo7wH/asgZCyekQ4rddgHwInAO4I/DEA9415uODmNi4EP7ugofa2lnNFDLFLORhVQDUTNWPwYGxqDRC9ebzQCElsHxwKCvMwZ4lgqKgOOIse0iGGmTrW6KA/XAJsbYYU0DcoFWIB9It0OZDzyZDzTFwb8AeAcot4O7gvPZxpOlQL9W4E1OYwUnAWMAvMvwsIL4dGBQHLZ6wPc++ZgpNAxMed+FgZj/KZAF5LVD2P6oXBhY7xqSNEy3HmXLqLHbmu3+/pipMdluu9//FvnAQN6jhgDNhLiaWvJtjBFbzhibf5R93sabbCNKJu/RTIgZ1FIBDAGezV/JHML8B6/QPhbgPUptXxXYfsuz9ddjpxprGQlMAgbYmBkYA3aDZw2ZvMNAVxu3A2N5nfFOJzQAX8ccR2GAneZ5JHAm0DcG6V6z7fa4KWiEB1bbQifYjgzGodUDnmrzCBeZMlMwx/NgO7zZtp5NmPWgzL5vxMzBsGtQBtuB22vfNwKlQKnHVJrxDRjsgfwYhM3xOwL4HjFuOxVOY605jnwPAy8zEjiNpSzkh1xKjFuJmHUqABcUrGAiztwxU98HvMmTnMVSnj3NFYejxfZbZ04b/tkDtbaPMm3apjiEPdDkSt8GzLRjEXZt61xeV9uLN0DeUcB74M+E8EyzrxwzcXgdwtNMPmeMU+1z2LWtyRVDle3rFsw6W2P6KBFfBHOYXh4Hz9WQchKkrIax50DLt+GVgEnfOW7vHzEDvh5+/q/mPNFo9xfcC1t+YubLZGCBKzaAjZj0fZ0+eI6JwJOsMe2LAMMhnus1bXHaBnwTGEeYkC3qBd4jH3NaaQGCACxiIG+yjQzw9YGLTzZjNhSo8CbjaMDEmGb7GNvPneeuu92twDagHzDLnW49NHU6Nzj7moDnPfCAqxxn36uYc4N7m5PGXY67H8Lsm75zvq7KugK4k+R8cfaVY8Zir21fNmbcPsQMcT5mbAOYhdB5XWn34dpWB6zDLL7YMp3j3okjy7VvNTDWvg+QXDumY9aip+Mw05NsUwCz3jjxr8Uc6M5XC1JsDAFbDpjj9nnsGuh0ShWcCN+i1q4TG6D0DGAJhC83x2LxCBPz3hiUe5NtjdjynePSibnctjvPxldO8tqn2G7bZtM+ZePBttVpn6MRc2yXY9bORpt3tC2rwxx9kal8QCkAMUow5+Y0m6QPwEjwsZpTgQ9ZQXxgDCJe6FsLg3LMYtuvFT4OQjpM5RXeZAaQCR6AtxgDvMBW2kkHmsz6l+7BVmz6/hskxzqXTkL2kQpt6aYfW71m3cZUBZjj0imv8/rWgDmBtpkQSCd5HkrFnFC3Yi7h2myZUVf6Rltupu3DBhuns4Bg0x5H8tMC/e1jp+lHCl4yGcefAg1Zpg3ZEQi9C3smm/HqW8tYfstqbwkM/z6kpZv57NTtnE8bMPOlAcghuWbmASVN4NsBPAKhkyBjgom5CMisB9/7wBpImWBPdlvtteVkE3vI1tWAmTNDIvBswPSHc6xFAM8rEBiR7PNhmOO+0jUObZhzSQQSFyEZNp3TT68Dx2KOzzSS62S5HZeBdixWkjxeazDHp1PGOts+MP1YRvK4ywB2YMY7AGzArFcr7XhFMf+OcBTbPsCW32LbfCxmbStiX4O72FYKLCZ5bshAnyQ5XKXYR0+UK71OnywSERERERERke5xbkAf6Ie9WaQfuO5d+mTRQTR//nzmz59PW1tX/5tdREREREREREA/cN3b9Mmig2ju3LmsXbuWJUuW9HYoIiIiIiIiIl9cSg8+pNfpk0UiIiIiIiIi0j0+++iJcqXX6WaRiIiIiIiIiMgBUl1d/fmJPkN2djY+X+/eNdPNIhERERERERHpHi8988M2R8CP5eTn5+PxeL5w/pdffpmTTz758xP2IN0sEhEREREREZHu8dhHT5SL+WtoPp+PuXPnMnfu3B6oqGedffbZjB07tlt5mpqauOuuu3ooou7RzSIREREREREROaQc7n8N7dxzz+Wiiy7qVp6qqiruvPPOHoqoe3SzSERERERERES6p4c/WXQ4+93vfscJJ5zQ7XwZGRn87ne/Y8SIET0QVffoZpGIiIiIiIiIdEsciPfAjZ34gS/yoPvZz372hfKlpqZ+4bwH2hHw01EiIiIiIiIiIoe+1tZWwuFwb4fxuXSzqDe9Azwehz8BLwHvA3+JwyvAq8A24BmgHHgjBq8BK4Hlrv1RyH4ogufPMXgK2AL8A2i1aV4Fz/MxeBFCu6N4ovC15evwRMGzPYanMganAguBc+E4YkC1eeTCVF7HxyaIAAO9kAZ8AvwY2B0HqoBKYBdBTFFDgSygDwB7YSkUA7AAWGzylAJsNY3wfAysN3W4H57dpODk3QoBIGOVs4FsbLpiYBhwNiZubx2MAwYBZwB5wDeBFCBrF2TEgAoYUAtXA1SRyWpTFhGKqQeaGMtasp162GXyDAZygVYPFDwGwTgM/gtkbzKDQUNieAeyHmx/kGJCHADwQy+wDmgjD9OlqfY5FyjAfORvCKbJ9I3B97x2wnyIh3V2IlQyEqAwBikrgQ85ARgF5ANQzolsg/42oDyAbYSAjESUe6DNTJeQfXjtrfxU+xgIxOz/MYgm2mb0ATLtEDjVRDELi6njY7KAUcQYR5hjqKXEps+yIQ2x5fQB0u3zccTwsZYphJlMLWMwU2YMABUUAt+i1mRgK+mY4e6DGaJUG0+B7dNM1pNmy3f6GV+7HYePmUI4EX+q7feRzthFgJeBRiBMYp4QsQ0I2QErBW60hfjjcBRmTo60FUaAPnXQrxVoARpMZWHgBpuvETN4dTZ9CFhj64nY4NbS8ThJA2a73gMUOq93QE4zBIGMdxJpcm01BG2fFgO8AWwnB3A+MDvGPlMHLIXJtk/SbSjpQBEAnzAO4MROsYVt7OEuHk6aYfZ5TBwGxc2+Y7zJ/O6Hc3g57exc3kj2zTcS8KyB0LvAR3RYa7KdshZ1zLfVVeYY+3qIfX4BaMaMtXMgvQh86IorAmzCjudizmIh8AhT+RPw7xBaZtpShFk+I8AyWz7/AMoZyNtwPsmxHQuw0KR52lWPuy8HYwY23Ww/i7X2WK1O1rHRpgvToc0DgYmY9eNo4BhqCWG2D8ZMMw9lfI0YmbwArDHzbAxQWAtL6TgHncmTjTlXOa+dedx5nmQDo+1zI3CSU9b6T587Xb13XrdhJnq4i7rc+cJAzqeU0VW+rrZd4RqPvq79OcAx9nUj5jh6CDNv8l195ZQFZj5ku8pw9mdj5swQW+7xnxKnU2/UVe9qzPgsc5V3jgfeBhbFzfsyG0Oj3T+Q5Drk9Gej6/1K+3ymfc4AzgGohzbnHASw1p7IPrbn9TWwwtTlibr6wd1WZ9tm1/tWYIOrTc5JqNE+htk2OPEs6qJfFtkyw5hjOII5HqI27/PxZB0RGMsHTMcs7057nHMgmOWZweZYCYI532a0mHXM94pJ1B/wtZo5XwTmCwXlmMGssAMDabQkKz7eC0M9Zu1MsY9UG8he7AnMkWKCiA0yb+sCZu1pxTyDGbtNQBPmUmabbW+V7Y8qGxIkT8LY9E5/7+1UZRnJMWuwr+vsvka7fRjmRD/MPpzjpz9Q64V7MOe3M4CCVzEXt0+D78+QswgKXofQc8Ay0+YUwPc3fgDAQvAvgYE7zRqf6eor2xVk2L7qg7kmHBGDkibwvwWeNZzGB0CtWYdH2bb7VtsOesWUlQvmmjhiTttgngO2X9OA4GazPZvkOWEgwGKYhjmhDgZOiJm8e4Ea20+7bJ+02PImY+Ips9tSXG1ptONUY+tqxozzB5jrfac8Z61xxmcdZu5kYybycpsm1bW9ABiOWV+ctTviypuPuU7Yg5nEtcB3bL4i28dhzPo3rovH+V08JgPfwJzbxmGuoSYjhyNPDz6OIEuWLOGaa65h4sSJZGRkkJ6eTlpaGpmZmUycOJGrr76aJUuW9HaY+9DX0ERERERERESke/SbRZ8qEonwhz/8gbvvvpuysjJyc3OZMGECF198MX369CEej1NTU8OWLVt49NFH+a//+i8GDRrEz3/+c6644goCgUBvN0E3i0RERERERETk0FJaWorP52Pu3LnMnTu3t8PplqFDh9LW1sb3v/99LrjgAiZMmPCZ6d977z3+/Oc/c/vtt3PnnXdSVlZ2cAL9DLpZJCIiIiIiIiLd08OfLFqxYgVZWVk9UEHPu/HGG7n00ktJTU3dr/THH388xx9/PLfeeisPPPBAD0e3f/SbRSIiIiIiInLYuPTSS/F4PJ/6KC8vT6RdunQpU6dOJS0tjYKCAq666ioaGxs/o3TZX3Fvzz0Od1dccQXNzc3dzpeSksIVV1zx+QkPAn2ySERERERERA4bV1xxBTNmzOiwLR6P86Mf/YjBgwdTXFwMwKpVqzjllFMYNWoUd999Nzt27ODOO+9k06ZNvPjii70RunyFFBQUcPrppzN79mzOPPPM/f6U0aFCN4tERERERETksDF58mQmT+74J9TefPNNmpubmT17dmLbjTfeSJ8+fViyZEni60yDBw/m8ssv56WXXmLmzJkHNe4jTU99CuhI+GQRwHnnncdzzz3Hc889R2ZmJueccw6zZ8/m5JNPxuM59H/F+wgZBhEREREREfmqWrBgAR6Ph4suugiA+vp6Xn75ZS6++OIOv3tzySWXkJGRwZNPPtlboR4x9DW0z/bYY4+xZ88eHn30Ub7+9a/z2GOPMXPmTIqLi/n5z3/Oe++919shfqYjZBhERERERETkcNbQ0EB9fX3iEQ6H9ytfJBLhySefZMqUKQwePBiADz/8kGg0ygknnNAhbUpKCuPHj2flypUHOnyRfYRCIS688EKef/55du3axb333suwYcP4j//4DyZOnMjIkSP5zW9+w+bNm3s71H3oZpGIiIiIiIj0utGjR5OdnZ143HHHHfuVb+HChVRVVXX4ClpFRQUAhYWF+6QvLCxk586dByborzB9sqh7+vTpwxVXXMFrr73Gtm3b+O1vf0taWho333wzw4YNY8qUKb0dYgf6zaKDaP78+cyfP5+2trbeDkVEREREROSQsnbt2sSPUwP7/YPACxYsIBAIcMEFFyS2tbS0fGoZwWAwsV++OP1m0RdXXFzML3/5S2bNmsXNN9/Ms88+yzvvvNPbYXWgm0UH0dy5c5k7dy47duxgwIABvR2OiIiIiIjIISMzM7PD7wvtj8bGRp599llOO+008vLyEttDoRBAl19la21tTewXOdi2bdvGggUL+NOf/sSaNWuIx+NMmTKlwyfjDgW6WdSL+q5qodYTo7RxHeHdafhox0uUdcuHUlcSYMyOCjZ4+hFJ8UCOl8KyZipSgxSGWwHIow6AdvyMaq/kne0jCJbFOJYtsAO2Y+7KV3pSyV/ezHDWsjR2HGnU4I/FiXo9+GNxIoOBaUA+mPvuDUAd9IPpANTyZh8gApwIRy+q5ZNzsxjzg92soYlM1tOMWWzTgaBtXz8AqmCjs+09IBsYBnngYQcAcfYC62GfdTxKLPG6EsZDIlEKDHDeTrOx5QG0gncXZBZBLtDHZs8E2jD70gCawbsb0nIAGEKY1WGANkYRo5ytjLTZGoBM1pueGRGDRi/440AOBOOmxZ5qYBvQF3LNR14HEiPx/yvcf6yhqGMrvZgDMQLEMGMQsNtqsC+KAT5mIOZH0LbRh0zWm+al7QJ2kslqMmzydgBaTJfkxEwafwEQScTU4ARQAM22ToA2n3kPELJd7AxNG6b7vHHAY7ZnutoStc9O/E4tzpwowgxT0JXHD2QALSQXpFSgmHqyMTMmCOQkcuwkAxiKs7Ea6Dh9nJiddgyxe9vttnyA1L1AI9jjqA2osnHU23bVOIWdCNxuM4exqYBBtgJfOwxqg4+DkBOHtDYoCZpB7Q9k2Xze3fbLvzVAHxhiy7wR+Fdb1lrMwRMGajHzOFGvq4GOoA3Yva0QqAD4CPyrIfc4oCGRJvH/1zJiZiwGA2wjk08S8wAgxXmx0TyKMWPkpHHGeyDryQIYbcvaYHc4A9AVJ95hwAogKwzedmhON21yD6BbC+a4Xgqcbbf1selHAjs65csD2I0pdBew2qQdYeMsAA9lxN31BUj2ubPtB8D7Nt40zJhV233nYiZP2JVvoNPG9YwBYC1DgXpWsJpVcPY0WI2ZggDDTV4fa2lnNF8jxrbhTbArPbnOscuUX9gpPqcvi4GHbD80m2MkA8ybMGYJ3mPr3OTKP9hM0Qgdj8Mozlpipq2XegYA3yTMk7xj+rYY8L0FH52RjMPd/2HbtvftM8BJwELT9+xytcHJ34o5NoYDVOw7DzrX437vvF6PWcA6HztOnhZX+6O20Z37ky7ydVVWLsnxd8qdhJkfOa5ymzGniShkr45QNzFg6t0GTLHpdpKcE/n2eRtmTWjB9Ns0oBLTf2GSB2IJ2NNqsq9bgaPss1Ou09dfA962C3m+jbXSVW8jycU6027fhJn/O22Zw20cJ2GPtWZId51fEmecJugLsBVGAWPiTGrfwNuLRpk4wCxMYVvHQEy6MLASs7aAWa47j8Va28ZmoMzG+TVXvkrMgTDd5mkleXwOd+0/02PWFdv+Qru5meS5I4o5Tqqd7uwXT7Q0D8C/AbJGA+vMCc8P+NZBobkIMP1Shfus2wr2Gsp+6nwiyZNviqtfdgDH2iDIwxw8/Uw5sWyTt9w++tu8mzBjt4Xk+AdcZa62fbcRM/6DgL02XY0NtcCW04Y512TZ53IbZxvJed9g36/Hrlk2/WDb5Eybd0gETg2YOo+KAauARXYw8mwPZ9rnFeC/1sw5tjAMgE/MwxuAtCKTpY3kiTxs2xvAjGcKEKoH32ZgKwBjgIVEk+dxvzNC9bYQ272UmUHJs+WGXH2ZC3iazHunb1qA4wG2Qb9WmBI0bc94B0KTzQSK2n51jtcszLp9dAzWec08P952QRSzHlZh1nC/7fu9ri5y7qs4J/cNwHzgv2z69XH4iQcexMz9D4CrMcdyP1dbsOWFMP1dZ9t6tt0XAL4bhzEemFgLKTkmbRkw1tbV37kA+BztJTDFB+0+CPvMddOu3fuXtwvPPPPMPn8FDZJfP3O+juZWUVFBUVHRPtule2Ie8+iJcgFKS0vx+XyJD10cziorK3nyySdZsGABy5YtIx6PM3LkSG699VZmz56d+K2tQ4luFomIiIiIiMhh6bHHHiMjI4Nvf/vbHbaPGTMGv9/Pu+++2+HraW1tbaxatarDNvlievpm0YoVK7r9SbNDSVNTE3/9619ZsGABr7zyCpFIhMLCQq6++mpmz57NhAkTejvEz6SbRSIiIiIiInLY2bt3L4sWLeLCCy8kLS2tw77s7GxmzJjBo48+yk033URmpvk8/COPPEJjYyPnn39+b4QsXyH9+vWjtbWVjIwMLrroImbPns3JJ5+M13t4/CiTbhaJiIiIiIjIYeeJJ54gGo1+6m+93HbbbUyZMoXp06czZ84cduzYwV133cXMmTOZNWvWQY72yNPTnyw63M2YMYPZs2fz7W9/m2Aw+PkZDjG6WSQiIiIiIiKHnccee4x+/foxY8aMLvdPmDCBRYsWcf3113PNNdeQmZnJZZddxh133HGQIz0y6WbRZ3v22Wd7O4QvRTeLRERERERE5LCzbNmyz00zdepU3nrrrYMQjcjnC4fDvP/+++zZs4cTTzyR/Pz8z8/USw6PL8uJiIiIiIiIyCGjvQcfR6L/+q//orCwkKlTp3LOOeewevVqwPyltPz8fP74xz/2coQd6WaRiIiIiIiIiHRLOxDtgceReLPogQce4Oqrr2bWrFncf//9xOPxxL78/HxOPvlkHn/88V6McF+6WSQiIiIiIiIi0kPuuusuzjrrLBYsWMCZZ565z/7jjz+ejz76qBci+3T6zSIRERERERER6ZY2++iJco80H3/8MVddddWn7s/NzaWqquogRvT5dLNIRERERERERLolDKT0ULlHmpycHCorKz91/9q1aykoKDiIEX0+fQ1NRERERERERKSHnH766dx3333U1tbus++jjz7if//3f/n2t7998AP7DPpkUS8axkeE4z4AMqgmTDoZ7GU8TezZMYg8yvHH+3JMeCfB3Y1ESGVIuBkvUVrIog87aKQvuWymlkFMbl+LlyhRUmklg2N4lxpKqI0PZBSr8BLFH4/jpxV/PM7x7Rt5e/AoE4wfKIYBAESARshvwgcUAZxnNvEd4N+AjEVkUQREGEKYWiK0AoVAiE4fHWwxTx5qiDvlD4IMdtNMiHaqgSpotekbgTGde8v5/maD+dWzDAgCDMHczs7C3oJuBWqTt7hTgeOBZcBkgErwhoFq8GwF/whbIfAvJrZsoJh6MoEcUyPjCFMPrG71QDAGaW2mrrRdts6dQL1pm7cQgHSSTSLPPAUB8p1Gml4K2EeU5F30gH3eBRBsgbx0PJQxihhNQDlbGUfYFOvdBexmHOFEvhrbz6kAKW0mTWpfoIVWW/4uAPwwomNPt3gSQ5bowjaSXRoF8JgWA2S69jvjnlxYIh3KyrTPraaniHSsmqjtma7+b0IwGWHyfR/zPmLbE3CVGbHvq4FavNQQoxXTNyUAnoZEqyqA9bbeqG1HJbAbzNjVAv1s1a22hYOBZiAYh3YfNPlNhWlt0JYCuZgpEbUB5XVuUQ2MBMoxkyWKa8K4OinVVe9O++xOtwdowhwL6+y2EOZgpNn0gK8VaEjki2B/ODAleaR62E0fItS7im5LBGLKdlcLyfHKIWb6PSMOKZ5kwhY+nZOmH3Aa4K+2edJhug2yq/xbMQN4imv/WEz/DgNe7JQvw6lsLx52Eydk5vx3gF8DIbMWNbQCaUAVHfvcKStqX28FXsasK4XgLF8d2tyho9bjwxz2yTn8MRTWwjs5HfujBY6hltXUmrXYtwMKSqA1HYriJv4WzNxyx+euu1/ydS3OWrLHpPkGZpK32jKc/LnJJjpq8RImRrlNEgNiZGFKtWX2AzJiwE54BLvG0rH/ndiGu17b5ZMQZuz36TOSazspyfLCmLHJs3md7V31/UbMQtS5bHdZefa9s2h07k8wg+aeB12VVU1ywY/Y5zxbxzD7ejPmZLrZpK87O2CO534kx8wepvhJnJbAtX8oZiJFMPM6Yst2Frstrj6qxKxR+fb1Hsz8dvq+EbM8fA04AViAWYua7f5tJOfIHmCKqw3LgP42pkrMWDnn2MEmnjpghxN/wP7nGJuhDsh/g7dzv272F2AW8OWYY7PGttnp66M69Xu/Lt47z42d8jn/A3cnHbnzZ9jnOsxxbfdV2OK22ZAimOmQZ7uqESA9Si1edhHDfHGg0a63e5JxgRnTsKnCTF7nTJzNx0A7RSTOstmYcUo1eRJjmmHb4cemDdlHACIpEMiGNUAZUGzTDsfMqUZgE8lfjh3IvmOcbhu9FCi1/bEFs77ttWVkYM4zO3EuNEze0cD7QF8b+1pMLEU2djDHS5kNeWg7pAbMtqCzo5KBrGcbR2MmYj8btOv6kDK8QCaf0EC9aZzTN9W2WxptnU77A7ZO725XIKHESkYq5tioh2RFdlGIYjuiwZTX+bzkh8QVS4jkhc0Ac06NpyyHwRnQciywDFImmxjrcC7CzHgXARPjkLMEONlsH4MZn2rgkjiM9DDq8b2sG9YXxtu8GZjJuC0GR3mxl+WmzV+vhYdyTH9M8MC3Y7DVCx8Cu+MwIwwpK21H9cEMaBAKQnDlyWbelNv+mbQTorkwOgj5f4eTCoG3YcIp4GmC4SPAvwFzfljDvqL7bvI7V4p+CGUDzeCt6CKvHOpaAF8PlXuk+c1vfsOkSZMYM2YMZ555Jh6Ph4ceeog//vGP/OUvf6GwsJCbb765t8PsQJ8sEhEREREREZFuaenBB0BpaSmjR49m/vz5B6lFPaeoqIj33nuPWbNm8cQTTxCPx3nkkUd4/vnnufDCC3n77bfJz8/v7TA70CeLREREREREROSQsmLFCrKysno7jANi79699OvXj//7v//j//7v/9i7dy+xWIy+ffvi9ZrP8KxYsYLS0tJejjRJnywSERERERERkW6JkvwG5oF8dPHlxcPeKaecQk1NTeJ937596d+/f+JG0eLFi5kxY0Zvhdcl3SwSERERERERkW7piRtFXf2u6ZGgubmZU089lbq6un32vfDCC5x++ukcf/zxvRDZp9PNIhERERERERGRHvLKK6+wd+9eZs2aRWNj8i9ZPP7445xzzjmccsop/P3vf+/FCPelm0UiIiIiIiIi0i3RHnwcaQYNGsSrr77K9u3bOf3002lubua+++7j4osv5pxzzuGZZ54hGAx+fkEHkX7gWkRERERERESkBx199NEsWrSIk046ifHjx/PJJ5/wz//8z9x33314PJ7eDm8f+/3Jol27dvH66693+MgUQCQS4eabb+boo48mLS2NCRMm8Nxzzx3wQEVERERERETk0KAfuP501dXVXT769evHE088wa5du/j+97/Pb3/7W2pqahL7DyX7/cmi3/72t/zpT39i+/btHbb//Oc/Z/78+WRnZ3PMMcewdu1azj33XF555RWmTZt2wAMWERERERERkd4Vs4+eKPdwl5+f/5mfForH4zz00EM89NBDHba3t7f3dGj7bb9vFr322muceeaZpKSkJLbt3buXe++9l1GjRvHmm2+Sk5PD1q1bmTx5MnfddZduFomIiIiIiIjIV8rNN998SH61rDv2+2bR9u3bueSSSzpse+GFF4jFYvziF78gJycHMD/c9IMf/ID777//gAZ6qJkzZw7PP/88TU1NDBo0iNtvv50zzzyzt8MSERERERERkV7061//urdD+NL2+2ZRa2srGRkZHba98cYbeDweTjnllA7bjz76aGpqag5MhIeoa6+9lv/+7/8mNTWVFStWMGPGDDZv3kxeXt5+lxHHRwbV5LKavUwgRD1eonhpp5BNBKnh67xOlCBtpJHLZqKECJNFgDBeoqTSRJQQQeppI400qgmThd/uz6OMHArw0wpADm1kspAUvk4WFRAYBWOAjcBgML+/3gRUgX8DISAT4Oid8E9FMPZ9NvvGAyvx0g8PjRQCWcSoBUqANKAVaHYaWu201zV/JsEQwmwBGogAjTAUWAqMBmYDRInasqAK+sWBrVC0E8YWmdJOBd4HMmIw3GvSkWPa1A8oAFKAQUA+wE7botVAf1MWdRQCq3PBx04ygYHEKLB1ZwJFQDqwOisM3nbwv2fa4d3qam098A6QC0A20ILt0xzXhymLcaWHEJCF+X4uQNg+R4FKAG8dTE7nWLZRYrcdQy0jnLKpBXaQ7ipjF04dmHgTpfppBHw2Nvc3gp28Za7XznMNZlyrkq2gCggAm+go4Iof9jiziXrM/HDmRb0rXQvQTvJ7yq1ADQHCibideWBytDjvh8WBKDHbC13ZA2ynhC1s42ObLgjgacKMUhofkcMntoRcoNzG/AnYeQM0YrrR+dm2PGAYEPWALwr4zWRp9yUrL8N0XK4tx9Pkak2Oyb/XbsqyZW+zecB0ptMFjTZN1L4+EXgLM4GaXGk6iLhetyb2t2H739tu+rHBHJ81BKghbPu6mW0AbIUqyH4mwh5bovN3Gmow47aFVCoJgz8OZ3hgsU3gxD4eWNUptHE2/lxgEuDdZRoQLoIMINWV360As6bkufYH4xD2mODCnfKNMW2BTDLYTQP9Tb/7MZPjbuhDhIbBNpadnepzysqIQdhrFoO9mLEOYxYG97xwv7bcHyauxQtsBd/fgNmwFbM+ueryOUF4doO/CRongD+Ol3ranXheIDkni4ENrrptbJWJItOSaStt/gpX/vymxPHTTPL4ixK2c8B0eZwMahNd1GL6K9gCNJC9O0JdY6Bjn+HqC3efFGOOh0JgCrBi3z6jby205gBtZn60AEM3wLoRZu4DvGqff2WfNwDnYebaNuAsG0sQOAH4R6fYNgCT7bYhmIUzjDkX2UOavZj56D4OAQa7tqW49oWBUvs+FXMMbyB5fPcDjiJxPHuejxE/xmvmUaPtmwxb/x6SB5sjD7NAOXVhY8d0FeWu7Rm2TU7M1ZiDdg9mjXHWm58DC2w+Z/tA+9yImRC5rjYU27KKbLmFtk35mAIaYCmpnEDYBgyQbsaaNHPs0wojPaY/fgg8ZutpBEbQxVr2GcptTI5Py7s/ZbrSfMhAhrCNfKDBbhuGOYRagY8BUvdSThYbqOUtBgJR8DQD/Uyf+eMmox/IhXV4MZ3sxxz4pazkb0AOZjF3GWnbhg2gLyQvo1Js+n6mrHafmWsNmHWwFjM+eZhjPUzyJBoFNtvXY2yba+OwwWPS19iiN9t9zbbhAItMO9gD2Tsi1PUJmPm0E1P/32y6CGZt22VjKrNlbMKsTzNIzlPfDqAKD40MJMY22jAHXosNIGJi2AtQRxvQSH+bOWhO4xttPc50W2+7tMIkoR7wVENsEHhDQBEbnI5NsfGuBMaSHIcazLpPmymkGnNh4FwQVgFFMVNGi83WYssped9e875rygo1Ai9D3rWmX/12HJy+HgPkvw2sgvDJMMoO7ZAI9AtA/hswYyLr+vc1x9FJNoYyCOxpJ5LuhTNs+1OAkzHnmD6zk+esjD/BWbPNcbrNAymv2GDLMAtame28wVDQAgUBGOZcAC2BlFwYPBBYYwd3PXjSgGbwb7EDUI+5vu6spYtt7vk+2JTT4ZpFDhc99ZfLjoTfLDoS7PcPXA8ZMoRVq1Z12LZ48WIGDRrEgAEDOmxvbGwkNzf3gAR4qBo5ciSpqakAeDwe2traKC8v/5xcIiIiIiIiIiKHtv2+WXTOOefw0EMP8cQTT7B9+3Zuu+02tm7dygUXXLBP2rfffpujjjrqgAb6ZTQ2NnLLLbcwa9YscnNz8Xg8PPjgg12mDYfDXH/99RQVFREKhZg0aRIvv/xyl2l/8pOfEAqFKC0t5eSTT+bYY4/twVaIiIiIiIiIHBraevAhvW+/bxZdd911DB8+nAsvvJDBgwdz0003MWLECH71q191SFdVVcVzzz3HzJkzD3iwX1RlZSW33nor69atY9y4cZ+Z9tJLL+Xuu+9m9uzZ/Od//ic+n4/TTz+dN998c5+09957L42NjSxatIiZM2ce9j9gJSIiIiIiIrI/nG+5HuhHV79EIAfffv9mUXp6OsuXL+evf/0rmzdvZtCgQZx99tkEgx2/UF9eXs6//du/ce655x7wYL+owsJCKioqKCgo4N1336W0tLTLdMuXL+fxxx9n3rx5/OIXvwDgkksuYcyYMVx33XUsXbp0nzw+n49TTjmF//iP/2DYsGGcfvrpPdoWEREREREREZGetN83iwD8fj/nn3/+Z6YZO3YsY8eO/VJBHWipqakUFBR8brqnnnoKn8/HnDlzEtuCwSCXXXYZN954I9u3b9/n95kc0WiUjz/++IDFLCIiIiIiInKoagbiPVBuVz+L3hs6/4Gv5uZm5s2bx89//vNuldPc3MzXv/51Lr/8cn70ox8dyBB71H5/DW358uVUV1fvV9otW7bw8MMPf+GgesvKlSsZPnw4WVlZHbZPnDgRIPED33V1dSxYsIDGxkai0Sh//vOfWbx4MdOmTTvYIYuIiIiIiIgcdK2YGzsH+tHKoaGxsTHx2LhxI16vl3POOafb5aSlpbFly5bD7mdr9vtm0eTJk/nHP/6ReF9dXU1aWhqvvfbaPmmXLl3KD37wgwMT4UFUUVFBYWHhPtudbTt3mj8Y7PF4+N///V9KSkrIy8vjt7/9LQsWLGD8+PFdlhsOh6mvr088GhoaukwnIiIiIiIiIoeWBQsWMHnyZIYMGfKF8s+aNYuFCxce4Kh61n7fLIrH4/u8b21tpb29/YAH1VtaWlpITU3dZ7vzu0wtLeYDcVlZWSxevJja2lrq6up47733PvMO4x133EF2dnbiMXr06J5pgIiIiIiIiMhB0N6Dj+7qqb+A7njkkUe45JJLvkBkxk033cTGjRv53ve+x5tvvkl5eTnV1dX7PA4l3frNoiNdKBQiHN73t9dbW1sT+7+IG264gWuvvTbxvry8XDeMRERERERE5LAVAXw9VG53OX8BfeDAgYwbN44lS5Z8atpLL72Up556iquvvpphw4bx4IMPcvrpp7N48WKmTp26T/rVq1ezcePGz/395s9yzDHHALB27VoWLFjwqekOpQ/j6GaRS2FhIeXl5ftsr6ioAKCoqOgLlZuamtrhE0v19fVfLEARERERERER6aAn/wL6I488wplnnklOTs4Xju/mm28+7H6zSDeLXMaPH8/ixYupr6/v8CPX77zzTmK/iIiIiIiI9L7333+fX//617z55pu0trZy1FFHMWfOHK666qpEmqVLl3Ldddfx/vvvk5WVxQUXXMDtt9++z1+6ku5rpWf+Gtq+3/X5fD31F9BjsRgLFizg97///ReIKunXv/71l8rfG7p1s6isrIz3338fMH8RDGDTpk373GHbsmXLgYnuIDvvvPO48847ue+++xJ3GcPhMA888ACTJk3qMGkOhHR2kYKXKDkU8irQSiWnkM8SmhhDKruB/qRTZmKhP1GCpFJPFtsIUkYTI/ARJkoBhbxMJdOIEKSYl2hiBE30J486/PYPEB7NRrz0py7VR3M4FzKBYhvQkAg+wMdO2jkaWJcM1rsehvUFthA/fgKwmizGkMFusl1tygOCuH/BPgqRONW2xdBmNufEKARqidBAHZACpwO1wA9cMdnyPOwgnhUGtphYMosIAKQCBUBGC4xKB3YB/z97dx4eRZE/fvzdc2Um5+QgJAFCgCAQMJzhEgFZRQG5FEQF8Vp1lZ94fD3WC3ZV1F1cddXsKruerOgigiyKByIICHLJaQA5hBAIZ26STOb6/VE1k0RAEkgM4Of1PPNkpru6+tNV1dVN0YdFbVdMOXSyQ7wfrAZE+4EfgVDgEJADpj3AEbUNiQW0p4AE4EiVdTv1KjYDWPLU+vEA+/SWHkS9OHKD3oA9ADQDHEAJQEQRwcNRCkARBgexA1Yd0c+vN6uoWvZtEmih43DqzW6il4Ns4BBRqLcHeIJ5lajlzTlAHoQcDtaMgyqXd+q7K93641ElGPzu1vkdBY5Via8UsKE688AyJ3IAyA4+Hs0XfBWm72fb6a4y7RhQigNwEcLP34hgwYsqaSJdwDFK1RaCLgNHle+5gJ+m5JLNT3o7EgD8YWCk6FgiWU0BTYB8vdwGQuiBS7Ult95gN9BBZx4BbAT6+cFaoUrA7lPfrYAnDKJ1hnY/JBkE64TCyjyokj9AW/29O9WvwQ3Mj9HfI4BOepoNtfN1AFYBTTnBO0dL4RLgMOzQZUy5gx3BhmmlhMZsIJsdAOTpHmAtREBhYyu5wF5U2wa9TwAlNGYz2dUbQZMq8XuqfM8AVuv4M6jSeHRL6oCqzJgqyzRScVdjQ+0Mh1HliwHJPnCa1A4SKOqkylOYUqrcShwJtAbskI9VrSOS6mW+Tf8OlFFgXsef/VaZq/zcqHoJ/qdUOAeAHKC4WuKf4HugOZV164afUFeh7gVdOLo3Cq3AS1LlOrdXiaE/sI7q7cgN6zCxFZ/agDaocjkEDNFpAnVkWUkOqsl4Uft7NG4OoIrRjWrSYOUIat8IVrY5p7IgSqle14FpVfVGdVw3A639YPHDNWXwjzDoBwTemWHeCI17ARXQ9D2gJbAZ0nboaOLg2gRYmQRpbrDvgu/bwFC9jhxdtm7gcb3O5lS2C1Dtz43a54aiOoYkVFntRvXV21DtLAXVbu8AVgLtdbrATlC1jxiC6oRSdTGlAFknLhP/JabK5QLT9+lNDAe2+qGtoTpBO6qeO1NZ3+jt6gB8WmVaCqofiEIdIkDtU7194NHrDLRrh55XUSWGqvUWOBBW7YPsVdJdTqCBAKHQC4ppyxo2APG6qcRCok8lvBJVcK0HqnZ8wTFIDKus+1K1GIdUdpRW+ftz3X+2zH4gnerlHTAWtRN+UGXZVSfJ0wJ+Uviag8HJ0bgpxBc8x9mCCYxivDTnWyLx05TKTjBSte0wvUPYfRBjIpu2OlAHEAc01dMSUZ2alqI/asXqOPItqt90+qisNHUWgEOfQWSj6iIE1SbcepmmeppLBx8FbEL1e4CjxEvZBkvlyUEn4EtUHcTrGDaj2vSeKmVVDB1257K5aSLGXh9+hwFhBhT44EeTOtSV6Pw6AJ/oOLzmyrZqqDI2UXTceVBQIepkAhs7UHWjNjSm8hzvgE6TjNp/m+i4LX7I0/+T74sCUwxg5VuSAXtlv1+MLqxiIFL1ISUmcNrUuipQ+2bgxKdqPxfoKPcBaaDOPMKAFXqBCKBMdWNrdbomqH3QBnRyozqYtaotX6nztR0DuxPYBrZyHAcHUNbVAn19kGKCD8EdbYK+BoyDYEceA/CTOlY1Anbp3233A0nq3IVtqPPWEtSBNHA2dpjKHTpwzFyLOsko1cHH6+9FVJ69egKVdALNTzAt0BkHOqKT7eS/7Msvv2To0KF07tyZJ554gvDwcHbu3ElOTk4wzfr16/nd735Hu3bteOGFF8jJyeH5559n+/btfPbZZ7Vep6judJ8vVJN84fg7cn5+x87pqMkb0Kv+u3/hwoW43W4GDRp0Rus9F9VqsOiJJ57giSeeqDbtrrvuOi6d3+8/6y6xevXVVykoKAi+0WzevHnBjuTuu+8mKiqKHj16MHr0aB555BEOHTpEamoq77zzDrt37+aNN9444xgyMzPJzMykoqLi1ImFEEIIIYQQQhynqKiI8ePHM2TIEGbNmoXJdOL3Nj366KNER0ezePHi4OBASkoKt912G19++SUDBw78NcMWtfTzizUmT558xlfo1PQN6AHTp0/n2muvxWI5s5uy1q9fz5YtW7juuuuC07744gumTJmCy+Xi+uuv55577jmjddS1Gm/xW2+9VZ9x1Lvnn3+ePXsq/ztk9uzZzJ49G4Bx48YRFaWuj3n33Xd54oknmD59Ovn5+aSnp/PJJ5/Qt2/fM45hwoQJTJgwgZycnDq/SkkIIYQQQgghfgtmzJjBwYMHmTJlCiaTiWPHjuFwOKoNGhUVFbFgwQLuu+++aleRjB8/nvvuu4+ZM2fKYNFZbu/evdXq7kyvKoKavwE94N133z3jdQI89NBDhIaGBgeLfvrpJ0aOHElsbCxJSUncf//9OByOarfHNbQaDxbdeOON9RlHvdu9e3eN0tntdqZOncrUqVPrNyAhhBBCCCGEEEHFxcXVbj062W1HX331FZGRkezbt48RI0bw448/EhYWxg033MCLL76I3W5n06ZNeDweunXrVm1Zm81Gp06dWLduXb1vz/muvp9ZFBkZedztYmeqvt6AfiobNmzgwQcfDP5+9913MZvNrFu3jri4OMaMGcNrr712Vg0Wnfh6PSGEEEIIIYQQ4leUlpZGVFRU8PPss8+eMN327dvxeDwMHz6cyy+/nI8++ohbbrmF1157jZtvvhmofKP1yW45+vntRuLsk5GRQVpaGpmZmXWWZ+CtaT93pm9AP5XCwkJiY2ODv+fPn89ll11GXFwcAJdddhk7duyol3WfrlrfeHfw4EFeffVVvvzyS3bu3ElxcTERERGkpqZyxRVXcNdddxEfH18fsQohhBBCCCGEOE9lZWXRpEnlm25OdttRSUkJpaWl/OEPf+Dll18G4KqrrqKiooLXX3+dJ598Mng70cluOfr57Uai9vRriupc4Am/q1evrvMrixrqDeiJiYls2aJeH5Obm8vatWuDA5ug2vTJnr3VUGoVzaJFi0hLS2PKlCls3ryZZs2a0b17d5o1a8amTZt48sknad++PcuWLauveM9pmZmZpKWl0b9//4YORQghhBBCCCHOKhEREcFbjyIjI086WBS4Vajqw4IBrr/+egBWrFgRTHOyW47q63YjULcY/dJjUHbv3l1nz8JpSCWodwjW9afqy0vr2qhRo/B6vUybNi04rT7fgB4wfPhwXnnlFSZOnMiIESMICQlh5MiRwfkbNmygZcuW9bLu01XjK4uOHDnCNddcg9VqZcaMGYwaNaraE8E9Hg8ffvgh9957L1dffTVZWVnVLrMS8oBrIYQQQgghhDhTSUlJ/PDDDzRu3Lja9MAdLvn5+bRq1QrgpLcc1dftRgA333wz06dPJyUl5YTzV65cyc0338z48ePrLYbforPhDegn8/TTT3P48GGmT5+O0+nk7bffDrbfoqIiZs2axYQJE+pt/aejxoNF//rXvygqKmLNmjVceOGFx2dksXDdddeRlpZGRkYG//73v3n44YfrNFghhBBCCCGEEL9tXbt2ZcGCBezbt482bdoEpwcGCRo1akSHDh2wWCysWbOGa665JpimoqKC9evXV5tW1/z+X37s87Fjx874VexnAxfgq4d83fpvRkYGZrM5eNHFqZwNb0A/mfDwcN57772TzsvJySE0NLTe1n86atxCv/zyS4YOHXrCgaKqOnbsyLBhw/j8889lsEgIIYQQQgghRJ265ppreO6553jjjTcYMGBAcPq///1vLBYL/fv3JyoqiksvvZT//Oc/PPHEE0RERAAwffp0SkpKGD16dJ3GtHHjRtavXx/8vXTpUjwez3HpCgoKeO2117jgggvqdP0NwQV46yHfQKnV9plF5+ob0E0mU3Ag62xS48GiLVu28NBDD9Uo7UUXXcRf/vKX0w5KCCGEEEIIIYQ4kc6dO3PLLbfw5ptv4vF46NevH4sXL+bDDz/kkUceCd5iNmXKFHr37k2/fv24/fbbycnJ4W9/+xsDBw7kiiuuqNOY5syZw5///GcADMPg9ddf5/XXXz9hWqfTeV48s0ic32o8WFRQUECjRo1qlDY2NpaCgoLTjUkIIYQQQgghhDip1157jeTkZN566y3mzJlD8+bNefHFF7n33nuDabp06cJXX33Fww8/zH333UdERAS33norzz77bJ3Hc/vtt3PllVfi9/vp3r07Tz75JIMGDaqWxjAMwsLCaNWq1XlxG9oxTuP16jVw/PVYoiHUuG4rKiowm801Sms2m3G73adO+Bt3lFRasRiDKP27Py7CyKcXDo7gwUkYWXiIxYMTMy5i+ZZyWmGhAA9OKoggmizs7ATAwRHC2Uc5KYSxjXKiOUoUyXqdO7mASPbB700czWwCQ4GYcmhvB8ciIoEmFJFNIXCUMtQT6SEX7LvUr0iAPDyoNwg0Q7020QnYj9tKN1gN/T1S/eYQhB4AIBkf2ewBKiAF6A+0AOKOAZWvTbyQbDbaVgE/AHEQ14NwgB77ISoJLIsheRCwGtgDrf4AtiXQ4hJwbIKwC3X8qwELESzT2xVKMltpDWCeQQsgHOig1oJXR1wGpAKY1qn8yQM2AL2A2YADg+2YKMJLqIqtanmYv8eu8+OCY5jZTnsKqr1q0qr/lup1Vs7bCeEWUoFooAhorb8recAeqj4yXZVbrppmHFMxmxKBI8F1+QL1o2+NLdPTq74vIvC9oMqaSnVaL2D+2d9wVHaV7SCX/fpbPlaKdY5enQ9AOSe+fNVHZHDNdp0uEKkb1d6wLcHMHvYFt6y6cmAHABFsA34ihFIchAW3KDQYyWogAfX2hQNACY1ZQDZ0AbZTedRqp3Me4ocSA5ylYM4BZ1M137JNRZPUF9x2uNAH9jLoEgbs0pkUqzzi9wP64YqB/IuqrqeK7sBuYD+QDjQHYoEIwKF/o9PEAzmgarQATAeBMrV/rYBcYDOArYKfALoCROEHviGbDYQApcwkBDikGkIkfIiJfKxE49b12Qoz+/HTmOUcBFsFRNrhEmAT0Ag4DCT7IEe/fDNwJXFbYCsQGzhW6D0tHrVbVQA/oc5CUlAN/kedNELPT9H5h68Edy/1t3UvVS7o+ZEutQ1E4iVJlckAwOKHrgZY/JTQGG4AkqrUB0DHKnURtR0q2pz8/bBpul5A7aCozYEocoDlhNACF/lY9YwNcAGwsEoenaGYVhiUsD/YRt2QCdiWA2GqSt2o9pKhk/QArtXfPag2Gwv7iGQLBUAJTASWo3bSwFXv/dU6oYzVqH2qANU6nfjIB9ahqr8DADaOovYNiIJwHxh5AJQaJpVXoH6tqLr7h/6dB3wPXIqqY1D7juVbYD/0uwmuBMYAXwF8Dg4rqsAXofr+JVQ2/HAwJUCvTqjW7IHfA8ZB8KVCeBKMdIPtmGr/7uYQHgJfGsFi5U5UB3E5YPfBQAPivoOcXtBcP2si1lAdUMISSOoDBSZV3hZd1t9T2Sb66e/xQJQbvGYI2w6Xt4GNnFhRle+BPiC6yu8uhkpj17976zIsUUVAJKodWFFtOHBR91H9N5bqfUvkAWiZVNkVAbQpgCKn2u9m6nUsrxKDBdWmft5HBbQsgMNO3Z9F6DYQxZckA6EQXw60h/A5gAM6HgPehBvvhz8Cltfh1rthrVX1GxZgLJUNz623owhV1U6gMfAlMBy4BXgQtZ+WofqGQJ0UAyGovmSwDzwG9DLU9BRUf/kRatvbABNQ+0oRQCOKSVcx46EYN/m6IqNxsxfd5xOHnzAgUVWKJwZssRAb6LDKIaIIPFFAmCoTQsGXAKYCvVxHgjv3QCAKVY7d/SrmRJ1VKKqfBdS+EKoqxnQQ/BEQ5lTblQTE6PLorMshgcp2YUO1swtU+ZQ1tWD86MNvAZwmdR4WaOPhVPaF6LKxQGGMBZrA5rxEKPWT4d3JKqfu/MIMVZd5Oo9OQPrbkHWTastes6qn/oFKcuAjkgKKdHDhutzD1XwXsBbAgXrpdBMgAjzpqh9xh6ljXqyu/62ofbsREOaBUqva0HIHhNsBO/5A/QVehrURlSdWtYEJgXZgA+yq7Jw6/xBUZxlaoeqsBFgFtNQhs0dXYOB9TqqfJBrYhzrB3KfTxgGOFTrgQ6rOevvgsAnMW6BfL11GeyiLMUNf1LGuRTdobcWa78Odaob2BeBwqpOhRIAtqu6T/JBmqN+mzdAmFLo5UY3fRuXOEjhzrUCd1Qc6mcA2lOo44nUZpejpug1iQTXcE91GE3GCaYGDmZXKM+C8E6T7ZVarlcmTJzN58uRfTNenTx++/fbbWudfW4mJiSQmqh120aJFtGvXLvjA7fNVMerfAXUt8G+D2j6zSNStWg0ErlmzBrv9+OGAn1u9enWN8vv+++9rs/rjtGnThrCwsDPK49eUmZlJZmYmFRUVp04shBBCCCGEEOKc069fv+D3rKys4EOXmzdvTlpaWkOFdc6p7TOLRN2q1WDRSy+9xEsvvVSjtIZhnDJNt27dapTuZBYsWFDtgWZnu8CIaE5ODs2aNTv1AkIIIYQQQgghzjlz587l/vvvP+6hyy1atOCFF15g2LBhDRNYHSrEwMTp/3v+ZHz4gV9+o5yofzUeLFq0aFG9BHD77bfTs2fPWi1TXFzMPffcUy/xCCGEEEIIIYQQp2v+/PlcffXVNG/enGeeeYZ27dTzBbZs2cK0adO46qqr+OSTT+r8Idu/tgKsGPUwWOTHT+UDSc4P69evZ8uWLVx33XXBaV988QVTpkzB5XJx/fXXn3VjHDUeLKp6KV1duvjii7n++utrtczRo0eZOHFivcQjhBBCCCGEEEKcrqeeeor09HSWLl1a7bEpw4YN4//9v/9Hnz59+POf/3zODxaJmnvooYcIDQ0NDhb99NNPjBw5ktjYWJKSkrj//vtxOBzcfvvtDRxpJVNDrnzOnDmnNQgVGRnJnDlz6Nix46kTCyGEEEIIIYQQv5KNGzdy4403nvD5umFhYdx0001s3Hiytx+cO0px1NvnfLNhwwb69OkT/P3uu+9iNptZt24dK1euZNSoUbz22msNGOHxGvR9fcOHDz+t5axW62kvK4QQQgghhBBC1Be73U5e3snf8JaXl1ejF0ed7XxEYNTD9Sd+fEDhefU2tMLCQmJjY4O/58+fz2WXXUZcXBwAl112GZ999llDhXdCDTpYBOoh1zfccANjxowhISGhocMRQgghhBBCCCFO24ABA/j73//OFVdcQa9evarNW7lyJS+//DIDBw78xTzO5C1ghmEwb948+vbte9p5nA3Op7ehJSYmsmXLFgByc3NZu3YtN998c3B+SUkJJlOD3vh1nAYfLDp48CD33XcfDzzwAAMGDGDs2LFcddVVhIeHN3RodS4zM5PMzEwqKs6vh3UJIYQQQgghhFD++te/0qtXL/r06UP37t1p06YNANu2bWPVqlXEx8fzl7/85RfzKCkp4eKLL6Zly5a1Wnd5eTkzZ87E4/Gcdvw1F4Yfcz3k662HPBvW8OHDeeWVVygvL2flypWEhIQwcuTI4PwNGzbUuq7rW4MPFu3du5dvvvmGGTNm8NFHH7FgwQLuvPNOhg4dytixYxk0aBAWS4OHWScCl8/l5OTQrFmzhg5HCCGEEEIIIUQda9GiBRs3buTZZ5/ls88+47///S8AzZs355577uGPf/wj8fHxp8znjjvuqPXLoI4cORJcX/2zQr0MFp1dV9jUhaeffprDhw8zffp0nE4nb7/9No0bNwagqKiIWbNmnXW32p0VozD9+vWjX79+ZGZm8tlnnzFjxgzmzZvHhx9+SHR0NKNHj+b666/n4osvbuhQhRBCCCGEEEKIE/J6vRw+fBin08mLL77Iiy++eFr53HPPPbRr167Wy4WGhnLPPfeQnJx8WusV9SM8PJz33nvvpPNycnIIDQ39laP6ZfUyZLd582befffdWi9nsVgYOnQo77//PocOHeLdd9+lR48evPnmm/Tv35+UlBQeffTReohYCCGEEEIIIYQ4PX6/n0cffZTo6GiaNGlCZGQkI0eO/MUHXf+SF198kc6dO9d6udDQUF588UVSU1NPa721Y6vHz2+HyWQiKioKq9Xa0KFUUy9XFs2dO5dJkyYxfvz4084jNDSUsWPHMnbsWA4dOsQdd9zB3Llz+ctf/sIzzzxTh9E2HBulGIRTTgrHSCCKrYTh5CAXEsEOCmiPlxAcLKGMIThZSD6/w8ERLBSQTzfKiQR8HOViLJTjIhIzFYRxgHJSiGIroaRhxsVP9CKUCr5lIETClvRG0AGwrYOkXsAq4oFkfGRTBuwAwAVAKfgjwIiAOAAPIRTQAhdhgF1/qlLjolaIhBIAApda5oJpD7lAW0DNrYCUFZDUGWxZKg0F2NQc2gIb2QbsBMLBspgYANOn0GY0sA7CrZhZi5fW4FwGbAaHBdgKjiPADpJZBMBofKxkIcuAy/CpTWIeHYAmwCH9F6BcbT37AfgC2AMUkswysqmgD8vJxkRPfLQGnmED0bo8YoGjAGwm+Ox7y0p6UUASJ94Bi6p8V138T0AZYWrLAXDrvNVo71oglzAgsloehwkLlDff61Jc97MLRY+ARdWVD1XXHp2vr0qqPF0G+ajaKqeyvqt+zwei9Xe1ngKOAflUdnxeHf++E2y7R+cVBvgJJwRoptdRaTtlwXUupj0F5AObfxZPOYFWZAJsfKPn+4hkOWVgHNRTdmOiiB9wchkF7AUiABNFbCQNerjh4mPQxamutHWoZYjJhbgDqgzZD5YIveRh4CjYIqBlOzBvAYqhcwdgGaq0twDNwbQCiq9WYdwJPKOzuAAY7YMPq4znPwTMA94A0oHhx6AgFJylYCqEyxNgm0k1uPj90DoJ1RIOgrFHfb/QB3EmNgNbMIFFn7w0A4gCCllGR10Dhyimh6qtRGAUZNMVcFCMRxdEKF6cgJsSGoN1DyQ1hxvscBDosg2+awNR26F1G0j0Qfhn0HsItDgG6WFg3wVGHrBLrSvhU7AMhkgX9MiDvESIWwpZfVX55wF/OAYHwqDpl9CmO/A+PNoLWAK3tANz4FW0HqAMtc/G6+1yQML34EuADkkQ6cJPOMSXg2k6ZDwMu4EUVP/oANKWqHod3Rp2mmAb4EQ14otQcWUA8X44ZKi/JQaE+wErX+HES3M2kY8puIcXqD8P6sabBKR/CTjxY+VbALJVmtafolbqgMG6XYwDRujNa7INRrWBr4FrgOZ+iFuAlzQW8B2QC418UGGC7kA/YAEwFEj4GpjBTEKIxo1T7/mRqH39M0IooTFxOpYiwE80YIOw7aptAx6TAQ+jOrVioGUBmHeBRz2jgQNhqlNtcQzMOWAcU3HxBfA9jLkJLtwG3qYQE0YyfyWbFgAk8zbZdGU4q/mELLwkYVCCn9bAAWC1iswoA5aDqTdc/zA43tYNBrU/xkXBmCHq916nKjdnawhfRmUvsxiahhA48hEXoqevAWcxRHYGfyiYV6k2cfMImKtfi3ynbnIJ3+v6LVP1NqIx7HGqcj8IbABCgC7AR7ruK3QbQv8+TPUOtZH+nQxcWg6H7dBc59P6ex1vCPTqEgyX231QovuQo7oJmd6Eux+Ht4CNep3mGdDyLtU/RJpUXzNCr/d6YCYQdwwIg5aoXfVOvY6jgPldSMjQ9WCBVNVWVf1YwLYcSADeBS4Hyxu8RhZ/uLgAMp0YvIzfYYf77lLrdAMdj8GRMGi8DXyNVT9a1g2SLBDmAccaiO0FzbdBZhtIc6tpAP4Ydb7iiQGvGawVEBcGzjlqfuQQMHnB8jE0HQGpYRDrVummhUFKoFISdSFE6bqEYnQ5sFHtB0YeqiL2Aa2p1AiMzaj2Z1XtJaYDas+KAezgiwKjCRjxQGOVDlQ9hB4A057K7LztwO4Ei1+dsxGqP3bAo/YnI0/1+04dcqwbjlnAaqjjilVXQ2ATQPVvzYFu0OvjLHxeM981aaeOCZcDs1B9YQbqJCgEdfwB+N6AS1DnhD8arCJVFZsHuNCA5UCRH0eel7L+FuCfcPAmVQRh2+G2Y6hjogUoI5zAMbnqPxBtOkiw7vDiJpQFmIB2aiPdNnCsAGtftQuX6EXcwGEfFJjAdgxVKC4oNyDcoQsjIpg36GVAl6mt8qQikKZM5x8ouyOodkQB/Ig6xKxBnzzm6fqp0AVSqNYZOJE7ov/u12XLXgJniwCEl+n1llU2Q8og1dCn0rvA4QanfnBxa8D8LTiGqHXE+dS644HoQog9iDpr3AHmYuitzztoTuBsPdj+ggURpb+H6o1yVym3UNRZYdUrIKz6d9Wz2IDGJ5gWof/aTzDt3PX222/z3HPP0bRpU6644gp27tzJ3Llz8fl8zJ0797TyfOCBB7jhhhvo2LFjHUdbVyzUz5CCAXBevQ3tXHRW3IZ2Mt999x0zZszgww8/5ODBg9jtdoYOHdrQYQkhhBBCCCGEEEH//Oc/6dy5M8uWLcPhUAON99xzD5mZmRw5ciT4ivTaeOGFF3jxxRdp27Yt48aN47rrriMlJaWOIz97nU9vQzsX1Xiw6JZbbqlxphs2bDitYAC2bNnCe++9xwcffMBPP/2EYRhccsklPPvss1x99dVERJz7o85CCCGEEEIIIc4fO3fuZNKkScGBIoC77rqLV155he3bt5/WYNGPP/4Y/LfxY489xuOPP06vXr0YN24co0ePJjY29tSZ1Kv6urJInA1qXLNvv/02VqsVm+3U9w+63e5Tpqlq7969vP/++8yYMYNNmzbh9/vp3LkzU6dO5brrriMxMfHUmQghhBBCCCGEEA0gPz+fRo0aVZsWGCAqLy8/0SKnlJqayuTJk5k8eTLff/897733HjNnzuSuu+7innvu4fLLL2fs2LEMGzas2iDVr8dKfd6GJhpWjWu2WbNmdOjQgU8//fSUaZ9++mkmT55co3z79u3L8uXL8fl8pKSk8MgjjzB27NjTevK7EEIIIYQQQgjREAyj/gY5unTpQpcuXXj++edZvHgxM2bMYPbs2XzyySeEh4czYsQIxo4dy+WXX15vMYjflhoPFvXo0YNFixbVKG1tdpItW7Zw++23M3bsWC666KIaL3cuyszMJDMzk4qKioYORQghhBBCCCFEHfrjH//Is88+G/zt9XoB+P3vf09YWFi1tIZhnNbjWwKPabnkkkv4xz/+wWeffcY///lP/vOf/zBjxgw8Hs+ZbUStyG1oJ1JaWsq2bdtITU097jE633777Tkz7lHjmr3kkktYvXo1e/fupVmzZr+YtmPHjjV+E1pubi4Wy2+jgQWe4p6Tk3PKMhRCCCGEEEIIcW7o27fvCS+aiI+PP0HqM1dRUcEnn3zCjBkzWLx4MQCNG5/o7XP1yQpV3npcd87d29C+++47hg4dis1mIz8/n0cffZTHH388OH/QoEEUFZ3ozYFnnxqP0tx5553ceeedNUp75ZVXcuWVV9YsgJ8NFBUVFfGPf/yDRYsWcejQIV5//XW6d+9OXl4eb7/9NsOGDSM1NbWmYQshhBBCCCGEEPUqMGBTn/x+PwsXLmTGjBnMmTOHwsJCIiIiGDNmDOPGjWPAgAH1HsOvKSMjA7PZHLzo4lxw//338+qrrzJmzBi2b9/ODTfcwI8//sg777yDYRj4/f6GDrHGzqpLenJycujXrx979+6ldevWbN26lZKSEgBiYmJ4/fXX2bNnD3//+98bOFIhhBBCCCGEEKL+rVq1ihkzZjBz5kwOHjyIxWLh8ssvZ9y4cQwbNgy73d5AkdmozyuLVq9eTWRkZD3kX3+ysrIYM2YMAK1bt2bx4sWMGjWKkSNHMnPmzAaOrnZMdZFJRUUFS5cuZebMmad132XAgw8+SHFxMevXr+ebb745btRtxIgRfPXVV2carhBCCCGEEEIIUS+++uorHn300ZPOf+yxx/j6669Pmc+kSZNo3bo1vXr14uWXX6Zly5a8+uqr5Obm8r///Y9rrrmmAQeKQA0W1dfn3BQVFcW+ffuCv+12Ox9//DEOh4PLL78cn8/XgNHVTo0Hi7744gtuueUWjhw5Um361q1b6dChA/379+e6666jS5cujBo16rQerPXll18yceJE0tLSTni/Z8uWLdm7d2+t8xVCCCGEEEIIIX4NTz311C/+u3Xfvn08/fTTp8zn6aefxmq18uSTT7Jr1y6WLVvGnXfeSUxMTF2GK+rQpZdeyltvvVVtmsViYcaMGaSmplJWVtZAkdVejW9De/PNN9mxYwdxcXHVpo8dO5YdO3Zw44030q1bN+bPn8+cOXN45ZVXuO+++2oVTFlZGY0aNTrp/OLi4lrlJ4QQQgghhBBC/Jo2bdrE6NGjTzo/IyODTz755JT5rF27ls6dO9dlaHXMTv1cBWSuhzx/Hf/85z9PeOGMYRj861//4oknnmiAqE5PjQeL1qxZw6hRo6pNW7duHevWrWPs2LHB0bMJEybQr18/3nvvvVoPFqWlpbFkyRLuuOOOE87/+OOPz/KdpXa8WDjEJUSSTRRbsXCUY6QAcIwU4viCfPoTRgxeQjAwE80a/BSSy0gSmU8+fQArfsyEsRs37fHrncvOTvYxiJ3XOmnzQQibuyfSalUBhSOscBsQDvTzA3kQA/AVMUAb4FsO4md7lWitYDoAREA3gDLs7KYFEAmEVElpA8qDv9zQCNTz3iuAKGAPUMwPOBlKAXAU1RTfB9tqwAPsBlKo0Lm0BmATt5LFm5TgJ51QAGaD2Qp8Dli5iQJWs5qNrAc+U+tnsc5hO3fiowzoACQCYSyknZ6bzhfEoYrCDoSiLr0L1dNCAYP/0YwceuKjLTCFpVwN5OMjCWgK3EI2CXprQ3VesJBIAjvccnoAVYddSytLmarPxlcv2FwCRBCt4wiIIXCHcBbpZJGk12fR+ZnZSBIAO4G1wEhgL5GoqgeIYCfFCceI1KWOXn+M/h3Yhn1ACaped+i/TYEEYLP+fgTVDlrr+Wq7jxD4P5VSHIALN1CmPw6OF4tqJQDNdBl4q+W5Fa+eb+Y1MoBjwNeEEI2bfUTiQ93b7KcxBgeBUpbRkWQ2UUoRJTQGdumS2kF7CthEMlBAIRABtKeAjaSB423ADV17AluARuqv6WMdxVYgV39X7QwKdICb9fSDYNoPfAdYiWArxRwBCmFCB/BHwKEk6K0LOwRwzoEeV0M8kAckfAojB0MTA3r7wPIGxLUFDqtVhLuhayNoPhhMn0JqXyLYSDGReju/gfDO0NrBVzgJpQxMX6qSavolUIGZPXjpilppGdAEOARJugGQrGunUG9rKPAtBlvwEw7GQtUBNG0OTWNU6+iVB8yD1u31cvOg9X5Vpk17otrmT2o9hALvQVyErvGtENdExZ4GtEmHijCwfA5N7cBUMF9FBP+iuPV1wHQwO4ADuh6idIEe0PXg0OtYAKYY6PB7sH0KWMH2AWb+gjctA9KcOqYkXfjfAnvAmQddO0CXGDjWWpf7+7p8QwEnxO0HWkFcPmpv2YeXNMCBnyi8lBE89N74vWo7Vyfq+F7UMTrwEwd8r6cH/kaA8xkY/SiEeMHxpZ6+GRIaw/UtoawXODYBM4FYsmmr1uF8A24ZDX4rWL6FLgMh4UtgMX14n2X0phg3ezmIiSKupoADQDHpgIMcsoFjFGBSdUcFGGtQ/fd2/BeYoMk2MPZAwmGC/bployrfps3A3xiMzbpOioANmFnIHylgSvr3qi1YgKZteBof45kJtGMiPnJZzcVARwrwUkA4cIRsXmItf6QAM/A2a+mJj49YirfTg8A7GORgoggvSUAcmH8CIiGlFbAOwhsDK3Wb/4F05rGRElQvGarScgD4H5AIpn562mdAMVgOwuX3QugBMG0Gf3Pgbb38dgxW4zdbYPzdEJOrjqOXpkGpDcLLoLc+GTaXQ3EklJggvhyKQqDEqDxLs6A65XAf2N6E624B6x7VdzBLtU9iYVgnOGKCgX4If0lt37jrVB5bTEQwheJevSFqgMovHuBf8PhdED4HXrpatYvMgWqZVj6wmcAyA567DVJ01Tb3w3A/7DcB04AdmPkPXq4Co1wH20+XXRnQmOHMYy7tgYWM98IfzB9Cl768Qzbj+Qdc+Dsw8sDXHEzTISFDtW0zal9y5IHDqsqdPZBSBqyGrn2B/ar9EAVGIRihYGtBUOtGwAdqvq1Yt+GZYHFD02QgH8iD9A56P4wFmgMdqTyyeoAsIEYfz1DLkILqhxPQHSXqaJWp20E68COY9ui8Wqq8DDe4m4OtOdAKte+7VT2wQ8eomddBQnPU0WmvzjfwBqJy8CWAaYfqsmL0x1qhDqBhQAerOqCHoQ6YUP3fdu3gp49bksQBtWzCMUgMg2hdBOjiCNHFb9PhNUflGwLYDdVPA7QF5vmJyvOQyl7WdmnJJFbz5CXAMsAYD4wlmfvJ5iYgjxa4AMgOBhU4S3BDDLhtBhBONhei9kEnuMzg0GcZJajDSG9VLK1cRezECaaDEOqk+pkqugwtYPeDxwAX4I8Bo1jNSwmkC1UZWqg8eSpGnUK4bWp6ma6yoC06cZ5eXh/fHKimeghVV/sD6Qv1X6f6Y9kGEbqd9KqSbSSqD6BQlUt0X+L8LnI7hAKHK99gbtNnz+E+MO9CHc+aqPzYB418qJ2/MZXPmgkcd6HymFZKZTtzU1npgY12UHn2GNhHTvSGpxNdCBAO/jDwNVbHJcMN3kMnSHfucrlcVFRU/OL80tLSk84HSE9P57nnnqv1v38LCwu5+OKL+fe//0337t1rtWzthVI/g0Vn1aOVa8Vms2GznbxMkpOTf8VozkyNb0M7cODAcW8h+/zzzzEMg5tuuqna9BEjRrBt27ZaB3PvvffywQcf8Je//IXCQtVx+nw+duzYwQ033MCKFStqPQAlhBBCCCGEEEL8Wjp06MCcOXNOOM/v9zN79mzS0tJOOD9g8+bNwX8T14bH42Hz5s3BF0UJcbpqPGQXHh5+3OjnsmXLMJlM9OjRo9p0p9OJ1+ultsaNG8eePXt4/PHHeeyxxwC44oor8Pv9mEwmnnnmGUaMGFHrfIUQQgghhBBCiF/D3Xffzfjx4xk9ejSTJk2iXbt2gHpT1pNPPsmKFSt48803T5nPvffeG/x3cU35fL4TPv+3foRx/JV7dcFVD3k2vGXLlvHmm2+ya9cu8vPzj3uhl2EYZ/TCsLpW48Gidu3aMXfuXO655x4A8vPzWbJkCb179yY8PLxa2r1795KQkHBaAT322GPccMMNfPTRR+zYsQOfz0erVq246qqraNmy5WnlKYQQQgghhBBC/BrGjRvHzp07eeqpp5g9ezYmk7qhJzCQ8/jjj3PjjTf+Yh6nmn8qSUlJZ7R8zTgIPCiibtXJS9vPKi+88AIPPvggdrudNm3anBMPKa/xYNH//d//MXz4cAYNGkTv3r2ZN28epaWl3HXXXcel/fzzz8/o2ULJycnn5e1mmZmZZGZm/uL9q0IIIYQQQgghzm2TJ09m3LhxzJkzh127dgHQqlUrRowYQatWrU65/M/fqCXObVOnTuWiiy5i3rx5REVFnXqBs0CNh+yGDh3KX//6V1asWMHkyZP54YcfeOKJJxgzZky1dN999x3fffcdQ4YMOWWe6enpzJ8/v9ZBFxYWkp6ezqpVq2q9bEOaMGECWVlZLF68uKFDEUIIIYQQQghRj1q1asUDDzzAxIkTSUxMZOfOnXz66acUFZ3oYeDnIms9ftRb49LS0sjMzPzVtqi+lJaWMnbs2HNmoAhq+ZjxBx54gPvuu48jR44QHx9/wnshO3bsyOHDh3E6nafMTx7aJYQQQgghhBCiNhYvXswll1xywnkrVqygZ8+ewd/Lly/noYce4vvvvycyMpJrrrmGZ5555rhHqZypV199lZdffpnly5cTF1f53uNPPvmEUaNG4Xa7g8+oefnll/nuu++qpTs3VQ7s1C31/OPVq1cTGRlZD/n/+i655BI2bdrU0GHUSq3fSWc2m2ncuPFJ5zscDhyOE70Q+8TO/od2CSGEEEIIIYQ420ycOJGMjIxq06q+wXv9+vX87ne/o127drzwwgvk5OTw/PPPs337dj777LM6jeV///sfrVq1qjYA5PF4uPXWWzGbzbz++ut069aNTz/9lMcee4wpU6bw4osv1mkM4uz1yiuvMHDgQJ5//nluueWW8+uZRXl5ebXO/FQFcG48tEsIIYQQQgghxNnm4osvZtSoUSed/+ijjxIdHc3ixYuDV6ikpKRw22238eWXXzJw4MA6iyUrK4vbbrut2rRFixZx+PBhHn300eC/fdu3b8+GDRuYP3/+eTBYZOE0rj+pYb7nl2bNmnHHHXfwwAMP8PDDD2O32zGbzdXSGIZxWnde1Zca10KjRo1qnbnX6/3F+fLQLiGEEEIIIYQQp6u4uBiHw4HFUv2ftkVFRSxYsID77ruv2q1M48eP57777mPmzJl1Olh09OhRmjVrVm3awoULMQyDkSNHVpt+0UUXMXv27Dpbd8MxUz8DO+ZTJznHTJo0iSlTptCkSRO6det2Tjy7qMY16/f7cTgcDBkyhPbt29dnTEIIIYQQQgghfmOKi4urPfw5JCSEkJCQk6a/+eabKSkpwWw2c/HFFzN16lS6desGwKZNm/B4PMHfATabjU6dOrFu3bo6jb1x48YcOHCg2rSlS5cSGhpKx44dj4vBZrPV6frF2e21115jyJAhfPzxx5hMNX7PWIOq8WDRI488wgcffMCsWbP48ccfuf7667nuuuuOGz0VQgghhBBCCCFqKy0trdrvyZMn86c//em4dDabjauvvprBgwcTFxdHVlYWzz//PBdffDHLly+nc+fO5ObmApCYmHjc8omJiSxdurROY+/WrRvvvPMOd999NxEREfzwww+sWrWK4cOHH3fV09atW2natGmdrr9h1NcDrj31kGfDqqioYMiQIefMQBHUYrBoypQpTJkyheXLlzNjxgz+9re/8eijj9K7d2/Gjh3L6NGjz4mHNJ1N/FhwY2cNV9CNzymkLbF8y1L60ovD5NOfIhKBXuSTRJyuLi/N8RAC2PkqpA+XuEKwcoxjpOAmhEj2YWczm7mTEMrhcjB/4IJbYWc7J/QHnD4YaAJnqQomHpJZRgiQAIRzkGJScABqLL9KJ9ALoIB8utFcLUozKi8WrABKgdBA+niqzCkjgrUUsxUfkTSjAIMc/IRj5j94SddpC3UukAeodxV8j3p8XTZvsBgTkM4XbCSGZL4jGwepgBPYyEqSWUQ2bpJZRjYHiGArgTH9WCBaf08FwoARQAvApGMPQe0gga4qEniUbMxABx3TvRSQARToPJrpeTa9bCAvM0uDv+FzEoFk/dutP4ESdunpFh1jOsv5iRBiq5Sprcqyl7OBDkDTYIlBCXAlBahD0A6Gs4G5bKMPWYQDgT11AC7mWjZi0cvmAWWAHSin0g7giP6+DhP7iORKCgBYTggdcZGNCSc+IoAcndbMHlxANO5gXmWo9xuUE3jPQaB+VQuJBFoDZvZj17/zdUwAyXwXXOYvFOAG1gHFtKUYt64JB6rmYoGDOvo4kvHhpIBNROood2NmI4nARsIpAI7p9ahpDuA9nVce8C3QBIPt+JkBRAB7MbOfUMooJp0INtIRF8twA02qlGoTbiULUPvYGjawnK0UG63BKIGEHpCQCK2dqFbwb0i3AzshwQLMgzjg0t+B7QMdVwKqNQT2OifEWYGZYJQxCBff6f3AzEa8zABi8ZJENFspZgHqyW8zgWJ6UcAy4oHmwCFdExvVKhoFSiVFryuGQKu9iGy+JRk/84ADqL2qNfA/4FrSeY6NZAAV3MoG3mCvrqdiYDkGG/CjXpxwK6t5gyXAIQz+h5+mmMnCy1EwdwWHG1gOwGMsYQoepuLiDyzkWbJ4hPdIZi3J+MjGRDt85AKbyMdPa11e04FWEBcDzNbT3uMtChjPDNSethFIB3JJ5yMANpIFpIERC+GBju0jDPJ1/JFAEWrvziWd5Wzkcl1uFT+rK4Bn9e/mQC6P8QVT6KsL2wZ8D7h5ltWsA2ZyOelMYqOzMWrvnwOAmbV4aQ30AMcawE4f3mQZ/w8oJIKVlJCD35yH2jcWQleAdzDzGX8ErtQx+rHipYBmFLADdD034RhLiGAnAAYl+CkEFum2fUh1oMbHwBogV2+fQ7VJonS5RQBfonoo1SdPxkVXYAoLgMUE9pnLgeEsZC6XcjFwGMjQOXl0zkVAIgV01L+j8dEa6EwBjzjXcyvLydARluvteUP3BZCKwVf4iSaCrRTTij5k8QAwkX+Qj5ViWgFODHJ4hmyOkMU0llFMK24liwTgZdZSHO7WEawE4zKS+Qd7acqFZHMd8AhvQVwrYA+QB7a1YItR37HqugScMeCMAPZDXEuIbQzGHlQ/swt1hNkLzACbPjIZZUTwYrAPzg7vB+EROs83VdtzNlK/e3TW+8rH0K6JXv4gk9jAk2nfA69AWiNgJnTqDl472NbBuB7AJ9DnerCshOS2YNoDFIMzjmfJ4hl26ry3Amt1/bcA3tY1cCNXA3NZzq2sxr4TuOATMNwMAR4jiynGFyqtKQa1jxai9nWrblOBM4tSYCuqX1+i0+0BslD9SoH+m6zjUPtYMnPYRyReClF90ULeCLbPUGA7UMYklrMBmMv/Axrrec4q+eqyww1s0/MrdBsoBqsqm3Tm8RMhFHNIx5oM2MCbDqaDKotSG9gSwNcW/KFglILpdb0tVc8MolD9URNgn54WWtl2/KFAuWoqkYDFD4YbbG6VpyNJHQ7dej6Vi+IG2kNuiJ3mLhd0AiwboUMv6I3qjkKBJFT+gUeYHtbT8vTmR+sicKt0iXllxFKIFRc03sYo4MlYaJdzmKtYzRRieBof49kEHCPwT/mNVFDZTzZXE+OBMAPVdwQeHGzV/4oprDxwd9ZFVODnCGHqRMHIU3ETeIOyBdUm9RUddj+UGPAjVeajmq8VgmcoYVSeCEUALQGzV22wVWcZ6Ao4hOqxSiqXJ1zNK9dpQ3XaCKjs1WJ191kA5l2qkAPNDdQJpr1M/ygCFxwxQtQhJtBWrIC5HIgCW4VOG+j7LSqA0AodQAyq4ixU64uC8ZRVlgce/TsCfM3BtBX8TcA4Bv4wlcQItM0a8CWAqxG4Av96cECJupooKyuLJk0qN/xkVxX17t2b3r17B38PGzaMUaNGkZ6eziOPPMLnn39OWVnZSfOw2+3B+XVl8uTJZGRk0Lp1a9q3b8/atWsxDINHHnnkuLRz5sxhwIABdbr+hiGDRTV15ZVXsnTpUu64446GDqXGaj2s1bt3b1599VX279/P//73P5KTk3nggQdITExk6NChrFy5sj7iFEIIIYQQQghxHouIiCAyMjL4+aVb0H4uNTWV4cOHs2jRIrxeb/AN3S6X67i05eXltXqDd01ceOGFfP3113Tt2pX9+/fTs2dP5s+fT9euXaulW7x4MaGhoYwePbpO1y/ObpMnTyYrK4u77rqLtWvXcvjwYfLy8o77nE1O+2lUZrOZwYMHM3jwYPbu3cuNN97I/PnzycjIoEePHnUZoxBCCCGEEEII8YuaNWtGRUUFx44dC95+Frgdrarc3Nx6ebN27969+fTTT38xTf/+/dm0aVOdr7thyJVFNdWmTRsA1q9fz+uvv37SdKd6Sdiv6bQHi0pLS/n44495//33WbBgATabjbFjxzJixIg6DE8IIYQQQgghhDi1Xbt2YbfbCQ8Pp0OHDlgsFtasWcM111wTTFNRUcH69eurTROnSz0ape756iHPhjVp0iQMw2joMGqlVoNFHo+Hzz77jBkzZjBv3jw8Hg9XXHEF7777LsOGDcNur4+GIoQQQgghhBBCKIcPH6ZRo0bVpm3YsIH//e9/DBo0CJPJRFRUFJdeein/+c9/eOKJJ4iIiABg+vTplJSUyG1g4ld1oge1n+1qPFh0++2389FHH1FUVETfvn156aWXGDVqFE6nsx7DE0IIIYQQQgghKo0ZMwaHw0Hv3r2Jj48nKyuLadOmERoaynPPPRdMN2XKFHr37k2/fv24/fbbycnJ4W9/+xsDBw7kiiuuaMAtOF/YkSuLasbj8VBaWkpkZOQJ5xcVFREaGnrcm/MaUo0j+fe//43D4WDYsGE0adKEjRs3snHjxpOmNwyDv//973US5PkiMzOTzMxMKioqTp1YCCGEEEIIIcRxRowYwXvvvccLL7xAUVERjRo14qqrrmLy5MmkpqYG03Xp0oWvvvqKhx9+mPvuu4+IiAhuvfVWnn322QaM/nwSeJtefeQLGRkZmM1mJkyYwIQJE+phPb+eiRMnsmTJEjZv3nzC+RdddBEDBgw4q8ZQajVsVVZWxpw5c2qUVgaLjhdo5Dk5OTRr1qyhwxFCCCGEEEKIc87EiROZOHFijdL26dOHb7/9tp4jEvVh9erVJ70S51zz+eefM378+JPOHzVqFP/5z3/OqjGUGg8W+Xzn36VgQgghhBBCCCGEOB0WzuCdWafI9/yyf/9+mjRpctL5SUlJ7Nu371eM6NTOv1oQQgghhBBCCCFEPZPBopqKjY1l27ZtJ52/ZcuWs+4qKlNDByCEEEIIIYQQQghxvrriiit4/fXXWbdu3XHzvv/+e6ZNm8agQYMaILKTq/GQ3bBhw2qVsWEYzJ07t9YBCSGEEEIIIYQQ4mxnpX4ecF0feTasp556is8//5zu3bszbNgw2rdvD8DmzZuZN28e8fHxPPXUUw0cZXU1Hiz65JNPsNvtJCQk4Pf7T5neMIwzCuy3YK3Rmt7+InIfCOXg8xdi4xgfG/fjthmUuqKx4MKEBzehrO/djNbLzQD4WMsGxhPDLhhkwvVxGGZclBNJGZGY8VBBfwoII7dxI8gALyHQBWgCNAVCK6B5iI6kAKLcjNavKDQDLXCxkULKgAgASoESoBgSIZmtmPCQAERS+cLEPCAUKKu6ocG3KdoAB4NwMZONhHOQpsBFZFME3AxsZgk5OsQ3iCJPrzUaSOY7OgAxwNusxKqXuY8sRuPjQxbRDvgJgCxuwMd0lnEnPr5jA6lAV/Qz+3UTthjgAWKB7qhL7RxVQq/aTdmA/nr5NCDMByUmyKiAEpvKM8QNHWw6b718GXAvBZj07z4sJ1XnB+AGjgFhen6e3kZ0dQ0FwEWMji+0SmwuoIcun0BteoB8oGNw2koGAXP5hn4671C9no7AXNTodraOpUTn49V/zcBq4CdCaIGLbNoCYaxjLU58FNOWDWylmFbsYz+RFLCBEEpx0J4CyoFkfDp3le8BoBjVtpxAuN6ech1bONCEIsL1+qsajQ8zqlldD3wDfAdAnF5HFNAIKAQ64mcnfdjAMq4jSZfzJtBLWriSgmDZFQMbCCEJF1G6dh5jCc2AB1nLo7j4JyY64yOVbBYE60fVQS6rsQPNgFiW8LUus0RgOSEMBQLvQgwH+uPiO54jBJjJSiBZx1/INXzBTPKIYCPFtOIxspgCYNsGzGYSq9kKbAUSUfvMNmAZNi5nIV/gpjPQGR+LWUIHYAHvU4CJbLrSDh/5zKY1kMzb7COSHsAymuuyDNU1lK4qpzVAvJ5mARrrEvPQD1hBEZfyBT2AfWxgASYexcccJnE3sJXVmIEMIIMsSoAHOciFZDMeWEA2duB24A0+wiCfF8imnGxaAbN4n628TyRqf40D7gfMLOda4EGmMA4oYTW9UPuKDx8mYCHQlmxmqo3gWbJ4nyw2AhF8STFduYaFjPLCBvObFKD2vZUsoRtqvz8GFLGBHWzAC6zR9TgW1QceIJv9uh2s0DFkAP1YiZf7gd2onuMIsA7w8H98hB21PyQAfwCm4NE1Gs7lvB8sk4XATMp4BhjOw4RSxmRcuIF2wBZWs47VfEYIxQzkUWAwqcAWBuHierL5J4+wBROj8fE3jnINyxkPXF4KhHZE9fM/AMewo/ZHVRLpFAG9cZELQA57ARMb8ZKEmf14L4II/sQgXHQHnQ6m6b7AyyYghnS+IBHopveBEUDzUiB0NumsZhPJ+FlLXAGMdcJcGtOlFFx2cBRDbwd4zWBxg98EF9igWQUYPmhthwgvJJvhEb7jaqA3qs8pBXYAHcjiCPANSxgBFJFNErCXLDKAgV542uwDXBwii1xdGzfoGrwYFzvIoqeu9464GMM/MVHElRQwlzz+gY9NZNNEr7+MDTzJF8BKkllLNn1QR5o81M5lQfVXybpU9gHpYITrUiwBNqpp7OExlvMMOfhpDBwjExeRQAU+ruED1NGlgufJYgtZvEE8UAGmbYwGHuRfFBupqKOTm/HAkyzmGpYwkyWk8yYbzX3AHAF8A848+jCPZZYZKmbTamC7ji2F0YAdF9cCc1hON7UUy2hJBMsYgIu5XMMlQAQrVZ+5FMwXLMVLKdFHoX8sTGGejiki2N8NJwuADsAz+uhkooirKWAmx7iGDcykgGS2Mhofe1FdVTmwgNUUYMKJj58I4U58lFHAx3xEIjAOWM1H/KTbaC8KWEYxo4CegPrvzuaoPi+EwNkQpBBKGSWU4GcBcBnqyGsFdoLhAAp4ADiEi5dZxA34+IYNLOMWKIsEmx0qbLDfBM5IKE1QWYTaSbe9HzyulOu/O4D/sRs/KbqMLtStWp8RFEeqg2ng7oVIFxil6rtpD8QkgaXKubvHUAdRi199TwLDA3torjoj8tTJQqCrt6C6/1BgEKpDclQplq7ACv19NxADBdiIBRJZAYaJ9gVAEuwmmpuBeXzBCD8MN1ZTjjqGFYPeLjcGu/EHzigTvofILqieJXCW6QazN7gUKboKGgMtDQrLrPqEzq1P5oohzKPrKldvQLnKw2JSu59xTBeQQ50gRfsryzgCtWtFoE4kogKFWarKJ0aHkgAG2/EzSC8Qq7cptvJfXYGTywi9HGW6gKP0iVs+wX6hUYHaBiyqkMw5OqYiiAF3qhmcPsAOdh9gAvMWlZ+5vMoKA+dHVj3drirE1xz8ehv9VjDcqu34Qyv/Aph3qXLxNQdPDNgc4G1KkOEG8z6qn0WfgtcMBSa1qZ6aLybONjYq/xVSl9z1kGfDSkpKYs2aNfzxj39k7ty5wReHRUZGMnbsWJ555hmSkpIaOMrqajxY1KRJE/bt20dcXBzXX3891157LQkJCfUZmxBCCCGEEEIIIcQ5LzExkXfeeQe/38/hw4cBaNSo0Vl7oU2Nn1m0d+9eFi1aROfOnXnqqado1qwZl156KW+99RbFxcX1GaMQQgghhBBCCCHOJv6w+vucxwzDID4+nvj4+LN2oAhq+YDrfv368frrr3PgwAFmzZpFbGws/+///T/i4+O56qqrmDVrFi6Xq75iFUIIIYQQQgghxNnAHw7+iHr4hJ963We5tLQ03n33XSoqKk6dWHO5XLz11lukpaXVY2Q1d1pvQ7NarQwfPpz//ve/HDx4MDiANGbMGP7617/WdYxCCCGEEEIIIYQQ54SbbrqJ+++/n8aNG3PjjTcyffp0fvjhB0pLS4Npjh07xubNm3n77bcZN24c8fHxPPTQQ9x0000NF3gVNX5m0Ym4XC6++OIL5s6dy7p167Db7aSkpNRRaEIIIYQQQgghhDgr+R2VD0Kv03zP/aeeP/TQQ9x555288cYbvP3220yfPj14y5nFooZhPB61nX6/nw4dOvDnP/+ZW265hcjIyJPm+2uq9WCRz+djwYIFvP/++3z88ceUlpZy6aWX8q9//YuRI0cSFnZ+318ohBBCCCGEEEL85vmt6lMf+Z4HIiIiuPfee7n33nvZvXs3y5cvZ+vWrRw9ehSA2NhY2rZtS69evWjRokUDR3u8Gg8WLV++nBkzZvDhhx9y9OhRevbsyTPPPMM111xDXFxcfcYohBBCCCGEEEIIcU5KSUk55+7CqvFgUZ8+fXA4HAwePJjrrrsuuKHZ2dlkZ2efcJkuXbrUSZBCCCGEEEIIIYQ4i/jM6lMf+Z4Hnn/+ea688kratm3b0KGcllrdhlZWVsZHH33E7NmzfzGd3+/HMAy8Xu8ZBSeEEEIIIYQQQoizkNesPvWR71nir3/9K6+88goFBQWkpqayZMkSIiIiarzsww8/TPPmzRkyZAhDhgzhkksuISQkpJ6jrhs1Hix666236jMOIYQQQgghhBBCiLNCZmYmn3/+Od9++y3NmjVj06ZN2Gy2Gi9/8OBBVq5cyWeffcann37KP/7xDxwOB5dccglXXnklgwYNIjk5uR634MzUeLDoxhtvrM84hBBCCCGEEEIIca44j68s8nq9TJkyhaVLlwYHdNLT02uVh2EY9OzZk549e/LnP/+ZgwcP8umnn/LZZ5/x8MMPc9ddd5GWlsaQIUO48sor6d27NyaTqT4257TU+m1oog51MfHD2jZwE2x7PoXCGAvcbcC3wFew0rgQi99PKw7DbbB9+fW0ZgZFjKesnYX5BwfDKFj+WRpRLi+Fja1EHXRTGN4CR4mXssYWaAVYYT/pEHgDnwUo1SOigftBzV4SATcqmUrqBiABgDKgWH3s0BkfR4khXGcXrlOU6L9e/Rcc0EL9BrVOdcfmVnrjIgToB2wHRgGt9fcWwNtsZL/OKxW4DB+dfBBpgqspAKAT0IcNtAZuwEeYzuNyNtBRbSAdATsQC0SXg+FTm2z4ID0cdgDRQCiwVxeR9Wd/ATzARV4w+cF6DPBB22iwHgVnGOAHwwPpsZCl83Pr8ulYJa8huiQigQLgGFCq54Wg4klCVR1AGx2/Sefh1tPdOqYOel2RwGGgqEp5OoB0VtMBMLOUZnrdHuCoLlf4AoB8oFyvvyOBOlM2kgZY2YgbSAQsZHMh6mllcRTTFgjDi5UNlFFCY/xE04ICfkLVeRGq4MtRLakQcOnvgUfkHwVi9Pa2wxcss8Dhwouq3/162xrlQXiMWk6VAkBzIEWXagyg2tgyoJlep5ILOOkAHNBTCoFiWuEiC3VxqIdhwIVeSDC7uBhogo9twKVAU13+bv098PS2RjqajriCu10PXPTS23tAzw8DBqDa5gBWs5rV5Ojtvwm4ntVYgDyy6A0c4AtmspiJuBgF5ADb9PJxQAVQxPuMBKJYQivUvmnX5dUaAB9/wEpTYDIu3MDT+PiIAl0PUahWa9VRhqpi9KDL1IrauyN0zkXEAaGUMVKXy17gcnwM80AbC1xUDv1t4DFBRBF0CYNiM7jJxgoMpLJdd8uHW6M3kADc6ge3AWEeaGRRIUSi2ngkEP0jTLgAIo/CG7EukvJhWDR0KVX7t18fa7NCVfnMxA2UMEBHvph59AQewc1NgH093NtVLRMKbATSAWcBuCLUvu8zoMIMR3RptKkAcwVUONQ2hfkgwwSdfBBaAFfHFDCTpsAWoDGV3NypSzGg0VEg1g00Aaz013FGH4Lm8QBHGFgOc+0FAPT3qTINLYdedtW2xuNiOEu5vAiIdAChtAaGlEKHUNiLj2bAJSwnGWhXCubVQL/Guhb2BOPJBdS+1IQCTGTgIxdIxoeTbIYCa3Rf/EU6ZOKiDdDeBwdMqnya4sKLi3xW8w0wDtWconVptCgEYwvc2nM17YB8soFsjB+gy0UAjTDvgtAEFZo1CaxWVMfpghaNwTgIhEBcJBhuSAsFwhfR1wehRwAzRBuQYIf0UNXHZQBdUf1eE2Al0McP9p0w7AK1/cXAVlT/1egIxFlUO+hvVu0YH1wQDv+0ZBOK6hlD+ILLKqCRTfWvzgIY5YQX+RcTcdER2MAStqP2x2jdnpOAr9nAVuAyYAFL2EgaZvYD8EcKeJmVDMDFICCabPLJxow6plj9qn0mm+awl6ZcSDYDgTRgAf/FiY+NZOPMhyejXdzHPAy2q366EIiazShgJh9xF/AHFuhWsAEI52pgGTN1qwjDzHZCKaOYVrQogqGREHkI+sdDT73kMm87bje7aA3MZQeNy2GQ3UUHgE1wEwXksBC+gh7XQB9jIUm6zC8FIIsMnZd6z67qYc1AF6AZG7gEaE0WcahjZYVO69blm48PO+DFFYwrCXVe06cU7gqFMlzk4yIVSGI57YvgglBUN+hvDuUt1YL2XWBA5ckUmFmJl8tQfaIV1bpigaNcopos+fjopeNbRigUmCDWrDq03UBaIzXNA2DjLps6noDah2x6WzqQzXRydF0m6BT6uFdiAqcOwwGYy8EXBZZtaqLdByHeyn98efxq+2wVUBQC8Qb+riZCV1VAbKiKPMkPyYbKz+mDWC8cs0DcfLAOUZtpQx1k2vkg36Qa9BEgBTyGQaT/KB6cwHyMb4H+avUt82B8DIQfhkHxBM/1lCNEsJUBuJhLY9TOvgyGdNHtry2wBmgMtmPAPrUTF+vF1QEVlgBXApTrKtuj05cBB3XZFatpzkhINaHOYvU/jQKVQKlapq1aFWG6ESUBJi+QBxcAP+pFE+AislmGBdUroNeZAhY/tDQgj8oTnySoPAI6dGPfhzo65ID5W9TZiVU1fOOg+k6kWp8biDwA2FUdh1YAm4EoMH+vg0pClXKiisUoVdvvjwFXI3CZwWOo+CwOMIepaSH6L0Bkgno9eplu/zag3AFmXXNmM5gdVJ6LnYLpAJQnqoNcHrr9GzVbVpxdPPpTH/nWUklJCVOnTmXlypWsWrWK/Px83nrrLW666abj0rpcLiZNmsT06dPJz88nPT2dp59+mssuuyyYJicnh9LSUmbNmsULL7yA0+nkgQce4LbbbjvtzWrcuDG33HILt9xyCx6Ph6VLlzJ//nzmzZvHX//6V5xOJwMHDuS+++6jR48ep72eunL2DFv9BmRmZpKWlkb//v0bOhQhhBBCCCGEEOK8cOTIEZ588km2bNlCx44dfzHtTTfdxAsvvMDYsWP5+9//jtlsZvDgwSxbtiyYZt++fRQWFvLjjz+ye/duPvzwQx599FGWLl1a45jy8/NPOs9isXDJJZcwdepUfvjhB3bt2sVTTz1FcXFxrdZRn2Sw6Fc0YcIEsrKyWLx4cUOHIoQQQgghhBBCnD6voa5Mq+uPt/ZXmiUmJpKbm8uePXuYOnXqSdOtWrWKDz74gGeffZapU6dy++238/XXX9O8eXMeeuihYDqHwwHApEmTcDgcpKenc+211zJ//vwax5SQkMDIkSOZNWsWLpfrF9OmpKQwYcIEPv30Ux544IEar6M+yWCREEIIIYQQQgghaqc+BooCn1oKCQkhISHhlOlmzZqF2Wzm9ttvD06z2+3ceuutrFixgr171YNJLrjgAmw2G4ZRGUvV7zUxatQovvrqK8aMGRO8BW3hwoX4/f5a5dNQZLBICCGEEEIIIYQQZ5WioqJqn1NdnVMT69at44ILLiAyMrLa9O7duwOwfv16AMLCwhg1ahRTpkzB5XKxZcsW/vvf/zJ48OAar+u9997j0KFD/Oc//+Hiiy/mvffeY+DAgTRp0oT/+7//Y+3atWe8PfVJBouEEEIIIYQQQghRO556/ADNmjUjKioq+Hn22WfPOOTc3FwSExOPmx6Ytn///uC0zMxMjhw5QlxcHIMHD+app57i4osvrtX6HA4H1113HfPmzePAgQP84x//oHXr1rz00kt0796dtm3b8vTTT7Nr164z27B6IG9DE0IIIYQQQgghRO3U89vQ9u7dW+0KoJCQkDPOuqys7IT52O324PwAp9PJRx99dMbrDIiOjuaOO+7gjjvuYN++fcyYMYP333+fSZMmMXnyZHr06MHy5cvrbH1nSq4sEkIIIYQQQgghxFklMjKy2qcuBoscDscJb2crLy8Pzv81NGnShAcffJB33nmH4cOH4/f7Wbly5a+y7pqSK4uEEEIIIYQQQghROx7AXU/51pPExET27dt33PTc3FwAkpKS6m/lWnZ2dvCqos2bN+P3++nduzdjx46t93XXhgwWCSGEEEIIIYQQonbc1M9gkc4zIyMDs9nMhAkTmDBhQp1k3alTJxYtWkRRUVG1W9wCV/V06tSpTtbzc0eOHGHmzJnMmDGDFStW4Pf7adu2LU8++SRjx44lJSWlXtZ7JmSwSAghhBBCCCGEEGeV1atXH/fWsjM1atQonn/+eaZNm8YDDzwAgMvl4q233qJHjx40a9asztZ17Ngx5syZw4wZM1i4cCFut5vExETuvfdexo4dS5cuXepsXfVBBouEEEIIIYQQQghRO/X8gOvaevXVVykoKAi+0WzevHnk5OQAcPfddxMVFUWPHj0YPXo0jzzyCIcOHSI1NZV33nmH3bt388Ybb9TVFgAQHx9PeXk54eHhXH/99YwdO5YBAwZgMp0bj46WwaKGFAuFKVZI8lHYxQrJwI1ABJR85cT9f2bcc2FzWSL0g/WNm2E+OJoCYqA7kGRAJ6CriYrlPrgECtdaoT2UHbJAPtAbKIOfSFCX8zUG8oACE9iBohCIKwVzOclAhQ4tDEhmK17ADEARcBgoBaAD8AEpgHpKuh0oQa0yXK0S9WgwDzqZFko0kMx3NNVTooHWQFIBREdCsklNu5QCtuo0vYB2gKMQ2oRBdxu4gB5+GGBAUyAUiNQRdgMaAW2ArjoPK2AuA8MHfpP6G2GBWDvYgFgvHDBXv5Ly59/tBYAX2AuUQ2pPYAkYPXWiXIiKAmuVPcsKNNNlAnChLptI4Igu2R1AKhADbA2WnRKnfwduCfbp6R7gJ1QToEqao8BnhDAeF1ZgKNDJB/eaCmhKZd97RJd7Mp8CsFkvu4EQQnAReOybeoxcIpXdRRP9NxzVYsJ1ZFYgguJg5GEAFGCiNT4KgQg9x6WKisD/E7TVf4v0Xy8QpXMNTAtoCuxHl+cCiBwTSNMI1QpSdYx5qBJV7aCydYOfcC4niy9JJhrYDoCV5YQATn4CWgBwjG5FYGyCKzuCaT8MuwDeAvqUQmgoXOiFCjOEl0ByuIo9zANJFlVqDirrPrYEoi0QbVf7SpIX7EdVgpuawKUWVacAF3vAWqLLww6WY3B7LIzERSOgfRGkhkGkGRKABB/4DKgwIElveTiqvVl1mfdC7c9/0C2sJ/AdMATYgNqPVeoi/VfvAXY/WPzAHl0yHqBY1+ixYIvoDLQogmQbVNjAtgb6tgVjA1hCgObAZrDHgD0FLo5VZdO2HHbZVQszZsPlt6raDM/WGedA3wsBPxhu8ISD2QX8Axo9CnwLg4eDsQa6dQdjla5um2oS8RcFtq0QKKNLKbhD1ZaEAQYH6e8FPoQmcZWb1jcajAPAarBn6CZVDPYIiAxU7hagBOwJYG8G7IVercDIAVZC21tBde55qJ6gVJdfGS2PoHbovagd/Svg1mN6o+200nXIbGjzB9UnW9bDoLaAAcYWVCPbDY3aQyM3pETAveEFGAuBkVaggnDAvAhatoaWsSr3ln69mpXAAqBfDFBO1d7nB5zB7/lYceLiJ0LoiItEIEPPKwe+aLKNYUDkUWArtGyqyj85Ue0T+Tp9V10tzgowV4CxHvgMru2p+oOj6H5hEzTLAGzlsIzKHcmhy6pA1YVxoVofdjCcqt5NXSAi/BNCC1Te2NVKzckQnQLdLFAWoY4nSSZVB32jIDQf+AIidRlFWKBRmN4P54IRA/aeui3tUlVpi4FxncHiA0s5uMPB+j10SQdzObAW2mfAk04XQ4HmpdAlVG1nLKoP8JjA7oIOdrVZbYFLgK1kqfoHLgU64iIayKiAdjbV9KyAM18dz/DDxDgf+WSTAbQrhdQQeN7sIxRYxWqMNXD9ZbCChVwJ7CMbYzM8dtFy+gHPsoGRwDP8l3ysXIOLN1CnEreykFTUsb6NLtZssjC2Q0obVdbtboQMH6w1AcWRtHYG+t8tWEqgtR2aelQ99Qs0rhUQdgVMjFI9eA7QywNlFujjV/2a3QMWfQiyos4HLEAfwInqWhp5VF9s0QfJYjMcRJ1PACSUqmN/a7s6rpm3wMiuKp+qx2BjO9iSgMRccDeHYxbwGGBrDGYLgX3ERBFXUsBc3LpBulF9ZCpQREIpxIbALrPqe/MD2+uhMs8CVH6BA3y5iUupPFZmocokSv8djQ87sJFCTiiw+5oOgrcpqucvUxtpDXSKgMcMZi+YvKpvjzSgL+zc49SdTjFEF0JfpyoUexlYvgVbd+AlSBqiCtGBasjOOZB+tTp0dFTT3almirbHYqIlsBW+BP4+lrKm78EcGHGrajNtblSr2KxDN7OHQbhoC3zNRkpx4GU29J9IMt+RzVDgA+AgmDcC29XJDLqQ4nzQ0aTKs50POAxNj6kYzFvUb1agFtqnptk6q4ZBMcHOxgFEuoAfgPbq/DlUV04k0AUwFQIb4EpUP1oItFBtfhkWVGGGos54UMfSjgZkEzi50qdUu4F49TsJVItsAqxD7XGlqhV08umSag6UQ5JPdWKmRYAbHGtQx5qVOsDNQCvwdQbTYdTe4gDTAbUhgfZdYuhTPAPCfVAemGaqjNsoBk8MlJjArneyEv1vCY8BFrNuXo04nvX4Sf4w1fbCPJBnVes3+49PJ85+9XwbWm09//zz7NmzJ/h79uzZzJ49G4Bx48YRFRUFwLvvvssTTzzB9OnTyc/PJz09nU8++YS+ffuecehVXXrppYwdO5Zhw4YF37Z2Ljk3hrSEEEIIIYQQQoiTmDJlCoZh0KFDh+PmLV++nD59+hAaGkpCQgITJ06kpKSkAaIUtZGRkUFaWhqZmZk1Sr979278fv8JP1WfCWS325k6dSq5ubmUl5ezatUqLr/88jqPf+7cuVxzzTXVBopcLhcrVqxg7ty5HDlypM7XWZdksEgIIYQQQgghxDkrJyeHZ555hrCwsOPmrV+/nt/97neUlpbywgsv8Pvf/55p06YxevToBoj0PONGXc1d1x99ZdHq1avJysqqs4dbN7SXX36ZxMRE+vTpw1VXXcXGjRsB9fDruLg43nzzzQaOsDq5DU0IIYQQQgghxDnrgQceoGfPnni93uOu1nj00UeJjo5m8eLFwYclp6SkcNttt/Hll18ycODAhgj5/OCifkYUXKdOcq556623uPfee7n22msZOHAgt9xyS3BeXFwcAwYM4IMPPqg2vaHJlUVCCCGEEEIIIc5JS5YsYdasWbz00kvHzSsqKmLBggWMGzeu2lu1xo8fT3h4ODNnzvwVIxW/ZX/7298YPnw4M2bMYOjQocfN79q1Kz/88EMDRHZyMlgkhBBCCCGEEKLBFRcXU1RUFPy4XL98iYnX6+Xuu+/m97//PRdeeOFx8zdt2oTH46Fbt27VpttsNjp16sS6devqNP7fnDLUM9jr+qPfDlPbZxadzXbs2MGgQYNOOj8mJoajR4/+ihGdmtyGJoQQQgghhBCiwaWlpVX7PXnyZP70pz+dNP1rr73Gnj17+Oqrr044PzdXvY0uMTHxuHmJiYksXbr09IMValDHqKd8Uc8sqnpF2LnM6XT+4gOts7KySEhI+BUjOjUZLBJCCCGEEEII0eCysrJo0qRJ8HdISMhJ0x49epRJkybxxBNP0KhRoxOmKSsrO2k+drs9OF+I+jZ48GCmTZvGXXfdddy8H374gX/9619n1fOKQAaLhBBCCCGEEEKcBSIiImp8Jcnjjz9OTEwMd99990nTOBwOgBPezlZeXh6cL06TCzDXU77nmaeffpoePXrQoUMHhg4dimEYvPPOO7z55pt89NFHJCYmMmnSpIYOsxoZLBJCCCGEEEIIcc7Yvn0706ZN46WXXmL//v3B6eXl5bjdbnbv3k1kZGTw9rPA7WhV5ebmkpSU9KvFfF7yEHzNfZ3ne55JSkpi7dq1PProo/z3v//F7/czffp0IiIiuO6663juueeIi4tr6DCrkQdcCyGEEEIIIYQ4Z+zbtw+fz8fEiRNp0aJF8LNy5Up+/PFHWrRowZNPPkmHDh2wWCysWbOm2vIVFRWsX7+eTp06NcwGiN+k+Ph4/v3vf5OXl8fBgwfJzc0lPz+fN998k/j4+IYO7zhyZZEQQgghhBBCiHNGhw4dmDNnznHTH3/8cYqLi/n73/9Oq1atiIqK4tJLL+U///kPTzzxBBEREQBMnz6dkpISRo8e/WuHfn6poH5uQ6tQfzIyMjCbzUyYMIEJEybUw4p+PYcPH672bK0TPWdr9erVZGRk/Jph/SIZLGpInYAY/b0v0BJIKocr7Gx+JgFu0vNa6+kX2vn+SAp+CxANXKWX7w1l+Ra4EGiKumyvI2ADkoB4KEy3qrR2H+SZwA5Y/HoFxWDeCMAOPcUOtMMHgLqTdzcQCpRCuI9oYGc7J4BOBeXAXh0ugHrWexZ0gQPBnMKJBS7DRwLqdtR4oAgwVkNoB2gbDYYPOoTCh5hw6jWkAsY2sLaGtrFqM0OPQWo4NALCgFi97mY6PYCzAi60qXUZbqAMjDDgGJgtemMBWxmUhVdeSemhcgfxBLZzM1CC2iA3hKQBu4BwXd55YOkA7nC1nBuwAmnAap1PnJ4Wqrd7B7BVrycJ+A4TzfDhQl36F6s/P+oYSnXaPF3GgW1Gh5UPFJNOGKsp1etzlEDHSFVO23TazcClwA34yAO+JoQSGuOnMd+xlnysRAdLo7kqOGKBwEMHC4E9eloJqlcP1zVR2bXspSnhZNNU/y5AtZWfCCEaN058eHXu+/R2Fem0R3T6JoBXL0fV7ysgcozKS4nX8UTo33bAqnezKADUCymtdAOWcxCz3hKIoph0IJZNJBNJNgDGduC/YNoKbIfIB6BJnNplOnUBawmEWMA4ABHxqtIMDyTaICoMbF44ZgGrH0zlYDIgzAIhJggpAjJVALaR0LI9tLCBzwLmQuBttRWWtqpgMkaA3wwYYGwBeyqkx0KIW8WBH66IAZ+hamwPEOuFdDNsB5z5YHiBOAvFQBcvfGcGZwGEOau2pd26LFVZEZMLRnGVGtqO6lDKMbMfG1CKgza4MLLBYgOLE/gAjAuBTTqrtlQ29gzoNkaVjaUEwuy61XwBXW6Fph7gf6idaA8YpcAh4EewDEM1uf8BjYGDENoTWAhGBfAZ6sTFUH/tF6nd0yAfE0WYD0N6sionkx/CjYPYC4A1wMuoHbW5jv1T3dgO6s0/hsrMqj9lukGGozq/LDC6A6tUvUbfik7k0Rm5gSLMbIdXdLPcg+oeC4Bbg5VAOLpO1oOjAtrZfPAxGCl63Zsqt58tqtpMF0PiEGAxMLKI4HXcXwALgGS9zg1ACqr/2gxQrDMFCGM74KU1qsfZRzGtKCCLEhqTTQ6d8ZGI6l+OABifEpkHvKPz1OUfeRdQoQ5ZzS4Ai96JjQN6lV+rcu9XDiYPVDggpFi1E2sJEFOs49NMqMwKVb7k6nLTdY1V1c/E5i74CdXxBrqjxmr7Dac61vCjnh4Koe2AJcAPwHc6RifYAm12rcqXIl2duag2GA6hITqeUrj0YuBjMIfrel2q2uTNQyDyiKqHlpepwz1mvS4bsBN6jwK/BYxCaBEF/SPBpk+WLfnQLBYsZWC4ILoMekWD3wRG4D/LS2DESHUc6F4O5l1gjoWRUWBywaURwDJo1BkmxkE3j9oHWAIPXgQR+XB3FIQWwMsxPopwEQOkkkVHD9xugfY+cJkgzKPqqzxElbEpSf213AiOYjBHAeUmkoF0UK1kG4THgbVY1UlvXZVsBmMvXBkOVhcUhYItDwbEgO2wrtM8uChZ14tPbU9fJ4TnQy+L6nMpBlsY6kBZBvYIiLMAXrUMu4EQiGuif6+GRi0AD3Szq/ODAU5gPerAPKYASm1Qbqg6jwoDhwcIpVSfGXUA5mLFzH68uKl83/MhzCVgqoA4J0SU66OS/ahqjx5DnYMlGSqAUoK7X3K5OgYYPki1Bc+88KC6QKWQyg4oT08rViux+ME4Bm6bajCUq4ZkKgSzPukMAczeYG6E+2CMCQ6jO519YP4eOrQFT4xalsVgLuYaFjIzBnUIiNEh8Ao0bQEVaZCsy6y3weajCbTLsxDBWpgHBX9/H+fv3oM3oOUIVQfNbqzsRouB9hTQFnU+NAAX63DTjiV8MfwYl+HjDWLowwaWkYba4APQvBwi7PrE8AB0TlInPM6VwEGwLAY2ok6Ui1EdZjdgKdBE7YMxvYCdQCugQvclq4Bs4KjqPyKBaL/aAbCCaYdqLMN8sMek+oRm4AwWbKiupxJVi/YySAqDC/QGRuv8KCR4zE1Fx5cK7MXMSrwMUmmcc4Bv9bxyiNoOvdsA84EeqE5sjYqJHsBMYBj4+qu+0x8G/gQwrVPLm7yqrgI8QIgXPBZ1qAqcAob7wdgHlggoTwKLUZk+wHLclypO/oBqvGbVACKp/AdFDcXFxTFixIjjpr/00ksA1eZNmTKF3r17069fP26//XZycnL429/+xsCBA7niiitqt2JRXeAfLPWRL+fX29B+97vf8c033xAdHX3C+YsWLWLEiBEUFhb+ypGdnNyGJoQQQgghhBDivNSlSxe++uorHA4H9913H9OmTePWW29l1qxZDR2a+A0pLS3lsssuO+Fg0CeffMLgwYPp2rVrA0R2cnJlkRBCCCGEEEKIc97ixYtPOL1Pnz58++23v24wvwVu6uc2tPp4aHYDW7hwIX379uWKK65gwYIFhIerW1E++OADxo8fz8CBA8+6AUy5sug0uFwubrnlFpKTk4mMjKRnz56sWLGiocMSQgghhBBCCCF+Ha56/Jxnmjdvztdff83evXsZPHgwpaWlTJs2jXHjxnHVVVfx8ccfY7fbGzrMauTKotPg8XhISUlh2bJlNG3alJkzZzJ06FB2794dHCEUQgghhBBCCCGEAGjVqhVfffUV/fv3p1OnTuzcuZNbbrmFadOmYRjGqTP4lcmVRachLCyMSZMmkZycjMlk4tprr8Vms7Ft27ZTLyyEEEIIIYQQQpzr3KgXTtT1R9+GlpGRQVpaGpmZmb/WFtWZvLy8E37i4+P573//y4EDB7jxxht57rnnyM/PD84/m/wmriwqKSlh6tSprFy5klWrVpGfn89bb73FTTfddFxal8vFpEmTmD59Ovn5+aSnp/P0009z2WWXnTT/7du3k5eXR2pq6knTCCGEEEIIIYQQ540K1BtJ6yNfzu23ocXFxf3i1UJ+v5933nmHd955p9p0r9d7kiV+fb+JwaIjR47w5JNPkpycTMeOHU/64DOAm266iVmzZnHvvffSunVr3n77bQYPHsyiRYvo06fPcenLysoYN24cjzzyCFFRUfW4FUIIIYQQQgghhDjbTZo06ay8taw2fhODRYmJieTm5pKQkMCaNWvIyMg4YbpVq1bxwQcfMHXqVB544AEAxo8fT4cOHXjooYdYvnx5tfRut5vRo0eTmprKpEmT6n07hBBCCCGEEEKIs4Kb+nmwzXnwNrQ//elPDR3CGftNPLMoJCSEhISEU6abNWsWZrOZ22+/PTjNbrdz6623smLFCvbu3Ruc7vP5uOGGGzAMg3feeeecHzUUQgghhBBCCCFqzFOPH9HgfhODRTW1bt06LrjgguPui+zevTsA69evD0674447yM3N5cMPP8Ri+eULtFwuF0VFRcFPcXFxnccuhBBCCCGEEEKIhpeens78+fNrvVxhYSHp6emsWrWqHqKqHRksqiI3N5fExMTjpgem7d+/H4A9e/bw73//m1WrVhEXF0d4eDjh4eEsXbr0hPk+++yzREVFBT9paWn1txFCCCGEEEIIIUR986BuGavrz3lwZdHmzZspLCys9XIej4fNmzdTUlJSD1HVzm/imUU1VVZWRkhIyHHT7XZ7cD5A8+bN8fv9Nc73kUce4f777w/+3rdvnxow6gq0QtXCRUAKYC6HC7zQNgzabYP+bSAdsK2Di3rh32cCB9AOSHODyww9THAY6AWUAgVAC72yRCCmHIbY1V/bOijpBXHHwGcGkxdYAdjJA7YAqUBc1XIBYAdQCFRA6AHCAQZACWpf9uoURwGXXv5IYLnmfv09VJWnXkcZsB1oopfnU2ArWMaoCWGhkE1XsjmGhyyiALapec6LYDNgckFMuMoPvfkOoCkQ7YNUE1jKINYMFWa9omKdyAX41DIAcR41CeCY/utWSYJ5s0V/KVTLG4eBg8CBygUMj9q2QN/pAcJ84DGpZF2B/YG2AGwA1mECfHhR27yD1SQCbYFYXZ5bgTxdxujy/QaYqGqF/UC+zhMiCdVpWwBGBTRDNbHluhg+wcmDFNBL511MV1RjdJDNhaCLSknTG24FGgNFeroDiNfftwNRVL7zUq3fTzStyKYEKEe1k2NACY2Bg+QDB3CRAKxGtYd9ensKddqEKsteUmX7yVOtqphWeqoVcOqSj9B/wwgDIJ4dwAqcQBzN9BL5wHJCdOwOoDl+StnAQSBMNbR/AhmADVgIoWOAj8HaEtgFRnPgBzCKgSQVvCkCwuLB8IIpDMwugu3E7ADDAsYuXYkFOpgtYLQCc4ze2H/porxCF/khMMKBlsBewAWODLUf8JPKP7wLuGPVluy3gcUNYQYkmMDIAnKAMTb2AyElUBQFxlZw9AzUdSmwR5c+qlxMn6Ja9RFgDWrPPwhYaUIRRYCXJBwVBaoZlKKa0v9QDTww7SpgN/A94APbIL09e8AR6HRmQVMP2Ar1shXAJ6g3beQBGwl2MP7dYPwL6AbM1+F9qcutHapxxKq2YwMuIlu1he/B0QhMFeC3QMdwl9oJvtGxFQBDUA3xXVQjvEHXyRIdp1N/0HXRR9fRelSzW0KgE0R1XGU6g61EsJGOuOAV4FLgK9TOvhV4zapXHI4V1Zz4DkwesNt08a8EwvV6m6F21BI9rxTih+hyYgcQSgk6nh9Qx5q2wDSgn66bg4F69+hCi2AroPa8UFTDTSSHLPyksBdoRzYpwDpU+cJ01T/OB5ZS/VkDPpW1tR+qsw7R9WTV6/4aLOtVUnsMqiMo0eUXc1DVSTaVHX1bVFtYo8t9L+pYuhu4QP3uiA57mS6jMr3MXlTb3KaL2auXNaPqfyPQXG9Uop6+FdVxBtpooIvbrX+7dLwmsITqcl6py3Y/sAAiW6Pa8XzgR71Mit6GCr3e7WA0AfaoPiW0jY43AvgerAN0mUQC68HorvefNTqOQmjZD1oYYMwn2IGbHcAWsLXW5f0v6H0r8C3B3T3yU2AXhMarurpyOHht4DdBLwvYCiDDDWyG0AhU514A4a2ALF2Gm9X6DJc+plv8xAJhHki2bIIdYL0IjH2qbFsUqP6RI8BadW7AHojuAiwBW2fgC1QTLARLbyodhfAeqpwNG3BIb68VlVG5+mvE63rP19vqAqOtLvMtqm7YB0ZXYAfYLwY26TzGlEGJSe3XHsBrRvWsdrxqzyRcd96hlFFc7V85pcFjQ1MnmMvA8Ot8y3SdgtoXcAdOj8Duw1Kq+iWACBtYfGA2qWoP18kM8vETpjcucKQuVud5RVXPY8tUYXjNqt2b9Bt2vGZ1vum16zi80HUx3DhAtUv2ADvBtFpXRASwEAjlSmBmpN7MmHIot/N/LOFvLAZbLtjKwX4F9A+DLQZbsuIYjgvvboj8BpjqZ188NHkZ+F4XAWp33Y86Zwlc3x/Y5foDX1heRD1QIol+wDJ2AJDMJrJtS6Bxc104e6B1I4i3os5vvwF2Y7AbP4sBB5eTxRdE6EawVpVRei/gM2AcUALhfmC9yp+NEKs7tZDDYNoDjXoA6xnOBubaKmCgXfUrTbbpVmGlsmJ132rZBq27qA3toKsvulCtL5C26QoMtuNnI8ls5QZ8TKFCp3lX1QsWVANfCDe1weBb/LQDPiKdDQBsxEoflrCMRuC7S6fPA29TMG0GGoNRpaO2AHY/2HeBrTHkO9V0NxBeBmzVB6IksPgJ1pwF9dtWoacd/+8ofCd4FIg/VC3rQe1WblR/K849LqDm/yyuOf02tIyMDMxmMxMmTGDChAn1sKL6de+99/LYY4/Vahmfz3fWPOJGBouqcDgcuFyu46aXl5cH55+OkJCQaoNQRUVFv5BaCCGEEEIIIYT4bVu9evVxj4g5V9x4441ntHxSUlIdRXL6ZLCoisTERPbt23fc9NzcXODsqDAhhBBCCCGEEKLBuVFXf9dHvue4t956q6FDOGMyWFRFp06dWLRoEUVFRdVGMFeuXBmcL4QQQgghhBBC/OZVUD+3oZ0Hg0XnA3nAdRWjRo3C6/Uybdq04DSXy8Vbb71Fjx49aNas2S8sfWqZmZmkpaXRv3//M4xUCCGEEEIIIYQQon78Zq4sevXVVykoKAi+0WzevHnk5OQAcPfddxMVFUWPHj0YPXo0jzzyCIcOHSI1NZV33nmH3bt388Ybb5xxDIEHc+Xk5JzxwJMQQgghhBBCCNFgytFvNahjcmXRWeE3M1j0/PPPs2fPnuDv2bNnM3v2bADGjRtHVFQUAO+++y5PPPEE06dPJz8/n/T0dD755BP69u3bIHELIYQQQgghhBBnnWPUz4iCpx7yFLX2mxks2r17d43S2e12pk6dytSpU+s3ICGEEEIIIYQQQoiz0G9msEgIIYQQQgghhBB1pBS5sug8JoNFQgghhBBCCCGEqJ36eF5RfeYrakXehvYrkrehCSGEEEIIIYQQp5aRkUFaWhqZmZkNHcpvklxZ9CuSt6EJIYQQQgghhDgveAB/PeSrryxavXo1kZGR9bACURMyWNSQ2vghBnAUwe8iIcQL5i1AHlw2BIw9kN4GmmwDNsPoXhALRACXA/ZdYAcuaqOmd/JBib5YLNYNXjPYy8AyA666DWyfAnugqRvYCzhR7zvcAkA+sAATCfhworI+ACQAZjbiJQmDEvymdZQAXA/bgTZ62a8JAaAFLo7qTezDEpbFfad/5YJeox0oAXIAR6A8dqpNpy0QCo5EgGSggANk0RJgv0qacBEsRWUSEgshPrB6IN+m5oehfkdZwfCArQx8oXo9NsAMOlyK9KcF6rbbPFS1BP6W68UOgdrgAK/eJL9eENRrHv1QAfj0JBdg8cEBkyp1m052FDgCfIITL63JZyMuXEAM6zARh49knYfJDzmGKucSPW0zsIw0IAt0CDuAbQBYcOi00QDHoFmc2uQjwfDTsbKEjsAKQDWicF0jHlUJgNoau/5uB6z6e6DmrEATYI9ephGwD7CxAicQRaiOI1+XZxHgJ5xSivARSQ7ZOIFNJNOCbH4CfsBJKGWU0JgksnEBP+nt3A4UQrA9QJxet4PKGkPH5NARh/IT4KU14KSpTrEPKCYdaK63Pw4opYTtQATsAo8XjO9Us6ErMEavewOqoXj13wq9+kPq+/9v77zjo6rSx/3MTHonlJDQQRACCoqAWLHgoqhrQ/muXX/r6rJ23WJZ14YFy7ora1tXrOvaV6xrAxUEAtIDUgRCEnoy6ZlJMuf3xzl3SjLJzKQnvE8+87kz557ynve899x735xiO0KHO0aCba8lNNg8+sMW4FsjSA+TdjswGNgFtdv1qah/mTj5aAMaC9i06u1jwVYD5AFLgd3guMiEmeshyoMeR7oW2Kjl/4E0bC4nFQA/QfnRlhlv14VThb5FOE2iCgaykTwS0VtfrAGKKCaavbiANOy1wB6TRTWo7VCzXefiBuLe00ndNRCzRuswaqDRHfq68ADR5WgD/wyoBI8T7OuAr7WqHT/p/GsA+3aISjHNthUoBk8N2NcYnWXpa60S3VelAWwDey3YtoJtMCQmmbaog1qnrl3qx0A8uJ3awm2fgSr0XeoOJ0Q5tU3UADELddmYctUa3UTaGlcYPX4DlHMyLnqhy4r6r5HX6iZJRNutG6wmXK/PVAMsBFWn8wZ0921syVMI9lLgb5i+agOQxm60XNVA3LdAnu4Hei2kHrXoa2A4a9gJjDbh5cAgviQN6I2iig3kAx7K0f3arazWOvxai1NlPr3ewXed7gSma72yCkgBNuou1PYBuoNKNeeqjRpGLIYlJs4efMPSnWg7c/qJv9jknaJrgVPXm/3ohtvoF/cIE3cfOvN0tP2sAI4yOi1BX5ebTRskAyOMfAA5Rp79ppws9HW2CBiKNqQ8U/9/mTy+Nmp2mnLMte3BtF1fk++x6NvfFnTXtt8odL+RfSHasGPRNxk72mTeMrbxMTAA3XSFwI/oe2sMsAR9nRai+yob+sbhMvkdCvZqsKcDfSAmFd0lfIy+VpNM/fcDmeiOOU/roBKdZ3EfILGWnuhr7Ygoj88OVmtZbIvwtd8KtLmWGl3uQXfOS9B2UmpktepbY9KuRdtKrVGix8SxtlyOMXopN99L0Q82NvT1ushP/iJTRjm+G7i1ZkYNEONG92ZlmJ7EEEWl974ZjdZClW6faOiRafrjKiC93JcsTkEv00tYt9ikKvhZ6913kWvi0aZQGRBaBVTovCiFmFxIO1RXItptlFSjv9vKfPMJolPB8TPUZesqxVQAc+DEflAyHG38a9FPWtHAoRxODmuIZwBAVjW4Y3R5WdmcBDzOp0a6HIiKg4unwIFEWGtjjFHxkO3AiUfyHTDzRaBQm4Vbp2I9aZyPk1K/GhaQwiicDOQvxvQycYCRp4KBeMhjAdisu3oZxNdAfDrwH2zsAVZzLHksAhSDOQr4nGh+QS6fkwbshUHnM5AvyGOKbsu0SuA9jsBDHmsh/juT/y6tn7RY4D2OB/7rqIZhMdDTDra3zXNWAoF7f0cDa2DkkfrnYHPasSiwoZnPYeSxhi0MxMNYQHeMSRzOfFKA771PU/MheyQzyOMtNnArq+kFrATWUMOJwPfsg2hrN+gycOQDy4GTwL4HklKg2g6pRlbbcnBkQvLJEKXMZw26E6kGTtPvK7ggyaPfYUDbk7cTqYdKCBIWDY46fRNNMIapZK/0LkkbO4uEjkWmoQmCIAiCIAiCIAiCIAheZGSRIAiCIAiCIAiCIAiRYQ0Lb21kZFGnQJxFgiAIgiAIgiAIgiBEhkxD69bINLR2RHZDEwRBEARBEARBEAShsyPOonZk1qxZ5ObmsmDBgo4WRRAEQRAEQRAEQRCaTy16Klprf2oROgEyDU0QBEEQBEEQBEEQhMiopW2Gn7TFOkhCxMjIIkEQBEEQBEEQBKHLsH79embMmMHQoUNJSEigV69enHDCCcyfP79B3A0bNjBt2jSSkpJIT0/n0ksvZd++fR0gtSB0LWRkkSAIgiAIgiAIgtBl2LFjB2VlZVx++eVkZWVRWVnJu+++y9lnn81zzz3HNddcA0B+fj4nnHACqampzJ49m/Lych577DHWrl3LsmXLiImJ6eCadHFqkJFF3RhxFgmCIAiCIAiCIAhdhjPOOIMzzjgjIOx3v/sd48eP54knnvA6i2bPnk1FRQUrVqxg4MCBAEycOJGpU6cyb948bzyhmdQqsLXBdmiqLbZYEyJFpqEJgiAIgiAIgiAIXRqHw8GAAQNwOp3esHfffZczzzzT6ygCOPXUUxkxYgRvvfVWB0gpCF0HcRYJgiAIgiAIgiAIXY6Kigr279/P1q1befLJJ/n000855ZRTACgoKGDv3r0cddRRDdJNnDiRlStXtre43Q93G36ACRMmkJ2dzdy5c9urRoIfMg2tHZk7dy5z587F7TbWn74M+m8GtkJalonlBD6AGdOBHdD/R2AF8D/IHg8Dx0GMG2IWA7uAPdB3D6ROhvjvIA0gHvgZiDN5vgVHTAfeBPaZ/IqAdKCcX5LL12xlP5DHYaxjNYcADuAnoAy4AidlOBkOPMj7FANMdFIIFAC7gTJGArCWYuyU0o9SrsPD93xLNQAbgGgOGAl3AzlAovnOTuAAUAj0gmgAhgM7KAR6WIqsgmRgP1q4eMCuIKoaDphpxwmAzQNRHkCBrVbHIVpXWznAlgTYoRQ9LVZFQR5QbD7l5lhliq0AqDOKwRyLAJtfIyfo39tMHa0gTF6bzfdSI8o6oI5soCdlRPM1K4Ak8jiML1jLKDxGq1otFcBSo7PFxAKZQC4uI+dPwGpigSSqgK3A8QAurT+7gs02cAHQmxogoxrWxQEMApKMxFWmBglAJXqrgyisVvH9rkJPVk6pp4QqoNbUTWsiyehgA3aKiQaiqSMLSGQD+cThQTGYr9lDGcOARMpwA4kUkkcpsJaBbCWPjcA2YiHeRaWpi0+uPUCqaZwiIIEaI9daBqLtPpXeQCXxfEGNCRts6hQPDEbRX0utleVrevObLWiDqTGVsxo5xjRwocm2CGzD0Y2fpqMpu/6w109tm03ehwMbAY+xOT/t2pb4xR9pylfobqPIHFeDbQbYqo1tR4HHpluRjUYuoI5B4HSyro8Oq0bbPOxjIBspIIU6srBRzh3kAbAQ0P0H5JFIMmsA3RPpq9LooxTYr3W2FhgN7AAOdWJKgH4/mDr3B9w+S1KAvdbo18iqAH7UresEem0EKnVr1WLKW2V0v0ZfzzbzYZ/uK3oAfTFtWGB0uA7oBfRE9z1a7cSao32x6RsAW6GWz+oPQFuKFVcBtjXmRI75jemn2IKDQurM6bHotvUYfSmrjiZXG6tRJOHCPCvZdTtuwA51Hu/yAHbAXmOSFWrZErd7q4KDFdRxOjnm9wEgA4jarvv1HiYPmwN8e9/2Ql8/A8z3SpN6uLmehwPl5DGSMnIpRpvVBVYBpl5OtEn2LNR24AR6fQwMQ9+avgeG6hM28N2yqoH3gWk6AxurAZ1HlKXALcA+o2OnCXMZ8ct0Hh6rSui4llCWnm2F6Eu+AN195AHWO4PbpE1AXxTVRoAycy4PbWtGHmVszlEIrDbxdplynWgjqAMW6+Qx3+LFkqcWiNkObDe2963vvPcWU4q+T2YC35q8B6AbMgbd9VUaeT8GjkY3jtNcE0vANhjUdrBtMPoCOFzXwVvOZqOXDHTf5jC6+lDLRzT6JuTUaekBlOikeWidrQOI/xDQ1/Mh6DjFAJuAq4AnTQUHALmm7B+BY9EXVznwX3T77ANOM+HW7akWnWEhPjPNQ/eNleaTYMIq0f2vE30BJpk81gA/AMcAi00ZGJmIgl4eXU61HWIsAylF93cxpj+o0v2p975o7vqW7YDPfnBDbw8kuMFeB5nxwB7oZXr7qDX6wukN2HQyu7lnV6EvsTpAkYSvAWsgfRf6SWoDRDl1paOidd4AUT9pgWzmtz1a5xi9A+z9wbGBC/mct2z3QdrvdGPxIxeymrfoBdQwAXDyva5dzLcQ00srMMZJGpDM95QBA/mGPCZA1CL41WzYptXtBkiB71lNHlBXqE3rAPqSXkM22rByqDNNqy+dLKJwcgcefUvw9AW7buYUr+F8pTP33hVKgHKuJof96J6sDLiKPOZRam7ZCRwFVLCY73FCzMdciocH+VLrNGoBV/MtacBx5PA9X5qyNhtDiuZqvtXPaI5lkNYLUvoykL+wDdAdWgm+jigaeB/6Hg6ph0FMBdgqgUV+52tJ5kkygfWsIdFnTQCcg740taZrGMgX5FHLcACKGI6+pe43dqHrWQK2LUYDe8BWYzR+lA5PSYbkBHBsMKWs1/F6HwkqGhz56A7adLy9fgP2EqAIkkvB8aNJtwvfs1g9bJVBwtA3UJUAaSkQWwf7nACUlZVRWlrqjRobG0tsbGzwvIFbb72V5557DgC73c55553H008/raXapZ9QMjMzG6TLzMykqKgIl8vVZP5CCGradhpaTk4OKSkpISILbYWMLGpHZs2aRW5uLgsWLOhoUQRBEARBEARBEDoV2dnZpKamej8PPfRQk/FvuukmvvjiC15++WVOP/106urqvP+Yr6rSLt1gzqC4uLiAOIIgNERGFgmCIAiCIAiCIAgdTm5uLv369fP+DjXqZ+TIkYwcqcfhX3bZZZx22mmcddZZLF26lPh4Pbrd5XI1SFddrYf+WXGEZlILNlvoaJEi61t3DsRZJAiCIAiCIAiCIHQ4ycnJLZp2dMEFF/Cb3/yGTZs2eaefWdPR/Nm1axfp6ekyBa2FRHkUtjaYhqaU8k7iFDoOmYYmCIIgCIIgCIIgdHmsaWUlJSX069eP3r17s3z58gbxli1bxrhx49pZOkHoWoizSBAEQRAEQRAEQegy7N27t0FYTU0Nr7zyCvHx8WRnZwNw/vnn89FHH7Fz505vvK+++opNmzYxY8aMdpO3uxKFIkq1wQeZh9YZkGlogiAIgiAIgiAIQpfhN7/5DaWlpZxwwgn069eP3bt38/rrr7Nx40Yef/xxkpL0fnB33HEHb7/9NieddBI33ngj5eXlzJkzh8MOO4wrr7yyg2vR9YlBYWsDx45CeTeUFDoOcRYJgiAIgiAIgiAIXYaLLrqIF198kWeeeYYDBw6QnJzM+PHjeeSRRzj77LO98QYMGMDChQu55ZZb+OMf/0hMTAzTp0/n8ccfl/WKBCEE4ixqR+bOncvcuXO92zkKgiAIgiAIgiAIkTFz5kxmzpwZVtzRo0fz+eeft7FEByfx1GCnptXz9VBDaavnKkSKOIvakVmzZjFr1izy8/MZMGBAR4sjCIIgCIIgCIIgCM0iATd2Wn8ghKcN8hQiRxa4FgRBEARBEARBEARBELzIyCJBEARBEARBEARBECIimlocbTANrY7aVs9TiBxxFnUo3wDVQAngBgYBcBzv8v2on4C1QA3wDcl8RBlHQdI2oAzIB/YCPwL7IX4nsA2oBBKA1SbPJH7BV3xuf5NkPmIsLn4gjck4+YE0+lHKGOAQXCwFoBfbgEOAePDGPQdwAEOAgcxjM4DjDX4gjUk4+QmAVKAWRQx1ZLCTPQwjD3iPDdi5kFxcWlp6mVqsIZsh5OrV7tOMWqr0QXc7CUBPNloq62EEA9YBxPipU0GpSdcfUHbw2Hznau2gogAb1MaDw63jlANFQG0c7AK2GPn85QR8MvQDXOZ7DBBnxIzSHxWl02J0Fo8uez+wBDtleCg3SRcTC/QEegNQxuHmTC/yOIxiVus62XT5hcAiBmKnlDqGA2nsMWWVm/aqIwuI4YCpy8kAyegu16bzyMMOpFIFRFXCyjg70AeIRttjTyDJtGmJqVy1aZxoo+VKU+peIMXIbdmfFS8ZSKcWSAeKgQJSjMSJJp948hhJGrlAb6ODFPy7p9XEUkk8igz2k8d6q54ZuRwAIyfgvVlZ+yfsBZKMSUWh6G8k6UMWUEcWeQw3jRqF17hIMLLHQJ96HWWtriUxJvseJjzOqMqixKin3PzeDfQFYsETBTVREF2DNhKLSqDAiGPXGrKwgXevCdsWYKTJ27LxGpO2h7Zr2wGoyIRqI3wpgAfYZxWkdbYBO1R72GmqACUMxMMROPmaKk7GxWRTxHxgFB4qgDRyGAJ8RBrrcAHpeKJMdXYCZfp7X7Ql9DXy29DWhQfdjRldurRqdfoK0J2Mxgqzoy2DSq1Pu2kGBgJrgGN15Kg6P8X11lkNx3c9Umd0tAGYYuK5gDSIcfql3QOxloqjdXv18DttQ8vgsOI4dN7YwV4HZOl+Kpk1lJPBceRSaupQh6/78jcBSONY8sjDTiX6eu03XttLHiOBXG95VtMTrfUZZ+pdDNALzsTJf4lnDdlALhlWWQ7oV6dltwGMBm/H67V265qINr/jgUydMf2AKnajdbueNHrg9PaLDq1KYrVYeEwOdYCj3AQ40e2YZk5uMsf9JmIGUAszyPPquj7BwqzASv+q9DYBTv3TskOc6OtmH75Oux94n08twUGrobfJMwZt0Nt9+XmHaS82sls7OqcBG0wZNfXaer+vDtF+wfXr5ZV3J1o3Vje3wRzj8RnT9+AduZ/nq7M3T6v7rfHrTxL8vmNk/Z+p70hzok7XVwG2Gp2vAmxrMDcZ4HAjUjSsxA58SiX6WoszUdZh0vYAWyH6xCAj934j7yJTxzkMOAAAbQ1JREFUbqWpa6FJvNLU0402wyr0DdqvnjhNHKc5Z/UFDr/fq03+2cCXpozF5rgIOBJjO9GQtAo8fSEpFfgJfV8sRRuKlX0Nuj/dj+8+6NZfHfp67Off8Kmmc7MV6ezIh6gV5uQ+fbCDMmljbfpYiT7qMqPRHaWxHPtKYL1RTKWp7DojUzn66cZ/X6E4rSRbLUQVAYWcDBTyb75nEg52kEAVk4FP+Z4yEugLTMVjzG8j2pi+B7KJBk7Hxdts5lI8PMhCBvINeX1HQK8Z9EA/l5EJk4u1xmoAh0M33y4wsqdSiO9WqsMTqQWOQF8CmJoPBwYAXwC/IIfFxNKDGoqJpoxSBrKCE01zZ6JtcxQw2mssaTiAE4FDyeVF3uNQ0HJzNLCIc9FP6icDi3gDRRID2cgoPHxOAr/AenpbpmtoX8MdeLiOgaaMBPBbdeU45vM9J0L8NhOyB/gUfRPTWrkHF18Ak71yWvkkMAZ9m9d51jIDD06+Mv1KFf3RfZFOWU0VYKMYxTr0s89GoBoHO6ijAIg3nVc0+kKLBnJ0eY4x6AuhGFiPje0okiBqDfri2weOH/E9HVebOmTRAPuWhmGA7myjIOUQsO8Ae14j8YTOjINaHG3i2BFnUWdApqEJgiAIgiAIgiAIgiAIXsRZJAiCIAiCIAiCIAhCRERR22afzsCUKVOIi4sjKSmJpKQkTj/99I4WqV2RaWiCIAiCIAiCIAiCIESEg5o2WbOINsmzefzzn//kkksu6WgxOgQZWSQIgiAIgiAIgiAIgiB4EWeRIAiCIAiCIAiCIAgR4cCDg7o2+HhCF16P8vJy7rnnHqZNm0Z6ejo2m4158+YFjetyufjDH/5AVlYW8fHxTJo0iS+++CJo3JtvvpnevXszdepU1qxZE7FcXRlxFgmCIAiCIAiCIAiCEBE2arG3wcfWjDWL9u/fz3333ceGDRsYO3Zsk3GvuOIKnnjiCS6++GKeeuopHA4HZ5xxBt9//31AvEcffZRt27aRl5fH1KlTOf300ykrK2sk1+6HOIvakblz55Kdnc2UKVM6WhRBEARBEARBEARB6BZkZmaya9cuduzYwZw5cxqNt2zZMt58800eeugh5syZwzXXXMPXX3/NoEGD+P3vfx8Qd+LEiSQlJREfH8/vf/97kpOTWbJkSVtXpdMgzqJ2ZNasWeTm5rJgwYKOFkUQBEEQBEEQBEEQmo2dujb7REpsbCx9+/YNGe+dd97B4XBwzTXXeMPi4uK4+uqr+eGHH9i5c2fj9bXbUUpFLFtXRXZDEwRBEARBEARBEAQhIqxpY22RL0BpaWlAeGxsLLGxsS3Ke+XKlYwYMYKUlJSA8IkTJwKwatUqBgwYgNPpJCcnhxNOOAGbzcbcuXMpKipi0qRJLSq/KyEjiwRBEARBEARBEARB6FQMGDCA1NRU7+ehhx5qcZ67du0iMzOzQbgVVlhYCEBNTQ1/+tOf6NWrF3379mX+/Pl88sknpKamtliGroKMLBIEQRAEQRAEQRAEISIc1OJog5FFyuS5c+fOgBFALR1VBFBVVRU0n7i4OO95gN69e7N8+fIWl9eVEWdRh/I/fskWVmLnUjy8ip1iojkH+N72ATY+RPEjA1nCpXh4kDeBvkAtA/mGAlK4CSdPkI9iLLCVgWykgBRG42QIcACYBnzOv7gDF9HAiTgZAEzHSTSQBCQAzxMLRLGNWOJwEQd4SKEUJyPRw9DigQfw8DwAL1NHFltwktdgkFo0iiQSgDvJ4VXsTAbqgGWAA3ABkMhK7KThgUNM0nggzcpnL1BJoRW/B5AObmAXOl4NUGuHWBOn0qSsidLhygHYoMYGdXHgiYKKKIg11p8HlKLDtgDbjN5K/Y4pwHrSINUJGeDtE3sCg7VMxOiPOx52m9Npps4uu857J/3ZTR55RgdlDDMxS/wqX2S+x7AZmAwUAxuBbcSiyKCOHiaumwNANFAA1JFlfhVRDvyE1g8xYK3bn4edAlKAKq1TF+b3Xj/tVZnv5X5he4E+6NrtMGEHzLGPiWulrTByZALluM2ZaLRN2Sk1krlNqK6b73eC+a7x6SmadSYPiIYkXZJml5G1BEg1eewAYoxkpUZn+MkKunWt81bD1vji9QQON6f7al0WAQw0UeLRF1EMWslJRnTrHhSlbdAGkAU4tG267JAQDRxn4iWZYw8jRqJfB+0AksFmNeJAnS/RoKLAlmzUFg9Uaxu3u3RL7ferHTarnCqdQZpp+1QnJVh2W0IWMBHYhovjgZGmOilGsxUmLNnkvQE7UE5NFEQnmEAb2NIgy6mL9f4PJgviCoEBwHZ0x5KsW64AU48yI2KW0atTF2hfATE16DaJMe0Buu9wA4OAY9EXWyXaBIZri9isv3r16YkCe7XJx9L/WPTFZo14TgFbHvpC7gu2FeCoMe2BkT0RbAlALxPPbfJ0azkXE8sxuPicJLLwmoAmzS8NlixuTgTW4aEAbQ5kQ4XdKCcLHIX4yDL1zwPHdh2lAq1f3aVWaSGPhqglpryRELPE6Lof2r4pMEobjrb/BKOIvejrvJ8RsNLkGY0TKET3Oyk4tQ4Hg60AEmq0OdrNJx1zDVj6STDHZHzXF8Aec0wAorQdYuks2ojWC59dlOm60tOc7w3EGVtKMHn3ABSwBWyFRg5L/9Y1VWeq7tDpQZdPnPlMNhWIAYaaCg3WMtidJp2xB0b6mocsfPYIOKy4oBvIhNsqTNoKsNVgdZbY/JdsSDby2k0eiaaO6SYsA1hv4kb75V8GNku2AWBbr+vr1UNPM8zckmsUsMGktbp/pc9702BkSzN6SNXl/WTkLCAFB++xBxhhXWOpsBI7KA9VSZBQZcKHoNsUfO0fg745+7PPpyNvf+tGd0zWNeTE/9YRqDun+W7dNKy8HH7xKtD6jLYCloA9AezJwPcm89VGgHjTZ642CSzl7wDK9W0x3Zi26cOhCmzfmng1QLVJ1wttcLt1v276KOtZogr9fFPhVw0AG8UAKFair9Mf0PfdXUbGIvQNpZ9fmRh5rXtlOlBEf+Aa4HveY7R57hsCnI6Ld/mOJHSXq8v/1OS5BNhCKdrsTyOPQ4GBfMPNeLiZpyBqD+lG3QwF2xoYh7nMJsBOYCmge4wY7/NkMdFUEg9EUwpMQffj2NexBRhj8txGLOfgYox5qnTiYj85HG808RP6lrkB3SSZRp+wjzqj+QFADv8mHczzNth4g7HAN8CRwN3kUYfuTvoAFcxnkJHaxj/Nc3gJYwBFEtqYa/F1bpX6+Z5XjSbTgR3cymoeZyDWM9h44At0l1aN9VSin7Ws26u2jHIygeOBHwGo8j6J6/v+duoAO6XU8SVwqtHCZkbjZA07TL5Vxh62ozvxXdgoNzYVbXLL4TBzQa5hpZFsP9q+ck0eRegbsNVphCIa77OI/WeTrjjMtEJnwo6nWesLhZMvQEpKSoPpYi0lPj4el8vVILy6utp7XtDINDRBEARBEARBEARBELo91q5p9bHCsrKy2lukTos4iwRBEARBEARBEARBiAgbdW32AZgwYQLZ2dnMnTu31WQeN24cmzZtarB49tKlS73nBY04iwRBOHgprIEDNaHjCYIgCIIgCIIQgLUbWlt8AHJycsjNzWXWrFmtJvMFF1xAXV0dzz//vDfM5XLx0ksvMWnSJAYMGNBqZXV1ZM0iQRAOXi7Ih1Hl8OIhoeMKgiAIgiAIgtBpefrpp3E6nd4dzebPn09+fj4A119/PampqUyaNIkZM2bwpz/9ib1793LIIYfw8ssvs337dl588cWOFL/TIc4iQRAOXjwK7LbQ8QRBEIQWU3K/Yt0BvUa4IAiC0PXxHwXU2vk2h8cee4wdO3Z4f7/33nu89957AFxyySXebe9feeUV7r77bl599VWKi4s5/PDD+eijjzjhhBNaLnw3QpxFgiAcvJR4oLL1d3AQhNbk/e1wvh3MxiCC0GUpuUdxdR+9w5QgCILQ9XFQTVQbrGyj0DuTTZgwAYfDwaxZs8KairZ9+/aw8o+Li2POnDnMmTOnJWJ2e8RZJAjCwctPbvhpD7ze0YIIQuNsKOloCQSh9ZDBnIIgCEK45OTkkJKS0tFiHLSIs0gQBCEYLxfAyLSOlkIQcMvgN6EL8/BDUPAL329xFgmCIHQfHLhw4Gj1fD24Wj1PIXLEWdSOzJ07l7lz5+J2uztaFEEQQnHvVpjZDw7taEGEgwr7/AbTzeqU+fLgHv5QCo+0u1CC0HzmPAqTk3y/xVkkCILQfYiihCha/91WUdXqeQqR0/oTDIVGmTVrFrm5uSxYsKCjRREEIRQ2QIWMJQhtjs16ub57N3PKO1QUQWgWNj8HkUOcRYIgCEKYTJgwgezsbObOndvRohyUyMgiQRCEYBxkLzTufeDpgdwVOiEecVoKXZiKCvjpA8BMRZORRYIgCN0HPbKo9aeMWQtcy5pFHYu8FnQg17OF04H9eDgJGICHKlxMAOBN7iaPCvLoj54Jcyer2c1qyoALgK04GQv0Io8F5DEFOAxYi5M4YLgpJw14klwmADVANJACHAASgFIgHqgkHqiiBzUA9APslAKQaOICTAceA+4khwfJ5gBQTDRQBbi9pdgoJxY4G1iIxyvPF0CFnx4KSKGYKkg1HU0voDdm8OEOwM1qYtmNi6GDgCQoBpzYUdEeaoEqG8RHQz5QDgwCKuxQBiTGgr1Wp4mOhRobbAGy7BCDDq9Ghx0w+YKnwdFDCgx1wmCg0gg/CNgFDARigRiocsB+c7oMSPbLG6PvYvPdRjkK/9Vrq4Bao0M3JUARsBPYRiyBaA1VoIcI+vIsRpHIVlNWFaCidB542wpgL0WWkJkAm03Z/iSYyhaYnPah27gKbUlOI2uOkVSHOyhEL7Oiu5jqBrlWUUaFqX8MAD2ooYxKk5919NdTElDDLm9oDQy0mmIfUOInj9OUXQZEsa0SSMgx58oBt1dfmhJgNZDq1Ss2BapKt/fRJppdq6QcIB3ogbbXTKOWIhOegG6QdJ1MRYEtCYgF5dC2uQfokY6+aHUlA0kDTjD5xoJ3Oni8KTcK6AfueIhzAUlGFsAdA1GxWgSr3d1W2kGgrSYGZZlCBiwYAEe+BMn/t5EBwEhgiDn2Mc6KRBsMMNoaYJL2o5QC06NU2CEh3e9kEthWoq+PPOAQ9AURA4zWUepiICpTW1gxwPF++jgGiDMn+gH90U09xFTIGhsbD4wDegJjgD4mPE7L4LMZ07r9oDbaWGeMjkYfI1Ot+Vh3xxEmnwRT/l4jm9Ue6X7nrR3LLLmidb+aigsHhQwwUb0cCWThu0DigO26KQ9B9yMVRkcBHI6vQ+5pdNMHrWfrWh9ilbVXC3K4rit98NoJCab8dPBd/1Y/Dlpz5SZ8jfm+GqsPyAfy/AcopwNHAUPBthFs+4DeYKsEWwW+G0kU2rDSjTwZwFb0SD63qUcPff4Q0Neg2yjFibavKnS7W53sALS99NX6KMbkbenKbn5vQneMbnR7DwSGGd0bm/R2tb1MmsGmXLuRa6T5fhy6IEsWC3/7jDHxLZuy1p9ymPr0wWcUVqdUbs5baWrx9Q/KhB1rwpL80kfj25P+CK0Hks3veBMvDZhm9GbZ8RDgRHw2nWXiWflXmTJPNPlU+dUjyXzSgVRjD+l6HuUDOL2vD3nfQslF+nthBey2o+/ndvQ1VgzsNvoF3SZudBuUmjDrXaEU3c42dFv19EsXg25TN/rmsN6UcSTwo4mThrYJYysMRLdvnjnXC/MAVQMsMokGASt0Jak1ik0iH0xi0Hf5ZPQ1VwO9tV6c6H7floRR3lJ87DMVX2iE3wdZUBsHbocv51pT7S1Y3UUNDgq9udTxJTbyUThNntb0DetpawG6odzmk4S5kxkl7MOONp/j+JZEowLrUj3fSJKEvs05WEod2fyCXCoAF7p5jjLHqXgYg35unU2xvstngYrVzZYK+trMhnX49yNucz/ReMz3AsCuoMQGsI5t6K4edB+bhctrlonoS2uskaXaaBb0JRCHZb57AG0+6cCVJo7uHp3cQR49TH+eiH4M8KBNLh64BN017AHuJo+l5DEGGAVGiiKT43a0LW0g2+hkOav5kjTOx8kkUwvd37o53LRaKtqidgPWcwvoS1f31276oB8/dH0qvDOY9fPmDnajn7fK2YyiD7ALG+VGq7vRnUaR0VAJEM3h5JICfM8Cb7iN7WQa3a3hR3zPgjGmtBps7DHPc35zTr3EBwmzsG5mB/A9XAtdizp8N4XWzlfoaGQamiAInZMTV8E7+1qej0fxh2DPLqGwAUrhOUi2K1duZNpdJ6WmM9rgxkpu6xM6miBY1Jjn/k3ODhVDEARBEIQwEWeRIAidkxXlsKsVFsxriQNEQdQpLRehq2CTsaadkh/3dLQEQThQS/n+0NEEwUKJM1oQhFYkJyeH3/3ud4wePZrExEQGDhzIhRdeyKZNmxrE3bBhA9OmTSMpKYn09HQuvfRS9u1rhX9ICugxd231EToacRYJzcZTC/yxM77FCJ2GPj90tATNdxbZbAfdSBtxFnVO6jqjHb4hniIhMgqd+ihLFgmC0Bo88sgjvPvuu5xyyik89dRTXHPNNXz77bcceeSRrFu3zhsvPz+fE044gS1btjB79mxuu+02Pv74Y6ZOnSo7VLcKdW34kQWuOxp5NRCaTU0V8OgBeLijJRE6LftrQsdpa5r77+yDcDc0cRZ1LOucwcOHpsJ3Be0qSmiqZC0BITK+3qCPDvk3pSAIrcAtt9zCG2+8QUyMb2G/iy66iMMOO4yHH36Y1157DYDZs2dTUVHBihUrGDhwIAATJ05k6tSpzJs3j2uuuaZD5BfCQxa47ljkli00G5v8e1BoS1rLUdPcfDZVwROFoeN1I3Z90NESHNw0tutZfGd04r1f5Pu+ydVmU4xK9sEa+cdvt8Cy7yh5dhAEoRU45phjAhxFAMOHD2f06NFs2LDBG/buu+9y5plneh1FAKeeeiojRozgrbfeajd5uy+1bfgROhpxFgnNpzUe+GQRA6EpWsM8xMTCxrUrdByh7Yh3+L7vWQFf3a6/d0oTLvEbWTRyKyUHGo/aXP7+X/job3Da7tbPW2gf6vzMxHIWycgiQRCaoqysjNLSUu/H5Qp/W3alFHv27KFXL72vXUFBAXv37uWoo45qEHfixImsXLmy1eQ+WFF4UNS1wUfWLOoMyC1baDZ7Wti/uvYDjuVBzxWXgKs06CnhYKET//d5/YewsSh0vK6Gkvtyu/FgkLuv3c/md+fA0r/q742NOGozvtoLX++NKElbjDS98R/w9oOwV+yyy/Ltm77vB8vOkoIgtIzs7GxSU1O9n4ceeijstK+//joFBQVcdNFFAOzapf8LlpmZ2SBuZmYmRUVFETmjBOFgozMObhe6CGUtnKFTtUMf1T4PlVfVwAjfuckXwT4HsFGBI2hyobPT7m+4jRCOGEM/hZ9PDzvLd34DQ4fCncc0X6zOiDMH4jpaCAHQGwjYTd8X6aW04FQoO6QFhT+1WXt/Tu4TMmrZc1o4GSQqBMNd5fv+4Ef6mBTdMbIIgtA1yM3NpV+/ft7fsbGxYaXbuHEjs2bNYvLkyVx++eUAVFVVNZpHXFycN064ZQjBqKVtXtZkGlpnQEYWCc3GXd6CtGWwepb5ke+h7uPAfzlu2g7FW4H/t6r5hQgdS0vXv1W031TH7ZURZempA0cnHvnUXGqcHVe2UrBvQ+h4XQ3PbyvxRHgtzM4CVQd28++cSP0we7+GipasLf/RbthYFlbUipe1dDJqRAiG/4iz8mp9lDWLBEFoiuTkZFJSUryfcBw5u3fvZvr06aSmpvLOO+/gcGjnRXx8PEDQ0UPV1dUBcQRBaIg4i4RmU7i0+Wn/ngrOZeZHU6M/d8nQ0C5LrXnFLWvmfwaqWuntsw1GPHRXZ1FHsmstPDO6o6VofdSzbjxhdmOWSVUW6ZFFtmaOLILAKW3NYnOQ/waU1oD93aDRZWSRAOD+UbE21y8giB222DYFQRD8KCkp4fTTT8fpdPLZZ5+RlZXlPWdNP7Omo/mza9cu0tPTZVRRC1HUttkHYMKECWRnZzN37twOrunBiUxDE5pNXSvtUKM+1v8CV0p2WOtWWKMpdrkhuZl5tMrIolbIo36W4ixqdeaM62gJ2o6SdVB3tBM8sH8DlIZY76rOrR2S1jS05jhi9kQ2WC48dpg5RTU+R657iT5GxwSJLxx07D5KMSUNMDa+e2vDOLLAtSAIrUV1dTVnnXUWmzZt4ssvvyQ7OzvgfL9+/ejduzfLlzdcI3XZsmWMGzeunSTtvmjHTutPQ7OcRTk5OaSkpLR6/kJ4iLOoA5kMnOKG8hhIK4YZPXR4cjXcGbea6UANMAjIqIb4OIg2YRM8sNsOA6thfBwcBRwJJLlhbAzEAGluUHZwuGFMAiRU+34D1MaBvRYq4yDeDbduc/LooSWk4SEJSABG4yQTOMT83gKklUJKCsT7/bd8CC7Ws5kEqqhED+fsRynxwPhy6JkE1oaVFfX0oB7UGRUN0/EY5Hfyf/sAvRVOKUYQG1gb73hi9cCk7UBqDBQD5UClCasE+sZBdC3sBGJtUIhOX4nWZzXgxJdnWiOr79sphcHAUMDM0FDxYBsIDEBP17VpHWHytfDfKKjc1CjN5FnHfmyUo0jCRjl2SvGQossD9gLpQA9qTPo9Pt2RRBF6nZk6wEEhCVRRbspxYseFh9r4QL0nUEUZu9gLkGz9trYc8p+/YlmcdawCKrzyJrOVSuJN2ZupQ/83ZzJOtteWkA8Q7eQA0NOoaIAOBay3iD1UEk8aHvKw/vNjeSKrgf0ksYdKoxcndpLYA+yBIVAAwG5s7PHqUOumBw52oJS1n8IBtBZ0HRpu3rQL2Ge+1xsNleH3fSjU1YK9rwkfZCqnjNIHmCKcQCaQBO54iOsPnhioi4HNJsqY/uiXqhr0BWZRg250S5wotOPM30E1DOgDZQ6IjQJbf8DcSyvskNBHi2O1+zaAUcDPMJC1FJCCJ1a3PYN92Z6Oi+HAccAP5mg3zooxNm1r/YFepg5H4KGYKm5mMduB3plGjli02fQwdTtE64Ioo7dEYDBUx0KSvzMxG+1c9Nd5mskjDuir01FizsVpPVBi0uwh8M6W6lULSUYk+oHbAXEDQUXBGNDt+DPa5MpNZCt/h/kdh26XKPS4XP82idNlUW2+VxslAV8drY8jlsJvJterqx3vlEtbie/UoDrIcei+QqURyFF+dYwF4k2ZvUwFv4ZVVfD+CcAXm+h37E44FV1RS/8e9I3CDoyEZBYwFhff4/+gnWeO5roZu9iU+TH1ueti6HshjM5C230WurPNMrooMrqz9DnSHNPQbTcKfdn3MZ8R9Qo4xqSvRduCx6S3uqd4YDTa3vrAfXa4OQdSrTIx9U3B172kmfxigH7odq828oO2w0wTf7vR9VBzLtWoJ52GU2Yz8NnnYFOGB991bMWPR18HVveabtIov6PdpLebPDzom6kVZjO/rTystHZTb6vulg2nmrhWF2elr2/LKX75K796WHGUn3zDTB7GdIqdkEwVxwN/CrIurT1a2/VQS5eD0fZhx6f7eJOfm8CbKeiOJx6fPSTiu20NQLenRZqRORvrJqkZgW7Loeb7fpMWk34YJnPrjr6Xgawlj/Ho60FfgLp/LUUr1WkEM797gXLoZ426OOvZq8IvT8B7/3cDMTjYjIqDiiidzvIrHzBqsO5b1n3OelZwsIZ+lJKGh/Wk6X4d/dxQTDRlRPspyo02hBLzuxYoxYPuBk8ErNfqWrQpDDdqx0h/Jk6+ZgVj0OaSb3JKMrn3BYagn89mk6cvuZOhNh6iRwOHo6/peF2nAlK8JXi8PbZ+xoEaygGPDTZgB3LZRiy7cdHXxE/ASbrRUY1pvgzTEjuNTPuNPquxnio3sxvd7L2AcUYjPY1+J6PvfTtNqw4xMsUSaGIHgKPRXV1//Fdu2W7qVG40WU4KMMGUeRRODgV6e+PrNo1WkGez0xMPpehu1Oq0KrEG4zuBGuJMudbTW6Wp32pigRL2m/AB5JNHEQ4KGY3TPF26zXNTBhCNjXwUSaSYPHWu2ib7UUqcqbt+6rJKTMSBHko4GidryDDaCgdr8TLrZqafzSKhrq6Oiy66iB9++IH//ve/TJ48OWi8888/n5dffpmdO3cyYIC+0L/66is2bdrEzTffHFGZgnCwIc4iwcujoyCSXQrd9R/gWogMTe9eKOtlJKaDG7b+qIw8F3xYBL9rfpY1lRDVjf87vvw/MHI42gMttBq/qfccu6EIRvUKHvfTfzR/zSLQI99yvwfcioIf0c6iNmTpZ7DlWO2v6SyUlutXYqFzISOLBEFoDW699VY+/PBDzjrrLIqKinjttdcCzl9yySUA3HHHHbz99tucdNJJ3HjjjZSXlzNnzhwOO+wwrrzyyo4QvVuht7lv/cWoVYsXPxVaA3EWCc1GnEVCk1h9fHQncxYtKocbdlN3bcuy7c4vPO/9EdIuhtgjweWCqDbevehgXe+muIm1jA4UQJJZdqE5i0fXn9K7dh8c1sZreHa2acSdTR5BI/d6QRBag1WrVgEwf/585s+f3+C85SwaMGAACxcu5JZbbuGPf/wjMTExTJ8+nccff1zWK2oFPNTiaYNlkD2yG1qnQJxFXZy/3Ae/u58O2V7eJc4ioQm8I4s62y5JRp6ln7Ysm+7kLKrvrFEevNNNMuKhvI3v16XhbbzV7ajf5dX3mZXr+QfNWuDay8d6asdnP8NhnWnYTzsgzqLOibSLIAitwYIFC8KOO3r0aD7//PO2E0YQuind6HXn4GT2w1DbQY7X1h5ZJA+Q3QxrZNGiFqy028IhJ0opKPLUDwSIeDvz+nSnBa4bqFnBYw/Cz/8LjFOaR5vQniOLfv4Otu8LDPN08n9etUg9G2tankeYSB9+cLOnNLx43anvFARBONjR09Da5iN0POIsakfmzp1LdnY2U6ZMadV8hzZ3p6lg/N+OsKOuW9KK5QLRHTA6SmhDrD6+pgWvqQ/sbRCUZ/fg2R5mnkvr8AytN2zlGZ1nTQt38/vfhpal70w0GFlkfn97rz5u3QJ5O+CFwY3nUV0CbzzRJuK1GmV74B8nwq2v+sLyC+ChTryTV1UJ1DVnGpr1ZZGe67aniXVDPR5Qrpa7k8RZdHBTFObatDKKWBAEofvQ1s6iCRMmkJ2dzdy5czu4pgcn4ixqR2bNmkVubm5EwybDIdyRRR4PXHJp8HN11ov9Z2H+a1AQQqAsm2rJO2hRcON23Rem0VfVK7xOwXo9JK6yhab+9o8tS9/RqH0+D8S3q/3ClZmGBuxeoY/nnRl63ZxHe8BTtzVTlnYaWTTb7LSUW+ALq2rlEZItIZgebu4BCza2INNt+kJc1dDv6uXVZVA5zmwn9cC+xiOGoLP5ADqbPN2dV38IL153msIrCIIgtC05OTnk5uYya9asjhbloERu2QcRLhe8/Tas3wAbNwWeq7G2nS3pbAvMCF2W1nhTuyMjaLD6OUzvQn2f0jtOKNUvz63toPB4utZCzZ4Mn7fslBt94fu/9zmL6szoq61bYHlOOwrXxvi3k/V96g3tL0e4I3GqakLHaZSf9UVQ1YR/1VkJnjzF3teAP2tnke3aTjzcKkxkpFP78rDfOnB1Gxt/lhBnkSAIQvfBQ12bfYSOR27ZBwn79sIt5r/+YyfBmKMCz9eE8TJSWwtTe8F3i8FVEDp+pDS13oFnRxd6CxcAsLXG8vkxjbzthXv/qB/P7bMjTx1MnNgsqYJy+Sy455+tl19HoWqhdE/D8J+3BI+/8uq2lactCObU+2p5+8sRLq3hhFxS2Pi5TXuBKth0mV+Z/4x8nmbRQbpQudCQyuzGHyqG9WpHQQRBEIQ2RVHbZh+h4xFn0UHCz1vgxZcCw9zmXeD6/we5uU2n35UPL/4DSotgyhmQMzhyGZSCA0FeQi32N/GiUTHEzTdvwKdfRV6u0EFYL7j/bcEb5Jqq4FmH6yyqf5/xW1nV7oC4FmwlPn5g4O9teZDfxFSfrsLOd4KHuxvxHeS9BMrd+Z255et93/3XAKoKbmJtxlkX+b43WCuqkTQVrsjLiaRFVu4MEhjiGS0qiDP4xY8jKLQdkJFFnZOjB3e0BIIgCIIghIM4i7oIX3wJtX7/qPv0I7j01PDS1tXB7l0Nw4cP08dX/wUnnNh0Hu++Cnfc5J9peGX7887zcFIm1BQFPx/q5WbOJXDF9ZGXK3QMVdYOpW+1YHGg+msOWdig5t06akPYoaqol36P7w1YKUhOar5oCV14lk7Nlsavtq3PBA+va8J54L67ZUOF23r6nscNiw7z/a71cxatXNu2ZVvMekof57zgC6trpN4DhwQP79NIeDAi8ZPENGNzgcEjGoY1ZyHutqQrTQs9mJDNLARBELoPihoU7jb4tGQOvtBaiLOoC6AUTD8bdvqtM1RYCEu+CS99XCqUBXlf37MHYhKCp8lf7nNOKQWP3BmZzMG4/zp9XNrIEPTqEH1CfBJMPEJ/f+3BlssjtC01ua3/pqaqzbb3PyiqZ9SyMdR0yPo+jBcPeL+6KlsmS1S93tNmo332J28Fdo2IXNBvFzR+rvbblnkJ2vql3lbv5bTGz/HV1mUPmaqP51wPNz0FsXF+cjSitgefCh7e95DWlc0iLjqMSN8H3kSGHtowyqJ1rSNPa2GXJ5xOSY8WjOgUBEEQOhduKnC1wcdNmFtsCm1Ka6wqIjSTyVUQvQt6/Ahkwj4Ft9wIH/0LbhgDvTcBPaHWTBG4/mgoMzvb3zMv8CXnyK3QwwnEQr9kIB9IBZL1+YJV4cu12ANJE+Gqr+HjKbDgG/hfE/HPAa5RsN3m5ACwExcFwDBgcjEcWAfnjYP/hii3ujdwCNA3MPwTVnMGeo0Z7OCJhRfvhqvv9OCKgzSgEqg21uxAz6AoBWqACjvER0MVUGjiekycWiDOFOkBJgFOb8keyoBk9BvdWThhMKh4sJlRJXVxEDUAVAxgA+XQ5VrvdNZ7odvk3ZM8qv2qeD5OXDiJBayZJr2AMpwko+uGkfM6PPQABpKHG33xbjb1iTP1fgAn5QDk4QCOxoMdcEX7ZpVciIu+wDpycQDEwum4SGY1/hPGXMDRQDTwnY4GwEhTv71Gx+CiBzkUAwVGe+cCF87z5dUTSAHSgb/hYRuw39R4LJCHi2JgArmkAY+W6PrwUSkb1uaSfhjE4mLZYien+cnoNo7Hj8jh5Dpw+zkFXOTxSRVcaX5/wGLO8ZtuuexLyPnE93sni/kYGIi2hTP9ymEEvt6yvz5MOspEzgQVDTY7kAwqVivNNhzdmGlQ5YC4oeCOh1q7tkUXwGCgHG0g6Sb/KHSjJgObTMQ+5lyqX5xeWrF7gB6xEDUUMKNntgO9oiEJX7vHg244P2dFdSysxEU4PohlS/XxvlKoiwFHNdg8cB9w9TGKF8x5LDmigAL0EJc480k1nwJT9/5QYoMYf2dFJlrwoUAPrUv2onVdDZQAhxq9VeO7gMu1PkgDLCd4tD4/ZyEc41eEW0EZkDIE4v2noQ3F1zFEmU+5OReHTrTR1CEOfVFYZcWbMCttrZZlTC1s/Qb4Ak4ZCR6/qbSVyegLqlLLqgrhpl9Cn1X1ta+Zmg5rMPqxbL0fkAEUGb1atpIZJIOeJjwD2I+2oR7QfwOwoWH0VQU5DM3S31NOCDz36Enwv/eDlGHVx6br7/2XVF/zfZiuK7vQeuyJ7kj2o209Cd3Wg3Wys46GTT8ZuaPQDuAMdNunom2jj/meh75WzTVKD1Neivldir446tD664e2p4Gm3P4mThb6mrT0FWPkizJxLNtIAO8/PqP9jtaFV4vWcbE55z+SMdrIV43PXixq8doE8VgdrS7LBdQfYTbEyOg2aaxPEtp+/eXF6K/MT+Z0c876nYTWq0WNqXeCn6w15pNg0g+iAcccaBgGoLJMk1ij/fqb+qagO0fQ/d+P+Bz+Cm1T/s5dyx6G4bMf/xGfDiAbbXeDwXvjtOo4CG0vvU06ZT7D9DkHuYw297RtxHI0HopZwxBcrCeNOrJIBAaygp305zDyWEMiA1lBASl4YnRfWQS4Y/TUzWS2AlsZggsndkbhoQJIJI9d6MvHE6tN5oBRC2gzqUKbZDVwGHkAOCklDQ8TwDyvwEgjc7IJc+GimtVswE4aHjKBDabsOOBrtjLW3I9j0N3rZlOuG5/Zlvo1x9FAL1z0QpuNfzdZbdIkoy+tRGAnQLp+FiEFoo8CBgB9dJ1G42Qt2wEYQL63CYuJppJ4qk1dBuIhj7UMwUUZultJQq9vkGDk32vK7wFYKx9Ym16W4+vKdWeu9RoNHA58bM4fRh5jAY/N+xiN//857QpG2XT7VKCfY1LQJqW7l83UeS+oCszTKCmmrF5os0/Deh7cb+LWYFcw0OYhFt39aJ3vBBK99YBd2CgPMPdktlKNtpse1FBu9DkEF5lAHjuZjNNrQ9vYaNo9j1JTVgW6+xsAHMdqStHdSzX6dpcMOFjKaJw4jT1Z51MBJysoxv+G3jSVxOMhBTulJFBFMi6aWF5PEIQOQP7v1on4aSt8EmSRVWtof88evrDv6u1M9H+/bjrvL7+LXJ6/PquPoaa7Nfaf+d1bwdETfnkDvP6H0OU19g/+9Yv00VUFH38uUwu6CpUtWKpor9/u3Wv8pgnVX4Okd1rT+TS1cLu/owiCj75rCusl2p+uZpv794eOU58tP+vjshVwhdnF9IUnW0+mtuCYen2Y/8iil19pX1n8bTjYVEabDY4OMmoHIttFqr4pDundeNx+PYOH5yxuPE17TDk76xdwx//BJSObl76rXY+CIAiC0NWoopQqStrg04JlLIRWQ5xFnYC3FsFnSxp/sF1p/uNb2sTL9+ZtTZeRsyp8eUrNtfnqW+HFry5pJB/zwl9eCQUbQ+fjaeTl4/bjA3/XdeGdFJWCy9r5qrvvnPYtrzXI9FsP5R/P+b4HW7D2oVG+7y89B98v9P2u9XMKVIcYzVrud32F85LpLG8Y1tVeTtethj9eFVmaQ4+Etetg8lR45T+tI0d1MxZwbgn+a13520h74G/DA1KDx0lOgC1BdBvVgrVeBjfiEAKIbeQfwb82i3EHWwTc3Y56a+519a83WlcOQRAEQRACcVFJNRWt/nF5x1YKHYk4izoYtxtmPgFvfA7V1Q3PKQVFxnnj9HPK1H9p3raj9WTKSg8dx5/qRhy/G77Vx7WbYf2C0Pl4wnwh6MrOoj2ttFtQjQt+XhVe3CUftk6ZHcXC7+Dum6GiAv7214bn9/7k+/7Ew/Dem77fq9f4vhcHWeS9MRpzXPrz+2fDz68z8d4y3/eycnhnXtPxxw5rGDbjooZhLWHea62bXyj8RxY1tXB3e+PfBcb7jTrKMH1yJCOL6lPbhE0nxjV+DuCsqQ3D7O2001hLirlrdquJITSD514OHt7VnOqCIAhCxzFhwgSys7OZO3duR4tyUCJrFnUwP5kpHTYbRNf7727c4XDLb+HY4Q3TpSZDcSMjeioqwVYNCY381zoSnMWh41Q5gQHmP/R+FrXk3cjKCvcBsis7i1z7QscJxQ//BUcC/OUX8GQjL4D5P0DJFlBntLy8zsDzT8GkSfBhPceX5TR1V8Mf/gQ7d8C/noMnnoGMei/WT1wSohA/+1PNmGITzjbd+fnQKwsimNLf6jz0ge97TBhyTMqG1VsDw34OMZIxUtp7dE+S3wK77T2qyZ9gfZ5lRjV1DeNFumBzWpJvBFxNE/3mmCDrzfiz7IeGYS0Z5SR0T+beBLP+6vt93W0dJYkgCILQXtTiRtH6DwV1ZsWunJwcUlJSQsQW2goZWdTB3G7+86kUbNra8PwT/4D3vmwYfvcNjeeZPBqSgvwnuDns2x06ztvXQIoDjqy3/saBnZGVFa6zqL1fLFuTqu0tz+P+c6GyEUehxec3wAeXQ6Vpg3dbabpQR3L1rxqGWSNEzkuAv/vtIDUoyOi4zcsahvlj2d+mHNic03Tc5jJiCHzxadvkHYyFjzS8rvx/9u5DSH5zVvjlHXde+HH9+XZR89JFysNm7bT+YdS7rbl5RtPn/Uc/WSPdIhlZ1K9H4FTJ2iacRU31vRlJwcOzB4Yvi3BwEB3mvx9lZJEgCEL3oaYN/4SOR5xFHcyCpb7vf2pkO/jXg0xdinJAbJDFUcNl9ODw4p08OvB32fqGcWr91rPwn9LhDMPR5E/9qT8zTg4er76z6NwBkZXTElasDR2nKX66v3npPB794m/x6IVNxx98EvQY6hvt8vjDgefnR7hOTWelsZeOEmfkeU0apPV80yS4/bjWlaej+OxPDWWqdvu+x4aYfgQwsB0cK00tRN6axJv6+vc1O1pxCm8wGhtxFizcv61i/F68rSm6kTiL4qLhrGN9v5saWWSVe9sVDc/VX69o4yuw/oVAWccNDV+u5tDJLiuhETpb/ycIgiAIQssQZ1EH43aHjhMMjyf0Wg5NjcD5m9/IpKo1jcfzZ8tiSDRb7779ki98l58D5ZswF8UORv01i3o0MuKw/n/I9xU0v8xImXB2+5XlT12tfvEPF5sNin+GNXfo3x6PzuMhM/JjzbxWF7FJFr7YvuWFolcji/2qFkxxtNnCfKltp7VeLPbVc4bkRnC93HEL9GyF6ayhcLTTlCarHP+dvHZH6NSOlKZeoIOdspxIAzJ8YXXNGFnkX+6D/w9mndJ03KfugUdvgdOmwLDBweP961YYMQBGDQxcFLupUUstwWYLb3qn0DkI11kkTiVBEITuQx211FLT6p86uvBUkm6EOIs6CUV+i0SHs7iuIvT6FZXVwcOPHxP4O5wRStddDgP8tgpvrOwHL2n4IBgXGzp/aJiusZeEUGsW5S8Jr7xI6dAH3EbKLt4JnwQbkWZ0t/szffR4oNYNSz9oC+EasuyjwN8v/rptymlOkzz/FPz60uDnFr8UPLw1iXTdmZbymyALVHtpQoFv/hnuvzOyspp7jTTmvGttSs20rPbY9r0pfl4RWXzrnhCJ7VhNsehjGNwXEpvohxW+/vbW6+COm4PHu+I033f//lkcOgJE4CxqWzEEQRCEdqS2Df+EjkecRZ2ET/wWEP3Sz9mR3Mh6ER5P6Af0b8y6K33SAsPfusv3n+DlZueoK8+EH5pYZH7ubN8C3BNGQVbfxuNe7gCX31oZKYlNy3neSfpYf2RRZZDtmqHpKSsLHoZ/HdN0ec0mzCfc+2ZAXStPq7FeFq+td8V+/zR8eHfD+N4RMkbmogMNnZDzE1pVxADua8EILHeQLelbk1EjIMbPQTrabwrN69c2P1+bLbyXpfZ2FjXFTz81fu7Ck0Kn//cLvu/hLJbdGH3baQ2hOx7VR/9r4dBD26dsfwYPDN9ewOfcimRRaSvvyRP0zmVN7TaplO9+MvVEuDLI+mBNsXZ7ZPHbmn1hbMwgtD4KuPryjpZCEARBEITWohO9tggWq/1e4NIamQKiVMPZLItXB/7ebKaf1H85TU2EXibfI7P18cU79K5H4bD0RRg3puk4f/GbQma9tGTWeyE8cqw+XvXLwHgWBxpZxNnVxO5Fn9/RtFzh8sONsLPeQsT7csNL+9274GllZ3hj+X09x/e92gnr39ffc54OjLd3jx5ZBFBn9OephoqipsutLoElz4OnnvPrp+/BXen7vW5+8PRzrwv8ve47OMcO8y707Tj2fD0Hzcq/Ny2TP80ZybJ8ZeDvRe08Re7A/vYtrylymjEK72u/UWMXnQsXmgWwn7mVZg8ZaMqR0ZpMGtewvLZeL6k1Rt1Yzq0ejfzzIGgaPwdQKMeUv7PIYsJhgb9/f2v4Zbc2kV7n/2ujBeqFplEKEuLDiycIgiB0D+qobbOP0PGIs6gTkWnWqCjY6wvzf5G50e+l+skXobzeyJvj/l/g72fN+kF2G4warr+fMgHiYuCI4U3LkrcufLlDkWJecM7226Ft4cOQ87V+QYk30yPqj3zp0yN4fus3hC5z/rORy+nP1teh8KvAsBcODz99a0/LeDUMJ9ij6fDa+fDR1T6HkD8/GyfJe371uKuXPlYG2bnOfQDu7QHvXAtV+Tos9wH46k/w4AlwR5J2UAG8+Eu4z/Qmu7/z5eG/o9N/n4A/nqi/r34HFpsFu798Hm6z+14gvjdTn5Y9C1s2Q2xT02ea8dJx/OTA9kmJ4AW8Nfh+YfuUc1O9Na7KDzTUV7C1gn5aBeVLG4ZbnHgcLF0EO8xaZZZDuyVbqYcz9bY12J7fsLy6DnoWsdHQt9aYOVvOrTMnw8wjw8vf4/cPBbs9xMgiGv5T4Z7fBf6+4/fhldvaNKcvlWlxHYNSYPfrBy6+oONkEQRBENqHujb8EzqeMDc6FdoCR72RQLv26GNlPvTepL8r4xCaMQGeehaeNDt/FTS2KOtqmDoUvvgZfs4H9QM4gLoyffqrHKAQiIKSfwBL9XdqAb+dkfp/W++/0Z8QYC22erI3Rap5cD/KASm/gBe+heOHA/8B5/2QZDmLegD9QUXDBRfAgyfCvE8a5nfBxfr4whKoMS9O4xXU+L0g/O238P+uhVGVsCMBYm1wci1sMnWoBax/gN5/AOriYUECzPkCiIEXi2DdE7D6LrBVwefzwBqAovz0UBsNUVG+MGVeuI57G84/A2oTIaoSdqXA2QXwuFXmIlCjwbYRGApUAS5QvcFWDUQDP6EbLwm+C7Fj03l+U7dWN7LuzrYn9LF0c2C4ioKPBoHnXV0Wyfpo93MqXfwSnD8VUv4cmPbRelvUT7gOrn3O9/ux933fX7otMO6CO+HtHmAtuTS7nrPhqFTgE6h6EOy3QWocFD8Chz4Im41DVfUOXleA9XfD9Lmwvd7oqZivoNZ/UfeNjefxxuXwq5eBPoA1bc9/56cBWn+1caBs4LGBJxrstUBPYxd2qATSrOvLrm0vCrSu+wI1QDoQC8QAbnQka3tyy6HlP/0zCcjSplMbDVGxwDCgTif9+/O+qMdWwzm94egPAuv33Xc0YPhCU9c4sG3RxyMGwMqd8K9LwfYGTPBzYqs8fXTsg92bQTnANgxtw5YtR6OV0NNUPBror+vnAvx9RXsSoU8U2AaZOsZoGRgMOM33QeiEu4E0oLfRWbLJ29o4IMZPd4CyRtXZIaMaGA5uf2dRX5PWbdLFArv88ikCitH2EGU+CSZ+uvleaeRw6fSq2MhptWsM8BFQYfLJMGmitL5sW0y8fJ9YlqPHtg9iUtDtjKlrDyN3gt9vwNNT9128o9OpNK1v0oFMo88U/fFUmD7db1HtrO0EkPKmSYuR1UzlHNgT8g74RRyAbieAEqAX2r5dRjZr98pkk0+637HWfJKA3sYuKs3vvia9ZUeWHKnmfJL53R/s/tPQ+vjJnWJ0ZNHD1LmPkQeTT6aRN0tfw7Z0U48Yc866B9Rf78+yE+u8VRenCUvCZ5tWX+sy5yr98rNsMMZ8rP7dOg7EZ6Nu8zvWnPd3ficDZSaPKPT9BFOmlb913cT4fWL9dGbJ07deWDk+u4/VelKJEOU3WvHV4+H1d2iAyjBd2wgTEI++phOMrmKMTNVGL1Z/E43PlkC3Wwm6L7FGM5fia+NoYLOpzxAgD20voAXINOmGmnRW3sZmbsJJL291XfQAhuPCAZyFk9046QschYfd5NEXyCSHo4DdOKmN0/eEdPTR7YBrcOGbme8hxRRtHXsAdTG62hj1xhjVHADGQsDrUzUe4tCXlf8MbodRaxW+bniK6Wl7AJNM2UnAGFM3i3RgpJEpBt9tZ5tf2YeYfCyTsJrK6kJ7oE1uIDBYQYkNyNB6qIqB6ARzMk3XaQwwlTycOsj7OLobFxiduYATgSxysP7f2Qu4EJe3+aPQzee/P8pwk98Yb301v2Qx/fDdlhJrIS5K13kq0LMOau3Qz8rbA3al6wAQ74ECh/6ve6qCUTaIr4MDDm0761gMfnWJRbdjBr5LPtno9BesJtXU0WPT9bRIAi4kF5fJSw/Kz6UXvq7mELRtWfWeigeMTR4CJAJx5DIG806Abvc4k3/9VR9SgOnmezT6tmd1LX/0dvCeADuLB4bjMW0WSOMrV7ioNvnFoa+BCAaXC4LQDsjIok6I3c/p8dBZkBQDv5kSfvo480DYP107e/aVwqYgzqXkEMPFnzT/FfT8I/yyg2H5mzwKfj8NFt/uJ0Oc77/A/v/4joqGhDAW3rb4z+vBwycdH4mkjXN6hAv9/uWhwN/9YmD3Pt/vxhYfr4+7Br5e2jrD9ud92vT5219u/NxvHoHVmxs/b+HvKALIDzHlqvdvQ+cJsO9eKH5Af//pL75w/9ESxQ9DySNQMUd/RmXC0lth7V2BecVFwVbTFk1N68lKC38UB4Q/mqEj1iyypr656u2++GO96TqvXxk8/StmHZLkuIbnLNu022Hreihsxu5i/vZdXNl4vJZiFeO/wHVbT0NrirDXLDJvaLYI0vhPQ7Pbmh69FWwa2tj+8P8m6+/lcxqm8crmgRPCnMLcXsjIoo5BKYiSp0pBEISDChlZ1L2R23onZHWe73tSLJw0CCrMS144LwrzzUt9Zpp+Yaj2exk6a2zo9O9cpY8jMxqPE+6zuM0GK/3q0zMJRjbyLwb/lxn/l5e4RhbO/d5vdNOvL4N7bm8Y58eVUBBiVI7Fnh1g/wV8VW+nosXNWP9iW17DsM3bfN+TzJS8h19puk035cGpv274oje0V/D4zeGaG/Tx8Q/h398Ej+OugW0RbLne2vRsZJF0Sy/HHQKp8dqZER+jPwC9k2B0VmCa/j2gyDgkEoM4PwBeuxI+u6lpmR4Icb4xbKbXdYfpMGwOa5cF/rYcIqGme/3fhODhlg6bslXLyV1aFlo+i8pqOLZ/YL5tOSVtn5HNf0fF2g5asygSh4aln0gWxfZ4fP20zdb0clLB1sCz2eD5meB5qmnHfa0HUttwsXyI3FleuKdt5BCaRilwhPFUKWsWCYIgdB9q8bTRikUdvHWtAIizqFNhPWTlbGt4bm+pOVbo4/SxMDit6fyq3DDlvsCw/o2sA+TPecah1NQIiOggExj3z4Fx/QLD/B8Kx9Q7V5+AF8Y638tL+aPB459wHRznN3Lo6/8FnrdeCHNXNV2uxRev6OPUetOljjsnvPT+VAYZHXF2vTWllII7noVPv2oYVyl4+xv4fw/5fvuz5b6GaZrLex/6vl/8sD4uqOcgu+IMuOye1iuzpbzyf/po6WXOjNBp/nK2HiUXF+2bemQ5i/rVuy5+NaFpe02Oh7gm1lJqipfMelq/SICVa5qO21yc9UZ0eZ1FLXxJayq5/yiWcHG5YU9hoH23x3ukxwNfG8doR44sipRQTh9/6jwtG1kULlccD/16ho7XXJojV6PTtIU2xeMBh4zqEgRBEIRugziLOhHTzUTqYC90J5rtnXPNWi1DekNGiC3pK92weFNgWKgXuQy/3deiQ1jHeL/dzd68AtIT4cffwygzcuhX9UYpHD2UJrFeZg4Uwdtv65eEc8c27bTK8XNq5K4NPLfRLOh83bnw6r+aLhvg/b81DPspjKlX4VJSb8TFK2/q45mXNIw7YhJc9GdYZnZg+59xKB3SG74yC8/Ov65hutbgsyVw8tWBYcHWjupILhkPs46NbBTKn8/yfXcbR6K1uPr0sdArEf77O/h4Vui8gk0HqnaB2x00eqOUV0QWP2zqXedVxnnp8UCP5IbRwyXYiAAryOpb+jSxjlR9LEfA536O3vYYdVBXB9PMggxt7SxqrD7BRgmFqnvE09CaKKt+uc19xx8/BEZkhY7XniS28UgnIThKhbfQvYwsEgRB6D542mgKmsdMQ5swYQLZ2dnMnTu3g2t6cCLOok5EdZCXlteMM8R6ADvlRe0wUkqvvVKfKnfw7xbTQ+zotctvy/XjD4H8Jkaw5Fzscwj5v2isN4sgzznPF3b5saH/Q2w9QFov3Dbg3d80naYpavzqf/3/azyet/wgjofsSc0vf+EifXzpjeDnr/JzSky9BPqfAI6eYO8HW7cHxrVeaH83BU4yKztOPwzqzCLGg0Y2X86qetOhzril+XlZXHGMPh47quG52qdhdohdco4L4Vi0qDbrKO4sbjpefWqMs+imc/Xxksnwjwv1NM3TR4dOb7c3fOFZugze/TB4/Po8Z3a3q2ij9XnqX2vbf9ZHpeCK6XDvmZHnecNJMDqzYbh3zaJmTEOz2OU3EqQtXyRfMU5Qf4d8ZxtZ5N92U8cEngtmd43hqTeyqMlpaDR/ZJFHwY3TQ8drT8LZvl1ofRQyskgQBOFgQ7t12uYDkJOTQ25uLrNmhfHfXKHVEWdRJ+J/QbaE/9BsYe8/ImjMU/oBPT6Is8h/V5rKes6iPskwrd7LR1PY7ZCVGjoewJEDAn97XoJMv7SjQ0xBg4Yjqlq6SOmX7/m+JzcxmuJG8+Leo/HtGprFSefAO+/B1TeEjvvVIijcGzpeTL3/2lo6KiiMWDwv1U2snfPbk3y71Vn8+ADsely38RSzsK3ltLK49TSoeRIWPATzLgs8Z7fDTaf5ft8zHYqfgpP8Fsl96eLQcttskGtGztXXSyjyzA5pmWYrl+NGwAXjwk9vo6G9Tj4a/i/MraJffTj8sprDF/V2ILrab/TawAw4ZihkRDjC6K8zGq7/BA2dFzf8Mfw8/a/xJ6yphZGJFRFWcc4SX1hbj3JodM0iQte1/nptweyuMfwXuLbRdtPQLKdUqGnGLSHSJkoOMepWaBuUCm8aqowsEgRBEISugTiLugj1H8BW7oCKIP8Rr/DbsbKy3u6VbbFDjPXQN6yRBZcnDtHH6DBe5uu/zLRUXv/pa2WNjHaoKIW/vwB790JeEGedP3f+MnIZfhVkillLSAnxH/PbT4eMNPC82jrlPf0rSKznLBo3CDLM/qxf363LstrquWshIVbvROawg8MBM49qmG9ctE777o3w5zP0Arlf3e0735g9+WPDt6tVVlpk9dpt1gAb1MQi7k1hDzKtx25renHXYA69ttq16f160y79HYLWKJLECHYbDAdLH5FMDfSvvtXHheMM2V8M5W24a1pnpbkLXIcakdSSaWht/d7fnGsktpVtWwiPcKehgW+HRkEQBKFrI7uhdW/EWdRFqO8sWrI1cLi39ZK6388pUlPvGmuL/+aFepC3dtEJtuV2ferL19L3aE+9+j/zj4ZxrKlq737QdF6/OgnuvwDO+kULhWoGgyJYDyQmCmLNiDPPd61T/pRDfd8r5zce7+s7YMYxUP5hoKMuJsgIONCjks49KtCGPP+OzNFlOSbGD2o6XvH/goeP6B9+Wf4EXW+GptfX+t3vG4bt2Nm88luD1nJUqXrH5uYbSbo+J8KEy0LHa0kZ7UGkfXJEzqL6I4tCOYuaqZvOOEokqpE+R2hbIhlZNKxP6HiCIAhC50ecRd0bcRZ1Uur/dz7YS+gCvy3hrQe0lxa2nUzNId5Mozh2eOi4rT2y6L8vB/6++aaGcay1Y26ot07PihcDf79kdkhr7Rejubc1fm7Lf8CzGI4Z6ws7bljT+V1xHMy7vnmy/PBQ4O/px+njy1fp4+p/Q1wT/7GfMgrSmpj+8fL1sPGhxs9His0GSYm+702RmtR65Vrl1bfXUC/cwdbySQtzmmdroZRvFEkku5Y1nWngz+Zet/lmamC411ivtMjL6EyOjUc+hC9zA8NCiRfO1DWLgDWLQo0sovnO+fMnhI7T3oSzfbvQ+oTrLBIEQWgtysvLueeee5g2bRrp6enYbDbmzZsXNO6GDRuYNm0aSUlJpKenc+mll7Jv3772FVgQuhjySNXBnHVE8PADzsDfoR7ArFFE/1kaOk5rEurl67op+nhokIVxQ+XVUmdRSVHoOPP/2TDsp1fhiBFQahxv330A0VEtlyk6Gub8LjDsiumwfwMcMtgXtnM5/POvMNSMKPo533duYHrTZQzrA1MiWJfKn0kjoPZTPQrHswbmP6nDY6K00+qwQ5qXL+h6XzoFRrTiulA2ICOM6WptQbAFg/1fzoPhCDI94/AwFtNuK1prlI01YsW6fpub75xP9bEujGlso4fBkc1Y1D2cEY7tyfYgU3GaUl/EI4v88myrkUWx5h8COw40Ha8lROrkS23Bjn9C85E1iwRBaG/279/Pfffdx4YNGxg7dmyj8fLz8znhhBPYsmULs2fP5rbbbuPjjz9m6tSpuCPdylYIQEYWdW9ksHYnY3gv2Lxfb+3sT1SEbr2EaKist6bRnR2wY83RYe5qBUEWuG5dUcLixnNhuJmalJQAdUVgqwLWhZ/Hyb+Arz9vGL7yY8hOgtv9dpyLj4X4HrDpG8AFqjfYquGqXwE/6ThL1xp52uFF125v/VE4ALf+CtjV+vlGsj5Oa9LYtueNTUMbYIfxjT/DtCvfrIDBo1vv+rKuW08LnUWWTmvDaNPm7t51bCMOT4c9PCdVRxPxmkXWNLQQ6VriLLIItptna9AcscRZ1DEoZGSRIAjtS2ZmJrt27aJv374sX76cCROCD3edPXs2FRUVrFixgoEDBwIwceJEpk6dyrx587jmmmvaU+xuhQfVJu9sqs1XRRTCQUYWdTKONI4K/xeX+ZshPQn+Mjl4mnlBdmAKtlPa2AENw1pKqMu4VzKU/j28vFp7GlpzuOW8ps+HI1NMDPxrLuwxC2Z//KY+ZtebilcXxsgngH5mbYfrTgovvj8pSfBGM6eldXZstvB3hmr1smlor42NLLJe0lesbvxccymvgPuuCj++UvDRIr3zovVS994VLZPhrum+vCGy69Y/riWPM8yFqyMp5+jB+tiYvYSzAH9bEOl0qYimodVbs6itFrj2ytaJnAQycqVjCHtkUduLIgjCQUJsbCx9+4Yetv7uu+9y5plneh1FAKeeeiojRozgrbfeaksRBaFLIyOLOgCPecvcdQCq6o18vO1EKPNAwZ7A8PwiuCIb/vJDw/xODjJ6JzbIy09RhVkXJMp8as3H+m6NXHHis4xav/j+1lILlPnkz7fSWPGrgGpfGqfbnPPPs9jEMw+Xb38EZ50Ce8zOTQXF4Kj0S9cK7MnXRZajq2t3BC6EvXMv2GIBBxALKg5sLmAfUASV1ZBfADYjkzsJYsvAY6ZiKDtUVcEpJ4DLDds2w6fv63P5u4C9vrLyC8C21whSDbhBucHmNvrZq+UoMGlqaiG/GJ/+oMEVnF8E1KArmQDr3ofiH8PTTf4Bk64KqABcus5gZIlC20YRvraNBerM7zi/9Fac/eh23gscAMpMeJVf2nKTl7V7X50px2GO/iMWovHaV4UL9u7zq7ffjl9e3Vi62mtkqmdL+fv8wstNHrV+6av94lk70cXrl52SMnj5P3DSyeBJALcbKit1u9prtY2oKPA0Yb+790BytCnTDcSYj9vo09K/pRv/67oCdu2Fj+dBwT3aDtlr9NcI+8xUoZJKn0N6s990fa99We1pHcvrZeRXpwTTbxwwcSqrId+ylyJ87Wtd65YdxUO5n8PNkqeo3O/aKEa3eRGQAJTqT02t3g0tf7/RVR3aTspNXGtKVLQuN8mstVVQHFiNfNPPOmxw6hTTzm5811CMycvkgxMoIbBPrPKTIR7fNWDas9Jtrq0YXxhlcPkJcPxwv+vOAXucUFZlwtwN7w+Fxdru850mIArw4LtWis1vYL9T74iZX6w3PiguN9eJ8otfq+t6oARUhW/dKMB3fwiGQ9djyhEmTRWcMQY+WGXapNTkX2ZkrDF1B991VGryqcNn51aZLmC33sVvjxNKqiG/xMTxu2d4r1GXORYBibDXb0pc/gF810Sl0ZGFx5yzmXxB25Dd5Gkz94BadF8Wje63rPzrT72z7MS6TuvQfWmRCavG15/524kDn72BzwajTViFCbeOyaZsK79Y86kg8Fq1bnYxpgxLLjc+W3SbeNa1ZvVB/vnUGB35O3IrTHidjq+SdZ/o3w977bQexSY83xptGoe2hwPmaOnR6tctnUUTaEtRaBuz7i3g62+s86X42qwMn+0UoUe7luLrp6y8DwCFUFati7SqayPQbMvNb/y+V5tjOVBQp03sgAMKjIeszBbYRXtMXOtoM+n2OLQKrO6nHH1JlRKY3mVELsZnHuAzN+vysG6HFqWmzBrz3YY28UJztM77z5R1+pVt3dotx58LLa91uTuBAiOHXcF+m76Gy8y0+lKrr66F0nydr8vU04GviS0zLMXXXJX49B5l4uzH1+xOIAltxvsINK1iv7RWPkVoEyyo020VjTaVgjqotUOpTd9aCzy6Lh5rLTil22k/un1rbBBfB8UO36MOeLtk6kwdyvC1j9We1ehyXSavUj+na52R1eVXj0q/eu9C35bKzO/yenpz+eXhb7+W7Vjl++Mh8FHI3+7q25kb7yNsgy7IojRImIX1eOMGyk2fUFJSQkpKijdObGwssbGxDdKGS0FBAXv37uWooxpuzztx4kQ++eSTZuct6H5ARgF1X2xKyf/g2pucnBwmTpzY0WIIgiAIgiAIgiB0Wu655x7+8pe/hIxnTUN76aWXuOKKKxqEv/LKK1x66aUBaX7/+98zZ84cqqurW+SQOhiprq5myJAh7N69u83K6Nu3L9u2bSMurpMtOnkQISOLOoAjjjiCZcuWkZGRgb2pvbYPIsrKysjOziY3N5fkZFlwoj6in8YR3TSO6KZpRD+NI7ppGtFP44humkb00ziim8Y5GHTj8XjIy8sjOzubqCjfK2pLnThVVVWN5mM5IaqqqsRZFCFxcXFs27atTRcIj4mJEUdRByPOog4gKiqq0QXYDlZKS/Ug1X79+gUMPRU0op/GEd00juimaUQ/jSO6aRrRT+OIbppG9NM4opvGOVh047+mUGsRH6/nP7tcrgbnqqurA+IIkREXFyfOnG6ODGsRBEEQBEEQBEEQuh2ZmZkA7NrVcFveXbt2kZ6eLqOKBKERxFkkCIIgCIIgCIIgdDv69etH7969Wb58eYNzy5YtY9y4ce0vlCB0EcRZJHQKYmNjueeee8Sz3wiin8YR3TSO6KZpRD+NI7ppGtFP44humkb00ziim8YR3bSM888/n48++oidO3d6w7766is2bdrEjBkzOlAyQejcyG5ogiAIgiAIgiAIQpfj6aefxul0UlhYyDPPPMN5553HEUccAcD1119PamoqO3fu5IgjjiAtLY0bb7yR8vJy5syZQ//+/cnJyREnnCA0gjiLBEEQBEEQBEEQhC7H4MGD2bFjR9Bz27ZtY/DgwQCsX7+eW265he+//56YmBimT5/O448/TkZGRjtKKwhdC3EWCYIgCIIgCIIgCIIgCF5kzSJBEARBEARBEARBEATBiziLBEEQBEEQBEEQBEEQBC/iLBIEQRAEQRAEQRAEQRC8iLNIiBiXy8Uf/vAHsrKyiI+PZ9KkSXzxxRcN4rndbmbPns3IkSOJi4sjIyOD6dOnk5+fH1Y5BQUFXHjhhaSlpZGSksIvf/lLfv7556BxX3zxRUaNGkVcXBzDhw/n73//e4vq2BJC6Wf79u3YbLZGP7/+9a/DKqcr6icc2/F4PDz77LOMGzeOpKQkMjIyOP3001m8eHHY5XRF3UB4+qmpqeHee+9l6NChxMbGMnToUB544AFqa2vDLqcr6qe8vJx77rmHadOmkZ6ejs1mY968eUHjbtiwgWnTppGUlER6ejqXXnop+/btC7ssp9PJNddcQ+/evUlMTOSkk07ixx9/DBr3ww8/5MgjjyQuLo6BAwdyzz33RNQWrUG4ulm2bBm//e1vGT9+PNHR0dhstojLCrf/B1i8eDHHHXccCQkJ9O3blxtuuIHy8vKIy2wp4ejH4/Ewb948zj77bAYMGEBiYiJjxozhgQceoLq6Ouyyupp+wrWdF154gRNPPJGMjAxiY2MZMmQIV155Jdu3bw+7rK6mG4is37GoqakhOzsbm83GY489FnZZ3bXfueKKK4I+64wcOTLssrqrbkD3Pc888wzjxo0jPj6enj17cvLJJ7N69eqwyupquhEEoYuhBCFCZs6cqaKiotRtt92mnnvuOTV58mQVFRWlvvvuO28ct9utTj31VJWQkKBuvPFG9eKLL6rHHntMzZgxQ61bty5kGWVlZWr48OGqT58+6pFHHlFPPPGEGjBggOrfv7/av39/QNxnn31WAer8889Xzz//vLr00ksVoB5++OFWr3s4hNJPeXm5evXVVxt8Lr74YgWot956K2QZXVU/4djOLbfcogB1ySWXqOeee0498sgjaujQoSoqKkotXbo0ZBldVTdKhaefCy+8UNlsNnX11VerZ555Rl1++eUKUL/+9a/DKqOr6mfbtm0KUAMHDlRTpkxRgHrppZcaxNu5c6fq1auXGjZsmHrqqafUgw8+qHr06KHGjh2rXC5XyHLq6urUMcccoxITE9Vf/vIX9fTTT6vs7GyVnJysNm3aFBD3k08+UTabTZ100knq+eefV9dff72y2+3q2muvba1qh0W4urnnnntUdHS0Gj9+vBoxYoRqziNAODaqlFIrV65UcXFx6ogjjlDPPPOMuvPOO1VsbKyaNm1ac6vZbMLRT1lZmQLU0UcfrR544AH1/PPPqyuvvFLZ7XY1ZcoU5fF4wiqrq+knXNu57rrr1OWXX64ee+wx9eKLL6q77rpLZWRkqF69eqmCgoKwyupqulEqfP348/jjj6vExEQFqDlz5oRVTnfudy6//HIVGxvb4Jnnww8/DKuc7qwbpbR+oqKi1FVXXaVeeOEF9de//lVdfvnl6n//+1/IcrqibgRB6FqIs0iIiKVLlzZ4AKqqqlLDhg1TkydP9oY98sgjKjo6OqyX+2A88sgjClDLli3zhm3YsEE5HA71pz/9yRtWWVmpevbsqaZPnx6Q/uKLL1aJiYmqqKioWeU3l3D1E4xTTjlFpaSkqKqqqpDldEX9hKObmpoaFR8fry644IKAtD///LMC1A033BCynK6oG6XC08+yZcsUoO6+++6AtLfeequy2Wxq9erVIcvpqvqprq5Wu3btUkoplZOT0+RLbXx8vNqxY4c37IsvvlCAeu6550KW85///EcB6u233/aG7d27V6Wlpan/+7//C4ibnZ2txo4dq2pqarxhd955p7LZbGrDhg2RVrHZhKub3bt3q8rKSqWUUrNmzYrYWRRJ/3b66aerzMxMVVJS4g174YUXFKA+//zziMptKeHox+VyqUWLFjVIe++99ypAffHFFyHL6Yr6Cdd2grF8+XIFqIceeihk3K6oG6Ui18+ePXtUamqquu+++yJyFnXnfufyyy9XiYmJzS6nO+vGqtt7773XrHK6om4EQehaiLNIiIjbb79dORyOgIc4pZSaPXu2AlReXp6qq6tTWVlZ6sILL1RKaQdARUVFo3lu2LAh4MVOKaUmTJigJkyY0CDuaaedpoYNG+b9/fHHHytAffzxxwHxFi9erAD16quvRlzHlhCOfoJRWFio7Ha7uuKKKxqc6y76CUc3lZWVClCzZs0KiFNeXq7sdrv6wx/+EBDeXXSjVHj6efzxxxWg1q9fHxDHehi94447AsK7k378aerhu0+fPmrGjBkNwkeMGKFOOeWUgLAtW7aoLVu2BITNmDFDZWRkqLq6uoDwa665RiUkJKjq6mqllFLr169XgJo7d25AvIKCAgWo+++/vzlVazHhvvCHchbt2LGjwQtEuP1bSUmJioqKUrfffntAPJfLpZKSktTVV18dQY1al0gdImvWrFGA+tvf/hYQ3h31E6lu9u/fr4AG/XJ31I1S4ennyiuvVBMnTvT+gyOYs+hg63csZ1FtbW2D9q/PwaabSZMmqYkTJyql9Cih8vLyRvPpjroRBKHzI2sWCRGxcuVKRowYQUpKSkD4xIkTAVi1ahW5ubkUFhZy+OGHc80115CYmEhiYiKHH34433zzTYM8R40axWWXXeb97fF4WLNmDUcddVSDuBMnTmTr1q2UlZV55QEaxB0/fjx2u917vr0IRz/BePPNN/F4PFx88cUNznUX/YSjG2sdi3nz5vH666+Tl5fHmjVruOKKK+jRowfXXHNNQNruohtLnlD6cblcAMTHxwfESUhIAGDFihUB4d1JP+FQUFDA3r17G61ffZlPOeUUTjnllICwlStXcuSRR2K3B94eJ06cSGVlJZs2bfLGg4b6ycrKon///p1SP5Fw2WWXMWrUqICwcPu3tWvXUltb20A3MTExjBs3rkvpZvfu3QD06tUrIPxg1c+BAwfYu3cvy5cv58orrwRocA0drLpZtmwZL7/8Mn/961+bXA/sYOx3KisrSUlJITU1lfT0dGbNmhV0DaqDSTelpaUsW7aMCRMmcMcdd5CamkpSUhJDhw7lrbfeahD/YNKNIAidB3EWCRGxa9cuMjMzG4RbYYWFhWzevBmAJ598kgULFvDcc8/x0ksvUV1dzbRp01izZk2TZRQVFeFyuUKWY8njcDjo06dPQLyYmBh69uzpjddehKOfYLz++utkZmZy8sknhyyjq+onXN289tprHHrooVxyySUMGjSIsWPH8uOPP7Jo0SKGDh3aZBldVTeWPKHkPvTQQwFYtGhRQJzvvvsO0M6SpujK+gmHXbt2ATRaP6v+ofIIVz9NldUZ9dNSDkbdPProo6SkpHD66aeHjHsw6Kdfv35kZGQwYcIEFi9ezN/+9jemTp0aMl13141Siuuvv56LLrqIyZMnR5y+O+snMzOT3//+97z00kv8+9//5uyzz+Yf//gH06ZNC2tx5e6qm61bt6KU4s033+Rf//oXjz76KK+//jq9e/dm5syZfPbZZyHz6K66EQSh8xDV0QIIXYuqqipiY2MbhMfFxXnPW/8tKisrY+XKlQwYMACAk08+mUMOOYRHH32U1157zZtWKdWgDCBkOdYxJiYmqKxxcXHeeO1FOPqpz6ZNm1ixYgU333xzg/8OQffRT7i6SU5OZvTo0UyePJlTTjmF3bt38/DDD3POOefw3XffBfyHv7voxpInlNxnnHEGgwYN4rbbbiMhIYHx48ezdOlS7rzzTqKiohrI3J30Ew7h1s86H2wnp3DtNFRZpaWlzahB52HBggUNwlpLN53RdoIxe/ZsvvzyS/7xj3+QlpYWcO5g1c+nn35KdXU1GzZs4LXXXqOioqJBnINRN/PmzWPt2rW88847IeMebP3OQw89FPB75syZjBgxgjvvvJN33nmHmTNnes8dTLqxnpUPHDjAkiVLmDRpEgBnn302Q4YM4YEHHmDatGne+AeTbgRB6DzIyCIhIuLj44P+Z97aWjg+Pt47RebYY4/1OooABg4cyHHHHRdyC3QrfahyrKPb7Q6aT3V1dYPpOm1NOPqpz+uvvw4QdApaY2VA19NPOLqpra3l1FNPJTU1laeffppzzz2X6667ji+//JKtW7cyZ86ckGVA19ONJU8ouePi4vj444/p2bMn559/PoMHD+ayyy7jz3/+M+np6SQlJYUsA7qmfsIhkvo1lUe4+mmqrM6on5ZyMOnmP//5D3fddRdXX3011113XVhpDgb9nHTSSZx++unccsstvP3229x77708/fTTIdN1Z92Ulpbypz/9idtvvz3gmScSurN+gmH9c+zLL78MGbe76saSZ8iQIV5HEUBSUhJnnXUWy5YtCznyqrvqRhCEzoM4i4SIyMzM9A5n9ccKy8rKIisrC4CMjIwG8fr06UNxcXGTZaSnpxMbGxuyHEueuro69u7dGxDP7XZz4MABb7z2Ihz91OeNN97g0EMPZfz48WGV0VX1E45uvv32W9atW8fZZ58dEGf48OGMGjWqwfSr+nRV3VjyhCP36NGjWbduHevWreO7776jsLCQX//61+zfv58RI0Y0WUZX1k84WEPsG6ufVf9QeYSrn6bK6oz6aSkHi26++OILLrvsMqZPn86zzz4bdrqDRT8Ww4YN44gjjvD+w6MpurNuHnvsMdxuNxdddBHbt29n+/bt5OfnA1BcXMz27dsbdbxbdGf9BCM+Pp6ePXtSVFQUMm531U2oZ+WampqgI/f86a66EQSh8yDOIiEixo0bx6ZNmxoMWV26dKn3/GGHHUZ0dHTQ9VMKCwvp3bt3k2XY7XYOO+wwli9f3uDc0qVLGTp0KMnJyd7ygAZxly9fjsfj8Z5vL8LRT/3wLVu2hD2qCLqufsLRzZ49ewCoq6trkL6mpibkf9m6qm4secK1HZvNxujRoznuuONIT0/nm2++wePxcOqppzZZRlfWTzj069eP3r17B63fsmXLwpJ53Lhx/Pjjj3g8noDwpUuXkpCQ4HXINaafwsJC8vPzO6V+Wkq4NjpmzBiioqIa6MbtdrNq1apOrZulS5dy7rnnctRRR/HWW28RFRX+bP2DQT/1qaqqoqSkJGS87qybvLw8iouLGT16NEOGDGHIkCEcf/zxgJ7KOGTIEHJzc5vM42Drd8rKyti/f3/I50HovrrJysqib9++jT4rx8XFee/HjdFddSMIQieiI7diE7oeS5YsabAdbHV1tTrkkEPUpEmTvGG//OUvlcPhCNg+Nzc3VzkcDvXb3/42IM9g23s//PDDClA5OTnesI0bNyqHwxGwTW9lZaVKT09XZ555ZkD6Sy65RCUkJKgDBw60rMIREq5+LG644QYFNNgO1Z/uop9wdLN8+XIFqMsvvzwg7YoVK5TdblfXXnttQHh30Y1SkduORWVlpTryyCNVZmamKi0tDTjXnfTjT1NbEV977bUqPj7euxW3Ukp9+eWXClDPPPNMQNxgWxG/+eabClBvv/22N2zfvn0qLS1NXXTRRQFxR44cqcaOHatqa2u9YXfddZey2WwqNze3JVVsNuFufz5r1izV1CNAsO3PI7HRadOmNbDJf/7znwpQn376aQQ1al2a0k9ubq7q2bOnGj16tCoqKmoyn+6on8Z0U1NTE1QfS5cuVQ6HQ1166aUB4d1RN0o1rp8VK1ao999/P+Dz3HPPKUBdccUV6v3331dOp9Mb/2Dqd6qqqhrcl5RS6vbbb1eAeu+99wLCDybdKKXUjTfeqAD1v//9zxu2b98+lZKSos4444yAuN1RN4IgdH7EWSREzIwZM1RUVJS6/fbb1XPPPaeOOeYYFRUVpRYuXOiNs379epWUlKQyMzPVQw89pB566CGVmZmpevfurfLz8wPyA9SJJ54YEFZaWqqGDRum+vTpox599FH15JNPqgEDBqisrCy1d+/egLhz585VgLrgggvUCy+8oC677DIFqAcffLDNdNAU4ehHKaVqa2tVRkaGOvroo5vMrzvpJxzdTJ06VQHq3HPPVc8884z685//rHr06KESExPVxo0bA/LrTrpRKjz9zJgxQ914443queeeU3PmzFGjRo1SsbGx6ssvv2yQX3fTz9///nd1//33q+uuu04B6rzzzlP333+/uv/++70vY3l5eapnz55q2LBh6m9/+5uaPXu26tGjhzrssMNUdXV1QH6DBg1SgwYNCgirra1VRx99tEpKSlL33nuvmjt3rho9erRKTk5uYH/z589XNptNnXzyyer5559XN9xwg7Lb7erXv/51m+ohGOHoZvv27d6wSZMmKcD7+5VXXgnI78QTTwzqTAq3f1uxYoWKjY1VRxxxhHrmmWfUnXfeqeLi4tRpp53WdkpoglD6KS0tVQMGDFB2u109/PDD6tVXXw34LF68OCC/7qSfULopLi5WiYmJ6qqrrlKPP/64evbZZ9WsWbNUQkKCSk9PV5s2bQrIrzvpRqnwrq36bNu2rYFzzOJg6ne2bdum0tLS1HXXXaeeeuop9dRTT6kzzjhDAWratGmqrq4uIL+DSTdKKbV7926VmZmpkpOT1T333KOeeOIJNWLECBUfH69WrVoVkF930o0gCF0HcRYJEVNVVaVuu+021bdvXxUbG6smTJigPvvsswbxVqxYoU499VSVmJiokpOT1S9/+csGD5VKBX+hVUqpnTt3qgsuuEClpKSopKQkdeaZZ6rNmzcHlen5559Xhx56qIqJiVHDhg1TTz75pPJ4PC2ua3MIVz+fffaZAtTf/va3JvPrTvoJRzeVlZXqvvvuU9nZ2So+Pl6lpqaqM888U61cubJBft1JN0qFp59HHnlEjRw5UsXFxakePXqos88+O6hulOp++hk0aJACgn62bdvmjbdu3Tp12mmnqYSEBJWWlqYuvvhitXv37qD51X/4VkqpoqIidfXVV6uePXuqhIQEdeKJJwaMxPLn/fffV+PGjVOxsbGqf//+6q677lJut7u1qhw24ejmm2++aTROfTtp7IU/3P5NKaW+++47dcwxx6i4uDjVu3dvNWvWrKCjDNqDUPqxXu4b+9Qf7did9BNKNy6XS914443q8MMPVykpKSo6OloNGjRIXX311QHXnUV30o1S4fc7/kTqLFKqe/Y7xcXF6pJLLlGHHHKISkhIULGxsWr06NFq9uzZQeU9mHRjsXXrVnXuueeqlJQUFR8fr04++WS1bNmyoPl1F90IgtB1sClVb29lQRAEQRAEQRAEQRAE4aBFFrgWBEEQBEEQBEEQBEEQvIizSBAEQRAEQRAEQRAEQfAiziJBEARBEARBEARBEATBiziLBEEQBEEQBEEQBEEQBC/iLBIEQRAEQRAEQRAEQRC8iLNIEARBEARBEARBEARB8CLOIkEQBEEQBEEQBEEQBMGLOIsEQRAEQRAEQRAEQRAEL+IsEgRBEARBEARBCJOHHnqICRMmkJycTJ8+fTjnnHP46aefAuJUV1cza9YsevbsSVJSEueffz579uwJiHPDDTcwfvx4YmNjGTduXINytm/fjs1ma/BZsmRJSBnr6up48sknOeyww4iLi6NHjx6cfvrpLFq0KKK6Dh48mL/+9a8h4+3atYtf/epXjBgxArvdzk033RQ0ntPpZNasWWRmZhIbG8uIESP45JNPIpJJEIT2QZxFgiAIgiAIgiAIYbJw4UJmzZrFkiVL+OKLL6ipqeG0006joqLCG+fmm29m/vz5vP322yxcuJDCwkLOO++8BnldddVVXHTRRU2W9+WXX7Jr1y7vZ/z48U3GV0oxc+ZM7rvvPm688UY2bNjAggULGDBgAFOmTOGDDz5oVr2bwuVy0bt3b+666y7Gjh0bNI7b7Wbq1Kls376dd955h59++okXXniBfv36tbo8giC0HJtSSnW0EIIgCIIgCIIgCF2Rffv20adPHxYuXMgJJ5xASUkJvXv35o033uCCCy4AYOPGjYwaNYoffviBo48+OiD9X/7yFz744ANWrVoVEL59+3aGDBnCypUrg448aoz//Oc/zJw5kw8//JCzzjor4Nz555/PwoUL2bFjB4mJiQDMnz+f++67j7Vr15KUlMTxxx/P+++/z5QpU1i4cGFA+nBeHadMmcK4ceMajEh69tlnmTNnDhs3biQ6Ojrs+giC0DHIyCJBEARBEARBEIRmUlJSAkB6ejoAK1asoKamhlNPPdUbZ+TIkQwcOJAffvgh4vzPPvts+vTpw3HHHceHH34YMv4bb7zBiBEjGjiKAG699VYOHDjAF198AcDHH3/MueeeyxlnnMHKlSv56quvmDhxIgDvvfce/fv357777vOOamoJH374IZMnT2bWrFlkZGQwZswYZs+eTV1dXYvyFQShbYjqaAEEQRAEQRAEQRC6Ih6Ph5tuuoljjz2WMWPGALB7925iYmJIS0sLiJuRkcHu3bvDzjspKYnHH3+cY489Frvdzrvvvss555zDBx98wNlnn91ouk2bNjFq1Kig56zwTZs2AfDggw8yc+ZM7r33Xm8caxpZeno6DoeD5ORk+vbtG7bcjfHzzz/z9ddfc/HFF/PJJ5+wZcsWfvvb31JTU8M999zT4vwFQWhdZGSRIAiCIAiCIAhCM5g1axbr1q3jzTffbPW8e/XqxS233MKkSZOYMGECDz/8MJdccglz5swB4LvvviMpKcn7ef31171pw11pZNWqVZxyyikRyeVf5rXXXht2Oo/HQ58+fXj++ecZP348F110EXfeeSfPPvtsROULgtA+yMgiQRAEQRAEQRCECPnd737HRx99xLfffkv//v294X379sXtduN0OgNGF+3Zs6fFI3QmTZrknUJ21FFHBaxzlJGRAcCIESPYsGFD0PRW+IgRIwCIj4+PWAb/MlNSUsJOl5mZSXR0NA6Hwxs2atQodu/ejdvtJiYmJmJZBEFoO2RkkSAIgiAIgiAIQpgopfjd737H+++/z9dff82QIUMCzo8fP57o6Gi++uorb9hPP/1EXl4ekydPblHZq1atIjMzE9COnkMOOcT7SU5OBmDmzJls3ryZ+fPnN0j/+OOP07NnT6ZOnQrA4YcfHiBnfWJiYhqsKeRfZp8+fcKW/dhjj2XLli14PB5v2KZNm8jMzBRHkSB0QmRkkSAIgiAIgiAIQpjMmjWLN954g//+978kJyd71yFKTU0lPj6e1NRUrr76am655RbS09NJSUnh+uuvZ/LkyQE7oW3ZsoXy8nJ2795NVVWVd8ROdnY2MTExvPzyy8TExHDEEUcAesHpf/3rX/zzn/9sUr6ZM2fy9ttvc/nllzNnzhxOOeUUSktLmTt3Lh9++CFvv/22dye0e+65h1NOOYVhw4Yxc+ZMamtr+eSTT/jDH/4AwODBg/n222+ZOXMmsbGx9OrVq9FyLfnLy8vZt28fq1atIiYmhuzsbACuu+46nn76aW688Uauv/56Nm/ezOzZs7nhhhsibwRBENocmwp3QqsgCIIgCIIgCMJBjs1mCxr+0ksvccUVVwBQXV3Nrbfeyr///W9cLhe/+MUv+Mc//hEwDS3Y1vQA27ZtY/Dgwbz88ss88sgj7Nixg6ioKEaOHMntt9/OBRdcEFLG2tpa/vrXvzJv3jw2b95MXFwckydP5u677+bYY48NiPvee+9x//33k5ubS0pKCieccALvvvsuAEuWLOE3v/kNP/30Ey6Xq8m1kILpZdCgQWzfvt37+4cffuDmm29m1apV9OvXj6uvvpo//OEPAVPTBEHoHIizSBAEQRAEQRAEQRAEQfAiaxYJgiAIgiAIgiAIgiAIXsRZJAiCIAiCIAiCIAiCIHgRZ5EgCIIgCIIgCIIgCILgRZxFgiAIgiAIgiAIgiAIghdxFgmCIAiCIAiCIAiCIAhexFkkCIIgCIIgCIIgCIIgeBFnkSAIgiAIgiAIgiAIguBFnEWCIAiCIAiCIAiCIAiCF3EWCYIgCIIgCIIgCIIgCF7EWSQIgiAIgiAIgiAIgiB4EWeRIAiCIAiCIAiCIAiC4OX/A08Lzt0LAw+fAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data" + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "kQj8Y4N5QZPZ", + "ExecuteTime": { + "end_time": "2023-10-21T18:07:34.278844Z", + "start_time": "2023-10-21T18:07:34.261237Z" } - ] -} \ No newline at end of file + }, + "execution_count": 11, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + } + } + ] +} diff --git a/pyspedas_examples/notebooks/PyTplot_range_options.ipynb b/pyspedas_examples/notebooks/PyTplot_range_options.ipynb index ace4e20..90e857c 100644 --- a/pyspedas_examples/notebooks/PyTplot_range_options.ipynb +++ b/pyspedas_examples/notebooks/PyTplot_range_options.ipynb @@ -1,328 +1,337 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "collapsed_sections": [] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# PyTplot range options\n", - "\n", - "This notebook shows how to set various range (x-axis, y-xaix, z-axis) range options in PyTplot" - ], - "metadata": { - "id": "35nJdkrHbV5l" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "APJziQoiTGOI" - }, - "outputs": [], - "source": [ - "!pip install pyspedas" - ] - }, - { - "cell_type": "code", - "source": [ - "import pyspedas\n", - "from pytplot import tplot, options, tlimit" - ], - "metadata": { - "id": "blkXrGy4TToB" - }, - "execution_count": 4, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "pyspedas.mms.fpi(datatype='des-moms', trange=['2015-10-16', '2015-10-17'])" - ], - "metadata": { - "id": "sMcJy8YCTSCA" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "panels = ['mms1_des_energyspectr_omni_fast', 'mms1_des_bulkv_gse_fast', 'mms1_des_numberdensity_fast']" - ], - "metadata": { - "id": "oHWSDM0aUUpo" - }, - "execution_count": 16, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Zoom into a time range" - ], - "metadata": { - "id": "rwn-B-QeTvDN" - } - }, - { - "cell_type": "code", - "source": [ - "tlimit(['2015-10-16/11:00', '2015-10-16/12:00'])\n", - "\n", - "tplot(panels)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 610 - }, - "id": "5zmADvlWTfP8", - "outputId": "61033db6-d35d-4f77-cb7d-e0419b951eea" - }, - "execution_count": 17, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Reset to the full time range with the `full` option" - ], - "metadata": { - "id": "URzTgYTWUNyv" - } - }, - { - "cell_type": "code", - "source": [ - "tlimit(full=True)\n", - "\n", - "tplot(panels)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "V15B1hcWT9iq", - "outputId": "958359cb-dfd5-437e-e7bd-f652b1dae998" - }, - "execution_count": 18, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "You can set the y-axis range with the `options` routine" - ], - "metadata": { - "id": "tR1dRMhoUreE" - } - }, - { - "cell_type": "code", - "source": [ - "options(panels[1], 'yrange', [-400, 400])\n", - "\n", - "tplot(panels)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "7cjhQHoSUaya", - "outputId": "62039728-f0b5-4c37-b0af-740f2473ab12" - }, - "execution_count": 19, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# PyTplot range options\n", + "\n", + "This notebook shows how to set various range (x-axis, y-xaix, z-axis) range options in PyTplot" + ], + "metadata": { + "id": "35nJdkrHbV5l" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "APJziQoiTGOI" + }, + "outputs": [], + "source": [ + "!pip install pyspedas" + ] + }, + { + "cell_type": "code", + "source": [ + "import pyspedas\n", + "from pytplot import tplot, options, tlimit" + ], + "metadata": { + "id": "blkXrGy4TToB" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "pyspedas.mms.fpi(datatype='des-moms', trange=['2015-10-16', '2015-10-17'])" + ], + "metadata": { + "id": "sMcJy8YCTSCA" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "panels = ['mms1_des_energyspectr_omni_fast', 'mms1_des_bulkv_gse_fast', 'mms1_des_numberdensity_fast']" + ], + "metadata": { + "id": "oHWSDM0aUUpo" + }, + "execution_count": 16, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Zoom into a time range" + ], + "metadata": { + "id": "rwn-B-QeTvDN" + } + }, + { + "cell_type": "code", + "source": [ + "tlimit(['2015-10-16/11:00', '2015-10-16/12:00'])\n", + "\n", + "tplot(panels)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 610 }, + "id": "5zmADvlWTfP8", + "outputId": "61033db6-d35d-4f77-cb7d-e0419b951eea" + }, + "execution_count": 17, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Set the y-axis range of multiple panels" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "aborVJgDVYXv" - } + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Reset to the full time range with the `full` option" + ], + "metadata": { + "id": "URzTgYTWUNyv" + } + }, + { + "cell_type": "code", + "source": [ + "tlimit(full=True)\n", + "\n", + "tplot(panels)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 }, + "id": "V15B1hcWT9iq", + "outputId": "958359cb-dfd5-437e-e7bd-f652b1dae998" + }, + "execution_count": 18, + "outputs": [ { - "cell_type": "code", - "source": [ - "options(panels[0], 'yrange', [20, 1e4])\n", - "options(panels[1], 'yrange', [-300, 300])\n", - "options(panels[2], 'yrange', [10, 100])\n", - "\n", - "tplot(panels)" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 614 - }, - "id": "JK0atWx7U6eQ", - "outputId": "bfa23a39-a20c-4ba6-a5fd-67212c9f9b94" - }, - "execution_count": 21, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "You can set the y-axis range with the `options` routine" + ], + "metadata": { + "id": "tR1dRMhoUreE" + } + }, + { + "cell_type": "code", + "source": [ + "options(panels[1], 'yrange', [-400, 400])\n", + "\n", + "tplot(panels)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 }, + "id": "7cjhQHoSUaya", + "outputId": "62039728-f0b5-4c37-b0af-740f2473ab12" + }, + "execution_count": 19, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Turn logarithmic scaling on / off" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "oMbO4JY7WrWs" - } + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Set the y-axis range of multiple panels" + ], + "metadata": { + "id": "aborVJgDVYXv" + } + }, + { + "cell_type": "code", + "source": [ + "options(panels[0], 'yrange', [20, 1e4])\n", + "options(panels[1], 'yrange', [-300, 300])\n", + "options(panels[2], 'yrange', [10, 100])\n", + "\n", + "tplot(panels)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 614 }, + "id": "JK0atWx7U6eQ", + "outputId": "bfa23a39-a20c-4ba6-a5fd-67212c9f9b94" + }, + "execution_count": 21, + "outputs": [ { - "cell_type": "code", - "source": [ - "options(panels[0], 'ylog', False)\n", - "options(panels[2], 'ylog', False)\n", - "\n", - "tplot(panels)" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "a06a7V7IVCV9", - "outputId": "ff7e7e53-0214-4f15-9338-fabf443448ae" - }, - "execution_count": 23, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Turn logarithmic scaling on / off" + ], + "metadata": { + "id": "oMbO4JY7WrWs" + } + }, + { + "cell_type": "code", + "source": [ + "options(panels[0], 'ylog', False)\n", + "options(panels[2], 'ylog', False)\n", + "\n", + "tplot(panels)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 }, + "id": "a06a7V7IVCV9", + "outputId": "ff7e7e53-0214-4f15-9338-fabf443448ae" + }, + "execution_count": 23, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Set the spectrogram color bar ranges using the `options` routine" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "3RycQgODXCsC" - } + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Set the spectrogram color bar ranges using the `options` routine" + ], + "metadata": { + "id": "3RycQgODXCsC" + } + }, + { + "cell_type": "code", + "source": [ + "options(panels[0], 'zrange', [1e5, 1e9])\n", + "options(panels[0], 'zlog', False)\n", + "\n", + "tplot(panels)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 619 }, + "id": "eDdCHImiW1l1", + "outputId": "0bbf1f59-6252-4fa0-e81e-b20810e4440f" + }, + "execution_count": 25, + "outputs": [ { - "cell_type": "code", - "source": [ - "options(panels[0], 'zrange', [1e5, 1e9])\n", - "options(panels[0], 'zlog', False)\n", - "\n", - "tplot(panels)" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 619 - }, - "id": "eDdCHImiW1l1", - "outputId": "0bbf1f59-6252-4fa0-e81e-b20810e4440f" - }, - "execution_count": 25, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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AZQ6fGGwNVNmKEodxQIZmCNgVWCoiX4nIQhF5U0Q2zVL/daq6SkT2BPYHHgf+Ha9r8YkShiTke9DvWkVEioCdgC4i8quIzBaRf4pIK6wDPs7Jq6prgKlAPzvCbTd3Ot6TFFq2NvfHYDAYDIb6IpnDB+gsIqNcn3N91ZUBK33bVmDN4PjpjqWguATYFJiOZZ8cRbX9/xCsVe1vAaVZyuRM1KowDfke9Lu26YoVk+QYYC8sgfV1LA1VGbDIl985EWWu3/40spT1YF8A/ovAYDAYDIZGgzNNlgOLVXWniPTVQDvftnbAqoC864BXVfV7ABG5CVgsIhuoatjCrDki8ghwAHCHiLQgWpGTF1HC0BYi8gaWFsj5jv1780J3JAuOUfuDqjoPQETuwRKGPiP8RKx2/S73pUEOJ1FVh2E7mxQRE8HQYDAYDI2OajLVODVkMlAsIlup6hR7W39gQkDe8UQrWoI4DjgIuFtVl4tIN+CqmnQ4iChhaIjr+92+NP/vWkVVl4nIbIIP4gQstRuQMubqhWULtExE5mGdmA/sLO6TFFq2NvbDYDAYDIb6xFlNVihUdY2IvALcLCJnAwOw5IfdA7I/ieW4+QGscfY64IsIrRCquhZXhHpbITKvcHtgESoMqeqnzncR6WJv808p1SVPAheJyLtY02SXAf8DXgXuEpGjgbeA64HxqjrJLvcMcK2IjMKabjsHa0UaMcoaDAaDwdBkSJKeMikg5wNPAAuBJcB5qjrBdn/zjqqWAajqRyLyF6zxtjXwBRDqk6guCRWGRESwhIOLsObnRESqsKaqbq6j/rm5BeiMpZIrx3LPfauqltvCzD+BZ4FvgRNc5W4AHgZmYk233aGq74Il3GUpazAYDAZDk8FZTVbQOi1v0EcEbP+ctO2us+1hrDG5QSFpX4q+BMs54R+Ac1V1ur1tC6ydeFdV762zXjYwjM2QRQIhiab+51IOSJV1vheTCKwnl7qz9dNfX9A2g6E5Y+6JRsnoLEbOKbrtJHrW9/ErvjURv+7awDZfWWfHKdsa6IOlbSqoTBdlkX0KMNQRhABUdRpwMnBqITthMBgMBoPBEMBnQEsR2QTLW/UpWJExCkqUAXWJqi72b7SnlkoK3RGDwWAwGAy1SxUwv747kRuiqmtF5CzgX6p6p4iMLXQjUcJQRT5pItIxRrtJVV0eI5/BYDAYDIYCUU2wA6AGjIjIblgxz86ytxUVupEoYai/iAS5IxCgZUS5ufYnykt1EZb3SYPBYDAYDHVENV4vxI2AS4BrsJw1TrBtlz8udCNRS+vzlbwmqmpkEDUR+SHPug0Gg8FgMORJElhT353IAVX9DMtuyPk9Dbi40O1EaYbyZdcYeXarhXYNBoPBYDBEUAHMyimaRbK2utKgqA1h6BUReR54TVUDfTvZEeINBoPBYDDUIVUIy8hlDdT6WutLQ6I2hKFhWI4L7xGRT7Ai0r6lqlEG2QaDwWAwGGqZJCWspmsOJWbVWl8aEgWP/Kqqr6vqUKAn8DKWT6JZIvKkiBxQ6PaaA4lIW/S6acNJd//3f+LW7c6fQCihmARCKaWUUJz67U4LKpetbXd6MYnIeuqTYt9t2BD6VBsE7ZP/XITla+7U1THx31PmXDRFEihlsT/1iYj8XkTOEpGevu1nFrqtvIQhEfkxWx5VXauqL6jqkcCBWMHb3s2nPYPBYDAYDIUgAbTJ4VM/iMjfgb8C2wEfishFruQLC91eVGyyo8KSgI2yVSwiXYHjsKbMumHFEjs99y4aDAaDwWAoDAI52QzVG4cBA1W1SkRuBJ4TkS1U9TKiXffkRZTN0AvAcAgMUBPqZ0hEzgGGAr2xpsmuUtWvatJJg8FgMBgMhSABtKrvTsShWFWrAFR1uYgcBgwTkZeA0oI3FpE2HrhbVX/yJ4jI/hHldgNuAz5U1eaxJs9gMBgMhkaBUDtrpwrOVBHZW1U/BVDVauAsEfkbcHShG4s6IpcCQR6oAY4MK6SqZ4LlP1tETga2UNWbRWRTYCNV/S7fzhoMBoPBYKgJCahnw+iYHBu0UVWvFZGHC91YlAfqzyPSRsWo+19Y3pr2BW7GCofyMrBzjn00GAwGg8FQEBLUwixTwVHVdRFpcwrdXuhqMhE5R0S2sr+LvTR+pYiMF5EdYtS9i6peAJQDqOoyGsMZMBgMBoOhyVIEdMrhU3+ISLGIPFEXbUVNk10CPGV/HwpsD2wODATuB/bKUneliBRhG2CLSBeai19vg8FgMBgaJEU0hmkyESkDXgLeqIv2ovwMValqpf39UOAZVV2iqiOJ53zgAeBVYEMRuRX4Avh7jXprMBgMBoOhBiSA1jl86o1PgLdVteD2QUFEaYaSItINWAbsB9zqSsu6Lk9Vh4vIaLusAEeo6sSadNZgMBgMBkNNcIShBs8GwG911ViUMHQ9MApLp/aGqk4AEJG9gWlhhURkjKruAKCqk4BJUXkMBoPBYDDUFY1maf3vgFdFRFX19dpuLGo12f9EZDOgrW387DAKOD6izr4iMj4iXbAkPoPBYDAYDHWK0BicLqrqPDue6XNA/QlD7nAcIoGer18JKdonRrvVMfIYDAaDwWAoKI0mHAequkpEQv0aFpIoXdl/gbH2B7yxQJQQYUhVZxaiYwaDwWAwGApNEdC2vjsRGyckR20TJQwdhRVkdXssFdXzqvprXXTKYDAYDAZDbZAgIrxog0NEDgVuATbDklkEUFVtV8h2QpfWq+prqnoCsDcwFfiHiHxhG1DXGyKylYiUi8izrm0nishMEVkjIq+JSEdXWkcRedVOmykiJ/rqCy1rMBgMBkPTwgnUGveTnWzjbED+UhGZKCKzY1R/H3Aa0ElV26lq20ILQhDtZ8ihHFiBFaesjPoXKR8Cvnd+iEg/4BHgFKArsBYrFIg7f4WddhLwsF0mTlmDwWAwGJoYxTl8YhE6zoZwFbAoZt2/AT+pqsbtTD5EGVDvizVNNggYCdwfMyZZrSEiJwDLga+ALe3NJwFvqupndp7rgIki0hbL4/XRwLaquhr4QkTewBJ+/hxVVlVX1d2eGQwGg8FQFxTWA7WItCF6nPXn3xw4GbgceDRGE1cDb4vIp8B6Z6Oq3lOA7qeIEvtGAuOxPEe3AE4VkVNdHbm4kB3Jhoi0wwr4ui9wtiupH5Zw5PRrqohUAFtjCUNVqjrZlX8c1tRftrKja2M/wkggJMkUfBNkruQLyhtWvlB9C6KIIqA69d/dvtOfBEIJxayn0lOuiCKqKKeIIkoppZpqSimhmiKq7TqrU3VDJVWeOt37694OeLY7bbnrrKTKkw5QVQ+RYpx+F1FEEvX029mP2jyvdU3UdetcJ+7zbEhTF8fEue6y3RNB915YXeY8NkQSoHGCSMRma6LHWT8PAn8BQgOx+rgVWI01K1Vr8U2jhKEzoUFdybcAj6vqbN9S/zKsaTw3K7DM5auxpveC0rKV9SAi5wLn5tVzg8FgMBgaAloCya65lOgsIu5ZoWGqOsz1u4zocTaFvUy+SFVfFZF9Yra/sapum0N/8yLK6eJTtd14XERkALA/VpBYP6sBvzFVO2AVlmYoLC1bWQ/2yR9m96chCYkGg8FgMMRELIEoPotVdaeI9FjjqD2ddidwcC6NY02RHaiq7+dYLieibIYiI8Wq6uGF704o+wA9gVm2VqgMKBKRbYB3gf5ORhHZAmtabzKWMFQsIlup6hQ7S39ggv19QkRZg8FgMBiaFipQWdDZpslEj7MOW2GN45/b43gpsIGIzAd2VdUZIfWfB1wpIuuBSmppaX3UNNluWFbczwPfQojhSN0wDBjh+n0l1kE9D9gQ+FpE9gLGYNkVveIYQIvIK8DNInI2MAAYAuxu1zM8qqzBYDAYDE0LgeqigtWmqmuyjLMOPwE9XL93B/4J7EDEyjJVrRMPkVFL6zfCMnLaFrgfOABLXfapqn5aF51zUNW1qjrf+WCp5cpVdZEdQPZPWILNQqx5yvNdxc/HcpawEEuwO88JOhujrMFgMBgMTYckUC7xP/EIHGdFZC8RWQ2WJ2nfOL4USNq/Q0N0iciRIrKB63d7ETkiv50PR+Is3ReRFsBQ4C7gJlX9Z6E70pioDZuhXFZl1MZqsqjyQaubnNU/7lVa7tUnUavJWlBCEUWspZwWlFBKKetYRxltqCZJtR26zr8CLGwVSwKhimTGsSomEbmaDKDEVo66+1dXOPvQghIqqfL0G0jtU1NZkVNMImOFUjGJ1P65V5PVx+q+hkzQsSs0zv3jvieyPWvMarIGw+gsdj0ppP9OyrvfZ8/osHEidt21gYiMVdUBvm0/qGqQDXHeRHpUsoWgQ7AEoZ7AA8CrheyAwWAwGAyGOiKJ5Uq58RA0gxXbG2Rcogyon8GaInsbSxv0U6EbNxgMBoPBUIco1IMivCaMEpF7sLxcA1xALfgBjJKuTgbWAJcAF7t8+9SKJbfBYDAYDIZaRonv7rBhcBFwHfACVu8/wBKICkqUn6E4ccsMBoPBYDA0FhqZZkhV1xAQ1qPQFHzezWAwGAwGQwOlmgC3wg0PEXkUeEBVfwxIawMcD6xX1eGFaM8IQwaDwWAwNBeSwNr67kQsHgKuE5HtsHwULcKKT7YVlofrJ7Dc4hQEIwwZDAaDwdBcSNIobIZUdSxwnIiUATsB3bB6PlFVfyl0e0YYMhgMBoOhuZDEclvcwBGRYcA7wEhV/aS22zPCkMFgMBgMzYUkUFHfnYjF48AfgMtFpAJ4H3hXVcfVRmNGGGogZPMAXZueXB1vsXHacXuWBlIenoFQD9SllHo8PBdRRCklrKXcLp1I1eGku/9D2hs1tnfqUkqpsO/oIoo83rG97ZR66qqm2uMdN91G/S6vcPfdfTwbiwfqfPtZlDqr1ZRSSiVVFFFkPFD7qKtjkkBSntqd33GfCX4aw3Xr0Fjus4KQpFEYUKvqt1hxUW8UkU7AgcAVtg3RD1iC0YuFas8IQwaDwWAwNBeSwPr67kR2RGQjO4YZqroEK+bZ83bajsBBhWzPCEMGg8FgMDQXGonNEDBWRH7CEoBeVtXlToKqjqbAXqiNY0WDwWAwGJoLjtPFuJ/6YxOs4PB7Ar+IyOsicoKItKqNxoxmyGAwGAyG5kLjWVpfDbwHvCcipVjG1CcA94nIh6p6UiHbM8KQwWAwGAzNBaVR2Ay5UdUKEfkZmAjsCPQtdBtGGDIYDAaDoblQTWOxGUJEemBpg4YCbbDshw5X1UmFbssIQwaDwWAwNBcUKK/vTmRHRL7Csht6ETjHNpquNYwwZDAYDAZDc6ESWFjfnYjFn4HPVbVOHECZ1WQGg8FgMDQXFKjK4VNPqOpnqqoisrWIfGgvs0dEtheRawvdnhGGDAaDwWBoLjjTZHE/9c+jwDXYC/1VdTyWHVFBMdNkBoPBYDA0Fxw/Q42H1qr6nYi4txVcZ2WEoQZCWOwhJ1ZQUNyvoLz5xtfJVjYo3Ylh5I5l5OR15ynyKSDdMcfcv72xyJIUkbD/Z+Z3/tzt+vvptF3tOnbuPuMrW18ExXazel6POuoA3DHdgrZnI+gad5/DIhKx6zIUHudZEyefOz5hQ6RZxRrLlUbiZ8jFYhHphSXGISLHAPMK3YgRhgwGg8FgaC44NkONhwuAYUAfEZkDTAcK6nARjDBkMBgMBkPzIQmsbVRasw6qur+ItAESqrpKRA4FZhayEWNAbTAYDAZDc0GBihw+9c+jIrKtqq6xBaETgOsK3UijEIZEpIWIPC4iM0VklYiMFZE/uNL3E5FJIrJWRD4Wkc18ZZ8QkZUiMl9ELvfVHVrWYDAYDIYmRRJkncb+xEFEOorIqyKyxh6nTwzJd5WI/GSP49NF5KoY1R8DPCMifUTkHKxpswNj729MGoUwhDWd9xuwN7ABcC3wooj0FJHOwCtYkmJHYBTwgqvsjcBWwGbAYOBqETkIIEZZg8FgMBiaDIJSnIz/iclDWHqkrlj2PA+LSL/A5uFUoANwEHChrekJRVWnYS2lfwU4GjhQVVfE7VhcGoXNkKquwRJqHP4nItOxArZ1Aiao6ksAInIjlvV5Hzt+yWnA6aq6DFgmIo8CpwPvAkdlKWswGAwGQ5MhAbTWzJXLYWSTOmxbnqOBbVV1NfCFiLwBnILlRTqFqt7p+vmLiLwO7AGMCKj3R/AsCewIFAHfigiqun3snYhBoxCG/IhIV2BrYAJwHjDOSVPVNSIyFegnIguAbu50+/sR9vd+YWUBIwwZDAaDoUmRQGmdg6OhGCqYrYEqVZ3s2jYOayYnFLEcB+0FPBKS5dB4PSwMjU4YEpESYDjwtKpOEpEyYJEv2wqgLVDm+u1Pw04PK+tv91zg3Jr13mAwGAyG+sMShnKyjO4sIqNcv4ep6jDX7zJgpa9M4Djq40YsRdWTQYmqWtDVYtloVMKQiCSA/2DNTV5ob14NtPNlbQesstOc3+W+tGxlPdgnf5jdj4KuSwxzXubeHubwzp1eCCdjudbjd9Lm9NNxsBfkxM1yephI5fM7TvTW73WaGNV+UF1RZeubOMc6zBlnbbcbVRaCHS/mU6dz/qKuAUPd0tjOhXGwmBtCkla5eV1crKo7RaTHHkdTfRC5EMt2aC9VXR+SZ4yq7hDVsTh54tJohCFbpfY4loHWwarq6PkmYNkFOfnaAL2wbIGWicg8oD/wgZ2lv10msmwt7orBYDAYDPWCoBQX1uviZKBYRLZS1Sn2Nvc4621f5EwsW6LfqersiHr7isj4iHTBWlBVEBqNMAQ8DPQF9ldVt1j7KnCXiBwNvAVcD4x3GUA/A1xrq/m6AucAZ8QsazAYDAZDk0FIUlrACKy2re0rwM0icjYwABgC7J7RtshJwN+BwfYqsSj6xGi+YGrMRiEM2b5//gisB+a7Arb9UVWH28LMP4FngW/xRrS9AUuQmokVkeUOVX0XQFUXZSlrMBgMBkOTQaA24h6eDzwBLASWAOep6gQR2Qt4R1Ud+92/Ya0A/941jj+rqn/yV2hshgKwD0poVEBVHUmIFGnPR55pf3IqazAYDAZDU0JIUkygmU7eqOpS0qu03ds/J72QCVXdvKANF5BGIQwZDAaDwWAoBEpRI4vUWhcYYchgMBgMhmaCoBQ1kKBjDQkjDBkMBoPB0GzQ2rAZavQYYchQEKJ8k1STzPAF4vb/U237I3LX4fgiCvMTFMcXSlAe97YkWu8+VcJ8TDn9qu/+xcHvDysXny/ec14zf0pN1d9MAqmz68C676J9f8U5xo3tPDTVaycIazVZqAugZosRhgwGg8FgaCYISYoKbEDdFDDCkMFgMBgMzYQEFbRkRn13o8FhhCGDwWAwGJoNSgF9FTYZjDBkMBgMBkOzQSGHqPXNBSMMNXCCAp0W0tCvJsav2QwtHTKDp1aHfPca0FZQmbUNx+AzqB1/G06+JJo6qvVpoOwc62r7z6ExGE0XCve+VriW+zYng9ZsJNFQQ/vaaMe/yKC++xWHbIGss9G8rjUFs5osAyMMGQwGg8HQbFDUGFBnYIQhg8FgMBiaCYqiRjOUgRGGDAaDwWBoNijJAkatbyoYYchgMBgMhmaCoiSNZigDIww1Qxzj1DjGj7kaSMY1fI0yqnb/Dje2jmdk7C/TED0719Tbb11Sk/5kO+YN8dw0FOrqOsi1nYZ2fTY2amr4nR9K0sQmy8AIQwaDwWAwNBuUpHnhyMAIQwaDwWAwNBOUJEnW1nc3GhxGGGogOFMDNfGv4i6bSz0JJOXPx19HUL4qO7AqBPsacpeLSvMTNA3m97Pk9hEU1kbU9oao1vf3qSH2MYpCT50l0YLcA02Z5rKfcamLYxF2zGt6Lur6PCpJ1rOmTttsDBhhyGAwGAyGZkKSataxor670eAwwpDBYDAYDM2EJFWsZll9d6PBYYShesY/beRWmbrT3Ku/ajqVFjYV5p4q8/ehiKK8lmO6p9HCpsiiVhGFbYsbCsQ5bg11KqpQ57UxELRv/mndfMM7uMsH1dHUjmttXCth0+OG2qM+rktFqTSxyTIwwpDBYDAYDM2EJEnKWVff3WhwJOq7A80dt+Yln7Jh5d3aBv/2IooyyroNov15/XUGtefU6a4rqD9+8jVydhtYZ2svrL64Pj4K8aYcprFw2ncbDedqQBxUb9D5j+pDVF21RU3bcpcvsd/rSihO7af74+QPuh+CNKG10d9s9USdR//1UEabgvYpjIaqUSsmEet6rgsa6jEKQ4FqqmJ/mgtGM2QwGAwGQzPBcrlonC76MZqhBkgubztRb7ZhWqEwLY7z3amzyPXnzuPUm81jcALJyZuwXyOSi4YkaF9zIZvWIJuGIajdMO1ctjqi6o3SeLi3uTUkYX0LS4+q121X4t7mt32Ko3Hx2724NWNR5zOoX6WUpv47f0UU0YpWqbQEkqE5CqovKj0Xoq6fIFrSIus16NCDTT3borRgNdmXoOMetry8LjU1pZSmtIFB1Ia2prFpgMJQyEEv1HycMxphqJ5xhIsgfzyOEBIkUDgPnVa0Sn13CzPuAcA/aJRSkhos3OWc784AUkoprWiZEoicOt24++bus7uPjsGzux9uQSrbVFmuDyF/P/zTUO599Zdzf4IGTn9e/zbnAR1HYHG2R+2Hu2wxCUooTg2azqeU0oz6W9HSk1ZMIvXdX3cxidS0QwnFqf0O239HWHHSg/rtL9+SFhnHoRWtUvVF7b97SiSofAKhrT1t1JY2tKJl6tOWNqm0VrRKHRd3H93Hr4w2nmPgP85R5zJo/93Xg/Pd6bcfp59u3Hnd56w3h3vOr7/tbJ84+xG2X1FpdSUQtacdrWiZtV+GTBSlgsrYn+aCEYbqmWy2Qtk0K21pEyiAuLU/7rRSSmhhC0Rh9jataWkLTFZev9AUJNC4haUwIctP2AMsaHAMcr4YhnvgykWQakWr1ADmDJLOfjlvou6BsSUtUgO1I6iU0YZi+7ZyypRQnKrHPVBmw9lnp95WtKKMNvZAkNZ4OL9bpYb7FmxEN1rRira0oaV9xjeki+fcOIO/U66MNpTRhk50oA2t6USH1Db/AF5EEWV23e7jDqTKOOktaUEnOqT2xTmOm7BJrPNiCeWtUuWc89Kedqnj2dWuqw8704EOdGFDOtOZPuzMxmxKAqETHVPHxa1Bakub1PeN6EZ72qX22bkOSilNtRck2AULay09QqnzvS1tAoWHjdk0Qwhz53XfA4s4MnU/uwUv5xpza4Cd4+V8d1+X2QQc93+nbNg5Cnue1AYDOJCN6JYhCNYWTUvY0tRLaJy/5oKxGWqgxH1T68omLGclFVT4NEMlqW3OBV1KqT0sWg/z9VQEXuwbshFLWEQpLWhJK1bZ3kqLSKQEH8gU1Jy2nL9SSqmgIiWQBD0o08JKdaTgErU8P2gf2tKGdSErJhJYqn6/VqsrG7KWNay1y7WmFcupTgmFaylP7VcrWtrpK1P1tKUNG7MpvzCRaqppSxv7GCdTx60VrVjHOlrRknWUx3JX0IqWbEQ3qqhkU7ahJR34kQ+psP82Y2vmMROAYopZTzn9GEIV/6UVrSllKUUUM5AjWMijVFJFK1pSQWVquqWSSlrRhioq2IoD+Zm32Iq9mM0YqqhgFStZ43LhX0QRu3AoP/MpM/gttS1JFRvRjY3ZimXMZQFzKKKIHTiCOfybTnSgiCIqqGBbjmcSt3j2Nci1xIZ0oS3tWMh8VrEmdVy3ZS+W8xbVVNOTPfmBH+jEbrSiC8W0QqmmBRvTnhWMYyzbcSCldKScEaxiFS3sgb0rmzCL6RRTRD+GMJevKWcNy1hMBetT11gfdmYh79CJDixhGaWUUG3bX7jvMet/CW0po4hi1lFua6naspo1dGUTFrLYc28CbM4+/Mpkj+sIJ69Td6V9vaymI0UU0ZpWVJO0j3+CFpSyym7f6neS1rSkimoqqKS1rel1rvEKKu0+RN9/znVYTTVrKc9Ic9/bzj7VxrSSc++2YB+2oQvT+WfGfeyQS/v16cG6rkmixmYoCFU1nxw/WNOuNfokEAW0mIQWk9AEkvo429zbnd9OWef3AGZqH7ZO5WtNS21PW+1JD+1Ee+1JD21NS21LG+1KJ92Ofrolm+uWbK7taautaaktKNFiEtqCEm1BiR7LbXo45+rhnKtHcZm2pmWq3haUaHvaBva5B91SdSUQ7UR7T7+cj7OtLW0yjkfYcXK342/X/dtp61j+FlinP6/7PNA9qZsmE3ogI3VvvtNjuVHb0kb/wHG6P5/oMVyj7WmrPeimR3GZMjaplFXrsdymx3K3krxPqZqtG7BeO9Fej+Vvehj/1YEM1E60143ZUA/mZG1NSx3CeYF9d/epBSWaQPQwzlK2T6okN1WSnyjVE1WKqvQYrrH6fUJSuSGpuzNemZVUdk8qtyaV5O66O+Ptco8oydu0NS21mIQewunag27K90n9axLly6SS3EbZIanJz1GSv1eSNyvJC636n0x6+teetto22UIpX5va5vSXs5N6XBKrD9cklUuTStVs6xw8kFSWVun2SZTkyMDzn3HNP5vUJFjH98mklkilHsybyqVJ3Zcv9FjuULa3+kfyZuWCpHK2fQxmJZVBSW1NS+v7mvXKA1YdHJHUY7hOd+TX1LXOs0mlb1LZPqlUT1TK1+oGrNdB/KJ0T+qx/E1JHqZ0Tyq/JJW5SWWHpA5gpu7LF0r3pO7Ir8ru1vnYkV/1SC7SXZmgUlSlezJG+7JAB/O18oh9bLpa/aBvUg/jLD2QkboB63VXJuix3J26TnZjz9QxOYbr9GBO1mO5Udk/qUfymLaiQulrfT+M/+qx3K17MkbpmdS9+c5q84Sk0rFa9+ULHcQvuj+f6JFclHq2hN1rgO7LIbovhwTepz3opu1pm3pGuMvl8jz0f29BiSdfMQntSiflo6SysirVlnNcWlDiecZE3fvu52m251BQXv/zKWib8zx0+laIsSPkMyqX8SvsuRPyLIpdd2P+iH1wDDkgIovAfhWvfzqD/erYMDD9Cach9QVMf7LRkPrTkPoCpj/ZqOv+bKaqXeJkFJF3sfoXl8WqelB+3Wo8GGGokSMio1R1p/ruh4PpTzgNqS9g+pONhtSfhtQXMP3JRkPrjyE7xoDaYDAYDAZDs8YIQwaDwWAwGJo1Rhhq/Ayr7w74MP0JpyH1BUx/stGQ+tOQ+gKmP9loaP0xZMHYDBkMBoPBYGjWGM2QwWAwGAyGZo0RhgwGg8FgMDRrmowwJCLPisg8EVkpIpNF5GxX2n4iMklE1orIxyKymSuthYg8YZebLyKX188eGAwGg8FgqA+ajDAE3Ab0VNV2wOHA30RkRxHpDLwCXAd0BEYBL7jK3QhsBWwGDAauFpEm72DKYDAYDAaDRZM0oBaR3sAnwCVAe+B0Vd3dTmuD5Rl0oKpOEpG5dvr7dvotwFaqekJ99N1gMBgMBkPd0pQ0Q4jIv0RkLTAJmAe8DfQDxjl5VHUNMBXoJyIdgG7udPt7vzrrtMFgMBgMhnqlSUWtV9XzReQiYDdgH2A9UAYs8mVdAbS105zf/jQPInIucC5AmzZtduzTp09unRs/Hvr0gdLS3MoFsXQpS6evoOOOm3u3jx4NO+wAkj3ifWNj9GjYcceQxGQSxo2DgQPDK1i6FJYvhy22AKB69FiKBmwHRUXhZbI2bPBQXW1d5/7z8Ntv1nXftWv99AtgzBirX43x3rCvwco169FJkymlovDX5Ny51rHp1i29bcoUWLky/bs27wNzn9WI0aNHL44bm8wQTJOcJgMQkX8DPwO9gBJVPd+V9iOWrdBHwFKgq6outNOOBm5U1e3C6t5pp5101KhRuXVo003hiy+s/zVl+HCGn/w2J+lw7/biYigvt/43MUQg9FJdvRo22sj6H8bzz8Mbb1j/gWXSgQ5LpkLHjjVo2OBh+XLo2dP67+bSS63tl15a1z1K06KFNbC3aFF/fcgX+xpc8PU0yvfan82qpxf+mrzuOktgve669LaDDoL33kv/rs37wNxnNUJERptYaDWjSU2T+SjGEoQmAP2djbbNUC9ggqouw5pO6+8q198u02B5+GEQzIOjJijm4VunXHYZLFxY370w1Abl5fXdA4OhxjQJYUhENhSRE0SkTESKROT3wFDgQ+BVYFsROVpEWgLXA+NVdZJd/BngWhHpICJ9gHOAp+phN2Lz+ZeNUNVfm+Qh1CiCJo0wVCc4U1Nr1tRvPwy5Efe+6ty5dvthMNQBTUIYAhQ4D5gNLAPuBi5V1TdUdRFwNHCrnbYL4F4pdgOWQfVM4FPgLlV9tw77bigEOdqCJElYtkaG2sdo4Bovce4rI+QamgBNwrjEFnj2jkgfCQRaPKvqeuBM+9NoMNNkNaMLi9EZM6DrhvXdFUNdYYSy3KmHY1ZZWcns2bMpN9NvGbRs2ZLu3btTUlJS311pcjQJYai5oZhpMg/5PrBffx12GVTYvjRnws5DQ1jB1RD6UFPqWjCpJ+Fx9uzZtG3blp49eyJN4bwVCFVlyZIlzJ49m8033zx7AUNONJVpMkNzxzw0c0cVVq0qbJ3mPNQqdf4iVA/ns7y8nE6dOhlByIeI0KlTJ6MxqyWMMFRXFPgtK3SazEwFGOIyZQrsskt998JgyMAIQsGY41J7GGGoLinQhRz6dmhulJxo9nKjquUosS7bMzQOVC2/aA2AwYMH857b3xFw3333cd5558WuY8qUKRx66KH06tWLHXfckcGDB/PZZ58BsGDBAg499FD69+/PNttsw8EHHwzAjBkzaNWqFQMGDEh9nnnmmcLtmKFBYWyGGiGOVmjtWmjdup470xAwg6whDuY6iU9VFaxbB4lEvR+3oUOHMmLECH7/+9+nto0YMYI777wzVvny8nIOOeQQ7r77bg4//HAAfvrpJ0aNGsXvfvc7rr/+eg444AAuueQSAMaPH58q26tXL8aOHVu4nTE0WIxmqBGTzXlys6IxasUuvhjOOae+e1Fj3n+/vnsQg8Z4fTQEGoAAecwxx/DWW29RUVEBWBqbuXPnstdee/Hqq6+y3377oarMmzePrbfemvnz53vKDx8+nN122y0lCAFsu+22nH766QDMmzeP7t27p9K233772t8pQ4PDCEN1SYEeLM402fr1BamuedAAHuoZPPggPPZYffeixqRe2MOOcUM89oZMGuh56tixI4MGDeKdd94BLK3Qcccdh4hw5JFH0q1bNx566CHOOeccbrrpJjbaaCNP+QkTJrDDDjuE1n/BBRdw1llnMXjwYG699Vbmzp2bSps6dapnmuzzzz+vnZ001DtmmqyuKPCbqfEz5CLuQ9x/Dhrow7/OqI39NxqY2qMZX6/OVNmQIUMYMWIEjz/+eCrtwQcfZNttt2XXXXdl6NChWes68sgjmTJlCltvvTWvvPIKv//975k2bRrvvvsu77zzDgMHDuSnn34CzDRZc8IIQ40Q42coADMI54c5bo2KWr333deCI3g1kACqQ4YM4bLLLmPMmDGsXbuWHV0R7mfPnk0ikWDBggUkk0kSCe+ER79+/VLG0gCvvvoqo0aN4sorr0xt69ixIyeeeCInnngihx56KJ999pmnjVx46imYMSOvooH07An2jJ6hFjHCkKHZ0gCe8fVPczoIzWlfmxhlZWUMHjyYM88806P9qaqq4swzz+T555/n6aef5p577vEIOQAnnngit912G2+88UbKbmjt2rWp9I8++ohdd92V1q1bs2rVKqZOncqmm26ad1+N4NI4McJQI6U5TpOpBisyKtYr1eXQKk4FhjR1rRWqz+NvNGDZcZ+fBni8hg4dypFHHsmIESNS2/7+97+z1157seeee9K/f3923nlnDjnkEPr27ZvK06pVK/73v/9x+eWXc+mll9K1a1fatm3LtddeC8Do0aO58MILKS4uJplMcvbZZ7PzzjszY8aMlM2Qw5lnnsnFF19cZ/tsqDuMMFRXFHAgiFSVN8MBv7ISKtZLtDAU9HBvgA/8JkkzvCYbPQ3wnB1xxBGor1/XX3996nvbtm2ZNGlSYNk+ffrw9ttvB6ZdddVVXHXVVRnbe/bsybp162rQY0Njwqwmq0tqefBNNnFbonwWK6k2yOd6w6DQByZbfUb4bNiY82NoxhhhqJESNE1WVVUPHakj8n1O33knuBaeGPwUegCsxwH1wW8fZPKSyfXWfq1jpHqDodYwwpCh8RMxSCxeDMuW5V7OUEDqSEB6/ZfXmbl8ZniGJnC+a3U1mfv4uFeTGQzNACMM1RHJQs9IhDwUm8DzPpSoabJ8Bgkt9EkxBFNHF2VSkyQk5JFmBvVozPExNHOMMFRHLFgAc+YUrr7mtpqsJs/q0LHYDABNCkVNVO988d8ktSDAVlRXsLx8ecHrNRgKgRGG6ohCGvLmrAVZvhw++aQwjdcjocevKavDapu6PHZ10JY08UUEbiqrKzNWV9WIIEGygPW/8NMLXPTORQWrr+DYsc8MzRMjDNUlBXywhGmGApuYOBGuuaZgbdcH2V/4wzOIYASmusA+xusq62c5smrz0gyd9cZZvD0leLl4XtTyPaJ5arMHDx7Me++959l23333cd5558Wu491332XQoEH06dOHAQMGcPzxxzNr1iwAvvnmG3bZZRcGbLstffv25cYbbwTgqaeeokuXLp7YZD///HNe+2Bo+DQJYUhEWojI4yIyU0RWichYEfmDK30/EZkkImtF5GMR2cxX9gkRWSki80Xk8vrZi/jkrBmqrKydjtQxNX5WN6OBMja1sJqs450dvdvq0GYoUjPUxATiVRWrqKgukDYjLG5fAa8PVY0+P+PHB2524pK5GTFiRKw4ZAA//fQTF110EU8//TSTJk1i7NixnHTSScywY2acdtppDBs2jLHPPcdPP/3Ecccdlyp7/PHHM3bs2NRnm222idWmofHRJIQhLOeRvwF7AxsA1wIvikhPEekMvAJcB3QERgEvuMreCGwFbAYMBq4WkYNqpZcikEyCyxV8TUhQnbnR/8BfuBD23rvRCwKR3c8yyDWxMbDBU15VXi/tfj7r83DNUCO//oHavZDr6CaJ1Nw9+mjg5mOOOYa33nqLCnsaa8aMGcydO5c99tiDrbbaikWLFgGQTCbZcsstU78d7rjjDv7yl794vFIffvjh/O53vwNg4cKFdOvWDYCioiIj8DRTmoQwpKprVPVGVZ2hqklV/R8wHdgROAqYoKovqWo5lvDTX0T62MVPA25R1WWqOhF4FDi9NvopArz+ekGC1wjKLLzxcxTJfKZVBwhMTZAwbVnUs7cxC0lnvX5WfXchZ0JdHPz0E/zwQ0HaKC0qLUg9DZU6D9TaAOjYsSODBg3inXfeASyt0HHHHUdRUREnn3wyw4cPB2DkyJH079+fLl26eMpPmDCBHXbYIbT+yy67jN69e3PkVVfxyCOPUF6eFuZfeOEFzzSZ8UjddGkSwpAfEekKbA1MAPoB45w0VV0DTAX6iUgHoJs73f7erzb6pYqlGaqhd0TngbgJc+MXagJvxpHP55Ddi36mN5wHfq48MfaJ+u5CJEHOD1evDsn8+uvw3//WuM1BmwxqVgbUBaeB2gyBd6rMPUV25pln8swzzwDwxBNPcMYZZ0TWs2TJEgYMGMDWW2/N3XffDVghPUaNGsWBu+zCc889x0EHpScG/NNkrVpljYBoaKQ0udhkIlICDAeeVtVJIlIGLPJlWwG0Bcpcv/1p/nrPBc4FahTRGJH0Qycs8mghcbfViMlXw9N56WTaFZVC98L3qdFTi9fE2srMqeDavgQTkiCpyYztFdUVVFeVZw/k28io9ZVkBSarzVDE/gwZMoTLLruMMWPGsHbtWnbccUcAevToQdeuXfnoo4/47rvvUloiN/369WPMmDH079+fTp06MXbsWO6++25Wu6TzXr16cd4xx3DO3/5Gly5dWLJkSd77+dTYp5ixfEbe5f30bN+T0wecXrD6DME0KWFIRBLAf4AK4EJ782qgnS9rO2CVneb8LveleVDVYcAwgJ122qkwT6G//hUGDACXwV5NaeQyTyT5LK3f9cdH0S4bwvabZOZvwscqNoUcBF3nIXC6Kp/gcjmQkATVmjktXJ2strY35Zuj0NSSB+p8V/uVlZUxePBgzjzzzAzD6bPPPpuTTz6ZU045haKiooyyV199NUceeSS77rprym5orctu86233uLggw9GgClTplBUVET79u3z6idgBJdGSpOZJhPrLnsc6AocrarOEqoJQH9XvjZALyw7omXAPHe6/X1C7fTRt2HRIlixIjBv7TfeuHir6veR6aG2FEEDYK9egVnXVKxJ/1i50prSbASsq1zHnJV5evQstIBgX2dBwlD0NGfNr88iKQrUDEHTkHtXVCwjWfZb6ndB3QiEnZwG9NwYOnQo48aNyxCGDj/8cFavXh06Rbbddttx//33c+qpp9K7d2/22GMPJk6cyIknngjAf/7zH3r37s2AE0/klFNOYfjw4Smhym8z9NVXX9XuThrqjaakGXoY6Avsr6puK7dXgbtE5GjgLeB6YLyqTrLTnwGuFZFRWILUOUD0xHNNcE+TGWJzgL5PeR6KBUFJOoKSk3H6dACqk1Diytvhjg5UXGcvVR4yBK67rmadLhC7Pb4bX5/1dcZ2x6/Oh9M/5LDnD0NvsPZv2rJp/OXDvzDimBEZZTzU4kBX0CmcmIRNkzUV30NVyUqKE2k3GQU/xrXsdDGrzVCW83TEEUcE7vO4cePo378/ffr0CShlccghh3DIIYcEpqWW7Y8aBTvtlNp++umnc3oBFrsYGgdNQjNk+w36IzAAmC8iq+3PSaq6CDgauBVYBuwCnOAqfgOWQfVM4FPgLlV9ty77nw85OV2EBvWGV3DiPLAD9n/MGO+2ymTD9Mf0zexvAPi/D/4vtU2Q1OBSkijx5F9TsYYJi2pFuRmbMA1NIAWcJsup3caG7zi9/svreVd155d3Mn/1/PD6a0GYzWozlAe33347Rx99NLfddltB6zU0P5qEMKSqM1VVVLWlqpa5PsPt9JGq2kdVW6nqPqo6w1V2vaqeqartVLWrqt5TG30sZCyxvJbXrl3bIDRSF1xQO/XmFag1UqXUsIRHVeXOr+5M/U5IguqkZR9TUlQSVixnqpJVjJo7ig+nfRicYe+9Y9Xz/tT30z/s41yry8LxHpOmiGpN1mN5+c/4/7BwzcL0hjq63gvtFPPPf/4zM2fOZM8996xBrwyGJiIMNRpEMqfJ8hRQQoWrsPp++AFs9/P1yb/+lX/ZvGW5sAe9u8Jkki39C0gagPDooHjfqqu1mrHzxwKZmqE4zFk5h+rqTBcPR4w4gp0f3ZlhY4YFF/zss1j1X/zuxRnbanu8LUoE2wylhN4GdD7zoaCLxxDvy0AdBGotNCvXr6zvLhiaEEYYqktUmTMX5uTgHiiwmpC3q0Cni80ATUbsdNwDsmwZ3zxmfT3ttdOoSNbMF1ShSWqShHhv10GPDQLI2K4oqhqpJen7UF+O++9xqE9C+W2lZaCblz1KgT2B7/HEHjnlD5ome3vK28xZNQfNIohNWjwpOkMTQ0QybXgCpNVCPk4Kp9eyCPJlZTDkixGG6ghHgJk1E+a4Fv7Mml3D1+VskZabkHQUtStRUzBKiNF6SH0fTf+IZANbih0kDDn4DYTPfP1MJiyawGXvXRaYf9X6VayqWMXERROZvmw681bNS9dlH8dstjehgpavL1UuoTLXqeKvfstt5U6QMHT/t/czfkFwzCs3fR/qmzVPUyJDMwSB13uhbbAijdkb2NS0oXlhhKE6RhHE9dC55Zb86kkNLNmEoQbGKHYseJ2xZRb/w9b3W1KzKQ1HCHKIEob8LFizAAifRnj8h8cBKE4Uk3R88AByk7BoreWf1Pkfxib3bMJXv33Fkz88GZlv439snLYZquWl9UF+hvxGu1XJKi5999Iat1UfBB2/kdNGAoTbeIXg1gx9N+c7VlX43IPbjVVTOGFoi3e+pf93rqn68nKvN/4GeN8Zmg9GGKpDCvHiM26cTwvie4A09OfJjozJu4+ffpp7Gbc2YsFCb0iI6H7kdrLGzBuT84CUC44wdPsXt2fN6wz+YdMSTrokEiDet/+5q6w53M9mRtsGLV23lDHzxvDZrHS+dZXrKK9a78mXTagqJEF+hpKa9GgjqpJV3P/t/XXWp1xYtT7D1ys3fHxD6nvJsqUZV+W/Rv2LOSvnsP9/9s+pLbdmaJfHdmHWihraE8a4qTtMnUOPGUvTG668Eh57LFb1gwcP5r333gPS1+tzjz7HeeedF6v86tWrOe+88+jVqxc77LADO+64I4/agWGTySQXX3wx2x5/PNtttx0777wz0233Gz179mS77bZL+Rm6+OJMWzhD0yAvYUhEMt18GvIi16mD1atzLJOrsfY33+TUn3wI68aT0UoGXn45pL4ImyGxTY8BRo+CadOC83kcLkLOkuvH0z/m7Slv51QmF8bOH8u6qnVc8+E1WQ1HHSEobIrDEQ7cmrDVfs1AFhTloncuIuF6hExcPJFVFZkDevbKam9pfVKTac2QakoAuPqDq/lo+kehdZ30ykkF6VMutL+jfca2mz+7OfW9z0lH0nVNev/23XxfAPr/u39GuWz8MP8HID3dmXG153pO+mUP51hdWkxxpUtzVx1/KtqJTVZRVcHPi34G4IPXP8hwwBjG2WefTYcOHZgyZQpjxozh3XffZelSSzB74YUXmDt3LuOff54ff/yRV1991eOB+uOPP07FJnvggQditVdXqGrTdidRh+SrGZoiIneJyDYF7U1zQCQtzPgG3KeeilFelTasyZ4vX3bbrfbqtgl7/p15Zv71hRuVu/CbDrl+9Hpwy+CKXdz3zX0ZWX5b8RvfzP6GqmQVRQnrHeFP//tTzJ7H55/f/TP1fYPbN/CkpTRBquzy2C6p7WHTfSnNkEuDlOsD1bEFcvYZ4NbPb0VV2a27dQ0d/eLRAIyaOyqVx9mW2anc1aaL1iziLx/+JfU7aGm9ovaUkIWzn3d9dRfv/WppGq4ZeU1G3c/9+FydT5fGOQfuo+RMmzoCaK5uBRSl+BbL726N93XixKxZqkuKKanMb+A+5phjeOutt6ioqKC8qpwZM2awaMEi9tprL66//vqU5maTTTbJ8EQ9depUvvvuO/72t7+RSFjHrEuXLvzf/1l+u+bNm0e3bt1Sad27d6dDhw559bOuGX3xsTzyWDztmCGafIWh/sBk4DER+UZEzhURf/wvQxARD/0sAZcBKPv5O57llIztd315FxCgXWmARon5PnfzLeccAiE8wkZFdWVqoFE00FP4Ze9dljFofDzjY3Z7fDeqklUUJ6yB5ZHRj9R82sHH8z89H7hd33svZSdTlaziuznfpfo4/MfhqKrXn4wLEaEyWcVXv33F65MyHfj9tPCnrP1y2zEV2QpjZ9srE18BYPHaxVZfNb2tECwrX8ZLP7+Ubj9gab1HM4RX4HA0aL8u+zWw/r9//veC9TUfHhsTNIWUvv4ce6GKastu8H+T/xdZ38I1Cz0aUHf9/lWFtUEy4bWXzIWOHTsyaNAg3n3P8oc7YsQI9j9sf0SEm2++mbFjx/LJJ5/QsWNHLrzwQk/ZCRMm0L9//5Sw4+e4447jzTffZMCJJ3LFFVfwww8/eNIHDx6cErbuvffevPpfW3Qa/TOJufOyZzRkJS9hSFVXqeqjqro78H9YXpznicjTIhLwim0InNrK48Egft8wjtp/5NUAXBq8gMgunPsDb9o0iDktH5uCC0P+hO+/B2DqVDvZNRjmbWztlPedR+dtfHXF6pQwBKRWME1bNo0nfngiZqPBRPkRkoMOYq8n97L6EhCkNKlJNrp7I882/z4sXrs4cHrr8vcuD223RVELwCsMJUK0c2HCWKEJmiZbsHqBx2boy9++TH13hEZ/Gcd259qPr62trsbirSlv5ZR/ffX6yPRrRl7jEaofGf1I6vuH00d6M9eaVix/oWvo0KG89IIl/I4YMYLfH5GOV6iqnHzyyVx++eWpiPZh3HrrrQwYMICNN94YsDRBv/zyC7ddcAGJRIL99tuPDz9M2/+5p8kuuyzqAVsfaJMJN1Pf5BWbzLYZOgQrhldP4B/AcGAv4G1g6wL1r2khad0DwLry/L3ypoQr30PrSu4GXA/xGj7Uli+Hb7+tURUZ1M5z1nUcBw0CVbbcEj53PRfj+rucu2ouLT+eC+K9PVJGp66mxi0YB8DtX97OKdufkpp6cQbaX5f+yllvnMWZA/OcAyT+8ubqZDWtilt5t2m1ZyrL3TeHbTfcNlALtHTd0oxtDi8/s55DT4IpS6ektn084xNUwvsbattVgwtCECYvmcyWHbdkeflyTnzlRIZuN5SfFv7EVh234pclvzBs9DD2svM7BuIA05ZPY8y8MRn9nbF8Rt79KRSqmrKNCSJoSuy0107juH7H8evSX9myY/qd1DG+L04U8/mszxk9d3RG2XUVazO2RfUtqcnA6ypwYP7zn+F2y/C/JsP2kCFDuOyyyzjsx8NYu3YtfbdPu0O48cYb6d69e2Cw1m222YZx48aRTCZJJBL89a9/5a9//StlZWWpPC1atOAPe+zBH3baia5du/Laa6+x33775dfRp56CGTPyKxtEz54QESOt0CFOmiv5BmqdAnyMFcfL7QzkvyLyu5p3qwnx9dfw44+pn5bPG+t7eXlaqIkzHixdCusjXv4U4W9ch0cY8mRoGEvNCq0ZiqzPlxg2TRbolO+XXzw/gxzVuVcm/Wf8f/jP+P8A8PCohzms92Eeexk3J79yMs9GdBtgjz3gyy+DNT5BBA1QVckqiqSI8QvGs33X7YFMzdDayrVc8u4lGfVFtXuILQM5UzVxy0HmoDl5Cmy9RWSRQNZUrEFRev+zN8v/b7lHQDj8+cN55XhrSu7NyW8CMGbuGDq37pzK8/aUt+lW1i1waq02mbBwAiVFJXQr60bbFm09aRMXTaRvl74MemxQpFPBoD6WV5Xz86Kf6fevfky+cDIdW3WkU+tOtL2tLWsr13J036N5eeLLDNxoYEbZ0qJS74Y7rdAvpQGn8vEfHmfG8hn8bd+/ebY//PFdnL/v1ZkF7rgDbr+9xlNxZWVl7L3P3tx8+c2ccEI6vOSbb77JyJEj+fjjjwPLbbnlluy0005ce+213HLLLRQVFVFeXp56KRgzZgwbbbQRG2OtLBs/fjzbb799fp1cuTJScCk4qg3SFKIxkq/N0KmqepZbEBKRPQBU1aw9dDN5sjWiBfr8y2365sAD4V1fCNl/j/p3g/SLE0XBu+vT1mQkO4khvhfj4ndU9+vSYFsTsGyJAP760V8D04f/ODxre1/l5nOQaq3O9FL96CDWV6/3rDhyBtJ1VeWANYgCvHb8a9768ojz1XWN19GiG+fQ+acNhw+HVXksQtth2A6pc5CQhCdG2/Tl01O2NA77Pr0vS9ctZZO2mwDWfgdNrQUJc6srVhfsPvvP+P/wysRXaHd7O9bbrgjemmxNiW3zr23Y9bFdmbJkSlQVdLmrS+D20187HYATXj6Bznd1ZuS0kayttLQ+L0+0lmP6jwtAsV8YGjs2tO01FWsC3QB0+jqgjHfFQt42Qw7HnXAcU36ewglD08LQPffcw5w5cxg0aBADBgzg+uuvzyj32GOPsWTJkpRgdMABB3CnLfAtXLiQww47jG2PP57tt9+e4uJij92R22bo1FNPje7gZOMVu7GSr2boAWAH37YHA7YZIPVASBvyOlNcsCEL3VkiGT0a9trZ+j6ENwD4v5F/5tx9rypod93UhpxV6DqjVpO5bbUEuP9+az4XLPl02jTYwqWVOPS5Q0M76tcMTVgYHhneETAKzTsnvcMfhv8hY/uhWx9KdbKaIilizqq0i/PZK2dn5PUP6k5fO7bqSIuiFpyy/Sk89sNjzF89n6QmeWnCSxy/7fGx++gXovxnZl3Vuowy330v7AfMnw+dOkFJjuHWLnn3kgxBcEX5ioxOnPH6GTx8yMOc99Z59mZv7y58+0LP8XPYcdiOHNP3GG7Z95bYzi/DmL96Pnd8eQcAn8/6nP232J9Dn09fd9/OyT4vvWL9CloWt8y4zr6fa9nLjZk3BoAD/nNARtkJi7zX7cnbn8yusxZ7tq2qWI1XZ5UfT4x5HGeCuNsPU5jaoWZajCFDhvD9nO/pvVHvlHuAMI2Qm3bt2vHII48Eph100EEcdNBBMGoU7LSTJ21GIae7agljM1QYcrqrRWQ3EbkC6CIil7s+NwLG91AQ7gtVlYmTJDVVo2BPa8WnRw/v72Iy32ydtjz/8yRIC/vFFzWqss5Xkzk7IKI895y7QujVy5VNfUarrganL5tOQhKc9cZZgKX9yJha8OGsoiokjuGyB017X/ZPk61YnxYIHI2AX3OzrtISTooTxbxz0jvs2n1XwHKYuMX9W3DCyyfw5awvvZHobc7bKdO6Pu60nsNN3MjMWdY5OuaYTFdXN35yY0q74fDjgh89v58c+2SGYHPgswemvruvnX5d0j5xEpJIrcJauX4lT419itcmveapp/WtrZm8ZDJ//+Lvkb6JHKqSVRz+/OGebZ/M+IR/ff8vXp/0OvNWz/PkzRe3IHRq/ywaixD6du7L/Qfdb4WfceH/nS9fzEo/LDb/7MeInPFwBPlCxzlrcMR82DWySYEGTa6vOKVAGZZGqa3rsxI4prBdayI4N69YQVRffQ0WOk55XQalcS7qwYOhY0fvtqIA3yoAHHRQejlVDfELQ3vtFZzv3nvht+c+z1qfs68PPQQrVkTnDSoXd3vcdAicxfSwxQNbkNQkz463LH0ueOuClH1QGGFTGTmx996enwM2GpCRxXGeOHXpVI8AtnUn7zqGb2ZbUkaGMGRrakqKShi8+WDO2uGsVNrMFTMB2PPJPfn9s7/HT1lp2gjV6YdfCFxpT6kMGZJRPJ1nleMrCaauHsenMyx343KTcNOnN/H9nO89+R07IDdFMX3BuqfT3FqevZ/amzWVXh9ey8uXezRZcaYOu/2jW0b/Bj89mAvevoAjXjjCc/zjTkUe/8LJkenn7nBurHr8/HzBzxQninl/6gexy4ROgwIzl8/kji/ucG3MvLNS5WswkpdX1o7mtdAsWL0g9+nm1avDvcP6+GXJL8aAukDkJAyp6qeqehOwq6re5Prco6rRk9xNnEGD4ucNMppeGHf1se8BEuRbBSD5229Ur11Tp8Z1b74JPU4KsZ9/Pr2k19mFu+6yjMLjEioMJTXUMNor5niPxdy5RONr0D0IrKpYFer7Jxs52Z58lg53cekul9K+ZXtPcrVYezV92XR2f2J3T9r+m3tDNDiriL6Z41W9TFtmPXjdrgHiUCRFgdqxzSbOD8xfXpF2DrmmYg1fTh/FJbbddtJ1bhaNeZrS8y7IqS8Ac8duz9W7Bxjw+nDfL25hKOg+6nBH7s73/MLgbyt+8/x2X0fu6bEoXpwUbmM2/ZLpntVjuZLreb/ygyuDE8RarffaL6+FlhWsuHaBxLgvHO3mpCWTsuZtCCxYEyIMRe1rMumN2RaBKMaAukDkOk12n/31nyLyhv9T+O41Hr7/PiTB9n4rqtbSbrfRtOv7ggXeYtUh94//ui+vWh/4EJ+zei4jc3jbq3VOPDH1NTVNWMCFEGE2Q4sWQWWVy+uii5kz838zdWwz4jLipxEAjJs/juP/67W/+fOf4wnDB/Q6IMM+QIGEBtsN+Ac5Z+B3poU2XQF9F6dXxOU6KFZrNcvLl0Mn76q7f/hm0xyNkbSwJN+K6gomLJrAxe+dzxM+F0yq0GrdeoqmzYhs2y1QOtqpVauEeavneQzb3cKOBJR1p8dxlLmsfFnWPH6u+sBr0xdkwFwTNt1g05ynJt0EatQiBusB82CX9wPs5ZLOS57XTs+NEM/vVNgLwy9LfsncGP4m1CAInNL7Mb8pQ/dxufGTGwGztL5Q5DpN5swL3I3lW8j/adaUB2huFy2C/zhHzT+QRfi82XTTkEYCIq0HCUOK2pbFeQz4b72VksZyKR43b9x8f/lL9jwZ9Tk/bFXdb79ZkQJWrIDFWUx4cnmkuAfcswae5Unbb3Ovf5Ij+hzB0JetGErrqtalpp4chg+PdpmwQYsNgPSDsGf7nqm0pMDGq0CqM6+BB77zxlHq3bm35/duXoVFpHPHMN759R343d8ytr9xQsC7UbElBFz5wZXMXjmbRCLhEozT02RCZqy4YWOGeXwEuQd/J66aqhVG46mxT6XSnHvD7TrBPTi5vy8vXx6+ozZDXx4aGMft8TGPh5bxG1w705UOt352a9Z2o0hIgk6tOqV+T7xgInv02CNrOb3B2vdcheC+i6D3D79lbHdCn7gpqkr68mSnZcuWLFmyJFQgytBGRqx8a7BU5C4QqypLliyhZcuWAHw43XYMaWShgpDTXaCqjreuUcA6VetJYzthDLDsbLo4cobbw3vnzt6o6BCsMQryRu2/74OmcIKeDUKwMJRMCBIRwDSSQw+F2bNhk01qxY1FlDD066+wpa3xv+02+LsrIkIsD9T/s0MSfP897DgMGa3MmGm5e8pAqlNP50A/Q85IffrpsHl4nx87/DEe/yE9GG674bbpBxVeTcAD3z7Ad3O+85SfPRuKI+7ES3e9lJs+vSk1cD9zxDP8/tnfs65qHUmBT56CSy4qZ1wWk5m2pdHrg3IdFFP0yPQBcFjvwzLzafpmmbxkMsVSlDp1y23bsdmzYfWazHe05358jhXlKxhxzAjKSssCg9WqWvtQWV0Zu+v5uA+YvGQyO3TzLpw9+82zPbZWAI+OfpRj+x2bdbVPHE/X97ybue1vg//GBi0tQblFcfrx26dzH9468S3a39GeIb2HsLx8OWcOPJPnf3qed3/NrCghCY6cBOzqEkAjbtJnXoVxAbPhKyoyz8mQF8Z624p6JtnHqXv37syePZtFixZlZFm83PtGM3HFREutGiM2WlYWL655Pb46FqxcgCyW9L21ahW0aBHdVnm59fa2cCF06ABF6Ru7ZcuWdO/eHUi/HEkNVzcaLPJdWv8hsD/gDP2tgPeB3UNL1CIiciFwOrAd8Lyqnu5K2w94CNgU+BY4XVVn2mktgIexjL/XAneq6j1x2nzwQVizxtJ2PjdcAWFNSPxU8byJBvsWcn+vqIAdGA143cpPmACv/Kic5q7bpRnyTsHBG7+8zr47HZM6yZWVUJyHcBM3f1yNz7BhcPXV3mmy3+wXzb59rX4G8eyzLi2br93Uvrvn2g+8Akaflko7gRGchGs52aB/wrd3Z9+hp5+GG7Pvl8N2G27n+f1/D/zA2/Zq+DA7o6++gqNDYpg6bNVxKwD6bdiPhw95mNNfPx0Va5osjqNAfx6/AOg2LA7CUsdr5raOU/llcXr6QnzXQaodV4OfzPjEclXgCKP2OZo9G8b9sowgE7y3przF2sq1lJWW8Y+vvYroYzb8Kz/Os2zoFq6NnobZbIPNUv6F8lmWnNQk5VXlLFyzkFbFrejSxjKUX7hmIWe8nvaAfO8397LHpsEamuJEceRKsmeOeIZTX0uvELvsm8w8R/U9ir5d+nq2ObZDjpDUvqUlEJ3a/1RO7X8qcpO1v8f1Oy5VRkTYbiHeufqIe7lYYcdPM/3pOKvbUto21fDArN9/b9nD9e/vatMqV1JSwuabB799bHPTNrQoapEKPaI3KGyzTWGWVRWiHqeOgQPhhx846L6D+Oz0z9is/WZW+rHHwnHHWZ+wtj7+GG6+2boZ3n4bttoqMFuTX1FXx+QrUrZU1ZQOxP7eujBdyou5wN8AjwWCiHQGXgGuAzpiabRecGW5EdgK2AwYDFwtIgdla2zePEsDtGqVbRd8yCFsxgzAur5XrHBNe0Q8bJ17YexY733RtSuMZqeM/IsXwxKfwXGYZkgFvpz1JRWV6fmX669TXnopI2ud88476e/O4QmdFozBSLcTZPfxbrHaI4gmfA8PLY6O5bTO58Plii9DMvo4aEvvJfS7b7MHUnz00ez1OtNcHVt15NTNj+CqL6xpMlGYuiz76pMMYciX7tYMvXJcZkDV/bfYP2Obw9j5Y0O19WnhKJ3jvanv8fWcLwNt4+ZtODxDoHII0vrsv8X+FEkxqpY3bfc0mZ/de+xOjw16pI6FX6iKw86P7szIaSPZ9l/bcuQLRzJ/tWUw3vXurrw95e1UvpbFLVlXuS7QOeeHp36Ysc1NuxbZ4177vVf36dyHKRd517GcMeAM9tosvfzzqL5HoTcoLxzzAgXHP7j37ZtxjaWugI8+Kow2p675+mu45prs+VxTdxlCSwFtD8wMWeHIVxhaIyIpPbGI7AhkelKrI1T1FVV9DVjiSzoKmKCqL6lqOZbw019E+tjppwG3qOoyVZ0IPIqlYYpk7lxfnKupU2mBNbD+9htcfHF68ZR7ML7tNuv/H7BU1U7KwIHQpk26/uXLrf/r1irvvefb14DL3z/IOd5s/Ya1B476Ox3HfZxt97zt5XDffmqthmbyZBhj+XwLnBp3G1AHccABOayuA775cA0lVAbabIF1zJYF2L1me5D4DV3vDrBH/8uemYZNUdqG7u26B253jslLL8XzxiwrV3LRd9Cm0jrPcfBfJ/5euoWhI/semVF+9x6Zit+pyyz3DT8udIWcsSt++8S3vZkD5iIdLaBfq1kUsk9f/eadktMblPdPfp8XFtxEeXGm0Om2LxH1ugKoCYc9fxirKlbx5W9fctQLRwXmKS0qpaK6ImNaFLILO35/UUH4bZF+Pt8by+yBgx5g7557e1aavXzcy6H1VRbYsNsfzsZDDTQwNTEWrwnLy5cz/Zdv4efwmHF+/F7r/X7naBsxdR1Xa2mmyQpCvkfxUuAlEflcRL7A0rZcGF2kXugHjHN+qOoaYCrQT0Q6AN3c6fb3fsTAH/Qz1WA/K22Ss/LTXkGmCq+8Gj5N5tiMuN+UEwP7c1AWPVWQAfWhzx+KYg0q7pUGm6yYQKtl2daTOxVL0NdY/O9/6emsDTfMTHf7g/TXLWI9a8KmyoI4ZcKf6cpCfsqMNZpiUpaVuEGaiDDthMOd+9/JrftlGr9Gre4IM1J2hKG//MXywlwTLgmyjyL7VFpcm6Hp0zO33fp55nH4w1Z/8Bj2Alz3u2Ano577QmCvkIVdx/33uAxNiyN8VkvmYH7AFgfY9Vv4+5ONDdsEXMA+wo7rt3O+5bTXTgtM227D7Vh1zaqMKVWAhw95mNKiUnbrvltku35hyC+EX7TLRZHl/Sxf635jCL74M2LteabWNGPwT/XI1pQUYmKnVmLHPflk1izfzv6Wp8c+XbN2qqvx2FOsXh1utxZTYDQr6wtDXsKQqn4P9AHOA/4E9HUZVzckygC/W78VWI4iy1y//WkZiMi5IjJKREZZv9PX6lLXM8QxoL7D9jsmWNqhjdVy8X8Vd6Uzu651ZzB0+91pMTlz+aXf+FoIf1MSYOHatBGiItaNo5pp6R3CC3lq050b1ONU0XYkVl1trbIrHI4hIRlPhiBj9eha0rRbFTCNpumVToM3H+xJKist46rdr0oNUi0qYZhvUVVYKIdkMvcFJqkl677t9/m0iSdvbznsGzZmWGqb2wuzg7NqLQxnkDvmWOv/0quDnUS5hcgvzkx7IBY01Gu388IQB78DxnQl8d0LxGHTDTZl0CaW9ZI7wKufqPAZU5YGu19LSIKy0jL+sOUfuHSXS9lsg81SaX/a6U8csMUBfHL6J5HSQ03DguSD3xP4Cx89GJk/dS0MHGj9dhKClsPHHNXdwlDBomWceWZ0emUlUmU/Z+NKH1MCzv1bb6Xbsi/4wU8PtoLyDhsGa73Hd/Ga8CWw67+xtKRmaX1hyOtuEpESLEHoRvvzR3tbQ2M14NdHtwNWkTb+bheQloGqDlPVnVR1J/AKQ2ED+6hRZNw4+5F25+88J17mqNSz4ZBDwneme3do7xuvQpfW252bs2yhK6/d4k8/sajPnna+8PYA/n3vWu8u/OUv7MVnofmD6kz9tueqpm50KPvsV0FVmbXEfOZMb96KCmtVGVhTRrlo1AP9MxX4YVF2myVH77Sx165r1TWruPOAO1Nv6EUKJ9ry7Oa23LD/j8FW9h9/bC0yyYdNVkGbknCTvaP7WpbZL054MbVt2w23TX3fp+c+TL9kesbUjBOWw+E7e7ZnzBjrhHRo1SFr3zyaFdFMzVixY3QrXDrsJc7lEXr4X198hBoea+bjrE1pG8/vWwbfAsCy/1uWVROmqql7q01Jm8i8ueJcI7069mKX7rsEpmcL91JwYSjLjVadrM7QYsxdmRnHzVdp8M+/BgQw9rcf9TC0GZ3vK3iubx4DB9LrgYDVGw88kLnN4bvvMqfMA1bNLFm3xLKFu+EG79vjr7+y+xPhLhJGPWo9/01sssKQ7930MNZSp3/Znx3tbQ2NCUBquYKItAF6YdkRLQPmudPt7+HRN13MmhX87GjJupRB7847h5d/801o/Zu1IuMoXk0N4qHOG4H99/essgTCDajXVllvGKtW+4yG7dDt8+YkWbcOtt46o6iHpbjifxxwAEyaRBei1TpXXumVAf1uAua/8haTD9mUBUN7omp5onaoqrIMxffZx/q9/z5V/DDGtQ8HHuipa9lSZdf5rwOWm4MzziCQPNx6BJJt6sxNUdIycAaY9gBw4IH8+7F4c2DjXJO3rZcHC1BB7gCO75cZUDUhCbq0TocGuWHvG4D0vnx82sce30UOt+13m+f3u+9mNti7U++Mbe5+lSRKUqLo8+v/RJt1PkGmJL1vD8w/jpN5ls3s8eCwkKlNx04ps2Hv4+yjUz/ijzv+0bOtVUkrgAxP3kHs03Of1EtFHIPmOMy4ZIbn97k7nssJ254QnDkA97EtvGYo+uIuryrPEETd90OPmcvZ5N7HUZQ3fgn2wZtT1Pq3vTZnM5bPyMiSyPcQdMkxVM6ECfz606eZmmbHhXoEiqYNQd0PohjxhSQqX6p+QyHI91LaWVVPU9WP7M8ZQMTQX7uISLGItMQKFlskIi1FpBh4FdhWRI62068Hxquq85h9BrhWRDrYRtXnAE/FafOhh7yaXucZtZSOrHOZkosET9V88gmUTUuPeJ9nD+mFCCxe6psGCtEMOajLr8fWS7zGJF9/ndbAhNGS9ax03IeMHMnqEPcBQX1N9SHgbq1qadkafJdpW+rhb9OGUva9y+j7A68Vc5fO6cp/+AFW+FydOMd+1qyar8pwjvL282HoeG/a8v9bnpG/SKHKfYd9EGCBHcKAAenvW337a6CtTZBgFjRA9u/anz/t9KfUb9VM53iBfdhoAF+cERSVN91w0v3gDuiPW7uxY3I8Xd/ySThiu4VoaWkNxbX25o0Rwf266dObArdr0rtPgzcfzO82SzvEefaIZ+japms6f5ZB5pkjn+H6va8HYOi2QyPzxiW1xDqEkaeM9PyOEr7rY3okyh1A+2VraTvaujGWrPWvZQnmp4URhn4+Nr8/vdz+wm+hw+rdeXHBzbHLe1i5MnseH/NW2gb6OWhiUueoQ4fMCMRO3Eq3EWUQgwalhamoNgw1Il9hqFpEUvG+RWQLoH5M/C2uxVrN9mfgZPv7taq6CDgauBVYBuwCuF/DbsAyqJ4JfArcpaoB7s2CmefcG67BoRXlnukODblx/KtKL4gRiimRCBasrrwp2Cj6wKmw/Z33erbFvo9dGd0Gs2Xvv0oJOVg3A6ecEp52773haQBl1St5c0LmMm+HItdSqmeeCZ4SyzpNZhs0BjpetPnj9+mbZduFcIjPHMDx6+KmOGnFDsuFmTODn4k3D/Y99EXo7prQffQwa23+Nl22ySi7WfvNGNJ7CC0qgT59UoJQ1P6CpT0J85PjMGVp2t9MS3ucdA/gGb6L1D81ZXeiT1qT8HdfYPhnj3w2o90gw+a589INb9FhC2+zYk3ruYXAOKuSnKlCR6jLx0t3LriXwUcx6pHa8DMT/QajaMAxS+dTTZdzhPIdPsn0R+Tmoe//lVdPH3wHElrMiAU35FUegKuuyp7HRerovPZa7CDYnVdVp4Wd03zG9O4XifUVaYNR1zW601ystoLm/+0+zVuT3XWHITv5CkNXAR+LyCci8inwEXBF4bqVG6p6o6qK73OjnTZSVfuoaitV3UdVZ7jKrVfVM1W1nap2jetwEaCIKnfs0ZwfS25fOzVBgJfb70GnNdDa5d2gOgkblEMLv2MiF1EhfdzTNP58jhuBKNx+cz75xPq/sjzzbeyrr7JogQU+WPaQ/SMzo1sYcpb2p1i5cWQfnUFbO3aMzAdw73up7tix5iLqRSiuho+ehqKSzMGz9yIY8+/Mci1ZR2VlzCvJd9DatmhLSaKEXh16BWZPSILBM0gtd3YcOOZFyM5PCzCf8Guq9nrt/cxMhA/s7coz7X4gJL6XJHlzqBUt/teLMlWecZarQ2Z4FUgbYp+7Y37R4buVdYtMd4Rpf5ywMHl1x3m1sKrKdU19OztYZeu2GXrzlzeZsyptM7Ry/QrGzrceHI7Q2Wm1dxD378/Db4X05YgjYvQ33vkM5e4Ih6sBnDYO2q22XwQjlte//uN/AVixfgXfXedaFhliPzRx8UTavvtR4BLa4c57YMhb7AHT4MNpHwWmGXIj39VkH2I5K7wYuAjoraofR5dqWsxno1j5IufIc5g/HzWKjKCWVv3W/66+6SuthjN/gFWVXmtU9z0V8rIBwEF/IKX6yjCIRvjCnj355ZfguFpBWmgnIGhuRKsvqsI83AL8fEys1WTimsc/cbsT6bg2II/b7lGie6UoCYXtFkJRcaYR7B9+hYFu06FSy5b/ZY5mP6Kd8YXRqVUnqrXaM+C7HfslJMGm9qXw0Ns3cfPgm3Oyf/Lwh9yWbLvb2XB2yFusBJ/HFbdDq+JWqd9OSJHl5ctTy+bTaEro8E8DilqOIePw2OGPeX4/cfgTHLr1odyx/x388+B/prZv2XFLZl4605P38cODY5TNvnx2ZJujzhnFn/f4c052QC2LW8bOGwfx26oE4J4mO3zE4XwwNT2td9SnC6moWs/K9SvDp27iXnOvv+75GRQPTtxaxiifRgVkyjxbCIp4di+93tI4zVphudUP1eAFhSDIw/9Sm9wU9YYQco1af5TzAQ4BtrQ/h9jbmg2dM/w7ptm28ofUd1U4meE1aquiwnLGFxabLBhlw7VQ7Xt73PqdtEASdd9txPzQlRJJEuxla/OPPTbtw+chzg+vEDjgnvQDrmUlsR+MUYKHX9jxTIkt6Z3atjuZ8bPc00SiUFrUguFHDeegCDsqUXg+3G9dBsmi7LeYXN0egBIqETTDeWSgfY9vW4dWHejbuW9qMG1V3Ip9N983lZ6QBJfYJgvtQ5xTxqbvq6mvMy/KNAiPmn7LmLJsudwuY53HPcl08+0egO876L7U9/dP8WmZiteHTn2pwNqKACkXGLjRwPAOA2cMPINeHXtx9R5XA3DmAGtp9OW7Xp4xXXfmwMwl2h1bdcwq5JQUlXDb/rdlteVyX+2FciCZC+5zcdI4KAmQYWcsmMxWr3xS0HbdYU4cxK0Zqgq3ZaprZi+d4fnd8ptRwRld1GRF2Ku14Ey8OZKrZuiwiM+hhe1a42FrvAYkrTWtpnn2ufCLfPWaeDfA7Nlw553Badnf7r0ZOk39Dj75BEUiNUNn8CTcfntIjd5+l5dbITHOz7KgcFfXKtxXR8Dv7Jdqj8b5d7d4yixfGXyMRtjGtdk0P076BWTaJvyfa9x99hVISLja3d+LoRF2n4Kkp+BiLHe5cFT6RAiasfou8C07QJL98bwfU/6DllztFdYTkqg3M8tI26Rtn7fzhJ9Hx5/TC8e8wJDeQ8Lr2n44O2+8c4bLA4f9XMKhm6Dppn8cGB6m4/Ehj3NU36M4b+fzArUzh2x1CH8b/LfU76Xrwqeqs5G39i4Ppi1Nh3QJalbVazP07KtwwyeZ+coqYOD9L2YmkJvfLzc/Lwqalkrfr1/MjLECJQ7OfeVxkOZKzuMm6n5IiPG9YyPksrVK4dgWEJBmqBVyEoZU9YyITxavVc0IVTqxmMfItD3IB/9yejf7b7Gf1WRIenllwNvwffehCC3mTk/FVPOzgcsXZTZv0PPnwznnBCQ4EeQDaFGdDiPhWSix7/Up3zMOKeeCCTs4o8JQ+/nSg9+iO+enbbBflINd2qCoR88u2dyqYGlp9rQNj4tLMp0H+Qe4Fj6h1BFSd8FS5VQm4+nBRSQVuNNZQu4QpJlI5vpg7/mJ/cVnNOvvRx7P7ihhqLXtQ6k4UZxVwyIifH+O1z9Fm5I2KNCldfDUtjtchcPlu10e2Y4/rMWhW6ffBROSYLuumZ6lGzrrgp4VPvx+hlrWkUImyEuzJNPTZC89eB6eZbw1aqwa2rcPTCqoWLLEemH5+SHf9of8G8i0GcrmUt+QM/k6XewqIo+LyDv2721EpDAjfyPmEKzBf8lSaMMaziLAyMeF+y1pY9vWt4QK/LdclHJh6xBDWOcNZnVlgA9JewTr8cETnEKAIzGgN+Fz8LGdGB52WGRy6Ph3/rbQdq7dlosS62HtHoDv4P8i+qaWPU4H18qP1ICeG47AclSM2JLFiWJGnmrZUrRt5V1lVi2ZscT8h+FQe1y9mysBeOOXNzMbyVGt7n6jd9r7ugfM2TaHCLk9/Rbq0KV1FxLjTwvInMZznkP6rYkI2y/7hAuS13TC4qsXU6RQXRl8I/33uP/mXKcfv+FzbZGPZiIf2ob45YpaWg+wZf5KsEiCtHfuabL738UbGiRfqqvhlfDVqwc7kwAR2prQlBAD6r6L099/XPAjvPxyYD43v/2QeS8aaka+q8meAt4DnOU6k7HilTVrnsSa196AFTzG2QCcQ4xw5KTvk6c5jUPwLrGIusdLJIsX3aCH54wZDGAc02dYP6uq4LjjvFkShA9OflV3lENDR7sRymafsaKrb0lJ8TpSj5Qt3/WF8MQT08zdl335kK54D5aUzUU3c3vMjhhNYgy0oQ86/5zjb7bGyueSP0gYstpOZgiZFUR7II7DzftYS/LXV61PCSUlSSCZ5MnXoLJF9qXiGYbKLulGSCCrNvEk+6+5LlU7Zu9oaUR4mFvTcc9ydjT43nu0/Pp7OpRnlm3t8tpdU2PkC3ZO+8Yo5JL3upzadLe1W4i9d4bTRV/65svtLyHCQr7TfsHCkO/ZVwhPzBddFLnMdtscAkhvd7nPzMCvzQkwoH7w2wiP1q68nS+/Nn5HDLHIVxjqrKovYvuhU9Uq6tfPUIPAGcz+x2EcgKUZ2NsVusI/2IlvuqFHD0ujVBR5KL1pJfaS37A3xqiHz1rbO3VVFbzxBvBwsM1PWXCEkhTHHRceI+hAgpdSp9jkW1Z3DlkaevLvvftl78zIkaTCoSQk/XD+M7fT3xN31yJSk9VmgStfdq4MCoJaWQm9fEvan830jQPW1FRgRPZOmZq4ih4R7sizYT9cr9vbcta4vjq95G/iQ8Dw4XRfFc9hW4ahcmuvB/LqPf4eWb4omV1roi0inODZ86gikrsw9NFH8OWXqfJunhryVEZ2f+T3OFy484Uc0OsA/jc0PS3sPq6nDzg95zrrg2xOKAHO/V921wI1FgUDlqJ6DON/sVWnEcLQAf/xrzTMv203Qc/ZkdNGZm6Mg0cYsv4VVcVwl/DCC6zuvXn2fIacyFcYWiMinbBPoYjsSmZA1GZHG6LdM9/Ijanv/fBa4CaT1jS1oCR9p8XzDO/h1bQU2+r51nksr3ScU1dX21Nx56dXg7kFtU/Z21PO7WcoX9s+t25h0VY+904la2HQP2FL7yDs9OnOO63jdfXVUNQpPW+liEfw6dhJrZY6RiwP2zEdvNQpmfNURDKZ9sCZ6kzwgUkGTZOJu3WLzZnGrgtXk5kSE1/7fieEjjqvOo+hy70aTRUu9y3U8wvgxS4v6Arcuq8rwv2+19uFIgYBe55YyEMYEkm5WY+jlQgKS5KNBw+2gpUesnVwLK0Ld77Q83vC+bEi/gCw/2a/z7k/+TJ/9XzLFf7HwV5SFq/NDBq63/TMfA9G+FBbvT78xWqOE+csIOCYx69UheVeYfECnzDksicYOW1keDT4KPJ4oB35mFfwCptizOCxtAsHx61BpyWZdltJXKrwpUth3DiWDWp8NmkNnXyFoSuAN4BeIvIlVliL3JyPNGLEPYV08AX2NqUN0QaIbjuc5/GuMFiwAB6ZfgAJMqdLPFR7pzWK7Wmy0cOCMsOgYOfUAHRdNZVD+R/JZLSRdm9+8cwCPeEyDP8pZFXVpdwbXqFN6F62Wg57pVXM6UHM+6CaNw8SLvW5IlS7Vpi8MOpfVhut44UGyJtkMlNFf8stwVkF+geFJ7MlsF5Y9k278TXtbZnzvtg+0cPZqMxnPGxPBUxfNiPnup56zfv7Hz7FUdsW3iXfnmkjEf6y118y6tSiCFsU+9iKSH6hB2bNyprFmQqsjaCX/jqDvISH8eD+8abZC8Ynn8CHwb6upiwNiMIewEk/ht/bs5aHn4tlzqq7AIFk7irXg2w7awViVYX3Wfju1Pc8vx/6/iGuej/Ay/Qo31L3oOjyDv/9b8rQGaDXsswsq7wh/OgWrUh3dTBtKL3BiNcAGPhD5sOhqtr1pnvXXZbnbBOcteDk63RxNLA3sDvwR6Cfqo4Pyy8iHWN82ue1B/WAM43Vh4mc3MJasj2JvlnLeexwyryaBFXYbfVISzPUYZon7ZlnXD+qvXYkxTUw3Oy1fBS78B3/+Aes9pls7Ez6gdGGtfTs6U1PZJkV3YVvs7a/QTlsGWKofcG3VqR3z2NR0jZD7H0Tw8cP5+Al6VfTrizgcpcQtv9iS2vk0fR0D7dhckKntMk1qOtrrwV7ngwgKXBcxEzMw7avJrdQ1yEfv0DZ3nDt9Oo83oSHuE5ZUPGShPca9U8H14S8gpM6MeEiBpA3hlrhQAoR58k93XRgrwMZsNEAAI7ue3TOdfn3t7jATqczcOafY/Qlr+qB9iGLvpKqrJ/0M+uefSq98e+uKVjF6xA1Wex5QLw80TZ8/vln7n8b2v88jbu/DvAyvcanwXcvZ/Xv+223BdsAxPGQnQNln1vPpf0/DmgLrPPy8cew/fbQsaMRhmqBfFeTjQeuBspV9SdVzTZJMxcYBYyO+IQKUw2ViWzDf17Nns/BIwy1XhKoAUqQ5Jp1rrfBLUbavg/VWml2sFcBN/Tse9kyUPGRfdRx7vubbgJ6vx6Zd7bPoPImbggzMYrNAdPgtl+DV0Uc8zMpj8nOUXquwopA/vHHwOAb4Q+XeMoMCLAXyvBrssuDWfv1WMDirUhGxrcZaBcgaDlrpQqCI5QFDGieFpwgkTk0G3ydZVLkUzOKe5osbDVZVD8SCe464C56tu+ZGpDzWb1VlwEtHW3QBi02SPU5n1Vrft9Xsadg8iWR4KEPgm+AXIShyohVZ6f6blO95hoAOsyYz8QX/4mOcMU5+utfU1+7rYKf3O7CfFrypKNC7tePbRZBYmmAGgdgn33CO66aU0DlIGribqCiKvMEF61bT3LtGuul64QTMgsZCkK+ov5hQBXwooh8LyJXikjUGt2JqrqFqm4e9oEIl85NhIR4ZcYgB2QlVLJXuWvu6VRLfX8Ur1BBps+aVivX8eRrAY3FeO6vW+tqf+gR2Qu42Iaf3SZGOeO84UoHl9FB7zcy8rkHyeOrfQJbnOmvzT7L6paxoaBRdjNx8buvDm3MFoZyqPpPAY50g5QIm7T1rS5z/7AP96xLZ7Fd54HBefyIcOXuV7J91+1TA3LsFVsRb9BBddTGNFlNkLpaS4+teBVhZYsfA9O7tO4Su65kiL1O0Flb/41l4N5jzK9s+PkPmRmGpW0A3OX3XjzPYwfmvntUYMmaTBunrFRVweOZIVVGR4eW85BaUZcHXQIsLYqqk/x20xVw6aWuZbQN6zptCuQ7TTZTVe9U1R2BE4HtgQBTuhS7xag2Tp5GjXTzjiYbkLlyYT+CV1blGik+DlHL57ORzZOso/XanOmcwjOh+dpXuF6jhg7xtZGfYXidUygPsRuNjZ837GEYEePIY0AcFaU3gG/P/pbSmPaofg2M+1px+tBjgx78bY/7U9sjx3xX1GBHWImz8ikDX5GdN945I0uhtUc1DaZaiKmpXJj+3guhhuati9vGrqft2mD1iBBkyO66PpJJWq/zlf3jH1NfN3ZN53/yvdcfz11/+SQVAVuBt6e8DcCqCKNtAL53rdoc75qg+PJLGDMGgPnZIp+89FLqa/8CuDvyk2xRCpubFWS1Sd53mohsJiJXAyOAPljTZoGoarldppeItLC/7yMiFzu2Qk6epswuEcbM2d7RNcs0VgYxtAypQerkg3KrG1uQOnvXrPl68wsnBcRm+90sa4+DVqM47DnLSg+z4dk8hoM3/9B28OTwvK1XRvi6icL1IMybi3qzYZX10D6Gl3IPW7B8ubU6JW7AR1sYitvKoE0GcVFAIPOgZjwexUmvlIkiMofLet8RVvLSDPmK5LNyLFeO3ebYGpWPChFTG2z+6bhQcTDErrrGuE+LVOcmPLr72nnpOlhkuX1QSQtdX8z6IrT84rWL4YILghP33NNuJPiIjLne5Xb/lFM8QnuhWblDP8/vvF4GDJHkazP0LfCqXf5YVR2kquHBfNK8DFSLyJbAMKAH8Fw+fWhqTCHYk3SKMut1I+57644hwcHdpAbcLd+LzghwtHf1W4IkdP8W51HmN6h2NEOChq6OO32s60c/b7RBIb0EfURIYNRpMfyTgVfr8Jb/atv9rniVhFFdnWl9niMn/GQZlW6+0pL6XuK4LCUCWLrUZ2waz4AaLbzmIeN8u92phMsm4bi0WIWcxgqqqxD1D+45mE03sKwGjt/2+BrVVR8R5cI0Q3Pn1XwAFoVOPgPqHxemzQIkQmMZ60i4pn8F2HQ59LvOthNctAj+/W9P9mXrvHZFlQE2OyvKVwReqxO+dr2grl/Pj//4v4BchcGvOQ2zvTPkT75PwlNVdQdVvV1Vp2XPniJpO2g8EnhQVa8CcpiNbRgU4jLczufJdEumBua77hP7S8sQY0BCPBrHINq5o5dNNh3h+Z0SpHp+CqWr+SOPpNL25wNO5Hmy0dqtDS/zeY5W72BZ5XG+GP/tsW22RV4to52sZSUH4+kwBs2FU8aRWkqfF45b7gghqBhXvDJ70ClbsklI7vjN+lm90rvRs5osRASKnCaL4wxwixDHj24nejHsbwoxTXbF7lewfdfta1wPQCJ/5X3ehB2BO++suTB0doBJ0KCfl6d/xJhW3Nh1SsMEN0cz1L4c2o+1PT/PnRvqWNZhyepMF9O/rQhW6Zet9T4/P5nxSWTdNaKOp0ubI/naDIUHroqmUkSGAqcBjrvW7PEAGhh9yd1Lbb7c/In1v6iFJQwF3ftxgocG0YP0ErELsqyE39W3miwlSB1yPnScQtmOacXgBxzoK539AaffXkK7iIlSzziWw5Rh1DL2glAgdXVG0NSjT8ytgvPOg2nTMqfJqtISpydiiJ2+18qZubUTg9ZtvL/dR8j9Rhv70MXIKGGDxTcR4WAawVSD1IMwdNVXwdvbrVkUnJAje0S4fUpWZ1+KdWRUfED7nCbFZZ/kXHMxzvdGizLX/VdXwyYBZkdHfuWdp7/o85q8zWTBpwlqaIb+TYG6vtPOwDKUvlVVp4vI5hASKbQBU0IdhWp2kdgg/qB148e51a03wj8jvMZCZgiJlPG1CkX7XcmdoyMUhJuHhNvw0d4nDIXe7jkGONo9IrD9XjNyqiqTWhKGco7h5Pg+cKYZnHAgm6Q1Px4NYoH6naomojq3zVBYtsjexOmrSlaBXl1L/Ln00nRE3HXrYJn1stHQBpmiBqQR2CKZ3XllHPadEZ6WWBseed65fhOz0mttLvPLui5hKKHWc2vq8mnwpu0uwHd+O1/vix8WwKp1KxgY5Ci1Dkn6LgMzTVZ46uROE5FhInIk8JuqXqyqzwOo6nRVvaMu+tDYcR4EQbeAf+C8Idh1T43wex0uajcj9X3eq+HCjqCQyC9s3U2fhCQcn5vzurMCVPMO/Wr6susP0JonGZqhvCuyhaFzbOPOhSGRJXNcTZYNt/8X/3M61IA6rjzmO8ad12Q67ktIwivQr19vuXV3hWjw9Ov+++GLL1hy9RJLcLzaWv9RyNVkD79JfFcHIdSpb6Qs6UV18BLYamG4OUCRfckmXGrig0Ii7YjCtZ9ZnvmTAhx+OJ99lpmvfEzAqgAfV70XYmBdlxjhp9bJSRgSkZ1FZCPX71NF5HUReUBEOkYUfRzoD7wtIh+KyP+JSP88+1xwbA/Yr4rIGhGZKSI5zlHUPoHBPW3qQqJt5XsO7r/SXpa14c+BvjFS5WRVbMd+nlUlWfL2LozGvmZUV8OIEdnzxcAvDHXP15QprnBWYM3QFq4xzH/uYq0mizrhPsHtjpEw9X5vlozppJEj4Ywz4IB03KiMbpSW0rFV+rH19BFPe9N3q5m3j7MmtrQM22tCwKGrbSfUYdTEFUdc2s0LP17OC+HWa9JzVv4XwZFvWcJnkabNB5wsLT4fmXE4u30TEk+ogVGu3gewEY0KT67j6CNABYCI/A64HSsu2Qqs1WGBqOq3qnqjqu4FHAfMAq4QkbEi8oSI5LF8pqA8hLVfXYGTgIdFpF90kbplW/sFv+FbOXjpr9mNdhIBz1j/Q67El2fSQ9Q/q1bB//6XPV8MHnrb+/vOfO2y44YJKLC9jFtYTvgk96Kkz4gooAtxl9YDdFgHHTMULn51lP17i3SA2uLRPq+RLbxOTE/tf6p3muybbzJDN+RAydpyzzRlPnTskXnsassPY7ap2boQhiLbt/u3+frw1Zv7v5zpCdZ50djlv1cxbn7uy9+/zvTBWOeU+7XriYYzfdpUyPWIFqmqI7ofDwxT1ZdV9TpgyzgVqOoSVX1eVU9V1QFYgkiWdeW1h4i0AY4GrlPV1ar6BVYQ2lPqq09+br8drvja+n7+99F5C0Eu3lbjkG3YPcOexoo7VVRWQDvFnG1z3Kxf712tVAP8wl7OtGxp/f8+/ALptdI1t1Rom6GIbWWVaef03pVlrjIC24Y5q/MJQ9VFfgMKpf0SWzX12mveNJdwU/LLJG9aSYy1GwVYLdhYyLYQQwrhIb0G3G6fioqi9HkLsz9y39d16MS71kgGXPOGwpKzMCRih0mH/cDjLrk4IL8HEWlvO1q8x55aewA4TVVvzbEfhWRroEpV3e74xgENRjPkvAR81R1OrAOtbnXMh0fU6i832apLheaIVx1jHsmeJy418nCdTFoPpcMOK1h/8qXq2KHZM7n5e8hS9ALgXz6/628vuRMD2WMWfPh0cJp/muyIfkd508vLufEqO3T4kUeG9yvhc2AYZ5VRUd06PcyJp57Kr9y6dXDnnenf9v73yCLXJ+pxAL7mM9hnhvV9yJwIz6k27meJW8gbUAveoesCLfYOr01BwGto5CoMPQ98KiKvA+uAzwFsJ4orYpR/G+gJ/Ig3SGt9UgYZcTFWAB7f8yJyroiMEpGACE1pauPd6bLLrP+7z47OVyji3mf+1V9h/CHEyNFPUcyDt1UNzTDc9Aq318zOE09Y/2+6yfrvGMv6HLvVBdUVORpyr3DdritXwpAhebXrWaHlbIs5aI4fB61tH3dFCi3CdqHKay9R7PfKrOpdWu8Wntzfo4xQRfjl/PvS++Noo7IJQ5/WwmqFuJxxBrz/PqyNMNp76SWYPt27bfVqrzC0VTzFvN+xal3y93gLUpssK7b2hf40BtUFJydhyNbgXAE8Beyp6adeArgorJyLlqp6uao+qapPO5+celx4VgPtfNvaAR7PEqo6TFV3UtWdoir7634F7h2QOPu0wlcaQbuY01Az74NtQhYr5cLgGdb/fJ1H1oTtavKmeO211n9HdecMvG+9VaM+xcL3MCz+NjzkQFaj6g02gDcyg+TGIkDw0ZivBDOmtGarOOGZ/SvffMIRVVVQVJr+/fDDadcCnv6F2BXZ9H74MtQJB1FhS2kHH5zO8NhjmX3bZ5/Irtc6v/+9df6e9j1Gly2DK66wjsPYsZYfKoeqKiguhuefh+OPh6nBDl/9JAY8Wbh+54Fkn3xI8ft4u9RoMJNitU+uq8n2VdVvVPVVYENnuz3F1DNGFf8RkXNEpJu9gqtjllVodcFkoFhE3K9H/YEJuVa01UVw+14F61eKxNPhgU5rg95xBiibCf/Knicbx0/w/ocCLjXPwp4RPohi06eP9X/tWpg3r2BG1blQNCPCz1O/fpkBw4KoroYXX4TPP4/dbpASqIVki2pp0TW5Y0o8ycWAmpd98VmqqtAi10A5bRpMmmQF7eyYfrwUi28wnRZwzC69xPpfGTB/es453t8VIUHz8kXVG98qRIjNOFZVVXD66d56Vq2Ce+6xhNyjjvJqKx23AyeeaJ3vmMimX8bOWxsYXUgaE5us8OQ6TXa367s/YtS1McpXAHcBX5OeIoucdqptVHUN8Apws4i0EZE9gCHk4QxybaPzpd2w6OtaLt+o5sSdVUkffABnnll77bRsCcNCF22Gs3BhPL9CS5bA669bg2jcgT7woRzv5KmmDV1zWVrv4dtvoVMnrzB0773wg22V75rmiuNQMfEve5likDDk5vLL01ojv6YqX5JJ2GEH6/sJJ1jnIoDisHFw1iyYPNkSfu69NzP98cctbdh32X3rBFGUhC1zeFEqNPVrvl07HHhyngXNNFnByVUYkpDvQb+DuALYUlV7qurm9meLrKVqn/OBVsBCLLuo81Q1Z81QjVYmGTzTZHWlGSooVVUFW10WyPr18Mc/1l7969ZZ9iWvvQZdu8YqEmQzFEXLyrTgoOo956E1RU3z2dodj3G0W0B76aXAzSk++ig4wS0M+X0F/fabJWw4YdzjrEqLg7sfL7yQu0PPNWus6a+xY+G++zLTzz7b+n98fsFjS5Iw5cG8ihaEpqgMqTYr5BsMuZ4KDfke9DuIX4EIa7/6QVWXquoRqtpGVTdVVX9s81g0xvG7IbHDPOhqW2o1WmHoq5DATo2B7baztENgTbPEIchmyNkUotlwOPKD87zCUMg5r6oM0QnMmJGa/vNohtw8l+VWdgSaV17xbq+ogAPtGHudOnnTcphGzInffvNqwT7OMa7O8cdD//7WcakFWtR9FKImT1z5LkOraTRDBSdXYWgLEXlDRN50fXd+bx6j/BpgrIg84iytt5fXN2m+27i+e1A7LGxd2Pq2WQz72Qtf6k0YcgbHXPn3vws3XeLjl0GnWFobh/Jyyx4mGx6vhjEeu6tWWdoniK2VCKzW2ZbFAeTu4/6dEoaUcMP98nZd01oNN3vtlYoplrFsPgr3SqoFtgX9Et/8T2UldO8eXP6kk+K3lQvzfQGwskRYz+DHH62VYrVEfQ+/TUkx9GUP63++5gCNyoygkZCrMDQE+AeW7ZDz3fl9RIzyrwG3Al/RcJbWF4ywabLGqOWY2iF7ng1rQcenWCvU6u0tdHJ2HyaBFBfXmjC0svMWHkNgXn01WDjw40z1iPDpxzEtLjZ1LeGNYWf05BOZF32rFfNiz/CkhCGJCDmjScvexc/69bB4sZUlhjCUmtL7v/9L+4ZavjzYm29lJey/P1x/va+SPIbkuAJKgePFZdivdYhxU0dQ32YAP3QK9mTu8MiOddSRAlBlX3LuQ/rM9uH5/QbTJlBr4cl1af2nzgf4GfjZty0bP7mX1NvL6uvRJK+wrGjp/X2i7RvOSPHxaVthrVDru7ieOpDvQ6aoCB70GlS8Guv9ICbugJ/nnhuvzMSJqa97nLRZvDLuKaAQ4W7KGWkfqdddlzlCtl08g3nzItqork4JFbHcKYQJCYsWpTU6znlr2TI4r59ttwVg7Jgkv84IEKQqKixboJtv9m7/+ut49bs544x4+fxTdXG5//7g7e7r5He/S2nR8qW+H2MfddsgMn1cPDO3WmF1jmZjs9vBfqfC1z3S2047Kjx/RbVvQUNTNKCqZ3JdWi8icoOILAZ+ASaLyCIRuT5bWZtHRWRbV31Dgety6UNDZqXvOby+GN7aqnGqd+tLm+V4hK63YxYhDE1gm/ByRUUe4QPgKF4tSJcyFjbF1TQMGGD9X7qU4op14fnCDGr/8peU5sXNsv6DszYdGTqpuBg+/pgk4pkmC2N1Z3sG3iUUjcJWAziaIcfpYkSU+OLR36TP7x13ADBtOqwrD+js+ed7/UU5qi6/iwJn9ddCJ3igZg5UcTWG99wTL5+fE04I3r6BS3j45BNvWu/e1v8RI2DmzPzarWPuGDUrMr0xaeBPPgo+2iJ+nz+f5bVTMy/YhSfXabLLgD2BnVW1o6p2AHYB9hCRy2KUPwZ4RkT6iMg5WKu4DsyxD42K9UUN78K95XfZ89SXMOIMjnEdPxacCGFI/e/GnTrB0UejCpVP5uyJITa7jrwlMn0hXWrWgFvz0sY1FfGPfwRqE9yHSPK9UvbbjwTqXuwVylfz7QWnLqEt1e4XtrNJCXiUHX2052dilWuln73PoQLrkiXeIK2OzZZfM+TYmDmr7x54IFOo+fjjzICvK1fW/O3eOVf+a3arraz6N7O1gbvvns7jaJ8cQblHj9ghR+p7miyKf+1Ue8JQNtvIyw/MQ2vmRIKJmX3xWt9LiZkmKzi5CkOnAENVNeXfXVWnAScDp2YrbOc9Acuvz9HAgaoaJ4xHo+ORHa2HR0MThACu3zc6fUrH3Pv9QoEiufWx7/mWMW1O5sXz7xcf10Omsqc39nCGMDRyJBxwADfeCCUff1DgjqRJaLQtiUcgKY7vpdeD48jQP2gHPXTtQXzatHBhqOy2v8Zqtusap5nwC06qbc2KS0u1jlbWF9uVgdqqKHUP7Icf7q1ofbDWKNA9wM47w6BB8Kc/Wb+d1XX+wK1urU91tRXmZMUKGDWKlzjG2r5iReYKr732sgyeU31zSf9xBzpH8+NXw02eDG3bpqcM3XZgffum+/rCC5agFFcYiteremFVi9p71p5zeHT6zzV4F3H6fNUB1v8wW81Faxd5fhubocKTqzBUoqoZenNVXQSEzpqKyI8iMl5ExgP/BTpirT771t7WqJgZPXXNhC4wvwxmbQBfdw9/Y/m5c+H7VggSCutyHFPv3KMwbZ8zJrf8ff4cbVTpEDf4rJuSnQd6fif9t8uAAfDHPzJ3bu51FxKPQLL33vlVEmJPoldcCevW8dlnrvZcM01hwlC7f+YWCDbKo25Jta2V+fxz9MefuJEbmIbXPZkzTaYtWnJc54+s6R9f0NbSkJAlM977JXPjfvtZzgsd9wAb20tCv/kG/vCHdD73svtRtv/Y99+HnXemlApWOJF+/Pvnt4OKNLLKQtjAKALff28ZgjtUVcEtt1jtO0JQE9AMQbiW5Y4aPpuKs9i110QIc/pcYZ+Cy38fnG/RGq8wFDEbbMiTXIWhKLe0UWmHAoe5PrtgTY85vxsVi7OoTV/axrrIv+8O/9gjfcHvdla8+t/ZMnuemnD17leHpj23LRSpsHvMvgLIjTCtZgtV8qaq0E9otxG0PWDtNHQEEKAZslGF6pBbqZgsnowLQIaQlgMLu/SzBs0QIx9543W0UyePjDVwYGDWGnG6KwrFsy0OTX3/je6UVttP/upqZPvtACjyBw21haGV9zzGJzLYmlJr29Yysg5h9SZbA3D4xDsyE6urLS2bEyUZUpqm8lfe5rcb7dVtItDFVg3suqvlxPHbbwEYwhts4MSADvMTo2r5d3ILWHFx6ojSEuy0E5xl38z77GOFZrn2Wuvads55A9MMrWiRe5mkpFdo+fl3ZDTJ7JTmGZ+2KsYBiytI+TVDq1YbzVChyfUp2l9EVgZ8VgHbRZR7VVVnhn0ARCRHnUDDZcsOvTwXufP1mx7efGE3wsH5umiPSXEiXO0zcvkjiCrrSkOzBHLWwBykpwISN0ZPbJnJPXVh173F1sX8j0Mi+gAPYwXCfI0hnrTqHIJLOrydozB8T+JKqttuwP7kPlW3qMs21g60bRuaR9Z5ja+LbMOuzed/zTXclnOb2UhWpOMml1DJwAXvZuRJ+IIzONNkVQN29mxfTGe+ZPfAdjTiPrCCvxbBvq45ZTtu2C+/wCOPuR6d7kCnYVHs77vPqtN/varCTz9ZsdRyxRGC3ILshhsG5wXLdskpk4cwVGj6XBC8PZ/XGwWeDxmB5ucxlf64S+DP5uYjrL/t/5x7u5UhI7LfZkjtViuMB+uCkevS+iJVbRfwaauqUYsL+zrTZCGfH4EGOmkUzMlHhqc5B3XvzaKnLOrNSDnI2NSmfF3PvN4At+laIKOhGBxzbPq7xjyKeT0z7IFr333hAw4IzZZMpgfnI3kNfTm3JdLaxjvVd0iYMLzVVoGbK2iBlpTmZcw8e5NdrIjmPmPjOI4FO6+aTn/GRWd6IHefqpttlj5bSRJ0WZe5imgoI9I/ysqoxhrQkyqesf2JJ2AIAZ6wv/km2jfRDTdYmiH3Uj571VVlJRQXKRxrX4ht21or76J47DG48EI44wx2d2SzU06JF0A3jCDN0PiYVgfV1blrhgr8wKoMafbRPPwFaYRmKEzACOPMw73T/i+6Hm2TOmXmD3upXROi4TrbPRcicO+u8Jod6/mdrWCuLbydPiSjaIr1ZWWRbRtyp67kyj54p8n8n0Mh5PWtgTK8f0SiKkmBXh168c+BwXYK9UmYMLS2TSmTpG883y8+JELAKjQq8GVvy4C2VqM329NkpcXF/MS2fMsunmTH5lXVO1VVPSDHp3lp5nvEkfbCqSXdXf6BQqZDFAFVSxjK0bByeYfNYfBgb7nu3TNDUAAr2nlVm/v8/BCH82Z0A3mEhnBPR/6TCzPSb+Qm74bVq2kx3dKsJEl4diXUj+Euu1Dtj2LvZv58S0gICFhbUQE/dNwfrnZNN996a0Y+P/rdd/D009aCtB9/tASX99/PWi4UvzBUWRk7ppwVGK7+psnOOyT8ZbA8jzUASQmvr9q1e9PbZ6/ryR1gcmd4djuYsQE5a8mz8bjv8XD5QTDL6ZfAiUdbAtHTA2F0N7h6f38N8OtuuzbJwLX1SZ2MYFFTZK7P7LroS13gvEGJCBccXiDL4hCmbrhrzmWO2cZa5XLlvZadwn/7W4Nx6xZlVFYn2LBlhKo9hJoIQxWtW+WUf2ULUk++ZJaVVmCpks/O0zLtyZ6b0qq4JR+xH88zNLX9Av7pEYYe4Y+s7Wr5w5n0S82HjZG2fXBRS9fIECYMKZnTLy5W9gj3jxRoBzVrVqCFpn8Fy5YLYsRh+/e/s+fJIN3OR2RZ+mjTGmsqTxHPrFGUU+dkWDwzR4ArKsr0EbT77lRWwrKyHlz67E78/HOs7gEgP/wA+OzIhg4NyU38+HDODueykjAfm6ECvndUJdJajV98cnecJfL+VVcKaMQj6O97Wv9f6Ru7i4zbCP5r3zrO8yOoa3EOy/9spe6SGI+6TzeHTa6wvu/0R7hrz6A21WiFCoyZccyTbbtYE9QPDLJ++31RREW0Bdjl7HA1sZ/p7WGPM4PTvtk6q0eDDDZrb2kb5vZoD8AP/7gqlVZVLRRLumPrI/roXlXXqU3+s5yy+26haUu32IK/XLVD6veDcjG/tYOvelsHvDKZ3UB59MawMN6isxRfsAf06UPXR35hj40sV1hVLvsfRXjhBcsVzzPPWGlzllh68YMOzvEptSYzrslqW8Ve7D7+fw1erl6tkhKGgmZd2v0WMWLbAs5DD3m3Va4qz5w6c8hFG7cuwtljCIEC2lkRNmkur9NJleyaoaMsV7+/TA0WHlYvsvr80qvFXseFAGVlrFsHrVpZC7WWLoWbbgqoxMX7vinW9WSxEJ4wwZq6LMti7BLHgDoMlzBUpfEeRMUa07t3DKZ1SD8XJ7keHatiamG2vNj72y0YvNY7M/9fbe3KwVNid5GkpIUfvzYnrO0wxm5k/Y+tdQ+oszqZpyW3IRZGGMqT544eDsAlB1u/N74inSZqSe1iX9FB94oAq103fkmEH+5tz4eveoQk5vEgdPrVttQymr11v7SKv6pacItvJUXhpmA9L7X+H933aPbZfLAnbXm3+MvLBCgK8WHesgQm9E7H5dpvf/ilCzx90EZw4omx6t8tD53jz2wDW2zBwQe2JGm/qn5J+hVNEaZNg7vuSpdxlAiKMJduuTcagMcO6JRTAvM402QAv04TLub+2PUrQnW1Zc7i5oQXj4I9/a+kdfMqGigMPfJIeIGtt059TaowezZ8ZSutksmA5f+28BS2Cu+3WVb+084qgh13TIdVad0aDjmENWssd0MicM45cOONVnJPpqc9O7uYWuTdlsimS9h4Y/jXv6LzQMGEoSeeijcM9FofIhznyPoiy/uyE4vuzfTps47M/CgbBBvfLjvapGqxQl2E4Xax8e8IAWfrTluTlHjCSxz5xmk2HxMEgBZFLVi6bmm6TRFu2Ce/ugzBFEwYso2gmwXtW7WnWr1Sunte2hEnzt0xM4aUE8NG8aqdq1zll1691FNmbSkR41AewpD98GxR7HpDtf2cVFYnEOd1urPrle3JJ0Ob/u9x/yXhM0Zd0yH+Eg5ZvoJkyJVY0bWLxyHfhhu69nf48Nht5MrzDE3FdnIWWvlDR334YTro+S/0Zk8s+zBFcjJmrj4q3Bo/oTB1C+u1NswVjdtmaOnScBcAQQiackbs8Ouv8Er1EJ7/advAMrVNtW++4957FIqKuJEbQgqk70VHwNljD1i7luCAsddcg2qmkLQJltRcvta6/qsoZu5c1/G85hq4+GKOOSatcXIWge2wA8ykp1Xep/lp1S46cNWqPt4VcLRvH5k/g3yEIZcB9W+z45Xv26UwPj8cgSQVesfvdWBh7osxnDPZ/s/2NDqw/Z+g3Kf0Wu5SboWtMlt1zSpGnjISxSu8/Hm/kLbFCq/h8MbWmXlSphN5CkNd2nTxLq9PCLfm6VLMEEyuscmOCvkcDWxUS31scGxctnGgrcqu3Xdll00sI1sV2HkT6yHXdsWgjLwKdG4dsDQB6NAqB6c9NdAMiXvQLLEe2FXVAprksK0P846++wdY8QG8+KJVl99PTQ7dKho1OjRtzsWne6ZlSkqF83c6P37lwIvbQNc24ZqaSwMcnbkFCseWuL/rhXUUO/H99+78CZbSKVU2F2FI+2RqE3brbk0dtpISXjz2v1abo+DHzoMz8gJUVuT5lFXlp5+8m5wB/pHHrWmkBWyYUSYuyaAVWwsWcHbJ06FlWrbyXjxdulhN3sSNwQVcvqGSrpG1TZvM6BmLvp0GffrQrx8cx4uUkvb8PJdNrDqWWA4oqylizRrXtbDffp5Zv6WudxbbHAjOO49J9EnvC+v4y7IrQ/cVYP6qYMdlU6bAEjoGpgFeX0W54nK6GGVX5abXFvkbDW18uatpu9tBq79UyJSOYuDUudolh07p5H0M/d/+ERp2F2WlZYiINU3m2uU79rLqyOgz8FoWW6SaaoY2bLNhhuNFQ2HJVTP0AnA4wavBCjeh3MBpVdIqcP72qzO/4qPTPmLrDlt7hsJNu3snwudsYqkaihw/J3/8IwAztgy3u9myY/BbWS5aAAdH05IRAkGVyuoEqPLG0Dcsg0wnT/fu8Mc/8tkQWxBxVq3Yy4vFP+jlIKQlDz44NE2BHhuml5RvsAH8aac/hYZvWN878zi1a7kBQ/ucFtrGt90ztz0cMEvh2JkupQNT6eVJc8/YOcJQ3CDh/j05ZftTOGeHc6wfySRJe6py4ULov9gXDsJur2K9en7HZVkHlydn25jXGfCd5epdsYKQaiIROlUXRiLIzmHDDXm8MtjWbUUL2PMa7ytvdXWwhmeiI3QMTguIsmJ5Rj63YLp+482huJgpUyzhp5JMI5UdL7OC9yVJcNxx6eM5b77Q2iW3+OLyAqAXX8JCW3j8lV6spyXz2DhwXx0m9wh+0Vi4EIYT4eLAeQEpLUXf8K7qU/VG+MjANU0WV5aqSQQIt+BTbX+fZPuqzGze29Az22ev3y0/Od/92nd/O6uz2CdpwDTZ6y6hp+cl4WXdrlemdoBHbbPHfIWhLq27ZDheNBSWXIWh8cDdqnqG/wMsL3z3Gi5buAaRu3aHsX8ci4jQuqQ1A/c5nl9dL3QdO6bvVBXYpMx6OIrzFLJX3Nx+b/CcfP+u/enTuU9gWq5PqDt3D9EM2VQlJfxV8d//pk0ra8UUc+Z4u+HTDOUUO2fggPA0EW7e/1bPipOEJGhZHCx7a9tM3fcm7aIHozEBSqOS0sz+O3EvBaW3SxXevj307Onqgy0MxZ3tSD2wj7FW+RW5BUtVqhOWMPTmm5YGKrAOrGkytb/5+ZTg6LwLNkqru/TxJ4D0QrIqn8PIQoUAuO++8LSveoCcmha49tsXTj89LQzdR3oE6kvaUWHS3ueKrt5XfxGvMHTFFdbUZrZA8veUXQ8IY8emhaEjjsp+TScS6am6rZjijwjiIeXIM6Raf98zKLVH86Iitrj4UE/Se+9lMalzCUPffBORz92fGnhGcwsrUavFqhKZU0nn2iu5vt05081Cqv75A1Lf77HXY1QWRYfSuCdg3cb6tmmD+aTAPpuFR7WeaSvw3ft2ky3Hu12vzNoAptvjQW1ohobtELjZkCO5CkOXguNfPoOI277p0ck1xXX1gXgH5zPOoPi4dIRt96vX0g4tIZGgb5c+bNimK19envYgGCScAIw4ZgRH9z2ay47KVKfnqhkqL44IiinCwB0SaSHN13dPe77luM7SeufGlLBlyw6u8ANSbA32W1wcnNUzbfjWW2zTZRs+P+Pz6PoHpacmt+u6PcXRZhspphVbWqiQ6BQpnh2ePoalpalZRiD3abIU//gHAPf9/j5O3M4eyZJJkrYG0QmT5cfdniMMPcyfPHku497Ipg88ELbb2bqGnaklRzPkkBKGXNfEKTwTWa+fUf2HeiJcZMOJk+oIL46g8RNeuxLHKNnf56Ii7yD+/+2dd7gb1fGw39Fttq97NwbbYFzAYAyYakyxgdDhRw8htAQDAQIkoYQeWmipEBJ6L6EHSD6SQIBAEjCmhw6xTQcDNu7l3jvfH7sr7a52pZWu9uqWeZ9Hj6Q9Z8+ZLdozmjNn5u67nbypxVi0OPdZEVb+7Oe8QgLHXrf+/1gTkPyV87fdlv34BNFTnh5F/0/4zFThcE6rVkWGSMrhU4aeeKJIP548JUzHzSuwujYvT+BnG2Y/rnUCzM8EPaA9ZWNVXXwepJbm3PzY1261lkzhAc5zTXvJ5+CxYlhuSnhhA2iByOzZdmI+A2w0I7harlxl6J1XBvDXZ77k7393IqB7Vr/53eD4eMO6UQKlRqB+WlXzw8E6ZbMqI1JpiMhxIjJLRFaIyE0R5dNF5C0RWSoiT4jISF9Zg4jc4KYU+UxEfhTePymj+wenTe7a967IerP//WdobOTmvW6md31Ppuyd+6c7ZkB0hOHxA8dz2KTDuHnTBpo2mhQoe/Kp0uQM/EOL8Ht67PGgZUhCGb3X9M2qTFszFwPGc6B+ayDo0KGs1idi7smP70kv7j/c2f3zq3kWpqwU776LiMRbhrx2d3SWw399wgwQcSIGJ+B/fRxtrlDoFUGzfkSnnAI/+UmwviJFV0UH2/M+OJ/6dOuTc25vaeGeewuPimHla8ON8pWx5UVmsf/2N2dFN8AddzjvYctQtk3foLiU6AHKUQby+W+JyyyaXIuQZxm6B+fPw/rkGvIbMhcuCp6rN97IT92RxGjp/5MhGWHV6muyIqEngKAcixOrwJ/gFiAXfjrHnE+i52uSWmyiaGkJHmdeVAZ/nKHEVMYy9LNtg2WjBvgUkG7Bc78q4/T63HBY2Nt5pny4a1DRB9B3ogOJjZ9SPPTIlZvCx71gWqjqbRNh8Tk/Lbq//9heDcW8fGk1+IHPaFeuMjR6VB2j1mqie3d44QW49jqnoREnwcoyglQa+ZTqQH2kiIxxP4uI3OgqEq+KSLWMdZ8AFwA3hAtEZCBwP3AW0B+YheP35HEuMAYYCWwHnCIiO5UqwAcnflAw35cfFXcZdMQT+eCJBxfMLaQohIIbhh/0xdhyjS2zFihFafKiHzc2OgkcM5mgNSg0ZTZgQE7uxw95PPvZP00mv/pV8X+R/mXB/UpwGE/KzJkA9N90GxApmLbDX5JN91QTvD4//nHgK337CS+95GRuP/lkx73Kc6P63ZWRQaULUGB07t2bN97w+cdEEFaGRo0q37njKbbOWk7CVpYwjzONUaOj7/u9eJAH+x1ecv+3h/JLdXN1wqYmJ0Hss3hBRnPH6PcnuvLK4PTQ3LnQ2D362u+wA/w8SWo1ER64P9fGI484S+ohOguHN1253nqwe2iM9ke99n67J8yN/g926aVFpqYK/MbCj5iLLgpVKEMZGn9+8Sjb2f4LlD0SWm3l3a8fugahMWv7FFGFfdfbj1mrgbrPvvd+/Pv8/jT6Pny7V+7Zss+G385mhw/z6NrwVY+c9UsQENhi5JRskNo4/NN+K2ugaUX8tHy5ypBkoE9vJ9rFQQfBlls6Da0yRahilPrX4ARgjvv528BEYE3gR1BCcJMKoqr3q+qDwFcRxXsDr6vqPaq6HEf52UBEvJHlUOB8VZ2vqm8C1wKHlSrDGn0SLFFIwODGwfDJJ7HlLdrCssuDT+9aijg/hNhhzLey02TNLc1c93c3Y3e3bk6G7oYGOCIX4VHC/kMxf6vzIlAXc8rw2mlqys2FRLB0Hcfilnh499r1lvpovjWjEN16ZALNeFx+ua8L91HvX5JeW+v4Fk+eDPvvX1ruy7BlKIBrglqXXODEr3Ee8D8lN8J5PkPgKHLe54KrkSLYlpypMd8yFGQmm6Ix06HN1LBDJt/ZuxjhNDfDhrrTX81O3MUzzwxK8fbIHQLK0KwXhNmzg21oc/Ae9nSAyZPhtATJNFc1Z/jk49z9M21aLs7jhRfC0NA6WkFpIcNrr2UNlFlq18w9KzK08AeOoplaFpMfFbQ1mWb82TYiKcsy1Ap5CpR5f872dz0Gtt0md40zCmv3H0NNS04Zqo8wpEXGjHpjn0DPbx2wPeduC5lQTLP53eDzRseqM/PG6/KauWe/ewpIH1SG/jwWvrd1fACjc7ct2FQBwu4Krbg5jEhK/TU0qaoX8nc34BZV/UpVH4OIX3P1mQC5TJKqugR4H5ggIv2AYf5y93PyIBfrrsul219avJ47yG07atvgTRxlIfKPomcHf7WqSsvk4A+tzh/aPwmZTPbhs0afNRg2eK1geUNDwMO1aZ2QRSJOGQo/WIcPz6/kHxn8Gbd9bf7v5Sf4pnsGFjtOGxuOmRp/LBHUZUImGfcc+03Z/9kwuDTfXyYZCbzHEjoPtbWOXudfbp8U2c21o0cNTtkRMdffEJzgRp+50Sw8y9C04yZwNUeR0ebs4LCKwiaq19zZpqisEPMYFL2Tb5SW2mitr5maPOtaa3j7beencf75uW2XcjI3zJ3OWb6ApTW1kpeVYmUo7MCjjzrvvX2uKQdxO3fcAVvwb+4eHnRqUoQli3NtdO8Ou/mmPtZfPxi0sobm2ICO4Dh7P8Z0amhmPilYRcmfJsvDjTPUmhViHr/dtHgd/28sL3Fq6L7v3iP3PQOcN/18zt0WXpvorKyri7ilW6KsmB+4QUP/eJ8jQ02G7cfsEkzbcd99PLAunDEdEGjqnZvfXq1XgYUX3/seeo6rqPvPocDKAmlRzt82vslChC9TsceTUTqlKkMtIjJMRLoB0wH/X7/SEky1DT2BsLvkN0Avt4xQuVeWh4jMcH2TZs2b53r1//e/nDzl5KjqQfym11yDwfcoQnH+FXV8c3z7NNSUGKJdJGsZOm2r09hz/J4Fqy+a9a+EzYZupaiB3b8t5riHDhlNj/pGZ9oOqK8pLUtibXiJf02Ns/TYN4CPHRd/zr3DKHRZoqYuZszI012T4ynACf+pN1GHoDxGbkm2oKy17Qge5P+Yvc4u/I5j3brOg3lSjO/v4+5M53oR8RUbVs9N2Z7J+cHC3r35E3vGmsCaqaGlKWIKt0DUuXc3GhVbNnWqL/VWd+dRU0sTTdQGrHbDVxdWC41hIzYJmm48xeXUU3Pb7uQgttgCZtVuwRsf57SkY53TyHvvBeVe15fu7d57nf8Pr7/urOLabpsW/nBNvGkwg7IDf6eWpqyyGnVP1dWVv4IrZiY+hy/OUGv5OsGT338U/jRE/45wLcyTW4TPe8GKBue6RFmG9ub+/I0uh++Su/mH9hoEf/XdMG5qFu/RnHE7b6xvdGKtxeETclEou4oUmV422ielKkNn4/jdzAEeUtXXAURkG+B/lRUNRORJEdGYV5J08IuBcHD23sAit4xQuVeWh6peo6qTVXXyoEGDPAFLORyvncjtw3tFWFJCtGhLngVGjju2ZBniVq1F0TdhAMjACrWiT2JiB/4eDT2pk/yHScmRW73+DzgA/vAHJq82OVu0YlRE8iKXmtroabJA0+TPQTQ2Rrs+rRMOxvbKK/mVPEqctvCvIBM0O7Yt7D+K13G0G3Gdl9aM9mfO+gdFDTAf+JZKnM/ZjNQ5uQ0bbshzbM4ee8dPky3tX8SJPizLoOiVO7u6K9CzwSG/+oo+fRwLTNivafc9JOssPN2NGHzGz6IV6vA1HjUqP55Rv36OdS08HT14MPzL/Z/Qu7ejV6y7rmP8zLQ0s/bY4LV8mODSdxBu42BuCs3Kvy25e/OjhGlk/DPS55/v+Eldf33+NFvgextPk/nxTyu9ExV3Ni+Aa26HpX1Xi7xXR2W9N3yogGjAipJ0eqlvt778YbfoJMO/ntIIazvxzOTcXLykrLgJc72Vgrh/YpMkpjbKo9TVZI/gOBuvo6pH+opmAQdE71U+qrqtqkrMKyKXbx6vQ249rIg0AqNx/IjmA5/6y93Pr1fyGPwcPfloxg4YG+nH8sFJkYv0csFtcBSpjAQdnLWuNMuJ3zKUrLqEN8TW1RNPdD+48j33HAAr1lgtuB2ibd1e+xFxjuJ6/c/3/hM9JeeZOjIZaGige13u7+uSLYJB7vyPx0FDik+T1dCceCDJy2o+MTqC3FfdSdTmdfkuDYCjGHm7P+2LOtAkznkuZrWKuhwiwMMP8wKhtRHudezZEzbZIloZGsanZK65mps4NE/OODIt0WVeijRvSo/u3fnDH6KVoaamnMHjmmvcdkt4yoUViEzGUYbqcdapf8eNgVhfH7kwzKG5OWB12Xzz6GqzWYsTf+NMU3vnZaK+wowZgRX4RfnLX5z3o492rvPTTztTgWGlYZU7o750KbQ0p68M+ZfXFw4qHSz88pD9AkEL/dx12YeRytBzbBbbbjbIbII/gUkejedP75m/ogI4ZXuv1xSUIYS+3fqyYPkCb4NRYUpOx4ETgXo7fzoO4FvAjoX3TgcRqXWn7WqAGhHpJpJdsvEAsJ6I7OPWORt4VVW9aG23AGeKSD/XqfpI4Ka0ZN1/wv75ztbury8Tnmby+F/O4NaiLXnTUXE/3suISQHg8xkqiwJPCxHhZ9v5pvYaHPtxwzbT8isPCa5B3WntnXLtl+A5uvnqmxNwGvHki3KCcVGET7vnlKNPf5xzWl9zTe8BGt9n9/rmik0xeNRIJtHgFJW83Vu95Mm8ZEmuzFu91FAkUXqcbspuu7HRdJ/Jyze929JC0PHGx6cMo9eUiRxews8pHMbBwxv8li7NbZsyxXFADitDzS2SPY1eGJ5yL5VnAF5Co6MAJ20rpAxtvXV8PLDjjw9+V4Rrr81N4RWcJnvxRWcft4qXy/a885z3Tz6Bl1+GhW5kuOXLnbqNjfDuW8WciuK5cPP8cAoPds//vQ3z6QuFYvHkUV/HmzHuak0tmch7+WHiprQ0qwzlrELB4+7fPbfIIMmzsalGyHdM68FlrtLe2D0FJVPcKNRu4EUpN8mZEUupV+1e4Ewc5+ndyE/JUQ3OBJYBpwEHu5/PBFDVecA+wIXAfGAz4EDfvufgOFTPBZ4CLlPVR9tM8iSDvm+AVDRvmixukBuyeozFKJMpyTJUKr3qIwLsRB1nSIaM31knon7in77XboFAP+Gl6IN6+sIZuPsXih4te+6Z/zBsJX3qehUcnPISyJMbYE84qYZLOSV7q/jzcWlNLb+jcC63urqsG042AF9g9Vw4k6tfhonRzkizWSt3igL7K8OHBwyeWVpirHHe7eCPgD14sKMMhR2VPWVojz1yq7wG+QbWRe4kuD9ieBRjeJfTTnOUklO5hOv4Ps8/n9AvbNiwrM8bOHGowsxyo7LlZcRxr2mBRaV5hGde333XeX/6acc6doBrsz/mmGwqQVSVlauEzTeHLdxIzHP7JOsvKmxG+Djqm/OTVxejzg1PkpFM7O991aroZ5533gb28EU4dM1RAVfFIpJU4tE4ZEjllaHly8PJWk0ZqjSlXrW9gXdwltTPBi70peQ4ovCu6aCq50ZMoZ3rK39MVcerand32m2Or2yFqh6hqr1VdYiq/rJNhF577dzDsoRfX3aazIf3IAtzyGExl7a1v/ZCSoD/IVliP62yVvnZf/98WUL06VPACOPKXdCScvfdhc+DSMnmCGkubG165JHcIWWNM94Dsa6Wszk/O1vove/Jg46lgSMpxODBOeuLl4w2MAtw4onB9CoJlPgTTvCd4xNOCJR9/DH8MCLaeNxUimfkO+ec3LaGBrh/i8u5AeexMxMnKXJTs6MMedG6N900mGC3sdFRcMLL78N8hzv40Y8c69JKGmimlnXXhdGjC+8HwP33B6ZDBw2CnUPRyzbaKKeYQND/q1T85yWMSG713B135KxrgjJxkmPd+/e/nW3eqqhFCWbem4rMns8LrS2OM2T4d2uoaXC3xZ+DpqZoK6Z33m7f+/bstl3dv+erDxcG1I5w6ynTpwfb/+8xuUzF4wasS2upifB5HPb5obwQnyu6KKoasAzZNFnlKdVn6EFVPRDYBsei8gsRecZ1oDaSctddjmftHXcEn9RFaNGWvAdFbI7T8GjvPUFaqwz16AGHHlq8nr+vBINnMWtVYqkPP9x5Dwd/8ckwdGiBoIhJVvkVY8AAeO+90vaJCgzjS2zVx/evPZwA9plXncJJk5zL7A14760bvVLw7wR9przoBgceGKPj1dTkrAFeCnkR/v73XLydMIH8Y34fN/dK/igizuDMHaOjWnirw8KrxG68p2c20eqmODEN/NNkkHVbyyICF1+c30ehsFieLhc7lRgm4t7xct15fkYi2RzHAcKWrmKryT6gcIyzv/41+P3kk3PtKuLFJg3w8Nj8bUHy1ZXwIYeToCb5NfVZ7sbJkky2/j8HOpaeM6Y6XvGrVkXfo2ElcnZf1yApyglHDuCinXIhuMMZNob1ymkpnkLWGuokf3mdCEw+qvw2RcwylDbl2vOW4yxDX4izRL3LZKyvCN6TY/To+NEkAiXfMlS0j6TbC/GH0KqKUqPBlaAUVcRODc48zIUxEXNFgqZ+f5+lyBqHSMFpujzWWy86MEzYocTFrxgBPNZzr+zn+fNzylBDQ/Qg9N9L/1/gu6cMqTrGqTzHYL92cdllzrsIW25Z3ADm919y9ouvO3dMfPR1yL8kUX7zl10usXmGC+Edx4cf5pdt5PqPt2pmdMIE/njc0zzzDHDTTYEiL1fb80zO260Y1/H9guXvvx/8/pUbmjZqitEjbNVJQt46Cy38PVjovPVb6oYg8TW2zwHO/+wLpl0AxFuGwsey1gkwcICwwSSlV0MvZmw8w+0q/gas/WTLZI+fiDo9fOesW94C5so81gb1GMSXS7+MlcFoHaU6UE8TkWuAF3DSV/xGVSep6l+L7GpUAMeBOuGvoMDy1JI5yveXJlFip/CTsAq/3JqaYK4EvwwZJ+FRU7fQ39cbb6yOrHV1jpNL5F9eZXxMJo6oSNiNjTnH4aYmJ/1L2Lrw4qu5furrHUPl2ms7sXx69MgtGc/i13hEnMoHH5zo0HqEfG0LWTr8yY+jWDdiBiPsj7NoUcBdJ8jqxZf6R1UJT0+WxUUXccAVWzlthCyrF17onJet+Sda4v9Tv0XE7+dVLBltlPO511IS39w8ZafIufEXh6dDvaa8GD9+hWWrKcG6SS1DuD7OUyJW/MUpRL3uSRZTLYr9J+xfsLy1bgAiQkNtAyubV7rtGZWmVMvQY8CmwDNAA3CIiPzWe1VcOiOPxD+q8NNpxx2dNBuVGOyTWni8vrqHzMarr+6U/TQiCWKPHvDAA3mbw2b3ViGhs+jJedhhlZkmK4e77op1VMpbnh9ip52cvF0eDz3kvK9aBctqeub9a/Y7WNfWOoapTTbJBRjMI6xYjxyZm44sEYnLpVdfz8EbfJehPYdGl5M/vQGOoSosd2ihYg5/4CQ/UQnG2hDPX8s/oD/6aLKgi155t25BP6/wIr9wWpAMLbH+ScXufNH8gSPPMuT7fPkWsKCAATybK9F9rvTv3j971H49PJOBlSujrZFJfa0UpYf0i5elzJ/9jXve6Gsjv5HWLlrJrohrjcXaKEipytARwK+A53FiC70QehlxPPlkRZpJ/KMK13v44dhl0BVn/HgngZOHlw3T+yF7f+d92SOzy1tramD7oE8LFFnpEmc68eN/iPTsyV93HuN8Dg+EaSpBSeSMoJhI4RiXnu6yahWcuvHjvEowtpHfPyZRIOLWxqPxn/tmn8K3/vqBOr279eHUKb6w0AnZbrvg92LO8XnETafmREuVmpp80Roboy1hcazhug5tthn81v1bunJlrtyvLPfsSTZ/WqWIPLWvO05RLw+FFl9X/tOZUbKak7d9tV6rRao2Xg7pqL6edx3oAzIRnaB5k/roTPbJr3PpN0TRn9CqwmG8zRKUPqU6UN+kqjfHvdISslNQyQBnZed9oDKDfbE2Nt7YCYgj4jylE3ie3rDHDeXLs02J/vvdu3P/fus5T78zzihev1LERd8rEy9NXdQA0djoKENNNQ2ABCocdliuXqJAxBWMqbTzLd/NffHHh1KlZ0MvTtz8xJLb3Gef3Gc3MHBFGT06F8MnLfwWoN/8xomj9NJLyS1D3iXaccfcmgzvZ/fww0EF+PTTcz5DR0U49ZYTwmb+goiNM528J80F7q+GJlhV5wgf9VTxKzOZTGQ8VgDex7nwfstJ+I9jU0sTtVIb01OywPlevUJEtVG03ZcKL8bOU+oszlDFKdVn6KFCr7SENEKEcpa1OYWeBuFffUJrVE04p1i5lKrsiUSbVdLgxhuL1ykBz5c5ipEjncF0441xVgz5c7P5VgsVTegJxc9JMeXc7fsb+lC7ccTqyRmOc2shQaJWPUURXnFWCaZOzYmYJt5Uz7HH5t+WcXjWHc+P5rzznCCP2TbVSSrrKYmTJjmKcoYWTjwpEzlDWLxbYfdv+7/F4DoHNYcqLPf5/DQ0w6p6N74QwkbDNsoqMV/3CM6NZzL56VKK4VeOmluaqXVjGQ2OiUmbSBlqKf0PZbF2+2QKr7svtnrPaD2lPvm3AFYHngYuB34RehmdnSRzNuHv4RVaZcw71GkJq7MS0LOuZ7T/1W67RSfqqgYJn3hR/2hFoH9/Z4Zyk9AMgt/BOGpFfx7FLEOtVc6vvrrw2nbyjyGOclaShSk3OWolWLAgeLoHFPApv4Nv8z+cdB7FLtHRR8M77zhhuIYOdZShQUMyjBiRXzeT4PAf8aX3E4WGbsEb0G+4WB5yeF7m+3ldvyF8tGbOyeuFGY63hQKf9wlOHbW0wKWXRsvjLXjdaFgudcykoZPYZlTOatyszdk/XfMSxoaNwj/9GE1EUMoiKmZTMSXPt7uj4JllqNKUqgwNBU4H1gN+A+wAfKmqT6nqU5UWrlPR1o5vaf51SHoshWQoUb5hy6eXVD+PtdYK9H3VrldFhynYbTeYXPoS52rjP5319U4gxbgKe+yR2/z5523oM+SKcMcdvu377purV4HpuEr8zE4ZfV/rGykRb0orHDZh2rbxB3Q0f+Bu9ue555KdujFjnDUL++8P3etbyNQGr6vXU7EZmKjysNz+X/fKArI9PB6aRzs779o4KbR/8BlRSOc+0o0rOqgxF258yzW25MD1cgkHmluaIwMiBuROYhkqpohETZMV+QklVeJ7N/Rm4YqFiRPOGskp1WeoWVUfVdVDgc2B94AnReS4VKQzyudb34re3trRohwlK+E+1+x2TWxZbJDEpITyP9TV1EWmFQDSUVzvvDP4Pel8TgFZ1M3l1atX0Dd77Fh47LH4Jv2XY8CABJengpYy1QJp4yqgwFfCMtT9/dRyNccSd+T9+8cU4ORMa6KOAQNg221L6+/DQRvGJnku5Srsux+sNR+2//yOiFLhrwkidntL6nfPrBPYHl6C39pZ5qaWJmoyNbFRIRL/7Itoi1Hnr9g51cKZbLM/DS/wok2TVZ6S//KJSIObnPU24FjgtzgJUY1CtPXdm6Z1oxRlQdVZWn/00UWrHrlxfNqICdHBiZNTqSCU5V7HAw8MfvesLX4HjxLx/o2vsw7cckt081mquSQ3ru+oub2UuuJ3v2t122lz5umlXSPPx2j0aPhFiU4Kl09/lObe+UvMz9kWalcWWroZkkGgZ5FpoyLjfI6NNipYXMj6leTW6VbbjT4NfWKnHpM6UBdjxYrSl9YXS7zqTbN5KTlMF6o8pTpQ3wL8B9gI+JmqbqKq56vqx6lIZ5RO1PIQP639tZeyv1e3pgb23rsy3X6/cMTdRLRGMQjnwiiHvfZqlf8UOMrhwIHF67U3UtPJ3EjusZahHxROVlt1RAKL67IUsgwiZc9gxqXCO29baGgurAyJT7tpEVhWB/N/eE5ePS9vYrkLn8KW29bO1h41+SjO3qaws3+yx1vhA1qyNKLdIrIXje3kCpZNyWHaUMUp9fY6GBgDnAD8W0QWuq9FIrKw8uIZhVjQs3hE3YpT6mjmr99KBQBolSUlj1JWxXmEnSPK4YornPenItzsEibAeu21Evuspl29VXksErKTkwm1Q8ekK0P4PN+whBTKC/z0iMFsWuA/R9jSk1HyNBVRx9k5yRFlV3yFg7OGCHTxZTCBWpLbOyOZgqtWk57+Yv465UyTJSWQrNWoKKX6DGVUtZf76u179VLVNoro10FJ4Sn9wjoRk9/VHg2STkelNThXqt22Oo/hfhJantqdz0C//CmXLIdEB7kL4A/A2Aoq4TNUFcq6oFL2fVAovtRD49bg+S8Pjd03/MsQzY8A3Vjfo6QUFDdOIu+3IFLHiN655W4Bea98i+ZJ0dNqq/cu709i0mmyclJrtPb36imMOctQR9b62ycpBlUxqkLag3i1R+G+fVvfhj/lRlsoPYEU7i5xT97YxFpVZq+9yt+3piabaiT2dL/ySvntQ/Zcdlhl6J57oh3Vr7sudpe+fWNz+RalkGVok02AB2+K3XfEouA6cAF69w3dywrDe0dk0o1AJD+YwbCmzWmQnvxqp19ltwXlFZgWXGF68143A04Ox3KolM9QlK6UqdBzs0ddD5atWmazZCnQBvZrA6jIr2z8wGA6h8iBpS0G91KW1kdNk+25JyxeXF7fu+5avE4Rc3uWCi79L8gJJ0S3vcYawfDJ7ZmDDkq+9D0mj0TB+D0VOt/VNoyWzW67lbzLqFGlryLzKJSGpa628LXY9LOgx7Qo1IbaEmBU31G8nUAWQZypN9/Fq9feiH4WqBe2ZGVE+ddxezLlyj8BcMgGjgWy3PxdlVKGIqfJirabbDWZkR6mDHUg3vhBMGNnImXIn2F87NhcFsuPPipPiHIcqMP4Y/6k2X+YxkZYsqR4vbZSKEeNghNPjK9TzHLVliP/iBFOjogkFHH6TcxmmyWv69JhLUNlUFtb/i3Q3Bw/TRYZf8uHZkIBFiGvsTd+dQajEsqinhdO4OLlH1hY3rhHQdqWoTTiDA0aBHMTNur031G1/vaLKUMdiPDyzKIDy3vvOYqHt98xx+TKhiczYUfSEf9++89dlLWqWrK0FQ0NxesUYrPNylJOWkUZindHvDWLMnIkfPONE57aR2v80qMsQ55jdKbIsq0on6Hwtdpl/9Mj60a2p5pnGWpmVZ4GkXQ1WWuUoWR9+I7q6dNg6sWBUomIJVDMz2jLKcrcz+PL8/Y3n6GKYz5DbUUKT+lIZcjfz+jRlR94y22vHP+cf/yj9f0Woq18htoDrbHGJSFO2QwTla6lgv13SstQTY2TIC1EY2P5y81bZRmKWk3Wit9n1mfIdy+0yKo8BSBvWi/m3ik3OnOiPH0JaI6Qq1icoWLkH1MXeW61IR1aGXIDQF4vInPd5f0vi8jOoTrTReQtEVkqIk+IyMjQ/je44QE+E5Eftf1RlE/VfIbiOP10OPzw4LawPKWEkd1uu/h2WoPfgbpYnbSoxnW64IL02k5wvkqaIiuTip3WQqGfq4Fq3uKBP/+5fGNdodVkxZQhf57SLzx//1YGAXpiTQIrCmu1O0JQ+4nqQoHjbtg3uK0VN0HJP/sIC83LL0VUK0+cLHnHZD5EFadDK0M403wfAtsAfYAzgbtFZBSAiAwE7gfOAvoDs4A/+vY/Fydu0khgO+AUEdkpFUlTGFw1qs1qKkODBgUf2DU12WB4WQ47rHV9JJrUT3gOPvgAevRoXRvlUC1vyDPOSK9t/zFttVV+uSrduzupQ2L3q0D/FbMMtUeP1VBA1YaG8sUs5B9TbErn88ackvLvEe64PHZsbH1WdYsvc7lrfWDLLbPft1x+IQ0SzKYap2/JkKGB762ZJiuVnRKOFsWuU/HLmKvRs74nKzWB76NREh1aGVLVJap6rqrOUdUWVX0EmA1s7FbZG3hdVe9R1eU4ys8GIuItyzoUOF9V56vqm8C1wGFtexTlE5lbKy4nWTUYMwaee8753FZTUqWMDokSc6VEZ5ue849UMaNWfV2+blxpKnZa25MyNH26s8S+wjLFhwQr3M+7/YPOSlFBFwPcezesjPnTEUOG/KVuUSlmolJ9JFaG5q8Zbq7kCNRJL0lrp8n8DOoxiEUtFnix0nRoZSiMiAwBxgJepsUJQDaAiaouAd4HJohIP2CYv9z93NosWG1G5IM/nAOrzTqOoVKjX1sPTmn2154G2kqRfFRI3uYRRzir2EqgUypDtbW5VaAVotB5KjZNFibKgdrP5pvkoqova4XTd54ytHIlzbWZPEWje13C0BrLg9Hkf/zj0mf7KnebFGnIp/UNahzEopYvKtWx4dJplCERqQNuB25W1bfczT2Bb0JVvwF6uWWEyr2yqPZniMgsEZk1b1770Mrbwgcjj/ZqSYlLRV1KG+2NYue6PR1PGvfFkUcmX/XYWR2ojz/e8XaGil7vQiunSlWGgILX/3Tf7OyM3Utv2iPPgfq443hvu0l503o373UzW49MkrYnuN+ll5ajDCW778uJWu3Hf+kH9RjEYrMMVZx2rQyJyJMiojGvZ3z1MsCtwErgOF8Ti4FwmpDewCK3jFC5V5aHql6jqpNVdfKgQYNKO5A770xlWXJLR/KiS1uJuvXW5P3nOa5UgfakyFSCaltSKr20vtrH47H++jllqIIUmhLKFB0WIuIMFThf9cnS7QVoztSxolvQcvNS2DF53DgWD8rPAjWs5zAmD5tceqcJ0WLL2iPm7sqJTeTHb2Af1DiIhc1mGao07VoZUtVtVVViXlsBiKOaXw8MAfZR1VW+Jl4HNvC+iEgjMBrHj2g+8Km/3P38OpVm9dWjQ+23kqqNp+V0vMUWcPPNlZclDdpTSpOOojS1E+Wh01mGamtzylAFz3HUbeVtKmbtaPBPdd32l8RL67/oATMTGvo+HTSR+4/6W2BbnEE+LO/6Q9bnF9/6ReEOrn02mSAVorWWocGDcxdsUI9BLGo2y1CladfKUEJ+D6wD7K6qy0JlDwDricg+ItINOBt41TeNdgtwpoj0c52qjwRuaiO5W02Hmibr1q1k/4+K9Nte6ShKTiUZNy4/UmCFz0PFmmsv16emJhXL0LnnwqRJoY3qDAfFpskCxcv70n1VbNUAQ06BdwYmlRC0Jt7B6Pvfd+uUe51a6lrxSEnep8yLTk0Tx9Q1ik/v9azvSVPNwpLaNYrToSNQuzGDjgJWAJ/5/iEcpaq3q+o8EdkHuBK4DXgO8HsYn4OjTM0FlgGXqOqjbSV/QRL8UjfaMLRhbuGA7hWjvQwUaZG24lWp9jvadXjqqaC9P4Xz3OksQ5lMKspQRAxHh9+8x0lvr+TaEtqqb6qBusJzYZKpbJjAa10BvzPxOyxbFf4PnIzKGOsLH1XNg3fRdOTExK3FOX/7rV8i4gSUX5G4WSMBHdoypKpz3Smzbqra0/e63VfnMVUdr6rd3Wm3Ob6yFap6hKr2VtUhqvrLqhxIFPPnF62y+uqhDX36RNbrFLTlwN/RlIz2gF+xueii4nWK8eGHZfXf6S5dStNkYRbecq1j8Zk/mnUGrRNd6bzzord/vEl8vC6XpLmTPTbYwInM4Wfw4Px6gxsHM7LvyPyComjZp3PDVccVr+SxaDX3Q7LOxvSPjtfU2mk2ozgd2jLUqenMik257LFH+fu2t1GyEvK016nDAQNa30aepl+EzrqaLKVpsjBNG6yfPDpCVDDkQjsXudebWprytkXFZt1hh6KilUh5v59zd/xx9nNG8uMh+U+QLBvAgO4DkMXJ+kqaSqSxvmfxSkZJmDLUkanGYFitAVgEDj20eL24B2/yiGrp0xmnyco5pjTy9bWjU1IR/NNkKR6cIGVPYwmJM5xGknSaq9KHX4lfYabIEKqazK+pm5tHuU9D9J/g0f1HB74P7FHiimajKB16mswwIokPrdv6NipFZxu1W5PAt4L9d7bTGpgm83jkkVS6EuB3vytUIfpaZSiQ6My3317j94osHtpzaOT2MBW/tv7DWbhabLVCckRHyg6epzX6jEB8Q618vDkAPTI5xWfYMOf9Z9tGT0V2qw0Grx3U3ZShSmPKkFE67XnEKWQZqkQ7lSCNaM1dna4wTebdD6U64JTAD35Q+j4ZkqV7v+3/bovcftD6ByXqR7VwCrRSGD8eAs7Pvyrso7b58M0jt48bEzFN5uODD+DFGS/SjX7ZbeJOo/mn2OrqvW3RQ/K+6waT0ZplqPKYMtSR8Qbsnm04f9xeI1D7iUtg29GUi/XXh0suqbYUyWgn57Y96+llEbWaLKVzXfTUuf2GnXmFCvy2vlkjUbVKHfqZZ4Ya0oRD4YqebLZZ7kz16V14mmzYsHxLUbZL3xmvLaxTUZcJrtYzZajymDLUGVjNNfG21YDUXkect96KLytVGWoP02R9+wYyeZfVRhej01mGoqbJqkyP2mAE96zP0GuvORuOC622UuWx7z7mTPW8sXd0o1EZV8NVKni7lx2fiGCorJoIB+piRzJksDelm7tZN1892vIUx+DGiKV1RqswZagj4z18Tjqp7fqspgN1McaNiy8rRRlqTxGoOwuVmr6Mo5I+Q2sks1K0CdOnw733Op9TvG9Kyaq+apvvZD9fdz3UiOsztN56zsYrrsiWezrOFmtsQU2mhjxV4bXkiaUradwdvjoMG1ZeY/5ztc2oiCCJXvEzp+ZvI5dur0Zy1p7Jq02G5b0TH99Oo3dNKK2RFFOGOjIPPui8H310+8i31Z4p9iTtnZ/jKFWqbdXp3buyx1zOKNVegy7OmlX96+NRU5N/ndpAmb7++oiNbr9vT94ou2nlysI+Q8XSeNFcWuTDSh16716O4bVU6uuDAmw6fFNYFHQATyTiJV9y1djZifsNK6t1GVsIXmlMGTI6Bq0dnIopQ3GJj9KgPViG5s6t7ICf5JjSPG637QSxShO31e7wrlcK8oX9gI44orgYzpdM8aX1FZK3mvrptDWnAc4UWd4U2y8/itwn6Cvkiz0kwLIBdK/J9/VsLzp4V8SUIaNzEfc06dYNDjggfr9wbP72OiBWikym7ZWhNKlk/336wI03Vq69SiMCzzxT2TaL3QtrrBE9FalSfDWZf4ewb1BR01GwmWrdZhdOv9CVPWpxRthvyKmzx+6+Kr7DrPZPxYjGlKHOQmdPV9Fa5+fGRvj975O3kfYxVvsvoD2R46mvh912q7YU+fiv2ZQpFW26R12Pwk65c+ZkP/qnIhsbBSmgpeT5Ra8qnLajLfFbeH7+88q1652KATFJaQvlwa0psqos3IdROUwZ6ky0xS+kvf8Kq61kJKGa5/C559Jpt73fF0ZB6mrq6FUoxYNvGszvXz527QTTZH4eLiUFbHqEfXBOO638ts44w3m/dPtL3S0aeg/+PCRiW7fabvDMT8sXwmg1pgwZpdPeFY5KDMztYWl9Gm1sumnr+60U7f0+aq+kdW8Wa9ct790rmEFdCkSgXqvvmsENnsN0U0MqIial3KX1fWoH5ilSF1zgvJ885WTng+T38b2Jx+T6dpUkfzMNtQ1suCS5Rmb/PSqPKUNGaVTrV/jgg/Dss9Xpu9K0lydZe1BGKpyOo1PjHWM7Cm+RyWQK+gyNGzA2uuySrystXcmUEk7A45oN3qRvt76F243Ydtg++ek+ttgi+P3FF0sWx6ggpgwZHYevEzxAGxvhySdTF6XDI1LpKHZtu1+YrqAMeeeqPSixLuKlePXO//PP51eKkjfkO5TUV6baRGapjyGcgf7xQx4HckrY0GQp2SLpCrd7W2PKkFEa3/oW/OpX1ek7yRMzk4GNN25dP20x2FR7QGsPT9P2IENHpMrnzRvkl9ZCRiToMzR5crByUVmVPt36cPouhxfvt9o64L13kUkwZO6awPe+h08X3GedfSLrXLLZrUklMyqAKUOdhbZ6UvTsCSNGtE1fYZI6abZ32osSUPXRpYK0l3Pa2Tn55OzHAac6iUWTJmqNo2+3vpw37dzWy5Y2r+9Pr17Fj3PddaJzuPn56qvc53v3vzeyzoiea5cmn9EqOsnoYgCde0DYZhvYcMO26astzmNnUkTaEQMGVFuCFEnznknSdmhqdXmdE1iw4GqyqHZ/876vzY71OyglosGwHiMD3/0O1d26Fd9/bN/1Yss686O+WpgyZHQMRo7MD4yYFpabrDx6VDmGzHXX8dln1RUhVaqtQEc5UJdoGdplF2D+WpUUoSzW6rcW52xzTmUai6GxrnXpbjrrY6K90uGVIRG5TUQ+FZGFIvKOiHw/VD5dRN4SkaUi8oSIjPSVNYjIDe6+n4nIj9r+CAyjTFozOFbagRpyiYOrgTty1FrKpvJIMvJuuSVMc9JSMHcrwPEZepzpTtTuBO0edFBrhKwc/br3Y49xe1RbjEhG1Rf3eTRFqfJ0eGUI+DkwSlV7A3sAF4jIxgAiMhC4HzgL6A/MAv7o2/dcYAwwEtgOOEVEdmo70Y2SqPY/40pS7WPpbE/TznY8bU2S+3HKFNh5ZwAGDnLqZyTDEdyYOOvp6NHB7/3r8pecdxrK/Inv1vfU4pWMitPhlSFVfV1VV3hf3Zf3k9sbeF1V71HV5TjKzwYiMt4tPxQ4X1Xnq+qbwLXAYW0mvJGcth7s2iCpaNWptkJWaTrb8YRpR9O348Y57/279yu/v+ePpnbxmsXruVT78jaUFycyj33X2bfVbXSWtSTtiU5xSkXkKhFZCrwFfAr8xS2aALzi1VPVJcD7wAQR6QcM85e7nye0idBG6XSm/GvVfrKnMU1WTnuVjDNU7XPaVqR1nGW0O6hxUCvb7TjXLEmYM8g5SrfEHPePt/xx9vPwXsPzK5QYW7NPk606qwRSbljy9oaI1ABbANsCl6jqKhG5Hpinqqf56v0LxwL0OPAB0N21GiEiOwDXquqoiPZnADPcr+OAt9M7mpIYCHxZbSF8mDzxtCdZwOQpRnuSpz3JAiZPMdpanpGqmkAzNeJo1+6GIvIksE1M8b9UdSvvi6o2A8+IyMHAMcBvgcVA2KW/N7DILfO+Lw+V5aGq1wDXlH4U6SIis1R1cvGabYPJE097kgVMnmK0J3nakyxg8hSjvcljFKddT5Op6raqKjGvrWJ2qyXnM/Q6sIFXICKNbtnrqjofZ0ptA9++G7j7GIZhGIbRRWjXylAxRGSwiBwoIj1FpEZEvgV8G2cKDOABYD0R2UdEugFnA6+q6ltu+S3AmSLSz3WqPhK4qY0PwzAMwzCMKtKhlSEc77tjgI+A+cDlwImq+hCAqs4D9gEudMs3Aw707X8OjkP1XOAp4DJVfbTNpK8M7W3qzuSJpz3JAiZPMdqTPO1JFjB5itHe5DGK0GkcqA3DMAzDMMqho1uGDMMwDMMwWoUpQ4ZhGIZhdGk6hTIkIseJyCwRWSEiN4XKLDeZYRiGYRixdAplCPgEuAC4wb/RcpMZhmEYhlGMTuVALSIXAKur6mHu9xnAYaq6pfu9EScq6Iaq+paIfOKW/80tPx8Yo6oHRnZgGIZhGEano7NYhuKw3GSGYRiGYRSkXafjqAA9gXmhbd8Avdwy73u4LA9/brLGxsaNx48fH1XNMAzDMNqUF1544UvLTdY6OrsylEpussmTJ+usWbMqLqxhGIZhlIqIzK22DB2dzj5NZrnJDMMwDMMoSKdQhkSk1s09VgPUiEg3EanFcpMZhmEYhlGETqEMAWcCy4DTgIPdz2d2kdxkhmEYhmG0gk61tL6tMJ8hwzAMo70gIi+o6uRqy9GR6SyWIcMwDMMwjLIwZcgwDMMwjC6NKUOGYRiGYXRpTBkyDMMwDKNLY8qQYRiGYRhdGlOGDMMwDMPo0pgyZBiGYRhGl8aUIcMwDMMwujSmDBmGYRiG0aUxZcgwDMMwjC6NKUOGYRiGYXRpTBkyDMMwDKNLY8qQYRiGYRhdGlOGDMMwDMPo0pgyZBiGYRhGl8aUIcMwDMMwujSmDBmGYRiG0aUxZcgwDMMwjC6NKUOGYRiGYXRpTBkyDMMwDKNLY8qQYRiGYRhdGlOGDMMwDMPo0pgyZBiGYRhGl8aUIcMwDMMwujSmDBmGYRiG0aUxZcgwDMMwjC6NKUOGYRiGYXRpTBkyDMMwDKNL0yWUIREZJSJ/EZH5IvKZiFwpIrVu2SQReUFElrrvk6osrmEYhmEYbUiXUIaAq4AvgGHAJGAb4AciUg/8CbgN6AfcDPzJ3W4YhmEYRhegqyhDawJ3q+pyVf0MeBSYAGwL1AK/VtUVqvpbQIBpVZPUMAzDMIw2pasoQ78GDhSRHiIyHNiZnEL0qqqqr+6r7nbDMAzDMLoAXUUZ+ieOgrMQ+AiYBTwI9AS+CdX9BugVbkBEZojILBGZNW/evHSlNQzDMAyjzej0ypCIZHCsQPcDjcBAHP+gS4DFQO/QLr2BReF2VPUaVZ2sqpMHDRqUrtCGYRiGYbQZnV4ZAvoDI4ArXb+gr4AbgV2A14GJIiK++hPd7YZhGIZhdAFSVYZE5H4R2dW1zlQFVf0SmA0cIyK1ItIXOBTHN+hJoBn4oYg0iMhx7m7/qIashmEYhmG0PWkrKVcBBwHvisjFIjIu5f7i2BvYCZgHvAesAk5S1ZXAXsAhwALgCGAvd7thGIZhGF2A2jQbV9XHgMdEpA/wbffzh8C1wG2quirN/n1yvIyzjD6q7CVg47aQwzAMwzCM9kfq01ciMgA4DPg+8BLwG2Aj4O9p920YhmEYhlGMVC1DIvIAMA64FdhdVT91i/4oIrPS7NswDMMwDCMJqSpDwLWq+hf/BhFpcFd1TU65b8MwDMMwjKKkPU12QcS2/6Tcp2EYhmEYRmJSsQyJyFBgONBdRDbEyfcFTkDDHmn0aRiGYRiGUQ5pTZN9C8dpenXgl77ti4DTU+rTMAzDMAyjZFJRhlT1ZuBmEdlHVe9Low/DMAzDMIxKkNY02cGqehswSkR+FC5X1V9G7GYYhmEYhtHmpDVN1ui+90ypfcMwDMMwjIqQ1jTZ1e77z9Jo3zAMwzAMo1Kknaj1UhHpLSJ1IvK4iMwTkYPT7NMwDMMwDKMU0o4ztKOqLgR2A+YAawMnp9ynYRiGYRhGYtJWhrxpuF2Be1T1m5T7MwzDMAzDKIm003E8IiJvAcuAY0RkELA85T4NwzAMwzASk6plSFVPA7YEJqvqKmAJsGeafRqGYRiGYZRC2pYhgPE48Yb8fd3SBv0ahmEYhmEUJVVlSERuBUYDLwPN7mbFlCHDMAzDMNoJaVuGJgPrqqqm3I9hGIZhGEZZpL2a7L/A0JT7MAzDMAzDKJu0LUMDgTdEZCawwtuoqnuk3K9hGIZhGEYi0laGzk25fcMwDMMwjFaRqjKkqk+JyEhgjKo+JiI9gJo0+zQMwzAMwyiFtHOTHQncC1ztbhoOPJhmn4ZhGIZhGKWQtgP1scAUYCGAqr4LDE65T8MwDMMwjMSk7TO0QlVXiggAbuDF2GX2IvKjBG0uUdWri1czDMMwDMMoTtqWoadE5HSgu4jsANwDPFyg/slAT6BXgdePU5XYMAzDMIwuRdqWodOA7wGvAUcBfwGuK1D/VlU9r1CDItJYOfEMwzAMw+jqiAWHLp3JkyfrrFmzqi2GYRiGYSAiL6jq5GrL0ZFJxTIkIq9RwDdIVSfG7CfAfu6+9wLTcLLcvwX8QVVbKi+tYRiGYRhdmbSmyXZz349132913w+mgJIE/A5ntVk9jhLUADwE7AqMA04oVyARORA4BxgBfAYcpqpPi8h0t98RwHPu9rnl9mMYhmEYRsciFWXIUyZEZAdV3dBXdKqIvIjjSxTFVFVdX0TqcBSWYe5qtDuBF8uVx3XevgQ4AJgJDHO3DwTuB76P49h9PvBHYPNy+zIMwzAMo2OR9moyEZEpvi9bFumzCUBVVwHPq+pK93sT0Jopsp8B56nqs6raoqofq+rHwN7A66p6j6oux0kfsoGIjG9FX4ZhGIZhdCDSVoa+B1wlInNEZA5wFXBEgfqfiUhPAFXdydsoIkOBleUIICI1wGRgkIi8JyIficiVItIdmAC84tVV1SXA++52wzAMwzC6AGnnJnsBx9LSx/3+TZH6O8cULSLnh1QqQ4A6YF9gKrAK+BNwJk5Mo3mh+t/gxDMKICIzgBkAI0aMKFMUwzAMwzDaG2lbhgBHCSqmCMUhIueq6hJV/aLM7pe571eo6qeq+iXwS2AXYDHQO1S/N47yFUBVr1HVyao6edCgQWWKYhiGYRhGe6NNlKFWskdrdlbV+cBHBFexeZ9fBzbwNroBHUe72w3DMAzD6AJ0BGVIKtDGjcDxIjJYRPoBJwGPAA8A64nIPiLSDTgbeFVV36pAn4ZhGIZhdABSUYZEZBPX6dn7foiI/ElEfisi/UtsbuMKiHQ+8DzwDvAm8BJwoarOA/YBLgTmA5sBB1agP8MwDMMwOghpWYauxl39JSJbAxcDt+A4J19TbGcRGe59rkTUaVVdpao/UNW+qjpUVX/oLqVHVR9T1fGq2l1Vt1XVOa3tzzAMwzCMjkNaylCNqn7tfj4AuEZV71PVs4C1C+0oIuvjpOIwDMMwjDxOPvnkaotgdDJSU4ZExFu2Px34h68sdjm/iGwH3AV8NyW5DMMwjA7O5ZdfXm0RjE5GWnGG7gSeEpEvcZa2Pw0gImvjTJXF8RCwmaq+l5JchmEYhmEYAdLKTXahiDyOkwPsb6rqLWXPAMcX2PUO4CwROci3j2EYhmEYRmqktZpsmpsH7AGcLPQAqOo7wKi4/VT1KJwYP7elIZdhGIZhGEaYtHyG/BO694XKziy0o6peAPy14hIZhmEYhmFEkJYyJDGfo77noaq3VFYcwzAMwzCMaNJyoI5KfRH3PRIRmYgzpZaVUVXvb7VkhmEYhmEYPtJShtYSkYdwrEDeZ9zvaxbbWURuACbi+A95QRcVMGXIMAzDMIyKkpYytKfvczggRJIAEZur6roVlMcwjA7Md77zHW6//fZqi2EYRidF0l7BLiKDANw8YEn3uR74haq+kZpgrWDy5Mk6a9asaothGF0GEcGibRgedj8EEZEXVHVyteXoyKRiGRIRwckAfzyOk7aISBNwhaqel6CJW4D/iMhnwAqc6TVV1YlpyGsYhmEYRtclrWmyk4CtgE1UdTaAiKwF/F5ETlLVXxXZ/3qclByvkfMZMgzDMAzDqDhpKUPfBXZQ1S+9Dar6PxE5GPgbUEwZmqeqDxWpYxiGYRiG0WrSUobq/IqQh6rOE5G6BPu/JCJ3AA/jTJN5+9tqMsMwDMMwKkpaytDKMss8uuMoQTv6ttnSesMwDMMwKk5aytAGIrIwYrsA3YrtrKqHV14kwzAMwzCMfFJJx6GqNaraO+LVS1WLTpOJyM0i0tf3vZ8biNEwDMMwDKOipJWbrLVMVNUF3hdVnQ9sWD1xDMMwDMPorLRXZSgjIv28LyLSn/Sm9AzDMAzD6MK0VwXjFzhBF+9xv+8HXFhFeQzDMAzD6KS0S2VIVW8RkReA7dxNe7fX1ByGYRiGYXRs2lwZEpHXVHX9mLIXVXUjAFV9HSdrfWwdwzAMo+vwj3/8g9GjR1dbDKMTklZusr3jioChBXZdR0ReLdQ00KdswQzDMIwOy1VXXcUBBxxQbTGMTkhalqE/ArfjBEoMUyjO0PgEbTeXJZFhGIbRobnvvvvYddddqy2G0QlJSxl6FbhcVf8bLhCR7eN2UtW5KcljGIZhdAJWrkySxMAwSiOtpfUnAlERqAH+L6U+DcMwjE5OS0tLtUUwOiGpWIZU9ekCZbPS6NMwDMPo/JgyZKRBKpYhETlSRMa4n0VEbhSRhSLyqohUbSWYiIwRkeUicptv20EiMldElojIg26AR8MwDKMdohrlimoYrSOtabITgDnu528DE4E1gR8Bv0mpzyT8Dnje+yIiE4Crge8CQ4ClwFXVEc0wDMMohmcZMqXIqCRpKUNNqrrK/bwbcIuqfqWqjwGNKfVZEBE5EFgAPO7b/B3gYVX9p6ouBs4C9haRXlUQ0TAMwyhCS0sLmUyG5mZbWGxUjrSUoRYRGSYi3YDpwGO+su4p9RmLiPQGzsOxTPmZALzifVHV94GVwNi2k84wDMNIiqpSU1NjvkNGRUlraf3ZwCygBnjIjSaNiGwD/C+lPgtxPnC9qn4kIv7tPYFvQnW/AfIsQyIyA5gBMGLEiJTENAzDMAqhqmQyGVOGjIqS1mqyR0RkJNBLVef7imYBbRo+VEQmAdsDG0YULwZ6h7b1BhaFK6rqNcA1AJMnT7bJasMwjCqw3nrr2TSZUXFST8cRssR43J9GvzFsC4wCPnBl6QnUiMi6wKPABl5FEVkLaADeaUP5DMMwjITcdtttNk1mVJy0psnuBV52X+DkFPNQ2lYZuga4y/f9JzjK0THAYOA/IjIVeBHHr+h+Vc2zDBmGYRjV56233rJpMqPipKUM7Q0ciLOk/k/Anar6Xkp9FURVl+IsmQdARBYDy1V1HjBPRI7GyaM2AMfR+/BqyGkYRutZvHgxPXv2rLYYRorU1NTYNJlRcdLyGXoQeFBEGoE9gV+IyADgDFV9Ko0+S5Dt3ND3O4A7qiONYRiVpG/fvjQ1NVVbDCNFPGXILENGJUlrab3HcpzVWQtxfHUKZaw3DMNoFWYt6NxMmDCBQw45xHyGjIqTlgP1NJxpsk1xpp5+YznJDMNoDV6wPaPrstZaazF06FCzDBkVJ60ny2M4itAzOKuzDhGR33qvlPo0jE7NsmXLWLFiRbXFqBr/+c9/qi2C0U4wnyGj0qTlQH0EzqoxwzAqxMUXX0x9fT1nnHFGtUWpCitXrqy2CEY7wabJjEqTlgP1TWm0axhdmZaWli79bzgmZpnRBbFpMqPSpOUz9FChclXdI41+DaMzIyKoKk888QSjR4+2tDBGl8RLx9GV/xgYlSetabItgA+BO4HnCAZdNIxOx4svvkjfvn1Za621UuvDs4xcddVV7Lfffh1SGVq2bBkA3bu3eb5moxPg/QZsmsyoNGk5UA8FTgfWA34D7AB8qapPVTvOkGGkwU033cTDDz+cah/nnXce5557bqp9rFq1ihtvvDG19i+55BIuvvjisva1aTLDw6bJjEqTijKkqs2q+qiqHgpsDrwHPCkix6XRn2FUG28Kqy3wrCtptf3DH/4wtfa95fGvv/56an0YnR9ThoxKk1rQDhFpcBO23gYcC/wWeCCt/gyjmjQ3N/P000+3SV9//vOfU2u7ubmZxYsXJ6pbjvKnqogI6623XuJ9Xn755ZL7MTo35jNkVJq0HKhvwZki+wvwM1X9bxr9GEZ74ZtvvuH++9su//Dy5ctTaXfVqlWJ606YMIE33nijpPY959dS8CwAy5cvzypTRtdFVc1nyKg4aVmGDgbGACcA/xaRhe5rkYgsTKlPw6gabTVF5lGK0lIKs2fPTlz3zTffjDzuOXPmsGTJksh9WlpaSlZmPOVp6NChjB8/vqR9jc6Fd+/YNJlRadLyGcqoai/31dv36qWqvdPo0zCqSVs/mAcOHBhbNmPGjLLbLSWwYdyAdOyxx/L4449H7qOqJVt3vLqLFi3inXfeSbyf0XmxaTKj0liiH8OoAG1tGerXr19s2bXXXlt2u3PnzgVIlPm9trY2st5f/vIX9txzTwD+9a9/MWfOnGzZvffey4IFC6itTT5D7ylDU6dOpUePHon3MzovNk1mVBpThgyjA5LWQHDIIYcA8MknnxStW1NTU1Rp2mqrrfjiiy+y39977z3mzp1LTU1NWfItXbq0rP2MzoPnd2bKkFFJTBkyjAqw5ZZbsuaaa7ZZf2kNBJ6F66GHCgaRBxzLUJKpCv/U28EHH8wmm2xSkjJUqo9RW1vpjLbDfIaMtDBlyDBcWjOItrS0MHv27DYbiNPu59Zbby1ap7a2tuCqNm+w8itDPXv2ZOXKlSWvKCuF+fPnp9a20T4wnyGj0pgyZBgu66yzTtn7eg/mtnpAR/0rrqSCNHPmzKJ1amtrGTp0aGy5dy78ypCIcNZZZ5WkDJVqGUprpZ3RfjCfIaPSmDJkGC5vv/122ft6A39bPaCj+hkzZgxHH310m/QPMG/ePFQ1VgH0lBK/MuQpQUkDO0JQydtvv/2K1rdBsvPT3NzMs88+W20xjE6EKUOGUQHaQhnq1atX9nNUP//73/+4+uqrI/fdeOONKyrLq6++mv1cijLkWXlKsaD5laFClihPwTJlqHOjqixYsIBTTjml2qIYnQhThgyjAnirqtKcJvvRj36U/ewf8D0fGf/UU3jK7MUXX0zczyabbJLd57vf/W5knS222CL7ObyizEu14W1fsWJFnlyDBw9OLI//WK+44orYekcccUReffMryefkk0+utghl4ynT9fX1VZbE6GyYMmQYFaCtp8l222237Of+/fsDQWVo8uTJfP3110Cy1B2zZ8/mF7/4BQB77LEH4FiTnnjiicj6hRQOT+HxLEN+ZcjbrxSfoZaWlkS5zDzly3u///77WX311RP3k5Rjjz224m22JZdffnm1RWg1tmLQqDSmDBlGBfAeztWcovEvV587d25WSTnnnHMAYn0slixZwrx587j55ptZb731mDx5crbs448/jtzHrwDFWV88pcSvjHnbSlGG3nzzTdZYY43s93nz5kXW86wGBx54IAD77LMPn332GXfccUeg3kknnZSo36+++ipv2xdffMFVV12VaH8jPUwZMiqNKUOG4ePuu+9u1f5pTcscf/zxfPnllwXrxCkYnoL28MMPR5ZPmTKFuXPn8tprr/Htb3+b7bbbrqg8/uMMT5MVsgx5Pj+ffPJJYgfY733ve8yaNSv73TsPjz32WGT9mTNnBgbLv/71r4HyX//61/z3v8VzRw8cOJDPP/88sO39999PJHN75IsvvggopieeeGL1hGkFXkoXw6gkpgwZho/33nuvVfunZRm68sor8wbmMH5lyB+UzpsWics7tnz58kBogJqaGkaMGJEt/+ijj/jNb34T2KfQNNnQoUNZd911Iy1D559/fvbzcccdV/B4PPzKFOSUrB122CGw3b8E37+8PkpJ/OCDDxL1HXbY9vfxzDPPJGqjvXDEEUfwt7/9DYCFCxfmXdOOgHf+TRkyKo0pQ4bho5REpVEMGjQoUSqLUikWA+lvf/tbYLl6VITeKN+hlpYW3n777exxL1u2jEwmE7CArLHGGtxyyy2xfYePd+rUqZx99tkBy1DU4PXCCy8UPCY//inAb775pmj9n/zkJ9nPnu+Un1JjF0UxdepUli1b1up22oqlS5fy9NNPA7kpwJ133pkFCxZUUaryGDFiBI2NjdUWw+hEmDJkGD4qMbiVEkMnKQ0NDZHKjKdk3HfffYHtmUwmq4xsv/32QLQy9NZbbwE5JfDJJ58kk8nkJVItNP130UUX5W2rq6vL9n/JJZcwZsyY2P2T8NlnnwFw3XXXsfXWW/PjH/84ID8EFRy/n5A/tYhnrWqtZcFTNHv06NGuVqz5Hes9vGN94oknstOD3rZHH32U2267re0ErBCbbrppQOE1jNZiypBh+Fi0aFGr24hzOm4N3bt3z1Nm/L4T4amgTCbDyJEjAScFBuRPN4GjZEFOGYpbslxowI+K+PzOO+/wyCOPAI4S1lpfG2/ZvHecv/71rwECSWD9ylCU8zPklKEHHnigaJLZKLzzPXz48Oy2J598kj/+8Y9VtxItWLCAP//5z3nbBwwYkL2+XhgGv9Xw+OOPbxsBDaMdY8qQYfj4/e9/3+o2pk2bVgFJgnjKkF/pOeqoo/Kmwg4++GAgOK3k1QkvcW9pacn+u/asJ3FO2IUsKVEO1DNnzuTMM8+M3edb3/oWkEz53G233TjyyCP5+uuv2XLLLdltt92ySptfriRTX83NzWy22WZcd9111NXVFa0fxlP8PEsVwMUXX8yBBx4Y8Ok69dRTi7a1bNmyQLym1tDc3Ey/fv0Axx/Iz/z587P+Tc899xxAbMiEjoD5Cxlp0OmVIRFpEJHrRWSuiCwSkZdFZGdf+XQReUtElorIEyIyspryGh2Hq6++OnZFU6Xp1q0by5cvDywr//DDD/OUIU8J8is13uD4+OOPZ7ddeeWVXHTRRSxZsgRwVlydfPLJgUHyt7/9bfbz66+/HujHszpBvp+VqmatUT/4wQ8ij2fHHXcEgpadOIYOHcrmm29Ov379WGONNZg6dWr2OEux7uy33340NTWVFPDRz6pVq1i5ciX77LNPYLt3D3jK2FVXXcWll14a28Zll13GPffcwxdffMGzzz5bER+za6+9Nvu5T58+7L333sybN48bbrgBgF/96leB+jNmzGh1n9XAr/CaUmRUkk6vDAG1wIfANkAf4EzgbhEZJSIDgfuBs4D+wCzgj9US1OhYnH766fzvf/9rk748Zcib1gJnMPCUobvuugsga+3wW4GefPJJIDh1tHjxYpYsWRKY/gpPkRWytBx22GHZz55C5XH++ednLU7hmDxezKNSVt1dd9112c+eY7in7LW0tGSnC4tZhu69916uvfbawDmMw1MuPEsbwP77789jjz0W67g7btw49thjj4JBGVeuXMlZZ53F/vvvz6hRo4DglFu5hBXSBx54gPfff5/vfe97ANkpy86Ad29/+OGHVZbE6Ex0emVIVZeo6rmqOkdVW1T1EWA2sDGwN/C6qt6jqsuBc4ENRGR8FUU2Oghff/01N998M/fffz8AxxxzTGp9ecpQOOWGp1R4K4K8759++mleG2uvvXbgu4gELCvlpjjo27cvq1at4uKLL87+W49r62c/+xmQm24q9d99JpPJLv8HZ3ook8nw85//PNH+J598ckFlyDuP//jHPwC47bbbstayb775hmXLlmWtXmFWrFgRG8vJo7m5OdJ3Kw06Y462pUuXZhXUG2+8scrSGJ2JTq8MhRGRIcBY4HVgAvCKV6aqS4D33e1GF6WUAfq1117LOgenabb3lCG/9cOzivgpNAB269Yt+9nbz68MNTQ0MGDAgOz3YsEXZ8yYwa677sp+++3He++9x09/+tPE6Ta8en7fpijuueeewPeamhpaWloCcZEA3n333TzL0P/93/9Fthme2rzzzjuznz2/G/959cpbWlpoampi9uzZBWUuRBIr0KuvvspPfvKTxGEeTjvttMh7L25/zyLlp6NMOfnlPPzww6soidHZ6FLKkIjUAbcDN6vqW0BPIBy05BugV8S+M0RklojMiksHYHQOkuTy8nxo/A7AaQ4ovXr1YsKECbGWIY9CylB4cBSRrDKxzjrrUF9fz0YbbZQtnzAh959gxIgReW1fffXVXHnllYHj9torFF7giCOOyFNm4gj7FHnTZN559/Z/9tln85Qhz2IXxu/orKocdNBBgfLw1Ocrrzj/lzwlbMMNNywos4f/fHnnKO68/PSnP81+/uCDD/jFL37B7bffnqifSy65JDKad5wyG2WZ+uc//5mor/aEPzCoYbSWLqMMiUgGuBVYCXihbxcDvUNVewN5S1xU9RpVnayqkwcNGpSqrEZ1iVoqHubRRx/NfvYGujSVob59+/Loo48GlCFvRZgfv3IxduxYAL7zne8AwePyW4Z23XVXmpqaaGhoiFWmPvjgg0hn50wmE6kM+beFpw+9qS5wBvJCjBs3LvBdRLJtd+vWjREjRrDBBhuwyy67FGzHz/jxuVnwqLQcH374Iaqa7XvmzJl8+eWXPP300zQ1NSVWhvwxkMaNG1fQ2fviiy/OfvaW6JcSGNLzGUtC1DRfOWEGDKMz0SWUIXGeKtcDQ4B9VNUbFV4HNvDVawRGu9uNLkoSZeijjz7KfvYG56SDZGsITz+FlRdvyu6UU07hgAMOCPjXxFmGzj77bJqampgzZ05gxVmYqMjPIpKXmuP4448PKEP+Zeg777xzYJ9ig3B9fT277rprZJmXRmTEiBGMHz8+oDxstdVWsW2uvvrqbL311ln5w/zzn//My1HnKRvXX3893bt3Lyizx5FHHpn9/O677ybKBbZq1Sr2339/oPgUYhTrrbde0TpR4SM64jSZYVSSLqEMAb8H1gF2V1V/ZLQHgPVEZB8R6QacDbzqTqEZXZQkylBUgL2jjz46b9ukSZMqIVJ2EAgP3mFl6Nlnn2Xo0KHU19fz6KOPcuSRR2YVKL8y5LX38ssvM2HCBGbPnl00PUacMhS2DPXv35/evXMGV//53HTTTWlqamLYsGFMnTqVtdZaq2CfLS0t2WjTYdm9/h5++GGam5uz52a77bYLWO6++93vBvbv3r17Ns5RlG+Tl48sLtmr54CdyWSYP39+rHIUVj5/97vfRdb75S9/mf3s93NKogyFpxmjph09Jf3BBx8EHGUQHP+os846C+g4SkZHkdPoeHR6ZciNG3QUMAn4TEQWu6/vqOo8YB/gQmA+sBlwYNWENdoFSRxXi1kHvIf2K6+8wvPPP99qmbyBPkoZGjhwYGDbD37wA1SVpqYm5s2blx3ww0qe11ZNTQ1DhgyJPKZ11103+zlKAfSUoQceeADIDcZjx47NKkThQf3GG2/knnvu4eKLL2azzTYreNxRS+b93z0Ha28qbvjw4dx+++2B5e9rrrlmYP9Ro0Zx+umnc8opp7Bq1SrWX3/9QLkXg8c/8Prvif79+wNwxRVX0LdvX1asWBG5nD6J7xnkzuuKFSsCPkWnnXZa0X298+6RyWTYY489Atu849tzzz2BnDLX2NiYvTc6ih+kKUNGWnR6ZUhV56qqqGo3Ve3pe93ulj+mquNVtbuqbquqc6osslFlkliGCk3D+B2EIT9gYTnEDQL+mDseXl6yl156CYC3334bCDrO+turqanJ+gyF8Qfri7I6eMqQN93lrzN58mSOPPLIPGXouOOOY4cddohMJhtGVfOOz1ueD3D55ZcHyhoaGhg2bFhg26OPPsrzzz+fXU3nKVPdu3dn5cqVsUvtm5ubs9YUL9s7OD5HxxxzTPYcbrzxxlkLix8vsGQUt956a9Zq6Cla22+/PS+//HK2zocfflh0GtHvDA5OHKdDDz00sO2AAw7gmmuuAZxgm14sqrFjxzJ69GgAzjvvvIL9tBdMGTLSotMrQ4ZRChMnTsz6bBTC/1D2f77nnnsYPXp0QCk44YQTKiqjZw3wfG9EhAMOOCAgjxcB+a233uJf//oXELRuLFiwIGAZampqijzuLbfcMvu5kDLkteWv07dvX3bcccc8ZaixsRERSaQMeceXhPCUHTjWkJkzZ/Lkk09mj9+vXK1YsSI2JtLKlSsjU6vU19cH+po5cyZDhgwBgklhe/VyFqX6FRyPgw8+mH333RcgmxR3yZIleavNli5dGnu84WMdOXIk++23H+uvvz5TpkzJbl9rrbWy/kvHHntstr8jjjgiO4XYnpLNFsKUISMtTBkyDJcjjzySKVOmJIoqXVdXFxhwPPbdd1+ampoCg0s4V1Q5+P+577XXXoAzgLW0tPD5559nLRi9evUKWCnee++97Ge/TH6LTyaT4e9//zubb755Xr/+lUelKkPe9rAyM3nyZCZOnJjYMlTKqqow3nm5+uqr82IgiQjffPNNrDI0YsSISKtRTU1NpEyjRo1i9913z373rDp+x3rPX8cvh6ecvPTSS3nn+Mknn2TOnDmR8h111FEBi5Wn9I4ZM4ZNN90UcBRx/+o5yE3x+pVUz6G8vdMZA0ka7QNThjo4hxxyiD0gKsRqq61GQ0NDon/JqpodKMP/Vs855xxefPHF2P3K+XcbdgIGeOqpp/KSsMYFGozCP6BvsskmRR12o+6zcpShfffdl1133bXsabI4mpqasopFVDse3jRabW0te+21VzZdSZhMJhOZzNWL3B0+X2El+sILL8zb1+9HVFNTw6GHHpon8xtvvBFo059Gxc8XX3wRsCT5Azp6+c78gTY9PF8uf7+e0tjesWedkRamDHVwbr/9dntAVJCamppEylBLS0s2jk9YuRkwYEDsyqz/9//+H8cdd1xkWRylTJW0xoriTeuE2XvvvTnuuOMKWoY8h2V/nXPOOYett946VpkJL8uPIm6arLa2Njs15bFixYrIwd9rB5ycav7VaVG+Tn75RIQePXpkt3mJZw844AB22GGHvPoABx6YW4MRbvf73/9+9nMmk2HAgAF5TuTjxo3LBpUM54/zo6rZtCFhvEji/txqfvbcc8+AMvf1119H1mtv2DSZkRamDHVwkvy7NpLjpXsoht9xOfyA/uqrrzjxxBOz0xuHHHJItmzFihWBGEVJeOqpp7j11ltj5YijmGIULu/Tp09kvfvuuy/PKdzDC7q4ySabAMHBf9KkSQwcODBWjnDAxijiLEOqmp3e8pSShQsXFnSG9vbz5DnzzDOz5V6ARL+C5aXm8CsN3vL47bbbLi/Xm4d/Vd6vf/3rQJk/h1ptbS1NTU1MnTo1UCeTyWSnJxctWlRQGYrj8MMPZ6ONNoqNO9Tc3BxrRWvPmDJkpIUpQx2YhQsX5vmnGA5vvvlmWftttdVWTJs2rejyer8S8tprr+W1Abl/5d6gCsmVLT+XXXZZIjnCeINdnLWkFOIsZlFBF6PqRNEaB2q/MuQlR120aFHssXrTU/6pK390a89C5I8Vde+99wKOcjN9+vTEv7O+fftmV7n95Cc/AZwQBWHFZKuttsquOIuzyl1xxRWxK8o8xSAqVlOvXr3yfIX8+Kf5ygnuWC3sj5+RFqYMdWC8rM32gMjHHx+nFLbZZhumT5/OBRdcULCeqmZTQHjLkz2uuuoqIJe53f9vthxLnpc1PYpwWyISyOgO8J///Cdy31Km1AopQ34/qEorQ3EO1KrK4MGDgZzSN2bMGE499dTIdrw4On6/mjvvvDObvysqlpHnL/TUU0/x17/+NbHvUpS8b7zxRsBCCI4juRdd21v956exsZGlS5cWVcKuv/76vG3jxo0rmNuspaUle5988MEHBdtvT9izzkgLU4Y6MN4qJbMMVQ5vgC6UaBSch/Laa6/N2muvzUUXXRQo8/7le4ON/5+9Py9Xa/CsT1HK0NVXXx0o8/u8FMNbqRYmzqIVFYE6qg7kKzatdaCeNm0aPXv2zJYPHjw4G1k6CTU1NVnH848//jhQ5p9CGj9+fMnWk6jpnELXwbNI+ZW1E044gTFjxsTeL55FMirXWDH8Frdw0M72jClDRlqYMtSB8dIGmDKUT7du3Qo6HsfhKStR0Zb9eD5Dt9xyS2Qb/nfPUgTlTZMBsf4p/rauuOKKSKvEaqutFrlvVN1wRGOPOCUuiTLknYfwlFdrpsk222wzNttsM7788svASrY4K1Tv3r3ZeeedA9v8ytAuu+wSCErZmsSlUb5Qu+++e2BZfRSzZ88OKGW77LIL/fv3jzyns2fPZu7cuYATaHLChAklyehXTONCC7RHzGfISAtThjow3vRM1IPb/2DvinTv3j1xOgQPVc0qK0mUIRHJpjr48MMPs2Xe4O+P8eMvK0d5jcqu7snhp1u3bqgqRxxxRHZbjx49uOGGG0ru008lpsnCVp5yp8nOPfdcpk2bxu677x5wmI5ThoYMGcKQIUPyptBqa2sD94g/99rZZ59dUK5ChBXEV155JSCXl84jTHgZf11dHYsXL847p1dddVXAT6hv374lhVSA0kIWtCdMGTLSouP9GowshQYgb2ltV0VViyo0YbyoyM3NzXlWpZ///OfMmTMnm0LBG0y8AWzmzJnZut4gExW8cfHixYG8WUmJWyXlVya22morvv3tb2cVCM+nJpPJRCaMbWufoXIsQ1GDdkNDQ94fgEsuuSRWGfKuabispqYmkCrF3+a5555bUK5iqCpnnHEGu+yyCxMnTuSiiy7KBjb87LPPIvfxT5FBvDLkz4O20UYbscYaa3D++eeXJF8pkb3bEzZNZqSFKUMdGO/BEGUZWrJkSZf+F7VgwYLYYHqFqKmp4corr8xTpO6//34+/fRTXnnlFSA3Teb5lvgtN4X8S7766isGDRpUslxx+AeHSZMmsdVWW2WVIS/wHuSnoPA455xzEvVTTBny5Ki0ZShq0L7uuuv485//HNjWt2/fspQhP17ajKg8Y6XgnZNJkyZlV7dNmDAhu6owKpBjFHHKkB9/+o9S6KiWIVOGjLToeL8GI0uhf+NdPf7QBhtsUNaKMhHh888/z7MMzZo1K+Bc7A3SUYpP3DQIOCk/kg6GSYi7xmHZ/AOf5zC7YMGCxP3EKUOef0yxe9GTtRzLUFiJOeWUU/Kmgb22SlGGwnF2vACGrU1a6p2T4cOHR1rkklJfX89XX31VUBkKW5OS0to0J9UinITXMCqFdGXrQbmIyDxgbrXlcBkIfFltIXyYPPG0J1nA5ClGe5KnPckCJk8x2lqekapaOZNzF8SUoQ6OiMxS1cnVlsPD5ImnPckCJk8x2pM87UkWMHmK0d7kMYpj02SGYRiGYXRpTBkyDMMwDKNLY8pQx+eaagsQwuSJpz3JAiZPMdqTPO1JFjB5itHe5DGKYD5DhmEYhmF0acwyZBiGYRhGl8aUIcMwDMMwujSmDLUDRKS/iDwgIktEZK6IHOQrGyQid4jINyIyX0RuL9BOg4jcICILReQzEflRqHy6iLwlIktF5AkRGZlUFhE5XUQW+17LRKRFRCJTXldClgTn5ngRme32MUtEtipwbkRELhGRr9zXJeKLOicik0TkBVeeF0RkUinyuO2fISIfuPLcJSK9C8hTiWt1nHvcK0TkplL3r6QsheQRkXoRuVdE5oiIisi2cbK49St1reLk2VxE/i4iX4vIPBG5R0Rio/m1gTzrutvnu6/HRCQ2Ymgl5Cl07/jqnO1er+0LyJL2vTPKlcH/7IkNEZ62PG5ZDxG5SkS+FOe5/M8C8lTk3jHaAC96rL2q9wLuBP4I9AS2Ar4BJrhlTwO/BPoAdcCGBdr5uVu/H7AO8Bmwk1s20G13P6AbcBnwbCmyhOqdC/wjTVkKyQNsBiwBNgYEOAaYB9TEtHMU8DawOjAceAM42i2rxwmieRLQAPzQ/V5fgjyHAm8Ba7hlfwJuTvla7Q3sBfweuMm3PfH5rfC1ipOnHjjRPV+fAtsW+T1U6lrFybOzezy9gR7ADcCjVZSnLzAK5z6ucdt4NU154mTxlY8GXgM+Abav4r0zClCgtthztC3kcctuA+4CBrnXa+O07x17pf+qugBd/QU0AiuBsb5ttwIXAzsCc4gZ4CPa+gTY0ff9fOAu9/MM4N+hfpcB45PIEupHgP8Bh6YlS4JzcwAwM1RXgWEx8vwbmOH7/j3vQeie549xFxS42z7wHqIJ5bkXONm3fUtgOdAjrfPjK7+A4ABS6v4VkyVKnlDZRxRXhlp9rZLK45ZvBCxqD/IAtcCxwNK2kCdOFuBRYBec508hZSjVe4fSlaG05RkPLAR6J5SnoveOvdJ72TRZ9RkLNKnqO75tr+BYGzbH+Vdxs2tifV5EtvEqichpIvKI+7kfMMzdN9wO7nu2TFWXAO/7yovJ4mcqMBi4L0VZisnz/4AaEdlMRGqAI4CXcf4JIiIHicirvv0CfUbI86q6TyOXV0uUBxwlEd/nBmCMK08a5yeOgvu3sSxFSelalcLWQDZ9fbXkEZEFOAr0FcBF1ZJHRPYDVqjqXyLKqnXvzBWRj0TkRvFNzVdBnk1xrDc/c6fJXhORfXzyVPteNsqktngVI2V64vzT8PMN0AvHtLoj8H3gcGAf4E8israqfqmqF4fa8fYNt+OVz4vpJ4ksfg4F7lXVxd6GFGQpJs8iHGXsGRzFYwGws/dgUdU7gDtCbYXl6enO34fLypHnT8ApInI3MB841S3v4cqTxvmJo+D+bSxLUVK6VokQkYnA2cCe1ZZHVfuKSCPO72uub3ubrUXglQAABvNJREFUySMivXAUsR1iZGzre+dLYBOcPzoDgN8BtwPfqpI8qwPr4Tx7VgO2AP4sIm+o6pvVvJeN1mGWoeqzGMd3wU9vnMF+GTBHVa9X1VWqehfwITAlph1v33A7xfpJIgvgOA/izLnfXOSYWitLsXrfw1EQJ+DMvR8MPCIiqxWQKSzPYld5qoQ8N+D4Ez2JY2V4wi3/KEYWb9+o/pLKE0cp+6ctSzlU4loVRUTWxrEwnqCqT1dbHshaK/4A3CIig6sgz7nArao6J0Hd1O8dVV2sqrNUtUlVPweOA3Z0lbY2lwfnmbwKuEBVV6rqUzi/9R1j6rfZvWO0DlOGqs87QK2IjPFt2wBnQH0VZ77cT/i7s1F1Po5z6gYR7eC+Z8vcf6CjfeXFZPH4P+BrnEE/kgrJUkyeScAjqvqOqrao6qNun1vGiBXoM0Keif5VHsDEUuRxZThHVUep6uruvh+7rwAVPD9xJN6/DWQph0pcq4K4q4geA85X1VurLU+IDI5FcXgV5JkO/NBdifUZzoKAu0Xk1HDFKt073vMvb+xqI3lejdgW+UyO6jNCnkrfO0a5VNtpyV4KzsqEO3Ec+qaQW6HUH2fK5VCcVQv74igiA2PauRh4CmclxXicB4O3kmKQ2+4+OCspLiF6hVKkLL7yvwHnJTimVstS5NwciqOcrIUzTbYDsJR4J+GjgTdxBpjVcB444VUdJ+D4+RxH/IqgQtdqtCvLusB/8TlOpnStat3yn+M4cndztyU+vxW+VpHyuGUN7vePcP5Fd8PnOJrStYo7P8NxfEV+kvD3mbY8OwAb4vzGewO/xXEE7paWPAVkGQAM9b0+xLEE96zGvYOzanQcjvIzAGcl5xPVupdxVvS+B5zlfp+CY8lJ9bljr/RfVRfAXgrOQPogzlLxD4CDfGVTcZa4LgZmAVN9ZacD/8/3vQFnumYh8Dnwo1A/2+Ms/16GY9kZVaIsw4EmYO2I/SouSyF5cJSO89xti9wHznd9+30Hx2KDr/6lOMrk1+5n/yqODYEXXHleJCaEQQF5xuI4uy91H2jh403jWp2L86/U/zq32P4pXqtC8syJKBuV8rWKlAc4x/282P9qg3snTp793PO7GMen5c/AxDTlKXStQvXm4FtN1tb3DvBtYDbO7+1T4BZgaJXv5QnAf1yZ3gD+L+17x17pvyw3mWEYhmEYXRrzGTIMwzAMo0tjypBhGIZhGF0aU4YMwzAMw+jSmDJkGIZhGEaXxpQhwzAMwzC6NKYMGYZhGJ0CEVlDRJ4QkTdE5HUROcHd3l9E/i4i77rv/dzt40XkPyKyQkR+Emprjpt77GURmVWgz3oR+bWIvOe2/ycRWb2InHuJyLoFym8QkS9E5L8RZceLyFvu8V1a7JwYyTBlyDAMw+gsNAE/VtV1cRJdH+sqHacBj6vqGOBx9zs4sX9+CFwe0952qjpJVScX6PMinHxi49z2HwTuD0WWDrMXTnDWOG4CdgpvFJHtcPLobaCqEwrIbZSIKUOGYRhGp0BVP1XVF93PXjDW4TgKhJdP8WYcZQRV/UJVn8fJN1Yybq7Gw4GTVLXZbfNGYAUwza1ziIi8KiKviMitIrIlsAdwmWt1Gh1xHP/EUdTCHANcrKorPPnLkdvIx7LWG4ZhGJ0OERmFE+H5OWCIqn7qFn0GDEnQhAJ/ExEFrlbVayLqrA18oKoLQ9tnARPc/G5nAluq6pci0l9VvxaRh3ByK95b4mGNBaaKyIXAcpyUMs+X2IYRgSlDhmEYRqdCRHoC9wEnqupC/4yVqqqr4BRjK1X9WEQGA38Xkbdci00pTAPuUdUv3b6jrD2lUIuTEmhzYBOcJLprqaWSaDU2TWYYhmF0GkSkDkcRul1V73c3fy4iw9zyYUDR6SVV/dh9/wJ4ANjUddB+2X0djZPwd4SI9ArtvjEJs89HtFmIj4D71WEm0AIMTNKPURhThgzDMIxOgeu0fD3wpqr+0lf0EHCo+/lQ4E9F2mn0FBwRaQR2BP6rqh+6DtWTVPUPqroExwfplyJS49Y/BOgB/MN97SciA9yy/m4Xi3Ccrgm3WeQQHwS2c9saC9QDXxbZx0iAJWo1DMMwOgUishXwNPAajtUEnMz2zwF3AyOAucD+ru/OUBz/nt5u/cU4q7wG4liDwJmaukNVL4zpswFnVdcubhtvAT9Q1Q/d8kOBk4Fm4CVVPUxEpgDX4jha76uq74favBPY1pXjc+AcVb1eROqBG4BJwEocn6F/lHWyjACmDBmGYRiG0aWxaTLDMAzDMLo0pgwZhmEYhtGlMWXIMAzDMIwujSlDhmEYhmF0aUwZMgzDMAyjS2PKkGEYhmEYXRpThgzDMAzD6NKYMmQYhmEYRpfm/wNBUEvw5tuC1QAAAABJRU5ErkJggg==\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [], - "metadata": { - "id": "fze9MiL3XanV" - }, - "execution_count": null, - "outputs": [] + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "fze9MiL3XanV" + }, + "execution_count": null, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/PyTplot_spectrogram_options.ipynb b/pyspedas_examples/notebooks/PyTplot_spectrogram_options.ipynb index 6b83958..fccf81e 100644 --- a/pyspedas_examples/notebooks/PyTplot_spectrogram_options.ipynb +++ b/pyspedas_examples/notebooks/PyTplot_spectrogram_options.ipynb @@ -1,1384 +1,1391 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "PyTplot spectrogram options.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# PyTplot spectrogram options\n", + "\n", + "This notebook shows how to create and work with spectrograms in PyTplot\n", + "\n", + "Originally created at the 2022 PyHC Spring Meeting Hackathon" + ], + "metadata": { + "id": "_PzHTGSIYdZS" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs the version of pytplot used by pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "eJ6cGCpw-IaE" + }, + "outputs": [], + "source": [ + "!pip install pytplot-mpl-temp" + ] + }, + { + "cell_type": "code", + "source": [ + "import numpy as np" + ], + "metadata": { + "id": "aA2EZwEn-QS8" + }, + "execution_count": 35, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from pytplot import store_data, options, tplot" + ], + "metadata": { + "id": "A63NgE4S-tr0" + }, + "execution_count": 36, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Create a simple spectrogram variable" + ], + "metadata": { + "id": "KZTsloPhVvUo" + } + }, + { + "cell_type": "code", + "source": [ + "data = np.array([[0, 1, 2, 3, 4],\n", + " [5, 6, 7, 8, 9],\n", + " [10, 11, 12, 13, 14],\n", + " [15, 16, 17, 18, 19],\n", + " [20, 21, 22, 23, 24]])" + ], + "metadata": { + "id": "ACbSfMIH-vd4" + }, + "execution_count": 37, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Note: spectrogram variables should have the `v` option set in the data dictionary, with the y-axis values for the spectra" + ], + "metadata": { + "id": "VHNcrjDtV0t4" + } + }, + { + "cell_type": "code", + "source": [ + "store_data('data', data={'x': [1, 2, 3, 4, 5], 'y': data.transpose(), 'v': [10, 20, 30, 40, 50]})" + ], + "metadata": { "colab": { - "name": "PyTplot spectrogram options.ipynb", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" + "base_uri": "https://localhost:8080/" + }, + "id": "-amcqj8O-whi", + "outputId": "ee7012a0-1bb8-4151-ddc8-943f51bbfc90" + }, + "execution_count": 38, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "execution_count": 38 } + ] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# PyTplot spectrogram options\n", - "\n", - "This notebook shows how to create and work with spectrograms in PyTplot\n", - "\n", - "Originally created at the 2022 PyHC Spring Meeting Hackathon" - ], - "metadata": { - "id": "_PzHTGSIYdZS" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "eJ6cGCpw-IaE" - }, - "outputs": [], - "source": [ - "!pip install pytplot-mpl-temp" - ] - }, - { - "cell_type": "code", - "source": [ - "import numpy as np" - ], - "metadata": { - "id": "aA2EZwEn-QS8" - }, - "execution_count": 35, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "from pytplot import store_data, options, tplot" - ], - "metadata": { - "id": "A63NgE4S-tr0" - }, - "execution_count": 36, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Create a simple spectrogram variable" - ], - "metadata": { - "id": "KZTsloPhVvUo" - } - }, - { - "cell_type": "code", - "source": [ - "data = np.array([[0, 1, 2, 3, 4],\n", - " [5, 6, 7, 8, 9],\n", - " [10, 11, 12, 13, 14],\n", - " [15, 16, 17, 18, 19],\n", - " [20, 21, 22, 23, 24]])" - ], - "metadata": { - "id": "ACbSfMIH-vd4" - }, - "execution_count": 37, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Note: spectrogram variables should have the `v` option set in the data dictionary, with the y-axis values for the spectra" - ], - "metadata": { - "id": "VHNcrjDtV0t4" - } - }, - { - "cell_type": "code", - "source": [ - "store_data('data', data={'x': [1, 2, 3, 4, 5], 'y': data.transpose(), 'v': [10, 20, 30, 40, 50]})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "-amcqj8O-whi", - "outputId": "ee7012a0-1bb8-4151-ddc8-943f51bbfc90" - }, - "execution_count": 38, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 38 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "By default, it'll still show up as a line plot" - ], - "metadata": { - "id": "Vi6VkXRMWBMy" - } - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "sItBNG57-12B", - "outputId": "babefd51-04b2-4c22-a7c6-9ae97a039c14" - }, - "execution_count": 39, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Set the `spec` option to turn it into a spectrogram" - ], - "metadata": { - "id": "BK0sIygTWEgw" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'spec', True)" - ], - "metadata": { - "id": "Fuodk5kK-23u" - }, - "execution_count": 40, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "fx0rklDm-6Ek", - "outputId": "7b9af8cc-3778-442a-aa54-38181b7a88b1" - }, - "execution_count": 41, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Update the y-axis range" - ], - "metadata": { - "id": "ew4qLvs1WHqL" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'yrange', [15, 45])" - ], - "metadata": { - "id": "Q_IG-dUp-6o3" - }, - "execution_count": 42, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "WCWbPlXO_Ho5", - "outputId": "4d39a8cf-ca1f-41fb-a4a2-a335f08d3663" - }, - "execution_count": 43, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the y-axis range back" - ], - "metadata": { - "id": "oVt9sf3IWLIT" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'yrange', [10, 50])" - ], - "metadata": { - "id": "AuoyVz4c_IG5" - }, - "execution_count": 44, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Update the color bar range" - ], - "metadata": { - "id": "7bXLBUUdWMz_" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'zrange', [5, 20])" - ], - "metadata": { - "id": "QHlw8rPo_MG-" - }, - "execution_count": 45, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "rC82yrf3_Qfj", - "outputId": "535bd5a2-66b4-49db-8865-08b6d8602b42" - }, - "execution_count": 46, - "outputs": [ - { - "output_type": "display_data", - 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\n" 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" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the color bar\n", - "\n", - "Note: this should support all of the colormaps available in matplotlib, see:\n", - "\n", - "https://matplotlib.org/3.5.0/tutorials/colors/colormaps.html\n", - "\n", - "for a list" - ], - "metadata": { - "id": "GkqUYw0eWR0C" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'Colormap', 'plasma')" - ], - "metadata": { - "id": "grPtekb0_XMz" - }, - "execution_count": 49, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "g54kZw_U_gwU", - "outputId": "04d8a50f-b21a-467a-b028-8457e256de5b" - }, - "execution_count": 50, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "In addition to the matplotlib colormaps, we also support the `spedas` color bar (the same one as in IDL SPEDAS). The `spedas` colormap is the default" - ], - "metadata": { - "id": "iNYQ4iBUWewa" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'Colormap', 'spedas')" - ], - "metadata": { - "id": "5LcDRo7y_hPW" - }, - "execution_count": 51, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "irquvNRn_mQb", - "outputId": "cef88205-48c4-4f0c-ead0-ddc22ac4c2b8" - }, - "execution_count": 52, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "To automatically interpolate in the x-direction, use the `x_interp` option" - ], - "metadata": { - "id": "JFl0hctvWnvf" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'x_interp', True)" - ], - "metadata": { - "id": "zUA49iQj_mxJ" - }, - "execution_count": 53, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "ssKfD-B__rxP", - "outputId": "8294a0a4-6dca-4d81-f175-9e9e069aa41d" - }, - "execution_count": 54, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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y1Uh1SpK0oZaSlCGPga5hMs3ltcDLp3+/hubvr21O91TV3cALjrHu3cC751uRJEmbQ1XtAfYcY3Xb99c2TYokSZoovAsy9DrdI0mS9E02KZIkqSVP90iS1MyIH0FuxSRFkiS1ZJIiSVJDx7+pwuZnkiJJklqySZEkSS3ZpEiSpJackyJJUjNezG3CJEWSJLVkkiJJUjMFPDJ2EQ2YpEiSpJZMUiRJamYReGjsIhowSZEkSS2ZpEiS1MwicHjsIhowSZEkSS2ZpEiS1Mwi8ODYRTRgkiJJklqySZEkSS15ukeSpIaOjl1AAyYpkiSpJZMUSZKaKeDRsYtowCRFkiS1ZJIiSVIzfgR5wiRFkiS1ZJIiSVIzhZ/uAZMUSZLUlE2KJElqySZFkiS15JwUSZKaKeChsYtowCRFkiS1ZJIiSVIzR4H7xi6iAZMUSZLUkkmKJEnNHAUOjl1EAyYpkiSpJZsUSZLUkqd7JElqZhF4eOwiGjBJkSRJLZmkSJLUjBdzmzBJkSRJLZmkSJLUzCLwwNhFNGCSIkmSWjJJkSSpmaPAN8YuogGTFEmS1JJJiiRJzUxuMDg0R1jcyFJGZZIiSZJaMkmRJKmZI4R7OWng6M17bVqTFEmS1JJJiiRJzSyywGFOHTjaJEWSJGmuTFIkSWpnG4vsGjj2vo0sZFQmKZIkqaVBSUqSHcDPAhcBO5aWV9XPbFBdkiSpoXn2BEOTlLcD/xnwYuDfAecBB9e7GEmSBLBAsXPQYwRz6wmGNinPqqprgQeq6nrgbwCXb0RBkiSptbn1BEMnzj46/fO+JM8D7gLO2YiCJElSYPDF3OZubj3B0CZlb5KnANcAHwB2AtduREGSJKm1ufUEQ0/3fLSq7q2qT1TVM6rqHODfrHcxSd6R5M4k30hyc5Kfm1n3oiQHkhxO8rEkT1/v/UuS1EOAkwc+5m4uPQEMb1L+1QrL/uV6FjL1K8D5VbUL+G+BNyS5NMnZwA1MOrUzgX3AezZg/5IkaXXz6glWP92T5EImHzF6cpKfmFm1i5mPHa2Xqto/+3T6eCZwKbC/qt43rWsPcE+SC6vqwHrXIUnSuPrNSZl3TwDHn5NyAfA3gTOAH51ZfhD4+Y0oKMmvA38bOBX4Y+BDwBuBm5bGVNUDSW5h8s2ySZEkaePNvSdYtUmpqvcD70/y/VX1qY0oYIV9vjrJ3wG+H3ghkzsn7QTuXjb0fuD05a9PshvYDcDTzt3IUiVJ2iCh251rxugJhn4H/jjJ/8ScrjhbVUeBTyZ5OfAq4BA87iYGu1jh4jFVtRfYC5DLLqiNqE+SpC1sbj1B9yvObmcyJ2U/cPHSwiSnzSyXJGmTWZqTMuQxd1vvirNJzklyZZKdSbYleTFwFfBR4EbgeUmumN4z4HXA55w0K0nS3G3JK84Wk1M7v8GkeboN+HtV9QGAJFcA/wx4B/Bp4Mp13r8kSU30m5MyY+tdcbaq7gZesMr6jwAXruc+JUnSms3tirPHu07Ka2aevmL651umf562EQVJkqSlK872MUZPcLwkZekjvhcAz2fSMcHk89H/fiMKkiRJLc29JzjedVJ+GSDJJ4DvraqD0+d7gP97IwqSJEn9kpQxeoKhn+45F3hk5vkj02WSJGlrmVtPMHTi7G8D/z7JjdPnPw68bSMKkiRJrc2tJxjUpFTVG5P8a+AHpoteUVV/vBEFSZKkBbqd7lkyz55g8Iewq+qPgD/aiCIkSdKJY149QdsrxUiStHUFOHXsIkY3dOKsJEnSXJmkSJLUzgLwpLGLGJ1JiiRJaskkRZKkdrYxuSXO1maSIkmSWjJJkSSpHeekgEmKJElqyiRFkqR2Apw0dhGjM0mRJEktmaRIktSOSQqYpEiSpKZMUiRJaif4Fm2SIkmSmrJJkSRJLZklSZLUkm/RJimSJKkl2zRJktrxI8hgkiJJkpoySZEkqR2TFDBJkSRJTZmkSJLUzgImKSYpkiSpKZMUSZLaCbBj7CJGZ5IiSZJaMkmRJKmdBUxSTFIkSVJTJimSJLXjdVLAJEWSpE0vydVJ9iV5OMnblq17UZIDSQ4n+ViSp49U5uPYpEiS1E6YnOwY8hjkDuANwG8+Zi/J2cANwLXAmcA+4D1PuPx14ukeSZI2uaq6ASDJZcB5M6t+AthfVe+brt8D3JPkwqo6MPdClzFJkSRp67oIuGnpSVU9ANwyXT46kxRJkloa/BZ9dpJ9M8/3VtXega/dCdy9bNn9wOlDd76RbFIkSTqx3VNVl32brz0E7Fq2bBdw8ImVtD483SNJUjtLH0Ee8nhC9gMXf3OvyWnAM6fLR2eTIknSJpdke5IdwDZgW5IdSbYDNwLPS3LFdP3rgM91mDQLNimSJDW0AJwy8DHINcCDwGuBl0//fk1V3Q1cAbwRuBe4HLhyvb6KJ8o5KZIkbXJVtQfYc4x1HwEunGc9Q9mkSJLUzgLUaWMXMTpP90iSpJZMUiRJamcbVItLlYzKJEWSJLVkkiJJUje1APWksasYnUmKJElqySRFkqR2AvWEryZ7wjNJkSRJLZmkSJLU0eK2sSsYnUmKJElqySZFkiS15OkeSZK6qcBRT/eYpEiSpJbaNClJTklyXZLbkhxM8tkkPzJdd36SSnJo5nHt2DVLkrQxpknKkMcm1ul0z3bgq8ALgK8ALwHem+SvzIw5o6qOjFGcJEmarzZNSlU9AOyZWfR7SW4FLgX+wyhFSZI0hgL8L3mf0z3LJTkXeA6wf2bxbUluT/JbSc4eqTRJkjQHbZKUWUlOAt4JXF9VB5LsBJ4PfBY4C3jLdP2LV3jtbmA3QHgaOxb+6uO2fyQZXMuRheOPraHfxZMG7vfkdd7e0CsrD/k61nKV5vXc3tDv8XqOW8u9vXYOGLNj4LZOGThu6PduPbc3+Gd94LihP+urjKvZJ8f4Wo8O3N7BAdt63LhVavvK7JP1Pl6nDhw35Od46D5h2DFb79/rodtbz5/hoWO31/HHALDGuSMFHBn+XrVZtWtSkiwAbwceAa4GqKpDwL7pkK8luRq4M8npVfWYfy+qai+wF2Ahlw796ZEkSc20alKSBLgOOBd4SVU9eoyhS81H29NVkiR920xSgGZNCvBW4LuBH6qqB5cWJrkcuA/4U+ApwJuBj1fV/WMUKUmSNl6bJiXJ04FXAg8Dd+Vb80ZeCSwC/wg4B/gG8G+Bq0YoU5Kkjeene4BGTUpV3Qaslm29e161SJKk8bVpUiRJ0pRJCuDEU0mS1JRJiiRJ3RRwrM+3biEmKZIkqSWbFEmS1JKneyRJ6sbTPYBJiiRJasokRZKkjvwIskmKJEnqySRFkqRunJMCmKRIkqSmTFIkSepmEXhk7CLGZ5IiSZJaMkmRJKmbAh4eu4jxmaRIkqSWTFIkSepmETg8dhHjM0mRJEktmaRIktTNIvDg2EWMzyRFkiS1ZJIiSVI3froHMEmRJElN2aRIkqSWPN0jSVI33mAQMEmRJElNmaRIktSNNxgETFIkSVJTJimSJHXjR5ABkxRJktSUSYokSd0UzknBJEWSJDVlkiJJUjeLOCcFkxRJktSUSYokSd04JwUwSZEkSU2ZpEiS1I1JCmCSIkmSmjJJkSSpG++CDJikSJKkpmxSJElSS57ukSSpmwKOjF3E+ExSJElSSyYpkiR148RZwCRFkiQ1ZZIiSVI3hTcYxCRFkiQ1ZZIiSVI3zkkBTFIkSVJTJimSJHWziHNSMEmRJElNmaRIktRNAQ+NXcT4TFIkSVJLJimSJHVzFDg0dhHjM0mRJEktmaRIktTNInB47CLGZ5IiSZJaskmRJEktebpHkqRuCjgydhHjM0mRJEkttWlSkpyS5LoktyU5mOSzSX5kZv2LkhxIcjjJx5I8fcx6JUnaUEcGPjaxNk0Kk1NPXwVeADwZuAZ4b5Lzk5wN3ABcC5wJ7APeM1ahkiRp47WZk1JVDwB7Zhb9XpJbgUuBs4D9VfU+gCR7gHuSXFhVB+ZdqyRJG8o5KUCvJOUxkpwLPAfYD1wE3LS0btrQ3DJdLkmSNqE2ScqsJCcB7wSur6oDSXYCdy8bdj9w+gqv3Q3sBghP2+hSJUlafwU8OnYR42uXpCRZAN4OPAJcPV18CNi1bOgu4ODy11fV3qq6rKoug7M3tFZJkrRxWjUpSQJcB5wLXFFVS33kfuDimXGnAc+cLpckaXNZmpPip3taeSvw3cCPVtWDM8tvBJ6X5IokO4DXAZ9z0qwkSZtXmyZlet2TVwKXAHclOTR9vKyq7gauAN4I3AtcDlw5WrGSJG2kpTkpQx6bWJuJs1V1G5BV1n8EuHB+FUmSpDG1aVIkSdKU10kBGp3ukSRJmmWSIklSN14nBTBJkSRJTdmkSJKkljzdI0lSNwU8WmNXMTqTFEmS1JJJiiRJ3RSTO9htcSYpkiSpJZMUSZK6cU4KYJIiSZKaMkmRJKmbggy8LP5mzltMUiRJUksmKZIkNROK7YvDMpIhV89P8nHg+/jWbQv/vKou+Paqmx+TFEmStoarq2rn9NG+QQGTFEmSWtpe65eknKhMUiRJ2hp+Jck9Sf4gyQvHLmYIkxRJkppZAE4e+LmdB+HsJPtmFu2tqr3Lhv0S8EUm17G9Evhgkkuq6pb1qHej2KRIknRiu6eqLlttQFV9eubp9UmuAl4C/J8bWtkTZJMiSVIzCxRPGjjb5P5vbxcF5Nt76fw4J0WSpE0syRlJXpxkR5LtSV4G/CDw4bFrOx6TFEmSNreTgDcAFwJHgQPAj1fVzaNWNYBNiiRJzUxO9zyyLtuqqruB56/LxubM0z2SJKklkxRJkpoJxcmb+jJtw5ikSJKklkxSJElqp9j2zXsBbl0mKZIkqSWTFEmSmgnFdpMUkxRJktSTSYokSc2EYpuf7jFJkSRJPZmkSJLUTrGNo2MXMTqTFEmS1JJJiiRJzQRY8NM9JimSJKknkxRJktopFpyTYpIiSZJ6MkmRJKmZUM5JwSRFkiQ1ZZMiSZJa8nSPJEntFNs83WOSIkmSejJJkSSpmcnF3PwIskmKJElqySRFkqR2ipikmKRIkqSeTFIkSWrHi7mBSYokSWrKJEWSpGYmn+4xSTFJkSRJLZmkSJLUziLbeXDsIkZnkiJJkloySZEkqZmwyDYeHruM0ZmkSJKklkxSJElqJhxlO/eNXcboTFIkSVJLNimSJKmlNk1KkquT7EvycJK3zSw/P0klOTTzuHbEUiVJ2lBLp3uGPDazTnNS7gDeALwYOHWF9WdUlZffkyRpi2jTpFTVDQBJLgPOG7kcSZJGVMDRsYsYXZvTPQPcluT2JL+V5Oyxi5EkSRurTZKyinuA5wOfBc4C3gK8k8lpocdJshvYvfT8QU5+/KB67NMFcsyd5+iAccua3W1sW3ncwwPGrGDI2G0D+82h+90+cNyw2tbytR7/R3L7wB/b7Zw0aNxJA8dtX+lnaQU7OG3QuFN58nHHnDJwWwAZUF8Gfu8WBh6zDBg3ZMxkn8NqG/o1rPe4If9cDv1ah26Pwdsb+v/NYds7whnrMmbJUU4ZsL2VzvI/3uLA4zV0XA38niwOHHf0GPv95KBXP36vW137JqWqDgH7pk+/luRq4M4kp1fVwRXG7wX2AiSp5eslSdKJoX2TsoKlxuNEOlUlSdIaOCcFGjUpSbYzqWcbsC3JDuAIcClwH/CnwFOANwMfr6r7RypVkiTNQac04hrgQeC1wMunf78GeAbwYeAg8AUmMzuuGqlGSZLmoJj8P33IY/Nqk6RU1R5gzzFWv3t+lUiSpA7aNCmSJOlbyjkprU73SJIkfZNJiiRJ7SzNSdnaTFIkSVJLJimSJDVTFGWSYpIiSZJ6skmRJEktebpHkqR2PN0DJimSJKkpkxRJkhoySTFJkSRJTZmkSJLUTFEsmqSYpEiSpJ5MUiRJaqe8wSAmKZIkqSmTFEmSGjJJMUmRJElNmaRIktROsWiSYpIiSZJ6MkmRJKmZ8t49gEmKJElqyiRFkqR2iuKRsYsYnUmKJElqySZFkiS15OkeSZKaKRZ5mAfGLmN0JimSJKklkxRJkppZ5CgPcv/YZYzOJEWSJLVkkiJJUjOLHOUh56SYpEiSpJ5MUiRJaqc44sXcTFIkSVJPJimSJDVTFI/y6NhljM4kRZIktWSSIklSM0VxxCTFJEWSJPVkkiJJUjOTJOXI2GWMziRFkiS1ZJIiSVIzBRw1STFJkSRJPdmkSJKkljzdI0lSO8VRjo5dxOhMUiRJUksmKZIkNVMmKYBJiiRJasokRZKkZgo4YpJikiJJknoySZEkqR3npIBJiiRJasokRZKkZiaXxV8cu4zRmaRIkqSWTFIkSWrHOSlgkiJJkpoySZEkqZnJnBSTFJMUSZLUkkmKJEnNeO+eCZMUSZLUkk2KJElqqU2TkuTqJPuSPJzkbcvWvSjJgSSHk3wsydNHKlOSpLlYpAY9hkhyZpIbkzyQ5LYkL93g8tdFmyYFuAN4A/CbswuTnA3cAFwLnAnsA94z9+okSTpxvQV4BDgXeBnw1iQXjVvS8bVpUqrqhqr6XeDry1b9BLC/qt5XVQ8Be4CLk1w45xIlSZqb9UpSkpwGXAFcW1WHquqTwAeAn9rgL+EJa9OkrOIi4KalJ1X1AHDLdLkkSVrdc4AjVXXzzLKbOAHeR0+EjyDvBO5etux+4PSVBifZDeyePn0Y+MLxdjD0nN7QcUcG3RTq0UHb2gLOBu4ZuwitymPUn8eovwvWOP73mRzXIXYk2TfzfG9V7Z15vhP4xrLXHPN9tJMToUk5BOxatmwXcHClwdMDsxcgyb6qumxjy9MT4THqz2PUn8eov2VNxHFV1Q+v4+7X9D7ayYlwumc/cPHSk+m5tWdOl0uSpNXdDGxP8uyZZRdzAryPtmlSkmxPsgPYBmxLsiPJduBG4HlJrpiufx3wuao6MGa9kiSdCKZzOW8AXp/ktCT/JfBjwNvHrez42jQpwDXAg8BrgZdP/35NVd3NZFbyG4F7gcuBKwduc+/xh2hkHqP+PEb9eYz6G/sYvRo4FfgL4N3Aq6qqfZKSqmGTQSVJkuapU5IiSZL0TTYpkiSppU3RpBzrngRJnprkA0nuSFJJzh+51C1rlWP0N5J8Msl9Se5K8i+StP/s/ma0yjH660k+Pz1GX5+O+c6x692Khtx/JclvTv+9e9YYNW51q/wevTDJYpJDM4+fHrve7jZFk8Kx70mwCHyYycRbjetYx+jJTO7Z9JeA7wa+E/inYxW5xR3rGH0ReHFVncHkOP0p8NaxitziVr3/SpK/xuQSDRrPasfojqraOfO4frQqTxAn/MTZ6XVT7gWet3TJ3yRvB/68ql47fb6dySVe/3JV/dlYtW5VQ47RzNifAH65qv7K/CvduoYeoySnMLl/1o9V1XPHqHWrOt4xmv479xngp5lc8vzZVfWl0QreglY7Rkz+w/yOqjpvxBJPOJshSTlh70mwhazlGP0gJ8AFhjahVY9RkqcluY/JpQF+EfjVuVeo4/0e/S/AJ6rqc3OvTEuOd4zOSfK1JLcmedO0qdEqToTL4h/PCXtPgi1k0DFK8l8z+V/g5XOqS9+y6jGqqq8AZyQ5E/h5wIspzt8xj1GS7wJeCVw696o0a7XfowPAJdM/nw5cD/wak+OmY9gMScoJe0+CLeS4xyjJ9wHvAn5y2f9CNB+Dfo+q6j8x+cf1/dPTC5qf1Y7R/wG8vqrun3dReoxjHqOququqvlhVi1V1K/D3cb7kcW2GJuWEvSfBFrLqMUryPcAHgJ+pqo+OUJ/W9nu0HTiHx/9jrI212jF6EfBPp5+Qu2u67lMrffpHG2otv0fF5ngP3lAn/MRZgCS/w+SA/xyTOO1DwF+tqv0z9wM6BFwI3FZVD41V61Z1rGMEBPgo8Her6j2jFajVjtEFTP6R/VPgLCafXnhWVX3vOJVuXasco7t57BvencD3AzdV1YNzLnNLW+UYnQN8GfgKcB7w28CfVdUrxqn0xLBZurjV7knwIJMGBSbnAv2FHcexjtH/CnwHcN3MtQNMwcZxrGP0nUw+mXAQ+DyTj/b/d2MVucWteIyq6i+mpxPuqqqlJOUeG5RRHOv36HuAPwQemP75eeDvjlXkiWJTJCmSJGnz2SxJiiRJ2mRsUiRJUks2KZIkqSWbFEmS1JJNiiRJaskmRZK2qCS/meQvknxh2fKLk3wqyeeTfDDJrunylyX57MxjMckl03WXTsd/Kcmbk+QY+9yT5BfXqf5Tkrxnus9PJzl/uvysJB+bXtLgn63y+r88fd2Xpts5ebXtrvD6H07yH6fjXnu87WrtbFIkaet6G/DDKyz/F8Brp3cjvxH43wCq6p1VdUlVXQL8FHBrVX12+pq3Mrmv07Onj5W2u95+Fri3qp4FvAn4J9PlDwHXMrkZ5mr+CfCm6evvnW5vte1+U5JtTC5s+CPAc4GrkizdGfxY29Ua2aRI0hZVVZ8A/tMKq54DfGL693/LyveYuQr4HYAkTwV2VdX/V5OLb/028OPH23+Sn0/ymSQ3JflXSZ40Xf62aRrzh0m+nOQnj7GJH2NyLymAfwm8KEmq6oGq+iSTZuVY+w7wX01fx3Q7SzWvuN1lm/gvgC9V1Zer6pHp9+LHjrNdrZFNiiRpuf1M3qgB/nvgu1YY87eYXFEVJlclvn1m3e3TZcdzQ1U9v6ouBv6ExyYOTwX+GvA3gX98jNd/J/BVgKo6wuSOw2cN2C/TcfdNX7e85hW3m+QvJfnQ8jHLXr/adrVGNimSpOV+Bnh1kv8AnA48MrsyyeXA4ar6wkovXoPnJfl/k3weeBlw0cy6353eMfiLwLlPcD/roqruqKqXjF3HVmKTIkl6jKo6UFX/TVVdyiQtuWXZkCv5VooC8OdMbpq35Dzgz5N818wk219YYVdvA66ezn35ZWDHzLqHZ/4egCRvXNrezH6/a7puO/Bk4OsDv8yvA2dMX/fNmtew3W+OWfb61barNbJJkSQ9RpJzpn8uANcAvzGzbgH4H5jORwGoqjuBbyT5vumcjP8ReH9VfXVpom1V/QaPdzpwZ5KTmCQpq6qqfzAzcRfgA8BPT//+k8D/UwNvSDcd97Hp65hu5/1r2O5ngGdPP8lzMpPG7QPH2a7WyCZFkraoJO8GPgVckOT2JEtzQq5KcjOTO8ffAfzWzMt+EPhqVX152eZezeRTQV9ikrz862PsdjvfSkmuBT4N/MF0X2t1HZO5Il8CXgPMfgz4z4BfA/729Gt77gqv/yXgNdPXnzXd3jG3OzsnZTrn5Grg95nMp3nv9G7Hq21Xa+RdkCVJc5PkRuD/qqoPHXewtjyTFEnSXEwnyC4C/2bsWnRiMEmRJEktmaRIkqSWbFIkSVJLNimSJKklmxRJktSSTYokSWrJJkWSJLX0/wPgpFzZxVJQowAAAABJRU5ErkJggg==\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "To automatically interpolate in the y-direction, turn off x-interpolation and turn on y-interpolation:" - ], - "metadata": { - "id": "pySQKjb6WtOt" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'x_interp', False)\n", - "options('data', 'y_interp', True)" - ], - "metadata": { - "id": "ySw5030k_tHL" - }, - "execution_count": 55, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "RtYex9rr_zXC", - "outputId": "c3ac9b50-eb84-477e-c1fb-4b4fa6c045e7" - }, - "execution_count": 56, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Turn interpolation on in both the x and y directions" - ], - "metadata": { - "id": "q1-qP3iMWzN6" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'x_interp', True)\n", - "options('data', 'y_interp', True)" - ], - "metadata": { - "id": "vSsB4f4L_z6q" - }, - "execution_count": 57, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "wjqg9JoA_2lL", - "outputId": "9a7e5366-7b5d-49d1-e96b-a2e375621fea" - }, - "execution_count": 58, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the number of data points in the interpolation in the x-direction" - ], - "metadata": { - "id": "xJWy2dNyW5WJ" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'x_interp_points', 10)" - ], - "metadata": { - "id": "6yUBL5Ip_3M_" - }, - "execution_count": 59, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "fnDI5MFAAA1U", - "outputId": "f59faf35-c92f-4dbd-c795-848f4a9bc4ff" - }, - "execution_count": 60, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the number of data points in the y-direction" - ], - "metadata": { - "id": "IgM-gqNGW-m4" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'y_interp_points', 10)" - ], - "metadata": { - "id": "pJiHAZZnABW_" - }, - "execution_count": 61, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "8s5zry59AE_7", - "outputId": "145a624a-4f61-4cd8-fee8-6ef047d687c2" - }, - "execution_count": 62, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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OMNBT2px2TOthrocUSZI2ohG/gtyKu3skSVJLNimSJDW0MHaABmxSJElSSw4pkiSpJYcUSZLUksekSJLUjCdzm7BJkSRJLdmkSJLUTAEHxw7RgE2KJElqySZFkqRmFoAHxg7RgE2KJElqySZFkqRmFoADY4dowCZFkiS1ZJMiSVIzC8D9Y4dowCZFkiS15JAiSZJacnePJEkNHRo7QAM2KZIkqSWbFEmSmingobFDNGCTIkmSWrJJkSSpGb+CPGGTIkmSWrJJkSSpmcJv94BNiiRJasohRZIkteSQIkmSWvKYFEmSminggbFDNGCTIkmSWrJJkSSpmUPAvWOHaMAmRZIktWSTIklSM4eAfWOHaMAmRZIkteSQIkmSWnJ3jyRJzSwAD44dogGbFEmS1JJNiiRJzXgytwmbFEmS1JJNiiRJzSwA940dogGbFEmS1JJNiiRJzRwCvjF2iAZsUiRJUks2KZIkNTO5wODQHmFhPaOMyiZFkiS1ZJMiSVIzDxPu4biBa8/vuWltUiRJUks2KZIkNbPAJg5w4sC1bVIkSZJmyiZFkqR2NrPAtoHr3rueQUZlkyJJkloa1KQk2Qr8DHAesHVxeVX99DrlkiRJDc1yJhjapLwD+C7gJcB/Bs4C9q11GEmSBLCJ4uRBtxHMbCYYOqQ8vaquAu6rqmuBvwVcvB6BJElSazObCYYeOPvQ9Nd7kzwXuBM4Yz0CSZKkwOCTuc3czGaCoUPKjiSPA64EPgCcDFy1HoEkSVJrM5sJhu7u+WhV3VNVn6iqp1bVGcB/WOswSd6Z5I4k30hyU5KfXfLYi5PsTnIgyceSnL3W7y9JUg8Bjh94m7mZzAQwfEj5tyss+zdrGWTqV4Bzqmob8D8Ab0xyYZLtwHVMJrXTgJ3Ae9fh/SVJ0upmNROsvrsnyblMvmL02CQ/vuShbSz52tFaqapdS+9Ob08DLgR2VdX7prmuBu5Ocm5V7V7rHJIkjavfMSmzngngyMekPAv428CpwI8sWb4P+Ln1CJTkrcDfA04E/hT4EPAm4MbFdarqviQ3M9lYDimSJK2/mc8Eqw4pVfV+4P1JvreqPrkeAVZ4z9ck+V+A7wVexOTKSScDe5atuhc4Zfnzk1wOXA7AE58Md165nnHXxmkPjJ1gmOM/P3aCQYo7xo4wyA3cPnaEQW7grrEjDHTjkVdpYWP8fIbbxo4wyPfx5bEjrJPQ7co1Y8wEQ7fAnyb5+8zojLNVdQi4IckrgFcD++E7LmKwjRVOHlNVO4AdADn/olqPfJIkHcNmNhN0P+PsFibHpOwCzl9cmOSkJcslSZozi8ekDLnN3LF3xtkkZyS5NMnJSTYneQlwGfBR4HrguUkumV4z4PXAZz1oVpKkmTsmzzhbTHbt/AaT4elW4B9W1QcAklwC/AvgncCngEvX+P0lSWqi3zEpSxx7Z5ytqj3AC1d5/CPAuWv5npIk6ajN7IyzRzpPymuX3H3l9Ndfn/560noEkiRJi2ec7WOMmeBITcriV3yfBbyAycQEk+9H//F6BJIkSS3NfCY40nlSfgkgySeA51fVvun9q4F/tx6BJElSvyZljJlg6Ld7zgQOLrl/cLpMkiQdW2Y2Eww9cPa3gT9Ocv30/o8Bb1+PQJIkqbWZzQSDhpSqelOSfw98/3TRK6vqT9cjkCRJ2kS33T2LZjkTDP4SdlX9CfAn6xFCkiRtHLOaCdqeKUaSpGNXgBPHDjG6oQfOSpIkzZRNiiRJ7WwCHjN2iNHZpEiSpJZsUiRJamczk0viHNtsUiRJUks2KZIkteMxKWCTIkmSmrJJkSSpnQDHjR1idDYpkiSpJZsUSZLasUkBmxRJktSUTYokSe0EP6JtUiRJUlMOKZIkqSW7JEmSWvIj2iZFkiS15JgmSVI7fgUZbFIkSVJTNimSJLVjkwI2KZIkqSmbFEmS2tmETYpNiiRJasomRZKkdgJsHTvE6GxSJElSSzYpkiS1swmbFJsUSZLUlE2KJEnteJ4UsEmRJGnuJbkiyc4kDyZ5+7LHXpxkd5IDST6W5OyRYn4HhxRJktoJk50dQ26D3A68EfjNb3uXZDtwHXAVcBqwE3jvo46/RtzdI0nSnKuq6wCSXAScteShHwd2VdX7po9fDdyd5Nyq2j3zoMvYpEiSdOw6D7hx8U5V3QfcPF0+OpsUSZJaGvwRvT3JziX3d1TVjoHPPRnYs2zZXuCUoW++nhxSJEna2O6uqose4XP3A9uWLdsG7Ht0kdaGu3skSWpn8SvIQ26Pyi7g/G++a3IS8LTp8tE5pEiSNOeSbEmyFdgMbE6yNckW4HrguUkumT7+euCzHQ6aBYcUSZIa2gScMPA2yJXA/cDrgFdMf39lVe0BLgHeBNwDXAxculZ/ikfLY1IkSZpzVXU1cPVhHvsIcO4s8wzlkCJJUjuboE4aO8To3N0jSZJaskmRJKmdzVAtTlUyKpsUSZLUkk2KJEnd1Caox4ydYnQ2KZIkqSWbFEmS2gnUoz6b7IZnkyJJklqySZEkqaOFzWMnGN18DylfBf7PsUMM8PitYycY5snPHzvBME8dO8BA54wdYKDTxg4w0GkPjJ1gmOM/P3aCQYo7xo4wyA3cPnaEgV41doANyd09kiSppfluUiRJ2ogqcMjdPTYpkiSppTZDSpITklyT5NYk+5J8JskPTx87J0kl2b/kdtXYmSVJWh/TJmXIbY512t2zBfgK8ELgy8BLgd9N8teWrHNqVT08RjhJkjRbbYaUqroPuHrJot9PcgtwIfBfRwklSdIYCvCf5H129yyX5EzgmcCuJYtvTXJbkt9Ksn2kaJIkaQZaDilJjgPeBVxbVbuBu4EXAGczaVZOmT6+0nMvT7IzyU4e2DOryJIkrZ0CHs6w2xxrs7tnUZJNwDuAg8AVAFW1H9g5XeWuJFcAdyQ5par2LX1+Ve0AdgBk+0U1s+CSJGlNtRpSkgS4BjgTeGlVPXSYVReHj5ZNkCRJj8pik3KMazWkAG8Dng38YFXdv7gwycXAvcBfAo8D3gJ8vKr2jhFSkiStvzZDSpKzmVzc4EHgzkmpAtNlC8A/Ac4AvgH8R+CyEWJKkrT+/HYP0GhIqapbgdW6rffMKoskSRpfmyFFkiRN2aQAHngqSZKaskmRJKmbAg73/dZjiE2KJElqySFFkiS15O4eSZK6cXcPYJMiSZKaskmRJKkjv4JskyJJknqySZEkqRuPSQFsUiRJUlM2KZIkdbMAHBw7xPhsUiRJUks2KZIkdVPAg2OHGJ9NiiRJaskmRZKkbhaAA2OHGJ9NiiRJaskmRZKkbhaA+8cOMT6bFEmS1JJNiiRJ3fjtHsAmRZIkNeWQIkmSWnJ3jyRJ3XiBQcAmRZIkNWWTIklSN15gELBJkSRJTdmkSJLUjV9BBmxSJElSUzYpkiR1U3hMCjYpkiSpKZsUSZK6WcBjUrBJkSRJTdmkSJLUjcekADYpkiSpKZsUSZK6sUkBbFIkSVJTNimSJHXjVZABmxRJktSUQ4okSWrJ3T2SJHVTwMNjhxifTYokSWrJJkWSpG48cBawSZEkSU3ZpEiS1E3hBQaxSZEkSU3ZpEiS1I3HpAA2KZIkqam5blJO/PpBnnXtV8aOcUS38F1jRxhk7wmbx44wzBM2yOx9xtgBBnr22AEGevzWsRMM8+Tnj51gmKeOHWCgc8YOMNSrjm71BTwmBZsUSZLU1Fw3KZIkbUgFPDB2iPHZpEiSpJZsUiRJ6uYQsH/sEOOzSZEkSS3ZpEiS1M0CcGDsEOOzSZEkSS05pEiSpJbc3SNJUjcFPDx2iPHZpEiSpJbaDClJTkhyTZJbk+xL8pkkP7zk8Rcn2Z3kQJKPJTl7zLySJK2rhwfe5libIYXJrqevAC8EHgtcCfxuknOSbAeuA64CTgN2Au8dK6gkSVp/bY5Jqar7gKuXLPr9JLcAFwKnA7uq6n0ASa4G7k5yblXtnnVWSZLWlcekAL2alG+T5EzgmcAu4DzgxsXHpgPNzdPlkiRpDrVpUpZKchzwLuDaqtqd5GRgz7LV9gKnrPDcy4HLAY7jiesdVZKktVfAQ2OHGF+7JiXJJuAdwEHgiuni/cC2ZatuA/Ytf35V7aiqi6rqoi2ctq5ZJUnS+mk1pCQJcA1wJnBJVS3OkbuA85esdxLwtOlySZLmy+IxKX67p5W3Ac8GfqSq7l+y/HrguUkuSbIVeD3wWQ+alSRpfrUZUqbnPXkVcAFwZ5L909vLq2oPcAnwJuAe4GLg0tHCSpK0nhaPSRlym2NtDpytqluBrPL4R4BzZ5dIkiSNqc2QIkmSpjxPCtBod48kSdJSNimSJHXjeVIAmxRJktSUQ4okSWrJ3T2SJHVTwEM1dorR2aRIkqSWbFIkSeqmmFzB7hhnkyJJklqySZEkqRuPSQFsUiRJUlM2KZIkdVOQgafFn+e+xSZFkiS1ZJMiSVIzodiyMKwjGXL2/CQfB76Hb1228KtV9axHlm52bFIkSTo2XFFVJ09v7QcUsEmRJKmlLbV2TcpGZZMiSdKx4VeS3J3kD5O8aOwwQ9ikSJLUzCbg+IHf27kftifZuWTRjqrasWy1XwQ+z+Q8tpcCH0xyQVXdvBZ514tDiiRJG9vdVXXRaitU1aeW3L02yWXAS4F/vq7JHiWHFEmSmtlE8ZiBR5vsfWRvUUAe2VNnx2NSJEmaY0lOTfKSJFuTbEnycuAHgA+Pne1IbFIkSZpvxwFvBM4FDgG7gR+rqptGTTWAQ4okSc1MdvccXJPXqqo9wAvW5MVmzN09kiSpJZsUSZKaCcXxc32atmFsUiRJUks2KZIktVNs/ua1AI9dNimSJKklmxRJkpoJxRabFJsUSZLUk02KJEnNhGKz3+6xSZEkST3ZpEiS1E6xmUNjhxidTYokSWrJJkWSpGYCbPLbPTYpkiSpJ5sUSZLaKTZ5TIpNiiRJ6skmRZKkZkJ5TApzPqQcz52cza+OHeOIns72sSMMkgcfO3aEQfZ+6YKxIwxy4EunjR1hkP1/fPrYEQa5he8aO8Ige0/YPHaEYZ6wQYr2M8YOoPW0QX4KJUnSsWaumxRJkjamYrO7e2xSJElSTzYpkiQ1MzmZm19BtkmRJEkt2aRIktROEZsUmxRJktSTTYokSe14MjewSZEkSU3ZpEiS1Mzk2z02KTYpkiSpJZsUSZLaWWAL948dYnQ2KZIkqSWbFEmSmgkLbObBsWOMziZFkiS1ZJMiSVIz4RBbuHfsGKOzSZEkSS05pEiSpJbaDClJrkiyM8mDSd6+ZPk5SSrJ/iW3q0aMKknSulrc3TPkNs86HZNyO/BG4CXAiSs8fmpVefo9SZKOEW2GlKq6DiDJRcBZI8eRJGlEBRwaO8To2uzuGeDWJLcl+a0k28cOI0mS1tdGGFLuBl4AnA1cCJwCvOtwKye5fHpsy86DnlJYkrRhLQy8za82u3sOp6r2Azund+9KcgVwR5JTqmrfCuvvAHYAnJozanZJJUnSWmo/pKxgcfDYCC2QJEmPgMekQKMhJckWJnk2A5uTbAUeZrKL517gL4HHAW8BPl5Ve0eKKkmSZqBTG3ElcD/wOuAV099fCTwV+DCwD/gz4EHgspEySpI0A8Xk3+lDbvOrTZNSVVcDVx/m4ffMLokkSeqgzZAiSZK+pTwmpdXuHkmSpG+ySZEkqZ3FY1KObTYpkiSpJZsUSZKaKYqySbFJkSRJPTmkSJKkltzdI0lSO+7uAZsUSZLUlE2KJEkN2aTYpEiSpKZsUiRJaqYoFmxSbFIkSVJPNimSJLVTXmAQmxRJktSUTYokSQ3ZpNikSJKkpmxSJElqp1iwSbFJkSRJPdmkSJLUTHntHsAmRZIkNWWTIklSO0VxcOwQo7NJkSRJLTmkSJKkltzdI0lSM8UCD3Lf2DFGZ5MiSZJaskmRJKmZBQ5xP3vHjjE6mxRJktSSTYokSc0scIgHPCbFJkWSJPVkkyJJUjvFw57MzSZFkiT1NNdNyl728H7eNnaMI3oMW8eOMMipbBs7wiCn8/ixIwxyFueNHWGQ0zl97AiDPJ3tY0cYJA8+duwIg+z90gVjRxjkwJdOGzvCIDcc5fpF8RAPrUuWjcQmRZIktTTXTYokSRtRUTxsk2KTIkmSerJJkSSpmUmT8vDYMUZnkyJJklqySZEkqZkCDtmk2KRIkqSeHFIkSVJL7u6RJKmd4hCHxg4xOpsUSZLUkk2KJEnNlE0KYJMiSZKaskmRJKmZAh62SbFJkSRJPdmkSJLUjsekgE2KJElqyiZFkqRmJqfFXxg7xuhsUiRJUks2KZIkteMxKWCTIkmSmrJJkSSpmckxKTYpNimSJKklmxRJkprx2j0TNimSJKklhxRJktRSmyElyRVJdiZ5MMnblz324iS7kxxI8rEkZ48UU5KkmVigBt2GSHJakuuT3Jfk1iQvW+f4a6LNkALcDrwR+M2lC5NsB64DrgJOA3YC7515OkmSNq5fBw4CZwIvB96W5LxxIx1ZmyGlqq6rqt8Dvr7soR8HdlXV+6rqAeBq4Pwk5844oiRJM7NWTUqSk4BLgKuqan9V3QB8APjJdf4jPGpthpRVnAfcuHinqu4Dbp4ulyRJq3sm8HBV3bRk2Y1sgM/RjfAV5JOBPcuW7QVOWWnlJJcDl0/v7gf+Yo3zbAfuXssXPMADa/ly66ZBzkHb/na+NoMoj97n2DV2hKHW/Gdeg7ntx7Ee2/1oj6X8g2mOIbYm2bnk/o6q2rHk/snAN5Y957Cfo51shCFlP7Bt2bJtwL6VVp7+h9mx0mNrIcnOqrpovV5fh+e2H4fbfTxu+3F02O5V9UNr+HJH9TnayUbY3bMLOH/xznTf2tOmyyVJ0upuArYkecaSZeezAT5H2wwpSbYk2QpsBjYn2ZpkC3A98Nwkl0wffz3w2araPWZeSZI2gumxnNcBb0hyUpLvA34UeMe4yY6szZACXAncD7wOeMX091dW1R4mRyW/CbgHuBi4dKyQrOOuJB2R234cbvfxuO3HMY/b/TXAicDXgPcAr66q9k1KqoadCEaSJGmWOjUpkiRJ3+SQIkmSWnJIOYzDXecgyROSfCDJ7UkqyTkjR507q2z7v5XkhiT3Jrkzyb9O0v57/hvFKtv9byT53HS7f326zhPHzjtPhlxXJclvTv/OefoYGefVKj/3L0qykGT/kttPjZ33WOOQcniHu87BAvBhJgfzan0cbts/lsn1nb4beDbwROCfjRVyDh1uu38eeElVncpk2/8l8LaxQs6pVa+rkuSvMzn1gtbeatv+9qo6ecnt2tFSHqM8cHYF03Ox3AM8d/E0wkneAXy1ql43vb8FeAh4SlV9aays82bItl+y7o8Dv1RVf232SefL0O2e5AQm18/60ap6zhhZ582Rtv3075pPAz/F5FTmz6iqL4wWeI6stu2Z/GP0nVV11ogRj3k2KSvbsNc5mANHs+1/gA1wMqINYtXtnuTJSe5lcmqAXwD+r5knnF9H+pn/34BPVNVnZ55s/h1p25+R5K4ktyR583So0QxthNPij2HDXudgDgza9kn+Oyb/srx4Rrnm3arbvaq+DJya5DTg5wBPprh2DrvtkzwJeBVw4cxTHRtW+7nfDVww/fVs4Frg15j899CM2KSsbMNe52AOHHHbJ/ke4N3ATyz7F5AeuUE/81X1V0z+sn7/dDeEHr3Vtv3/C7yhqvbOOtQx4rDbvqrurKrPV9VCVd0C/CM8FnHmHFJWtmGvczAHVt32SZ4HfAD46ar66Aj55tXR/MxvAc7gO/9y1yOz2rZ/MfDPpt9mu3P62CdX+vaPHpGj+bkv/MycOQ+cPYwkv8Pkh/JnmVR+HwL+26rateQaQ/uBc4Fbq+qBsbLOm8NteyDAR4F/UFXvHS3gnFpluz+LyV/afwmczuTbEE+vquePk3T+rLLt9/DtH4x3AN8L3FhV98845lxaZdufAXwR+DJwFvDbwJeq6pXjJD02ORUe3mrXObifyYACk/2V/mWxtg637f934PHANUvOW2C7tXYOt92fyOSbDvuAzzH5Gv7/OFbIObXitq+qr013O9xZVYtNyt0OKGvqcD/3zwP+CLhv+uvngH8wVshjlU2KJElqySZFkiS15JAiSZJackiRJEktOaRIkqSWHFIkSVJLDimSdIxK8ptJvpbkz5YtPz/JJ5N8LskHk2ybLn95ks8suS0kuWD62IXT9b+Q5C1Jcpj3vDrJL6xR/hOSvHf6np9Kcs50+elJPjY9TcG/WOX5T5k+7wvT1zl+tddd4fk/lOQvpuu97kivq6PnkCJJx663Az+0wvJ/DbxueoXx64H/A6Cq3lVVF1TVBcBPArdU1Wemz3kbk+s6PWN6W+l119rPAPdU1dOBNwP/dLr8AeAqJhfDXM0/Bd48ff4909db7XW/KclmJic2/GHgOcBlSRavDH6419VRckiRpGNUVX0C+KsVHnom8Inp7/8jK1+z5jLgdwCSPAHYVlX/X01OvvXbwI8d6f2T/FySTye5Mcm/TfKY6fK3T9uYP0ryxSQ/cZiX+FEm15IC+DfAi5Okqu6rqhuYDCuHe+8Af3P6PKavs5h5xddd9hL/DfCFqvpiVR2cbosfPcLr6ig5pEiSltvF5IMa4H8CnrTCOn+HyRlaYXJW4tuWPHbbdNmRXFdVL6iq84E/59sbhycAfx3428CvHub5TwS+AlBVDzO5gvHpA96X6Xr3Tp+3PPOKr5vku5N8aPk6y56/2uvqKDmkSJKW+2ngNUn+K3AKcHDpg0kuBg5U1Z+t9OSj8Nwk/yXJ54CXA+cteez3plcg/jxw5qN8nzVRVbdX1UvHznEscUiRJH2bqtpdVf99VV3IpC25edkql/KtFgXgq0wuwrfoLOCrSZ605CDbn1/hrd4OXDE99uWXgK1LHntwye8DkORNi6+35H2fNH1sC/BY4OsD/5hfB06dPu+bmY/idb+5zrLnr/a6OkoOKZKkb5PkjOmvm4Argd9Y8tgm4H9mejwKQFXdAXwjyfdMj8n4u8D7q+oriwfaVtVv8J1OAe5IchyTJmVVVfWPlxy4C/AB4Kemv/8J4D/VwAvSTdf72PR5TF/n/Ufxup8GnjH9Js/xTAa3DxzhdXWUHFIk6RiV5D3AJ4FnJbktyeIxIZcluYnJVd5vB35rydN+APhKVX1x2cu9hsm3gr7ApHn594d52y18qyW5CvgU8IfT9zpa1zA5VuQLwGuBpV8D/hLwa8Dfm/7ZnrPC838ReO30+adPX++wr7v0mJTpMSdXAH/A5Hia351ePXm119VR8irIkqSZSXI98K+q6kNHXFnHPJsUSdJMTA+QXQD+w9hZtDHYpEiSpJZsUiRJUksOKZIkqSWHFEmS1JJDiiRJaskhRZIkteSQIkmSWvr/AX/sRL/tBqClAAAAAElFTkSuQmCC\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Turn the y-axis to log scale" - ], - "metadata": { - "id": "n8DpEaD8XEiT" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'ylog', True)" - ], - "metadata": { - "id": "a1pL682OAF9i" - }, - "execution_count": 63, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "tXSPEXR8ARWD", - "outputId": "b73e7a23-8e09-4756-ea3e-74fe8dd927b7" - }, - "execution_count": 64, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Set the z-axis to a log scale" - ], - "metadata": { - "id": "2TeJ0vzDXPbF" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'zlog', True)" - ], - "metadata": { - "id": "7ZwtSp57ARxn" - }, - "execution_count": 65, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Note: for some reason, we need to change the `zrange` to remove the 0 in the log scale" - ], - "metadata": { - "id": "Cfu1Qfl3VhrE" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'zrange', [0.0001, 24])\n", - "options('data', 'yrange', [10, 50])" - ], - "metadata": { - "id": "jVSJKLx3AVmJ" - }, - "execution_count": 66, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "_w7V9tEyAeWn", - "outputId": "a0f0b2cf-19c1-42ee-8328-7e1df8accf48" - }, - "execution_count": 67, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Change the opacity using the `alpha` option" - ], - "metadata": { - "id": "zAFJiJUfXV-n" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'alpha', 0.5)" - ], - "metadata": { - "id": "IkO_Tox2Ae3Y" - }, - "execution_count": 68, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('data')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 608 - }, - "id": "6Wdo6-iQBK8-", - "outputId": "63af8c1b-5ab8-4768-bd27-4f80ce37c21e" - }, - "execution_count": 69, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Create a simple line variable with 5 data points at 30.0" - ], - "metadata": { - "id": "U4bUrIAjXc2b" - } - }, - { - "cell_type": "code", - "source": [ - "store_data('line', data={'x': [1, 2, 3, 4, 5], 'y': [30]*5})" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "rCbh8cr9BLo3", - "outputId": "786f6129-6457-45eb-bc15-f8755c12bf15" - }, - "execution_count": 70, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 70 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Create a pseudo variable combining the spectrogram and the line" - ], - "metadata": { - "id": "iTOPlAJgXhUl" - } - }, - { - "cell_type": "code", - "source": [ - "store_data('combined', data='data line')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "K3ADyJppBWY2", - "outputId": "a73c7d15-f454-44de-f3d8-21e295fe694d" - }, - "execution_count": 71, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "True" - ] - }, - "metadata": {}, - "execution_count": 71 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Turn the y/z logs back to linear, and set the alpha back to 1" - ], - "metadata": { - "id": "aeqh4J4nXriS" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'zlog', False)\n", - "options('data', 'ylog', False)\n", - "options('data', 'alpha', 1)" - ], - "metadata": { - "id": "4yGjZLEYBblV" - }, - "execution_count": 73, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Plot the combined variable" - ], - "metadata": { - "id": "4GTKLfY6XwPA" - } - }, - { - "cell_type": "code", - "source": [ - "tplot('combined')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "ONrXwDvjBoa9", - "outputId": "45c4c030-982e-4643-f3da-d40f5ccee89c" - }, - "execution_count": 74, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Increase the margin size on the right-side of the panel" - ], - "metadata": { - "id": "aUZaG3xSXyMK" - } - }, - { - "cell_type": "code", - "source": [ - "from pytplot import tplot_options\n", - "\n", - "tplot_options('xmargin', [0.1, 0.25])" - ], - "metadata": { - "id": "e-_whtjWBpLB" - }, - "execution_count": 75, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('combined')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 612 - }, - "id": "mjpEHXKWB85L", - "outputId": "eb1017e2-44f8-4c85-d549-92308dd78fdb" - }, - "execution_count": 76, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "By default, both the spectra and the lines share the y-axis. To move the line plot to the right axis, set the `right_axis` option" - ], - "metadata": { - "id": "GOi0nLcCX2nZ" - } - }, - { - "cell_type": "code", - "source": [ - "options('combined', 'right_axis', True)" - ], - "metadata": { - "id": "9N4SmCHoB91j" - }, - "execution_count": 77, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('combined')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "bddSBJ3-CEaa", - "outputId": "236f9457-e16b-48dc-e604-c81e1acc6869" - }, - "execution_count": 78, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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AkjQzkhyT5JwkhyVZm+Qs4FzgE8PtByVZN9z9wCTrkvhkrAaZAEmSZkkxGO56O4N/5G8Dfr6qrhhu/0fg+OHv/2z46xOBG6ZYY6cKmLflswGSJM2OqtoOnLGX7RumV436zAZIkqSWxAQInAMkSZIaZAIkSVJjTIBMgCRJUoNMgCRJaohXgQ2YAEmSpOaYAEmS1JAC9nRdRA+YAEmSpObYAEmSpOY4BCZJUmN2d11AD5gASZKk5pgASZLUkHng/q6L6AETIEmS1JxeNUBJLk1yS5K7klyX5FXD9RuSVJKdI8tFXdcrSdJqU8B9Ey6TSHJBks1J7kvyzpH1vf7u7tsQ2JuAn6qq+5KcBHwqyd8D/zTcfkRVOXdLkqT+uBm4GDgLOHjM9l5+d/eqAaqqLaMvh8sJfKsBkiRJ+2Ee2LWMx6uqywGSnA4ct4yHXlG9GgIDSPLWJLuArcAtwMdGNm9LclOSdyQ5upsKJUnSI9DL7+7eNUBV9VrgcOB5wOUMhiFvA54NHA+cNtx+2bj3Jzl/OBa5eb53gZskSd2aB+6ZcAGOXvhOHS7nP4KPmvi7uwu9GgJbUFV7gKuSvAJ4TVW9Gdg83PyNJBcAtyQ5vKp2LHrvJmATwAGHpqZZtyRJM+a2qjr90byxqnYy4Xd3F3rZAI2YYzAHaLGFxqZ3CZYkSX1WwAPdfTT05Lu7F0UAJDkmyTlJDkuyNslZwLnAJ5I8J8lTk6xJchTwZuBTVXVnt1VLktS2JHNJ1gFrgbVJ1g3X9fq7uzcNEIPO8DXATcDtwH8Bfr6qrgCeBFwJ7AD+gcG8oHM7qlOSpFVrIQGaZJnQhQymDL0OeMXw9xfS8+/u3gyBVdV24Iwltr0PeN90K5IkSftSVRuBjUts7u13d28aIEmStPIKnwYP/RoCkyRJmoqZToB2cwD/L7157AhwTdcFLGF71wU8TLih6xLG+hd8resSxnpO1wUs4egDu65gvBN6Wtdjuy5gjCf25rZ10vKa6QZIkiQ9VIeXwfeKQ2CSJKk5JkCSJDVmvusCesAESJIkNccGSJIkNccGSJIkNcc5QJIkNcQbIQ6YAEmSpOaYAEmS1JAC7u+6iB4wAZIkSc0xAZIkqSHzwL1dF9EDJkCSJKk5JkCSJDVkHtjVdRE9YAIkSZKaYwIkSVJD5oF7ui6iB0yAJElSc2yAJElScxwCkySpMXu6LqAHTIAkSVJzTIAkSWpIAQ90XUQPmABJkqTmmABJktQQL4MfMAGSJEnNMQGSJKkhhVeBgQmQJElqkA2QJElqjg2QJElqjnOAJElqSAH3dl1ED5gASZKk5pgASZLUkD3AHV0X0QMmQJIkqTkmQJIkNWQPsKPrInrABEiSJDXHBkiSJDXHITBJkhoyD9zXdRE9YAIkSZKaYwIkSVJDvBHigAmQJElqjgmQJEkNmQfu7rqIHjABkiRJzTEBkiSpIXuAu7ouogdMgCRJUnNMgCRJasjgYaiT5h/zK1lKp0yAJElSc0yAJElqyG7C7Rww4d6ze89oEyBJktQcEyBJkhoyzxp2cfCEe5sASZIkzQwTIEmSmrKWedZPuO8dK1lIp0yAJElScyZKgJKsA34KOBlYt7C+qn5yheqSJEmNmWa/MWkC9B7g24GzgP8JHAfsWO5iJEnSSltDcdhESwem1m9M2gA9uaouAu6uqncB/xZ4zkoUJElSnyQ5JMlFSf7b8PVTknxf13XNqKn1G5M2QA8Mf70jyTOAxwDHrERBkiT1zDsYXA/+3OHrrwMXd1fO/gpwwITL1E2t35i0AdqU5LHAhcAVwLXAb6xEQZIk9cwJVfWbDL+cq2oXgy5Cy29q/cakDdAnqur2qvp0VT2pqo4B/ny5i0lyaZJbktyV5LokrxrZ9oIkW5PsSvLJJMcv9+dLkla/FfguuT/JwUANj3ECq/oOgQEOnHCZuqn0GzB5A/SHY9b9wXIWMvQmYENVrQe+H7g4yWlJjgYuBy4CjgQ2Ax9Ygc+XJK1+y/1d8p+AK4EnJLkM+ATwSytSuabVb+z9MvgkJzG4FO0xSX5gZNN6Ri5PWy5VtWX05XA5ATgN2FJVHxrWtRG4LclJVbV1ueuQJK1ey/1dUlV/keRzwPcwiE9+rqpuW6n6V97CHKD+mHa/AftOgJ4KfB9wBPCSkeVZwE+vREFJ3ppkF7AVuAX4GIOTcs3CPlV1N/CV4XpJkh5iBb5L1gG3A3cBT0/y/GUvum1T7zf2mgBV1UeAjyR5blV9ZiUKGPOZr03yswxm25/JYJz1MGD7ol3vBA5f/P4k5wPnA3DAgXDrhftX0AfeCTfesH/HWHDwU5fnOMtt7ZFdV/AwxeO7LmGsq/jurksY6yp2dl3CEr7RdQFLuLvrApZwR9cFPMwTuGvZjrVuAxz74/t9mLkkm0deb6qqTYt32t/vklFJfgP4EWALML/wEcCnH80foHuhb0/C6qLfmPQM/H2Sf8+U7gRdVXuAq5K8AngNsBMe9uCS9Yy5OdLwL8ImgBxyaO13MT/y4/t9iAcdee/yHWs5HXht1xWMcUvXBSzh5q4LWEJfG41r9r1LJxZ/B/ZDuKHrEh7m+GVsgJbJ7qo6fZId9+e7ZJGXAU+tqlU88XnVmFq/0fc7Qc8xGLfdApyysDLJoSPrJUnam/39LvkqfZs0s196fR+g9u4EneSYJOckOSzJ2iRnAecymG3/YeAZSc4ePifk9cDnnQAtSRq1Qt8lu4Crk/xekjcvLCv7J2nW1O4EPekQ2OI7M97K8t+ZsRhElG9n0JhtA36+qq4ASHI28BbgUuBvgHOW+fMlSavfSnyXXDFcZkT/5gCNmEa/AUx+BhbfmfEwBvdRWDZVtR04Yy/bPw6ctJyfKUmaLSvxXTJMIjQdK95vLNjXfYB+YeTlTwx//d3hr4euREGSJPVBkg9W1Q8n+QLDu0CPqqp+Xha6Twt3gu6PLvqNfSVAC5cGPhV4Nt+KAF8C/O1KFCRJUk/83PBXn/y+8qbeb+zrPkBvAEjyaeBZVbVj+Hoj8CcrUZAkSX1QVbcMf93WdS3Lq38JUBf9xqRzgI4F7h95ff9wnSRJMynJDsYMfTHoIGr4rDEtr6n1G5M2QO8G/jbJh4evXwa8cyUKkiSpD6pqr3eI1oqYWr8xUQNUVW9M8qfA84arfqKq/n4lCpIkSStpDX0bAlswzX5j4hsBVNXngM+tRBGSJEkwvX6jt3dCkiRJKyHAwV0X0blJH4UhSZI0M0yAJElqyhrgkK6L6JwJkCRJao4JkCRJTVnL4BFbbTMBkiRJzTEBkiSpKc4BAhMgSZLUIBMgSZKaEuCArovonAmQJElqjgmQJElNMQECEyBJktQgEyBJkpoS/Po3AZIkSQ2yAZIkSc0xA5MkqTl+/ZsASZKk5tgCSpLUFC+DBxMgSZLUIBMgSZKaYgIEJkCSJKlBJkCSJDVlDSZAJkCSJKlBJkCSJDUlwLqui+icCZAkSWqOCZAkSU1ZgwmQCZAkSWqQCZAkSU3xPkBgAiRJkvZDkguSbE5yX5J3Ltr2giRbk+xK8skkx3dU5sPYAEmS1JQwGACaZJnIzcDFwO8/5FOSo4HLgYuAI4HNwAf2u/xl4hCYJEl61KrqcoAkpwPHjWz6AWBLVX1ouH0jcFuSk6pq69QLXcQESJIkrYSTgWsWXlTV3cBXhus7ZwIkSVJzJv76PzrJ5pHXm6pq04TvPQzYvmjdncDhk374SrIBkiRJS7mtqk5/lO/dCaxftG49sGP/SloeDoFJktSUhcvgJ1n2yxbglAc/NTkUOGG4vnM2QJIk6VFLMpdkHbAWWJtkXZI54MPAM5KcPdz+euDzfZgADTZAkiQ1Zg1w0ITLRC4E7gFeB7xi+PsLq2o7cDbwRuB24DnAOcv1p9hfzgGSJEmPWlVtBDYuse3jwEnTrGdSNkCSJDVlDdShXRfROYfAJElSc0yAJElqylqoXtyKp1MmQJIkqTkmQJIktaTWQB3SdRWdMwGSJEnNMQGSJKkpgdrvuzyveiZAkiSpOSZAkiS1Zn5t1xV0brYboPuB/6frIkZ827quKxjvO5/VdQUP96SuC1jChq4LWMKRXRewhCPv7bqC8Q68tusKxipu6bqEh7mKm7suYZFXd12AZoRDYJIkqTmznQBJkqSHqsAeh8BMgCRJUnN60wAlOSjJJUm2JdmR5OokLxpu25CkkuwcWS7qumZJklafYQI0yTLD+jQENgfcCJwBfA14MfDBJN81ss8RVbW7i+IkSdLs6E0DVFV3AxtHVn00yfXAacDfdVKUJEmzpgCjhP4MgS2W5FjgRGDLyOptSW5K8o4kR3dUmiRJWuV62QAlOQC4DHhXVW0FbgOeDRzPIBE6fLh93HvPT7I5yWYcLZMk6aEK2J3JlhnWmyGwBUnWAO9hcBvDCwCqaiewebjLN5JcANyS5PCq2jH6/qraBGwCyNyhNbXCJUnSqtGrBihJgEuAY4EXV9UDS+y60Nj0MsGSJKm3FhKgxvWqAQLeBjwNeGFV3bOwMslzgDuALwGPBd4MfKqq7uyiSEmStLr1pgFKcjyDh7zcB9w6CINguG4e+DXgGOAu4C+AczsoU5Kk1c2rwIAeNUBVtQ3YWyb3vmnVIkmSZltvGiBJkjQFJkCAk4glSVKDTIAkSWpJAUtdY90QEyBJktQcGyBJktQch8AkSWqJQ2CACZAkSWqQCZAkSa3xMngTIEmS1B4TIEmSWuIcIMAESJIkNcgESJKklswD93ddRPdMgCRJUnNsgCRJMyPJQUkuSbItyY4kVyd50cj2VyX5cpKdSa5M8h1d1tuJAu6bcJlhNkCSpFkyB9wInAE8BrgQ+GCSDUnOBH4NeClwJHA98L5uylTXnAMkSZoZVXU3sHFk1UeTXA+cBjwX+FBVbQFI8qvA15OcUFVfmXqxXZkHdnVdRPdMgCRJMyvJscCJwJaFVaObh78+Y6pFqRdMgCRJq8lcks0jrzdV1aZxOyY5ALgMeFdVbU1yJfD+JG8HvgS8nsGMmENWuuhemQfu6bqI7tkASZJWk91Vdfq+dkqyBngPgwu+LwCoqo8n+U/AHwLrgd8BdgA3rVi16i2HwCRJMyVJgEuAY4Gzq+rB+x5X1e9W1VOq6lgGjdAc8A/dVNoRrwIDbIAkSbPnbcDTgJdU1YODPUnWJXlGBr4T2AT8f1V1e1eFqjs2QJKkmZHkeODVwKnArcP7/exMch6wDngvsBP4W+AzwEVd1apuOQdIkjQzqmobD73Sa7HvnlYtveXDUAETIEmS1CATIEmSWuLDUAETIEmS1CATIEmSWrJwGXzjTIAkSVJzTIAkSWpJ4RwgTIAkSVKDTIAkSWrJPM4BwgRIkiQ1yARIkqSWOAcIMAGSJEkNMgGSJKklJkCACZAkSWqQCZAkSS3xafCACZAkSWqQDZAkSWqOQ2CSJLWkgN1dF9E9EyBJktQcEyBJklriJGjABEiSJDXIBEiSpJYUPgwVEyBJktQgEyBJklriHCDABEiSJDVophOg7ClOedeNXZfxoOv59q5LGOvOg9Z2XcLDPa6nvfkxXRewhKd1XcASvm1d1xWM953P6rqC8Z7UdQFjbOi6gMVe3XUBq988zgHCBEiSJDVophMgSZK0SAH3dl1E90yAJElSc0yAJElqyR5gZ9dFdM8ESJIkNccESJKklswDu7ouonsmQJIkqTk2QJIkqTkOgUmS1JICdnddRPdMgCRJUnN60wAlOSjJJUm2JdmR5OokLxrZ/oIkW5PsSvLJJMd3Wa8kSavW7gmXGdabBojBcNyNwBnAY4ALgQ8m2ZDkaOBy4CLgSGAz8IGuCpUkSatbb+YAVdXdwMaRVR9Ncj1wGnAUsKWqPgSQZCNwW5KTqmrrtGuVJGnVcg4Q0K8E6CGSHAucCGwBTgauWdg2bJa+MlwvSZL0iPQmARqV5ADgMuBdVbU1yWHA9kW73QkcPua95wPnA4QDVrpUSZJWlwIe6LqI7vUuAUqyBngPcD9wwXD1TmD9ol3XAzsWv7+qNlXV6VV1ek/7O0mS1LFeNUBJAlwCHAucXVULPeoW4JSR/Q4FThiulyRJk1qYA+RVYL3yNuBpwEuq6p6R9R8GnpHk7CTrgNcDn3cCtCRJejR60wAN7+vzauBU4NYkO4fLeVW1HTgbeCNwO/Ac4JzOipUkabVamAM0yTLDejNJpqq2AdnL9o8DJ02vIkmSNKt60wBJkqQp8D5AQI+GwCRJkqbFBEiSpJZ4HyDABEiSJDXIBkiSJDXHITBJklpSwAPVdRWdMwGSJEnNMQGSJKklxeBpm40zAZIkSc0xAZIkqSXOAQJMgCRJUoNMgCRJaklBJnwUxiznRCZAkiSpOSZAkiQ1JBRz85NlO5M8MSPJp4Dv4VuPWP16VT310VU3PSZAkiRpf11QVYcNl943P2ACJElSc+Zq+RKg1coESJIk7a83JbktyV8lObPrYiZhAiRJUkPWAAdOeH3XPXB0ks0jqzZV1aZFu/0ycC2D+0ufA/xxklOr6ivLUe9KsQGSJElLua2qTt/bDlX1NyMv35XkXODFwH9d0cr2kw2QJEkNWUNxyISze+58dB9RQB7dW6fHOUCSJOlRSXJEkrOSrEsyl+Q84PnAlV3Xti8mQJIk6dE6ALgYOAnYA2wFXlZV13Va1QRsgCRJashgCOz+ZTlWVW0Hnr0sB5syh8AkSVJzTIAkSWpIKA6c6VscTsYESJIkNccESJKkphRrH3xuabtMgCRJUnNMgCRJakgo5kyATIAkSVJ7TIAkSWpIKNZ6FZgJkCRJao8JkCRJTSnWsqfrIjpnAiRJkppjAiRJUkMCrPEqMBMgSdLsSHJQkkuSbEuyI8nVSV40sv2Hk3xxuO3aJC/rsFx1yARIkjRL5oAbgTOArwEvBj6Y5LuAB4BLgZcCVw63fSjJhqr6Zkf1dqBY4xwgGyBJ0uyoqruBjSOrPprkeuA04Cbgjqr60+G2P0lyN3AC0FADJLABkiTNsCTHAicCW4AvAV9M8v3AnwAvAe4DPt9dhdMXyjlAzHgDtIYHOJ5f77qMBz2Zo7suYazc95iuS3iYO284tesSxtp1w5FdlzDWzr89qusSxrqeb++6hLHuPGht1yWM97geTss8pusCHmYuyeaR15uqatO4HZMcAFwGvKuqtg7XvRt4L7AOuB/4oWFqpMbMdAMkSZo5u6vq9H3tlGQN8B4GTc4Fw3UvBH4TOBP4HINhsSuSvKiqrl6pgtVPNkCSpJmSJMAlwLHAi6tq4bkPpwKfrqqFBOmzSf4GeCFw9bTr7E6x1iEwL4OXJM2ctwFPA15SVfeMrP8s8LwkpwIkeSbwPBqbA6QBEyBJ0sxIcjzwagaTm28dhEEAvLqqLkuyEfiD4eTo7cCvVdWfd1JsRwY3QvQyeBsgSdLMqKptDL7jl9r+FuAt06tIfWUDJElSU4qYADkHSJIktccESJKkpngjRDABkiRJDTIBkiSpIYOrwEyATIAkSVJzTIAkSWrKPHPcs+/dZpwJkCRJao4JkCRJDQnzrOW+rsvonAmQJElqjgmQJEkNCXuY446uy+icCZAkSWqODZAkSWpObxqgJBck2ZzkviTvHFm/IUkl2TmyXNRhqZIkrVoLQ2CTLLOsT3OAbgYuBs4CDh6z/Yiq8taVkiRpv/WmAaqqywGSnA4c13E5kiTNqAL2dF1E53ozBDaBbUluSvKOJEd3XYwkSVq9VkMDdBvwbOB44DTgcOCypXZOcv5wLtHmeeanVKIkSavJ/ITL7OrNENhSqmonsHn48htJLgBuSXJ4Ve0Ys/8mYBPAXA6o6VUqSZJWi943QGMsNDWrIb2SJKlnnAMEPWqAkswxqGctsDbJOmA3g2GvO4AvAY8F3gx8qqru7KhUSZK0yvUpRbkQuAd4HfCK4e8vBJ4EXAnsAP4BuA84t6MaJUla5YpBvjDJMrt6kwBV1UZg4xKb3ze9SiRJ0qzrTQMkSZKmo5wD1KshMEmSpKkwAZIkqSkLc4DaZgIkSZKaYwIkSVJDiqJMgEyAJElSe2yAJElScxwCkySpKQ6BgQmQJElqkAmQJEmNMQEyAZIkSQ0yAZIkqSFFMW8CZAIkSZLaYwIkSVJTyoehYgIkSZIaZAIkSVJjTIBMgCRJUoNMgCRJakoxbwJkAiRJktpjAiRJUkPKZ4EBJkCSJKlBJkCSJDWlKO7vuojOmQBJkqTm2ABJkqTmOAQmSVJDinnu4+6uy+icCZAkSWqOCZAkSQ2ZZw/3cGfXZXTOBEiSJDXHBEiSpIbMs4d7nQNkAiRJktpjAiRJUlOK3d4I0QRIkiS1Z6YToD3s5iO8resyHnQI67ouYawjWN91CQ9zFN/WdQljHcfJXZcw1lEc1XUJYz2Zo7suYazc95iuSxjrzhtO7bqEh9l1w5Fdl/AQV3VdwAwoigd4oOsyOmcCJEmSmjPTCZAkSXqoothtAmQCJEmS2mMCJElSQwYJ0O6uy+icCZAkSWqOCZAkSQ0pBldJt84ESJIkNccGSJIkNcchMEmSmlLsYU/XRXTOBEiSJDXHBEiSpIaUCRBgAiRJkhpkAiRJUkMK2G0CZAIkSZLaYwIkSVJTnAMEJkCSJKlBJkCSJDVk8CiM+a7L6JwJkCRJao4JkCRJTXEOEJgASZKkBpkASZLUkMEcIBMgEyBJktQcEyBJkhris8AGTIAkSVJzbIAkSVJzetMAJbkgyeYk9yV556JtL0iyNcmuJJ9McnxHZUqSeizJQUkuSbItyY4kVyd50XDbeUl2jiy7klSS07que9rmqYmWWdabBgi4GbgY+P3RlUmOBi4HLgKOBDYDH5h6dZKk1WAOuBE4A3gMcCHwwSQbquqyqjpsYQFeC3wV+Fx35aorvZkEXVWXAyQ5HThuZNMPAFuq6kPD7RuB25KcVFVbp16oJKm3qupuYOPIqo8muR44Dbhh0e6vBN5dVbMddYwx6+nOJPqUAC3lZOCahRfDH+6vDNdLkrSkJMcCJwJbFq0/Hng+8O4u6lL3epMA7cVhwPZF6+4EDh+3c5LzgfOHLwu4Zz8/fw7YvZ/HAGAX9y7HYZZdB3Xt85zezDenVMoj84WH/j+0T5bt51QP8pwuv+U4pwcn2TzyelNVbRq3Y5IDgMuAd40ZMfgx4C+r6vr9rGc1+jPg6An3vW0lC+nSamiAdgLrF61bD+wYt/PwL8LYvwyPRpLNVXX6ch1PntOV4Dldfp7T5TfNc5pkDfAe4H7ggjG7/Bjwa9OopW+q6nu7rqEPVsMQ2BbglIUXSQ4FToD+/lNcktSdJAEuAY4Fzq6qBxZt/xfAdwB/0EF56oneNEBJ5pKsA9YCa5OsSzIHfBh4RpKzh9tfD3zeCdCSpCW8DXga8JKqGjcN4pXAH1bV2JEEtaE3DRCDSxXvAV4HvGL4+wurajtwNvBG4HbgOcA5U6xr2YbT9CDP6fLznC4/z+nyW/FzOpzc/GrgVODWkXv+nDfcvg74YeBdK12L+i0NXv0nSZIa16cESJIkaSpsgCRJUnNsgIaSHJnkw0nuHj5D5uXD9Y9LckWSm4fPjNnQcamrxl7O6b9NclWSO5LcmuS/Jxl7Xyc91F7O6b9K8oXhOf2n4T6P77re1WCpc7pon98f/v1/chc1rkZ7+Vk9M8n8omdyvbLretUeG6Bv+V0G94s4FjgPeFuSk4F54EoGE7H1yCx1Th/D4Llv38HgSo3HA/+5qyJXmaXO6bXAWVV1BIPz+iUGV8Jo35Y6pwAk+ZcMbr2hR2Zv5/Xm0WdyVZUTkjV1ToLmwXsL3Q48o6quG657D/D1qnrd8PUc8ADwxKq6oataV4tJzunIvj8AvKGqvmv6la4ek57TJAcxeBbSS6vq6V3Uulrs65wO/95/lsFl09cAT6mqL3dW8Cqxt/PK4B+Ul1bVcXs5hLTiTIAGTgR2L/xFHboGnze2Px7JOX0+3thyEns9p0m+M8kdDG4h8YvAb069wtVnXz+n/yfw6ar6/NQrW932dV6PSfKNJNcn+e1hwyRN1Wp4FMY0HAbctWjdks8b00QmOqdJ/g2Df10/Z0p1rWZ7PadV9TXgiCRHAj8NeLPQfVvynCZ5AoP7yZw29apWv739rG5lcI+ercDxDO7H81sMzrU0NSZAA4/oeWOayD7PaZLvAd4L/OCifylqvIl+Tqvqnxl8qXxkOISjpe3tnP4O8CtVdee0i5oBS57Xqrq1qq6tqvnhg0h/CedYqgM2QAPXAXNJnjKy7hQcltkfez2nSZ4JXAH8ZFV9ooP6VqNH8nM6BxzDw7+E9FB7O6cvAP7z8ErFW4fbPjPuKjE9zCP5WS38LlIHnAQ9lOT9DP4ivopBPPsx4H+vqi0jzyjbCZwEbKuqe7uqdbVY6pwCAT4B/Ieq+kBnBa5CezmnT2Xw5fIl4CgGV+A8uaqe1U2lq8dezul2HvrFfAvwXOCaJZ4vpRF7Oa/HAF8FvgYcB7wbuKGqfqKbStUqu+5veS1wMPBN4H3Aa6pq4V8r9zBofmAwbu3//Caz1Dn9v4BvAy4ZuQ+Iadtkljqnj2dwdc0O4AsMbt/w77oqcpUZe06r6pvD4Zpbq2ohAbrN5mdiS/2sPhP4a+Du4a9fAP5DV0WqXSZAkiSpOSZAkiSpOTZAkiSpOTZAkiSpOTZAkiSpOTZAkiSpOTZAkrSfkvx+km8m+YdF609J8pkkX0jyx0nWD9efl+TqkWU+yanDbacN9/9ykjcnyRKfuTHJLy5T/Qcl+cDwM/8myYbh+qOSfHJ4q4q37OX9Txy+78vD4xy4t+OOef/3JvnH4X6v29dxpeVgAyRJ+++dwPeOWf/fgddV1XcBHwb+b4CquqyqTq2qU4EfBa6vqquH73kbg2e5PWW4jDvucvsp4PaqejLw28BvDNffC1zE4OG6e/MbwG8P33/78Hh7O+6DkqxlcOPOFwFPB85N8vR9HFfabzZAkrSfqurTwD+P2XQi8Onh7/+C8c+8Ohd4P0CSxwHrq+r/r8FN2t4NvGxfn5/kp5N8Nsk1Sf4wySHD9e8cpkh/neSrSX5wiUO8lMHz4wD+AHhBklTV3VV1FYNGaKnPDvCvh+9jeJyFmsced9Eh/jfgy1X11aq6f3guXrqP40r7zQZIklbOFgZNAMAPAU8Ys8+PMLhTMgzu6H3TyLabhuv25fKqenZVnQJ8kYcmJY8D/iXwfcCvL/H+xwM3AlTVbgZPbj9qgs9luN8dw/ctrnnscZN8R5KPLd5n0fv3dlxpv9kASdLK+UngtUn+DjgcuH90Y5LnALuq6h/GvfkReEaSv0zyBeA84OSRbX80fPL6tcCx+/k5y6Kqbq6qF3ddh9pmAyRJK6SqtlbV/1FVpzFIeb6yaJdz+Fb6A/B1Bg8IXXAc8PUkTxiZMP0zYz7qncAFw7lGbwDWjWy7b+T3AUjyxoXjjXzuE4bb5oDHAP804R/zn4Ajhu97sOZHcNwH91n0/r0dV9pvNkCStEKSHDP8dQ1wIfD2kW1rgB9mOP8HoKpuAe5K8j3DOTA/Bnykqm5cmDRdVW/n4Q4HbklyAIMEaK+q6j+OTMIGuAJ45fD3Pwj8j5rwQZHD/T45fB/D43zkERz3s8BThld8HcigKbxiH8eV9psNkCTtpyTvAz4DPDXJTUkW5uCcm+Q6YCtwM/COkbc9H7ixqr666HCvZXD12JcZJEZ/usTHzvGtdOci4G+Avxp+1iN1CYO5OV8GfgEYvRT9BuC3gB8f/tmePub9vwz8wvD9Rw2Pt+RxR+cADef4XAD8GYP5Sx8cPjV+b8eV9ptPg5ekVSjJh4H/VlUf2+fOkh7GBEiSVpnhZOd54M+7rkVarUyAJElSc0yAJElSc2yAJElSc2yAJElSc2yAJElSc2yAJElSc2yAJElSc/4Xq77iG6ASk4kAAAAASUVORK5CYII=\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "All of the standard options should work, e.g., to add + markers at the data locations:" - ], - "metadata": { - "id": "gPPHMJ_PYJg6" - } - }, - { - "cell_type": "code", - "source": [ - "options('line', 'marker', '+')" - ], - "metadata": { - "id": "t7G-R5ECCFwZ" - }, - "execution_count": 79, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('combined')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "VIugOCT1CYco", - "outputId": "115372e2-3d69-4b7f-c54f-154db7a7d3ab" - }, - "execution_count": 80, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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gSZoaSY5KcnaSQ5KsTnImcA7wqeH2A5KsGe6+f5I1SXwyVoNMgCRJ06QYDHe9g8E/8jcDv1hVVwy3/xNw7PD3fz789YnATROssVMFzNry2QBJkqZHVW0BTt/F9uMmV436zAZIkqSWxAQInAMkSZIaZAIkSVJjTIBMgCRJUoNMgCRJaohXgQ2YAEmSpOaYAEmS1JACdnZdRA+YAEmSpObYAEmSpOY4BCZJUmN2dF1AD5gASZKk5pgASZLUkFngga6L6AETIEmS1JxeNUBJLk1ya5K7k9yQ5FXD9cclqSTbRpYLu65XkqSVpoD7x1zGkeT8JBuS3J/kXSPre/3d3bchsDcBP1tV9yc5EbgqyT8A/zzcflhVOXdLkqT+uAW4GDgTOHCB7b387u5VA1RVG0dfDpfjebgBkiRJ+2AW2L6Ex6uqywGSnAYcs4SHXla9GgIDSPK2JNuBTcCtwCdGNm9OcnOSdyY5spsKJUnSHujld3fvGqCqei1wKPA84HIGw5C3A88GjgVOHW6/bKH3JzlvOBa5YbZ3gZskSd2aBe4dcwGOnPtOHS7n7cFHjf3d3YVeDYHNqaqdwDVJXgG8pqreAmwYbv5WkvOBW5McWlVb5713PbAeYL+DU5OsW5KkKXN7VZ22N2+sqm2M+d3dhV42QCNmGMwBmm+useldgiVJUp8V8GB3Hw09+e7uRREASY5KcnaSQ5KsTnImcA7wqSTPSfLUJKuSHAG8Bbiqqu7qtmpJktqWZCbJGmA1sDrJmuG6Xn9396YBYtAZvga4GbgD+G3gF6vqCuBJwJXAVuAfGcwLOqejOiVJWrHmEqBxljFdwGDK0OuBVwx/fwE9/+7uzRBYVW0BTl9k2/uB90+2IkmStDtVtQ5Yt8jm3n5396YBkiRJy6/wafDQryEwSZKkiZjqBGgH+/Hf6c1jR4Drui5gEVu6LuBRwk1dl7Cgf83Xuy5hQc/puoBFHLl/1xUs7Pie1vXYrgtYwBN7c9s6aWlNdQMkSZIeqcPL4HvFITBJktQcEyBJkhoz23UBPWACJEmSmmMDJEmSmmMDJEmSmuMcIEmSGuKNEAdMgCRJUnNMgCRJakgBD3RdRA+YAEmSpOaYAEmS1JBZ4L6ui+gBEyBJktQcEyBJkhoyC2zvuogeMAGSJEnNMQGSJKkhs8C9XRfRAyZAkiSpOTZAkiSpOQ6BSZLUmJ1dF9ADJkCSJKk5JkCSJDWkgAe7LqIHTIAkSVJzTIAkSWqIl8EPmABJkqTmmABJktSQwqvAwARIkiQ1yAZIkiQ1xwZIkiQ1xzlAkiQ1pID7ui6iB0yAJElSc0yAJElqyE7gzq6L6AETIEmS1BwTIEmSGrIT2Np1ET1gAiRJkppjAyRJkprjEJgkSQ2ZBe7vuogeMAGSJEnNMQGSJKkh3ghxwARIkiQ1xwRIkqSGzAL3dF1ED5gASZKk5pgASZLUkJ3A3V0X0QMmQJIkqTkmQJIkNWTwMNRx84/Z5SylUyZAkiSpOSZAkiQ1ZAfhDvYbc+/pvWe0CZAkSWqOCZAkSQ2ZZRXbOXDMvU2AJEmSpoYJkCRJTVnNLGvH3PfO5SykUyZAkiSpOWMlQEnWAD8LnASsmVtfVT+zTHVJkqTGTLLfGDcBei/wncCZwP8GjgG2LnUxkiRpua2iOGSspQMT6zfGbYCeXFUXAvdU1buBfwc8ZzkKkiSpT5IclOTCJP9z+PopSX6o67qm1MT6jXEboAeHv96Z5BnAY4CjlqMgSZJ65p0Mrgd/7vD1N4GLuytnXwXYb8xl4ibWb4zbAK1P8ljgAuAK4HrgN5ejIEmSeub4qvothl/OVbWdQRehpTexfmPcBuhTVXVHVV1dVU+qqqOAv1jqYpJcmuTWJHcnuSHJq0a2vSDJpiTbk3w6ybFL/fmSpJVvGb5LHkhyIFDDYxzPir5DYID9x1wmbiL9BozfAP3RAus+spSFDL0JOK6q1gI/DFyc5NQkRwKXAxcChwMbgA8uw+c/2rq/msjHNGXdTV1XMHX+dl3XFUyfD63ruoLp8z/WTeyjlvq75L8CVwJPSHIZ8Cngl5elck2q39h1A5TkxCRnAY9J8iMjy08xcnnaUqmqjVU111XXcDke+BFgY1V9uKruA9YBJyc5calreJQ3XLXsH9GcN3y96wqmzmfe0HUF0+cjntMl93sTOqdL/V1SVX85fO9PAe8HTquqq5an+kno3xygSfcbsPsE6KnADwGHAS8ZWZ4F/NxyFJTkbUm2A5uAW4FPMLgfwHVz+1TVPcBXh+slSXqEZfguWQPcAdwNPD3J85e86LZNvN/Y5Y0Qq+pjwMeSPLeqPrMcBSzwma9N8gsMZtufwWCc9RBgy7xd7wIOnf/+JOcB5wGw3/5w2wV7XsRvr4M3j/xTZdVFg1+/7/nwr87Y8+PNOfCpe//e5bT68OX/jKs+B1d//uHXq64e/Pr8Z8EZpz5q9+Lxy1/TXriG7+26hIdd9U9w9Zcfevnf5/458/xj4YwndlPTo3yr6wIWcc/Cq6+6E66++6GXP/7QOV0LZxy23EXRx8cOPIG7d7/TLtx1Fdx99cOvnzw8p0+4CI5dt1eHnEmyYeT1+qpaP3+nff0uGZXkN4H/AGwEZuc+Arh60Tf1Wujbk7C66DfGPQP/kOQ/MqE7QVfVTuCaJK8AXgNsg0c9uGQtC9wcafgXYT1ADjq49qqAX1o3WAC+axXcMrurvcd3+H1Lc5yltv/1k/28VafB7Ibd7HTrRErZc7d0XcCIlzz821Wvhtk+jtlct/tdOjH/O3ABq66G2cn+Iz/cNNHPG8ex+9gAjbpmFXz/vv/vdEdVnTbOjvvyXTLPy4CnjgyraflMrN/o+52gZxiM224ETp5bmeTgkfWSJO3Kvn6XfI2OboqzPPo3B2hEe3eCTnJUkrOTHJJkdZIzgXMYzLb/KPCMJGcNnxNyEfCFqtq0lDUs6HUXLftHNOeiZRnObdtFZ3RdwfS56Lu7rmDqPGEC/ztdpu+S7cC1Sf4gyVvmluX9kzRrYneCHncIbP6dGW9j6e/MWAwiyncwaMw2A79YVVcADGeHvxW4FPg74Owl/vyFzQ2Faemse3XXFUyfdT/QdQXTZ91xXVcwdfZyzs+eWo7vkiuGy5To3xygEZPoN4Dxz8D8OzMewuA+CkumqrYAp+9i+yeB5b/sXZK0Yi3Hd8kwidBkLHu/MWeXDVCS1428/Onhr78//PXg5ShIkqQ+SPKhqvrxJF9keBfoUVXVo8tC98TcnaD7o4t+Y3cJ0NylgU8Fns3DEeBLgL9fjoIkSeqJ/zz81Se/L7+J9xu7uw/QrwIkuRp4VlVtHb5eB/zpchQkSVIfVNWtw183d13L0upfAtRFvzHuHKCjgQdGXj8wXCdJ0lRKspUFhr4YdBA1fNaYltbE+o1xG6D3AH+f5KPD1y8D3rUcBUmS1AdVtcs7RGtZTKzfGKsBqqo3Jvkz4HnDVT9dVf+wHAVJkqTltIq+DYHNmWS/MfaNAKrq88Dnd7ujJEnSXppUv9HbOyFJkqTlEODArovo3LiPwpAkSZoaJkCSJDVlFXBQ10V0zgRIkiQ1xwRIkqSmrGbwiK22mQBJkqTmmABJktQU5wCBCZAkSWqQCZAkSU0JsF/XRXTOBEiSJDXHBEiSpKaYAIEJkCRJapAJkCRJTQl+/ZsASZKkBtkASZKk5piBSZLUHL/+TYAkSVJzbAElSWqKl8GDCZAkSWqQCZAkSU0xAQITIEmS1CATIEmSmrIKEyATIEmS1CATIEmSmhJgTddFdM4ESJIkNccESJKkpqzCBMgESJIkNcgESJKkpngfIDABkiRJ+yDJ+Uk2JLk/ybvmbXtBkk1Jtif5dJJjOyrzUWyAJElqShgMAI2zjOUW4GLgDx/xKcmRwOXAhcDhwAbgg/tc/hJxCEySJO21qrocIMlpwDEjm34E2FhVHx5uXwfcnuTEqto08ULnMQGSJEnL4STgurkXVXUP8NXh+s6ZAEmS1Jyxv/6PTLJh5PX6qlo/5nsPAbbMW3cXcOi4H76cbIAkSdJibq+q0/byvduAtfPWrQW27ltJS8MhMEmSmjJ3Gfw4yz7ZCJz80KcmBwPHD9d3zgZIkiTttSQzSdYAq4HVSdYkmQE+CjwjyVnD7RcBX+jDBGiwAZIkqTGrgAPGXMZyAXAv8HrgFcPfX1BVW4CzgDcCdwDPAc5eqj/FvnIOkCRJ2mtVtQ5Yt8i2TwInTrKecdkASZLUlFVQB3ddROccApMkSc0xAZIkqSmroXpxK55OmQBJkqTmmABJktSSWgV1UNdVdM4ESJIkNccESJKkpgRqn+/yvOKZAEmSpOaYAEmS1JrZ1V1X0LnpboAeAP7frosY8R1ruq5gYd/9rK4reLQndV3AIo7ruoBFHN51AYs4/L6uK1jY/td3XcGCilu7LuFRruGWrkuY59VdF6Ap4RCYJElqznQnQJIk6ZEqsNMhMBMgSZLUnN40QEkOSHJJks1Jtia5NsmLhtuOS1JJto0sF3ZdsyRJK88wARpnmWJ9GgKbAb4BnA58HXgx8KEk3zOyz2FVtaOL4iRJ0vToTQNUVfcA60ZWfTzJjcCpwOc6KUqSpGlTgFFCf4bA5ktyNHACsHFk9eYkNyd5Z5IjOypNkiStcL1sgJLsB1wGvLuqNgG3A88GjmWQCB063L7Qe89LsiHJBhwtkyTpkQrYkfGWKdabIbA5SVYB72VwG8PzAapqG7BhuMu3kpwP3Jrk0KraOvr+qloPrAfIzME1scIlSdKK0asGKEmAS4CjgRdX1YOL7DrX2PQywZIkqbfmEqDG9aoBAt4OPA14YVXdO7cyyXOAO4EvA48F3gJcVVV3dVGkJEla2XrTACU5lsFDXu4HbhuEQTBcNwv8OnAUcDfwl8A5HZQpSdLK5lVgQI8aoKraDOwqk3v/pGqRJEnTrTcNkCRJmgATIMBJxJIkqUEmQJIktaSAxa6xbogJkCRJao4NkCRJao5DYJIktcQhMMAESJIkNcgESJKk1ngZvAmQJElqjwmQJEktcQ4QYAIkSZIaZAIkSVJLZoEHui6ieyZAkiSpOTZAkqSpkeSAJJck2Zxka5Jrk7xoZPurknwlybYkVyb5ri7r7UQB94+5TDEbIEnSNJkBvgGcDjwGuAD4UJLjkpwB/DrwUuBw4Ebg/d2Uqa45B0iSNDWq6h5g3ciqjye5ETgVeC7w4araCJDk14BvJjm+qr468WK7Mgts77qI7pkASZKmVpKjgROAjXOrRjcPf33GRItSL5gASZJWkpkkG0Zer6+q9QvtmGQ/4DLg3VW1KcmVwAeSvAP4MnARgxkxBy130b0yC9zbdRHdswGSJK0kO6rqtN3tlGQV8F4GF3yfD1BVn0zyX4E/AtYCvwtsBW5etmrVWw6BSZKmSpIAlwBHA2dV1UP3Pa6q36+qp1TV0QwaoRngH7uptCNeBQbYAEmSps/bgacBL6mqhwZ7kqxJ8owMfDewHvgfVXVHV4WqOzZAkqSpkeRY4NXAKcBtw/v9bEtyLrAGeB+wDfh74DPAhV3Vqm45B0iSNDWqajOPvNJrvu+dVC295cNQARMgSZLUIBMgSZJa4sNQARMgSZLUIBMgSZJaMncZfONMgCRJUnNMgCRJaknhHCBMgCRJUoNMgCRJaskszgHCBEiSJDXIBEiSpJY4BwgwAZIkSQ0yAZIkqSUmQIAJkCRJapAJkCRJLfFp8IAJkCRJapANkCRJao5DYJIktaSAHV0X0T0TIEmS1BwTIEmSWuIkaMAESJIkNcgESJKklhQ+DBUTIEmS1CATIEmSWuIcIMAESJIkNWiqE6DsLE5+9ze6LuMhN/KdXZewoLsOWN11CY/2uJ725kd1XcAintZ1AYv4jjVdV7Cw735W1xUs7EldF7CA47ouYL5Xd13AyjeLc4AwAZIkSQ2a6gRIkiTNU8B9XRfRPRMgSZLUHBMgSZJashPY1nUR3TMBkiRJzTEBkiSpJbPA9q6L6J4JkCRJao4NkCRJao5DYJIktaSAHV0X0T0TIEmS1JzeNEBJDkhySZLNSbYmuTbJi0a2vyDJpiTbk3w6ybFd1itJ0oq1Y8xlivWmAWIwHPcN4HTgMcAFwIeSHJfkSOBy4ELgcGAD8MGuCpUkSStbb+YAVdU9wLqRVR9PciNwKnAEsLGqPgyQZB1we5ITq2rTpGuVJGnFcg4Q0K8E6BGSHA2cAGwETgKum9s2bJa+OlwvSZK0R3qTAI1Ksh9wGfDuqtqU5BBgy7zd7gIOXeC95wHnAYT9lrtUSZJWlgIe7LqI7vUuAUqyCngv8ABw/nD1NmDtvF3XAlvnv7+q1lfVaVV1Wk/7O0mS1LFeNUBJAlwCHA2cVVVzPepG4OSR/Q4Gjh+ulyRJ45qbA+RVYL3yduBpwEuq6t6R9R8FnpHkrCRrgIuALzgBWpIk7Y3eNEDD+/q8GjgFuC3JtuFyblVtAc4C3gjcATwHOLuzYiVJWqnm5gCNs0yx3kySqarNQHax/ZPAiZOrSJIkTaveNECSJGkCvA8Q0KMhMEmSpEkxAZIkqSXeBwgwAZIkSQ2yAZIkSc1xCEySpJYU8GB1XUXnTIAkSVJzTIAkSWpJMXjaZuNMgCRJUnNMgCRJaolzgAATIEmS1CATIEmSWlKQMR+FMc05kQmQJElqjgmQJEkNCcXM7HjZzjhPzEhyFfB9PPyI1W9W1VP3rrrJMQGSJEn76vyqOmS49L75ARMgSZKaM1NLlwCtVCZAkiRpX70pye1J/ibJGV0XMw4TIEmSGrIK2H/M67vuhSOTbBhZtb6q1s/b7VeA6xncX/ps4E+SnFJVX12KepeLDZAkSVrM7VV12q52qKq/G3n57iTnAC8Gfm9ZK9tHNkCSJDVkFcVBY87uuWvvPqKA7N1bJ8c5QJIkaa8kOSzJmUnWJJlJci7wfODKrmvbHRMgSZK0t/YDLgZOBHYCm4CXVdUNnVY1BhsgSZIaMhgCe2BJjlVVW4BnL8nBJswhMEmS1BwTIEmSGhKK/af6FofjMQGSJEnNMQGSJKkpxeqHnlvaLhMgSZLUHBMgSZIaEooZEyATIEmS1B4TIEmSGhKK1V4FZgIkSZLaYwIkSVJTitXs7LqIzpkASZKk5pgASZLUkACrvArMBEiSND2SHJDkkiSbk2xNcm2SF41s//EkXxpuuz7JyzosVx0yAZIkTZMZ4BvA6cDXgRcDH0ryPcCDwKXAS4Erh9s+nOS4qvp2R/V2oFjlHCAbIEnS9Kiqe4B1I6s+nuRG4FTgZuDOqvqz4bY/TXIPcDzQUAMksAGSJE2xJEcDJwAbgS8DX0ryw8CfAi8B7ge+0F2FkxfKOUBMeQO0igc5lt/ouoyHPJkjuy5hQbn/MV2X8Ch33XRK1yUsaPtNh3ddwoK2/f0RXZewoBv5zq5LWNBdB6zuuoSFPa6H0zKP6rqAR5lJsmHk9fqqWr/Qjkn2Ay4D3l1Vm4br3gO8D1gDPAD82DA1UmOmugGSJE2dHVV12u52SrIKeC+DJuf84boXAr8FnAF8nsGw2BVJXlRV1y5XweonGyBJ0lRJEuAS4GjgxVU199yHU4Crq2ouQfpskr8DXghcO+k6u1OsdgjMy+AlSVPn7cDTgJdU1b0j6z8LPC/JKQBJngk8j8bmAGnABEiSNDWSHAu8msHk5tsGYRAAr66qy5KsAz4ynBy9Bfj1qvqLTortyOBGiF4GbwMkSZoaVbWZwXf8YtvfCrx1chWpr2yAJElqShETIOcASZKk9pgASZLUFG+ECCZAkiSpQSZAkiQ1ZHAVmAmQCZAkSWqOCZAkSU2ZZYZ7d7/blDMBkiRJzTEBkiSpIWGW1dzfdRmdMwGSJEnNMQGSJKkhYScz3Nl1GZ0zAZIkSc2xAZIkSc3pTQOU5PwkG5Lcn+RdI+uPS1JJto0sF3ZYqiRJK9bcENg4yzTr0xygW4CLgTOBAxfYflhVeetKSZK0z3rTAFXV5QBJTgOO6bgcSZKmVAE7uy6ic70ZAhvD5iQ3J3lnkiO7LkaSJK1cK6EBuh14NnAscCpwKHDZYjsnOW84l2jDLLMTKlGSpJVkdsxlevVmCGwxVbUN2DB8+a0k5wO3Jjm0qrYusP96YD3ATParyVUqSZJWit43QAuYa2pWQnolSVLPOAcIetQAJZlhUM9qYHWSNcAOBsNedwJfBh4LvAW4qqru6qhUSZK0wvUpRbkAuBd4PfCK4e8vAJ4EXAlsBf4RuB84p6MaJUla4YpBvjDOMr16kwBV1Tpg3SKb3z+5SiRJ0rTrTQMkSZImo5wD1KshMEmSpIkwAZIkqSlzc4DaZgIkSZKaYwIkSVJDiqJMgEyAJElSe2yAJElScxwCkySpKQ6BgQmQJElqkAmQJEmNMQEyAZIkSQ0yAZIkqSFFMWsCZAIkSZLaYwIkSVJTyoehYgIkSZIaZAIkSVJjTIBMgCRJUoNMgCRJakoxawJkAiRJktpjAiRJUkPKZ4EBJkCSJKlBJkCSJDWlKB7ouojOmQBJkqTm2ABJkqTmOAQmSVJDilnu556uy+icCZAkSWqOCZAkSQ2ZZSf3clfXZXTOBEiSJDXHBEiSpIbMspP7nANkAiRJktpjAiRJUlOKHd4I0QRIkiS1Z6oToJ3s4GO8vesyHnIQa7ouYUGHsbbrEh7lCL6j6xIWdAwndV3Cgo7giK5LWNCTObLrEhaU+x/TdQkLuuumU7ou4VG233R41yU8wjVdFzAFiuJBHuy6jM6ZAEmSpOZMdQIkSZIeqSh2mACZAEmSpPaYAEmS1JBBArSj6zI6ZwIkSZKaYwIkSVJDisFV0q0zAZIkSc2xAZIkSc1xCEySpKYUO9nZdRGdMwGSJEnNMQGSJKkhZQIEmABJkqQGmQBJktSQAnaYAJkASZKk9pgASZLUFOcAgQmQJElqkAmQJEkNGTwKY7brMjpnAiRJkppjAiRJUlOcAwQmQJIkqUEmQJIkNWQwB8gEyARIkiQ1xwRIkqSG+CywARMgSZLUHBsgSZLUnN40QEnOT7Ihyf1J3jVv2wuSbEqyPcmnkxzbUZmSpB5LckCSS5JsTrI1ybVJXjTcdm6SbSPL9iSV5NSu6560WWqsZZr1pgECbgEuBv5wdGWSI4HLgQuBw4ENwAcnXp0kaSWYAb4BnA48BrgA+FCS46rqsqo6ZG4BXgt8Dfh8d+WqK72ZBF1VlwMkOQ04ZmTTjwAbq+rDw+3rgNuTnFhVmyZeqCSpt6rqHmDdyKqPJ7kROBW4ad7urwTeU1XTHXUsYNrTnXH0KQFazEnAdXMvhj/cXx2ulyRpUUmOBk4ANs5bfyzwfOA9XdSl7vUmAdqFQ4At89bdBRy60M5JzgPOG74s4N59/PwZYMc+HgOA7dy3FIdZch3UtdtzegvfnlApe+aLj/x/aJ8s2c+pHuI5XXpLcU4PTLJh5PX6qlq/0I5J9gMuA969wIjBTwJ/XVU37mM9K9GfA0eOue/ty1lIl1ZCA7QNWDtv3Vpg60I7D/8iLPiXYW8k2VBVpy3V8eQ5XQ6e06XnOV16kzynSVYB7wUeAM5fYJefBH59ErX0TVX9YNc19MFKGALbCJw89yLJwcDx0N9/ikuSupMkwCXA0cBZVfXgvO3/Gvgu4CMdlKee6E0DlGQmyRpgNbA6yZokM8BHgWckOWu4/SLgC06AliQt4u3A04CXVNVC0yBeCfxRVS04kqA29KYBYnCp4r3A64FXDH9/QVVtAc4C3gjcATwHOHuCdS3ZcJoe4jldep7Tpec5XXrLfk6Hk5tfDZwC3DZyz59zh9vXAD8OvHu5a1G/pcGr/yRJUuP6lABJkiRNhA2QJElqjg3QUJLDk3w0yT3DZ8i8fLj+cUmuSHLL8Jkxx3Vc6oqxi3P675Jck+TOJLcl+V9JFryvkx5pF+f03yT54vCc/vNwn8d3Xe9KsNg5nbfPHw7//j+5ixpXol38rJ6RZHbeM7le2XW9ao8N0MN+n8H9Io4GzgXenuQkYBa4ksFEbO2Zxc7pYxg89+27GFyp8Xjgv3VV5Aqz2Dm9Hjizqg5jcF6/zOBKGO3eYucUgCTfz+DWG9ozuzqvt4w+k6uqnJCsiXMSNA/dW+gO4BlVdcNw3XuBb1bV64evZ4AHgSdW1U1d1bpSjHNOR/b9EeBXq+p7Jl/pyjHuOU1yAINnIb20qp7eRa0rxe7O6fDv/WcZXDZ9HfCUqvpKZwWvELs6rwz+QXlpVR2zi0NIy84EaOAEYMfcX9Sh6/B5Y/tiT87p8/HGluPY5TlN8t1J7mRwC4lfAn5r4hWuPLv7Of2/gKur6gsTr2xl2915PSrJt5LcmOR3hg2TNFEr4VEYk3AIcPe8dYs+b0xjGeucJvm3DP51/ZwJ1bWS7fKcVtXXgcOSHA78HODNQndv0XOa5AkM7idz6sSrWvl29bO6icE9ejYBxzK4H8+bGZxraWJMgAb26HljGstuz2mS7wPeB/zovH8pamFj/ZxW1b8w+FL52HAIR4vb1Tn9XeANVXXXpIuaAoue16q6raqur6rZ4YNIfxnnWKoDNkADNwAzSZ4ysu5kHJbZF7s8p0meCVwB/ExVfaqD+laiPfk5nQGO4tFfQnqkXZ3TFwD/bXil4m3DbZ9Z6CoxPcqe/KwWfhepA06CHkryAQZ/EV/FIJ79BPCvqmrjyDPKtgEnApur6r6ual0pFjunQIBPAf+pqj7YWYEr0C7O6VMZfLl8GTiCwRU4T66qZ3VT6cqxi3O6hUd+Md8KPBe4bpHnS2nELs7rUcDXgK8DxwDvAW6qqp/uplK1yq77Ya8FDgS+DbwfeE1Vzf1r5V4GzQ8Mxq39n994Fjun/zfwHcAlI/cBMW0bz2Ln9PEMrq7ZCnyRwe0b/n1XRa4wC57Tqvr2cLjmtqqaS4But/kZ22I/q88E/ha4Z/jrF4H/1FWRapcJkCRJao4JkCRJao4NkCRJao4NkCRJao4NkCRJao4NkCRJao4NkCTtoyR/mOTbSf5x3vqTk3wmyReT/EmStcP15ya5dmSZTXLKcNupw/2/kuQtSbLIZ65L8ktLVP8BST44/My/S3LccP0RST49vFXFW3fx/icO3/eV4XH239VxF3j/Dyb5p+F+r9/dcaWlYAMkSfvuXcAPLrD+fwGvr6rvAT4K/D8AVXVZVZ1SVacAPwHcWFXXDt/zdgbPcnvKcFnouEvtZ4E7qurJwO8Avzlcfx9wIYOH6+7KbwK/M3z/HcPj7eq4D0mymsGNO18EPB04J8nTd3NcaZ/ZAEnSPqqqq4F/WWDTCcDVw9//JQs/8+oc4AMASR4HrK2q/68GN2l7D/Cy3X1+kp9L8tkk1yX5oyQHDde/a5gi/W2SryX50UUO8VIGz48D+AjwgiSpqnuq6hoGjdBinx3gB4bvY3icuZoXPO68Q/wfwFeq6mtV9cDwXLx0N8eV9pkNkCQtn40MmgCAHwOesMA+/4HBnZJhcEfvm0e23TxctzuXV9Wzq+pk4Es8Mil5HPD9wA8Bv7HI+x8PfAOgqnYweHL7EWN8LsP97hy+b37NCx43yXcl+cT8fea9f1fHlfaZDZAkLZ+fAV6b5HPAocADoxuTPAfYXlX/uNCb98Azkvx1ki8C5wInjWz74+GT168Hjt7Hz1kSVXVLVb246zrUNhsgSVomVbWpqv7PqjqVQcrz1Xm7nM3D6Q/ANxk8IHTOMcA3kzxhZML0zy/wUe8Czh/ONfpVYM3ItvtHfh+AJG+cO97I5z5huG0GeAzwz2P+Mf8ZOGz4vodq3oPjPrTPvPfv6rjSPrMBkqRlkuSo4a+rgAuAd4xsWwX8OMP5PwBVdStwd5LvG86B+UngY1X1jblJ01X1Dh7tUODWJPsxSIB2qar+y8gkbIArgFcOf/+jwF/VmA+KHO736eH7GB7nY3tw3M8CTxle8bU/g6bwit0cV9pnNkCStI+SvB/4DPDUJDcnmZuDc06SG4BNwC3AO0fe9nzgG1X1tXmHey2Dq8e+wiAx+rNFPnaGh9OdC4G/A/5m+Fl76hIGc3O+ArwOGL0U/SbgzcBPDf9sT1/g/b8CvG74/iOGx1v0uKNzgIZzfM4H/pzB/KUPDZ8av6vjSvvMp8FL0gqU5KPA/6yqT+x2Z0mPYgIkSSvMcLLzLPAXXdcirVQmQJIkqTkmQJIkqTk2QJIkqTk2QJIkqTk2QJIkqTk2QJIkqTk2QJIkqTn/PzC6GntgNP8LAAAAAElFTkSuQmCC\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "And you can update the yrange of the line:" - ], - "metadata": { - "id": "gUXED2JIYPuL" - } - }, - { - "cell_type": "code", - "source": [ - "options('line', 'yrange', [29, 31])" - ], - "metadata": { - "id": "dPreZjN1CZNx" - }, - "execution_count": 81, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('combined')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "0bUQTFevCf0j", - "outputId": "af7d98c4-0922-48c9-e171-44560c4b2f5c" - }, - "execution_count": 82, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Add a legend to the line:" - ], - "metadata": { - "id": "GFGuu9zvYSyS" - } - }, - { - "cell_type": "code", - "source": [ - "options('line', 'legend_names', 'Line')" - ], - "metadata": { - "id": "G2u1FDzeCgzH" - }, - "execution_count": 83, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('combined')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "4yR1n7aTCnXP", - "outputId": "ffcf48a3-aea2-407b-a148-1e399b678127" - }, - "execution_count": 84, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Set the title of the color bar:" - ], - "metadata": { - "id": "mZpltUtdYU_y" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'ztitle', 'Colorbar title')" - ], - "metadata": { - "id": "yQh9z_DpCoNw" - }, - "execution_count": 85, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('combined')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "g5Ri9qOFC1Ho", - "outputId": "8d6b5ca0-f0b6-43f0-bf20-086d057cb01f" - }, - "execution_count": 86, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + { + "cell_type": "markdown", + "source": [ + "By default, it'll still show up as a line plot" + ], + "metadata": { + "id": "Vi6VkXRMWBMy" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 + }, + "id": "sItBNG57-12B", + "outputId": "babefd51-04b2-4c22-a7c6-9ae97a039c14" + }, + "execution_count": 39, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Set the `spec` option to turn it into a spectrogram" + ], + "metadata": { + "id": "BK0sIygTWEgw" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'spec', True)" + ], + "metadata": { + "id": "Fuodk5kK-23u" + }, + "execution_count": 40, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "fx0rklDm-6Ek", + "outputId": "7b9af8cc-3778-442a-aa54-38181b7a88b1" + }, + "execution_count": 41, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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AJEWSJDVlkyJJklqySZEkSS05J0WSpGYKuHPoIhowSZEkSS2ZpEiS1Mxe4Nahi2jAJEWSJLVkkiJJUjN7gV1DF9GASYokSWrJJkWSJLXkcI8kSc3MAXcNXUQDJimSJKklkxRJkprxZm4jJimSJKklkxRJkpqZA24fuogGTFIkSVJLJimSJDWzF/jK0EU0YJIiSZJaMkmRJKmZ0QMGp80R5pazlEGZpEiSpJZMUiRJauZewi0cMuXeq/fetCYpkiSpJZMUSZKamWMde3jIlHubpEiSJM2USYokSe2sZ47NU+5763IWMiiTFEmS1NJUSUqSjcBPAacAG+fXV9VPLlNdkiSpoVn2BNMmKW8E/hVwNvBXwPHArqUuRpIkAayj2DTVMoCZ9QTTNimPq6oLgdur6mLg+4GzlqMgSZLU2sx6gmknzt4z/vXWJKcCNwLHLkdBkiQpMPXN3GZuZj3BtE3KtiQPBy4ALgM2ARcuR0GSJKm1mfUE0w73fKCqbqmqD1fVY6rqWOAvlrqYJG9KckOSryS5KslPT2x7RpKdSfYk+WCSE5b68yVJ6iHAoVMuMzeTngCmb1L+dB/r/mQpCxl7NXBiVW0G/h3wyiRnJDkGuIRRp3YUsB142zJ8viRJWtyseoLFh3uSnMzoEqOHJfnRiU2bmbjsaKlU1Y7Jl+PlscAZwI6qese4rq3AzUlOrqqdS12HJEnD6jcnZdY9ARx4TspJwA8ARwI/OLF+F/Azy1FQkt8BfgJ4CPB3wHuAVwFXzO9TVbcnuZrRybJJkSRp+c28J1i0SamqdwHvSvKUqvr4chSwj898UZKfA54CPJ3Rk5M2ATct2PU24IiF70+yBdgCwKOPW85SJUlaJqHbk2uG6AmmPQN/l+Q/MaM7zlbVXuAjSZ4DvBDYDV/zEIPN7OPmMVW1DdgGkDNPquWoT5KkNWxmPUH3O85uYDQnZQdw2vzKJIdPrJckaZWZn5MyzTJza++Os0mOTXJukk1J1ic5GzgP+ABwKXBqknPGzwx4OXClk2YlSZq5NXnH2WI0tPO7jJqna4FfqKrLAJKcA/w28CbgE8C5S/z5kiQ10W9OyoS1d8fZqroJeNoi298PnLyUnylJkg7azO44e6D7pLx44uXzx7++bvzr4ctRkCRJmr/jbB9D9AQHSlLmL/E9CXgyo44JRtdH//VyFCRJklqaeU9woPuk/DJAkg8D31JVu8avtwL/ezkKkiRJ/ZKUIXqCaa/uOQ64e+L13eN1kiRpbZlZTzDtxNk/Av46yaXj1z8MvGE5CpIkSa3NrCeYqkmpqlcl+XPgO8arnl9Vf7ccBUmSpHV0G+6ZN8ueYOqLsKvqb4G/XY4iJEnSyjGrnqDtnWIkSVq7Ajxk6CIGN+3EWUmSpJkySZEkqZ11wEOHLmJwJimSJKklkxRJktpZz+iROGubSYokSWrJJEWSpHackwImKZIkqSmTFEmS2glwyNBFDM4kRZIktWSSIklSOyYpYJIiSZKaMkmRJKmd4Fe0SYokSWrKJkWSJLVkliRJUkt+RZukSJKklmzTJElqx0uQwSRFkiQ1ZZIiSVI7JilgkiJJkpoySZEkqZ11mKSYpEiSpKZMUiRJaifAxqGLGJxJiiRJaskkRZKkdtZhkmKSIkmSmjJJkSSpHe+TAiYpkiSteknOT7I9yV1J3rBg2zOS7EyyJ8kHk5wwUJlfwyZFkqR2wmiwY5plKtcDrwT+4H6fkhwDXAJcCBwFbAfe9qDLXyIO90iStMpV1SUASc4Ejp/Y9KPAjqp6x3j7VuDmJCdX1c6ZF7qASYokSWvXKcAV8y+q6nbg6vH6wZmkSJLU0tRf0cck2T7xeltVbZvyvZuAmxasuw04YtoPX042KZIkrWw3V9WZD/C9u4HNC9ZtBnY9uJKWhsM9kiS1M38J8jTLg7IDOO2+T00OBx47Xj84mxRJkla5JBuSbATWA+uTbEyyAbgUODXJOePtLweu7DBpFmxSJElqaB1w2JTLVC4A7gBeBjxn/PMFVXUTcA7wKuAW4Czg3KX6XTxYzkmRJGmVq6qtwNb9bHs/cPIs65mWTYokSe2sgzp86CIG53CPJElqySRFkqR21kO1uFXJoExSJElSSyYpkiR1U+ugHjp0FYMzSZEkSS2ZpEiS1E6gHvTdZFc8kxRJktSSSYokSR3NrR+6gsGZpEiSpJZsUiRJUksO90iS1E0F9jrcY5IiSZJaatOkJDksyUVJrk2yK8nlSb5vvO3EJJVk98Ry4dA1S5K0PMZJyjTLKtZpuGcD8AXgacDngWcCb0/yjRP7HFlV9w5RnCRJmq02TUpV3Q5snVj1Z0muAc4A/maQoiRJGkIB/pO8z3DPQkmOA54A7JhYfW2S65L8YZJjBipNkiTNQJskZVKSQ4A3AxdX1c4km4AnA5cDRwOvG28/ex/v3QJsAQiPZuO6b5tV2aveHd/01KFLWF2+66VDV7CqvO+7h65gdXnft80NXcIqc5BftwXcm2WpZCVp16QkWQe8EbgbOB+gqnYD28e7fCnJ+cANSY6oql2T76+qbcA2gHU5o2ZWuCRJWlKtmpQkAS4CjgOeWVX37GfX+eaj7XCVJEkPmEkK0KxJAV4PPBH47qq6Y35lkrOAW4F/BB4OvBb4UFXdNkSRkiRp+bVpUpKcALwAuAu4cRSqwHjdHPDfgWOBrwB/CZw3QJmSJC0/r+4BGjUpVXUtsFi29dZZ1SJJkobXpkmRJEljJimAE08lSVJTJimSJHVTwP6ub11DTFIkSVJLNimSJKklh3skSerG4R7AJEWSJDVlkiJJUkdegmySIkmSejJJkSSpG+ekACYpkiSpKZMUSZK6mQPuHrqI4ZmkSJKklkxSJEnqpoC7hi5ieCYpkiSpJZMUSZK6mQP2DF3E8ExSJElSSyYpkiR1MwfcMXQRwzNJkSRJLZmkSJLUjVf3ACYpkiSpKZsUSZLUksM9kiR14wMGAZMUSZLUlEmKJEnd+IBBwCRFkiQ1ZZIiSVI3XoIMmKRIkqSmTFIkSeqmcE4KJimSJKkpkxRJkrqZwzkpmKRIkqSmTFIkSerGOSmASYokSWrKJEWSpG5MUgCTFEmS1JRJiiRJ3fgUZMAkRZIkNWWTIkmSWnK4R5Kkbgq4d+gihmeSIkmSWjJJkSSpGyfOAiYpkiSpKZMUSZK6KXzAICYpkiSpKZMUSZK6cU4KYJIiSZKaMkmRJKmbOZyTgkmKJElqyiRFkqRuCrhz6CKGZ5IiSZJaMkmRJKmbvcDuoYsYnkmKJElqySRFkqRu5oA9QxcxPJMUSZLUkk2KJElqyeEeSZK6KeDeoYsYnkmKJElqqU2TkuSwJBcluTbJriSXJ/m+ie3PSLIzyZ4kH0xywpD1SpK0rO6dclnF2jQpjIaevgA8DXgYcAHw9iQnJjkGuAS4EDgK2A68bahCJUnS8mszJ6Wqbge2Tqz6syTXAGcARwM7quodAEm2AjcnObmqds66VkmSlpVzUoBeScr9JDkOeAKwAzgFuGJ+27ihuXq8XpIkrUJtkpRJSQ4B3gxcXFU7k2wCblqw223AEft47xZgC0B49HKXKknS0ivgnqGLGF67JCXJOuCNwN3A+ePVu4HNC3bdDOxa+P6q2lZVZ1bVmXDMstYqSZKWT6smJUmAi4DjgHOqar6P3AGcNrHf4cBjx+slSVpd5uekeHVPK68Hngj8YFXdMbH+UuDUJOck2Qi8HLjSSbOSJK1ebZqU8X1PXgCcDtyYZPd4eXZV3QScA7wKuAU4Czh3sGIlSVpO83NSpllWsTYTZ6vqWiCLbH8/cPLsKpIkSUNq06RIkqQx75MCNBrukSRJmmSSIklSN94nBTBJkSRJTdmkSJKklhzukSSpmwLuqaGrGJxJiiRJaskkRZKkborRE+zWOJMUSZLUkkmKJEndOCcFMEmRJElNmaRIktRNQaa8Lf5qzltMUiRJUksmKZIkNROKDXPTZSTT3D0/yYeAb+Wrjy38YlWd9MCqmx2TFEmS1obzq2rTeGnfoIBJiiRJLW2opUtSViqTFEmS1oZXJ7k5yUeTPH3oYqZhkiJJUjPrgEOnvG7nDjgmyfaJVduqatuC3V4KfIbRfWzPBd6d5PSqunop6l0uNimSJK1sN1fVmYvtUFWfmHh5cZLzgGcC/3NZK3uQbFIkSWpmHcVDp5xtctsD+4gC8sDeOjvOSZEkaRVLcmSSs5NsTLIhybOBpwLvHbq2AzFJkSRpdTsEeCVwMrAX2An8cFVdNWhVU7BJkSSpmdFwz91Lcqyqugl48pIcbMYc7pEkSS2ZpEiS1EwoDl3Vt2mbjkmKJElqySRFkqR2ivX3PQtw7TJJkSRJLZmkSJLUTCg2mKSYpEiSpJ5MUiRJaiYU6726xyRFkiT1ZJIiSVI7xXr2Dl3E4ExSJElSSyYpkiQ1E2CdV/eYpEiSpJ5MUiRJaqdY55wUkxRJktSTSYokSc2Eck4KJimSJKkpmxRJktSSwz2SJLVTrHe4xyRFkiT1ZJIiSVIzo5u5eQmySYokSWrJJEWSpHaKmKSYpEiSpJ5MUiRJasebuYFJiiRJasokRZKkZkZX95ikmKRIkqSWTFIkSWpnjg3cMXQRgzNJkSRJLZmkSJLUTJhjPXcNXcbgTFIkSVJLJimSJDUT9rKBW4cuY3AmKZIkqSWbFEmS1FKbJiXJ+Um2J7kryRsm1p+YpJLsnlguHLBUSZKW1fxwzzTLatZpTsr1wCuBs4GH7GP7kVXl7fckSVoj2jQpVXUJQJIzgeMHLkeSpAEVsHfoIgbXZrhnCtcmuS7JHyY5ZuhiJEnS8mqTpCziZuDJwOXA0cDrgDczGhb6Gkm2AFvmX9/Boctf4RrxqCsfMXQJq8rpVz5z6BJWlY2/9YShS1hVbuB7hi5hVfnIA3rX3BJXsfK0b1KqajewffzyS0nOB25IckRV7drH/tuAbQBJanaVSpKkpdS+SdmH+cZjJQ1VSZJ0EJyTAo2alCQbGNWzHlifZCNwL3AGcCvwj8DDgdcCH6qq2wYqVZIkzUCnNOIC4A7gZcBzxj9fADwGeC+wC/g0cBdw3kA1SpI0A8Xo3+nTLKtXmySlqrYCW/ez+a2zq0SSJHXQpkmRJElfVc5JaTXcI0mSdB+TFEmS2pmfk7K2maRIkqSWTFIkSWqmKMokxSRFkiT1ZJMiSZJacrhHkqR2HO4BkxRJktSUSYokSQ2ZpJikSJKkpkxSJElqpijmTFJMUiRJUk8mKZIktVM+YBCTFEmS1JRJiiRJDZmkmKRIkqSmTFIkSWqnmDNJMUmRJEk9maRIktRM+ewewCRFkiQ1ZZIiSVI7RXH30EUMziRFkiS1ZJMiSZJacrhHkqRmijnu4vahyxicSYokSWrJJEWSpGbm2Msd3DZ0GYMzSZEkSS2ZpEiS1Mwce7nTOSkmKZIkqSeTFEmS2inu9WZuJimSJKknkxRJkpopinu4Z+gyBmeSIkmSWjJJkSSpmaK41yTFJEWSJPVkkiJJUjOjJOXeocsYnEmKJElqySRFkqRmCthrkmKSIkmSerJJkSRJLTncI0lSO8Ve9g5dxOBMUiRJUksmKZIkNVMmKYBJiiRJasokRZKkZgq41yTFJEWSJPVkkiJJUjvOSQGTFEmS1JRJiiRJzYxuiz83dBmDM0mRJEktmaRIktSOc1LAJEWSJDVlkiJJUjOjOSkmKSYpkiSpJZMUSZKa8dk9IyYpkiSpJZsUSZLUUpsmJcn5SbYnuSvJGxZse0aSnUn2JPlgkhMGKlOSpJmYo6ZappHkqCSXJrk9ybVJnrXM5S+JNk0KcD3wSuAPJlcmOQa4BLgQOArYDrxt5tVJkrRyvQ64GzgOeDbw+iSnDFvSgbVpUqrqkqp6J/DlBZt+FNhRVe+oqjuBrcBpSU6ecYmSJM3MUiUpSQ4HzgEurKrdVfUR4DLgucv8W3jQ2jQpizgFuGL+RVXdDlw9Xi9Jkhb3BODeqrpqYt0VrIDv0ZVwCfIm4KYF624DjtjXzkm2AFvGL3cD/7B8pS2ZY4Cbhy7iQL7ADUOXMK0Vcj4vGrqEaa2I87mCrJDz+dKhC5jWCjmfHOxcyvcx+r1NY2OS7ROvt1XVtonXm4CvLHjPfr9HO1kJTcpuYPOCdZuBXfvaefwfZtu+tnWVZHtVnTl0HauF53NpeT6Xludzaa3W81lV37uEhzuo79FOVsJwzw7gtPkX47G1x47XS5KkxV0FbEjy+Il1p7ECvkfbNClJNiTZCKwH1ifZmGQDcClwapJzxttfDlxZVTuHrFeSpJVgPJfzEuAVSQ5P8m+AHwLeOGxlB9amSQEuAO4AXgY8Z/zzBVV1E6NZya8CbgHOAs4dqshlsqKGp1YAz+fS8nwuLc/n0vJ8TudFwEOAfwbeCrywqtonKama7kYwkiRJs9QpSZEkSbqPTYokSWrJJmWG9vfshCSPSHJZkuuTVJITBy51RVjkfH5/ko8kuTXJjUl+P0n7+wEMbZHz+Z1JPjU+n18e7/PIoetdCaZ5XkqSPxj/vX/cEDWuJIv8GX16krkkuyeW5w1drx48m5TZ2t+zE+aA9zKaIKzp7e98PozRc6C+Hngi8EjgN4YqcgXZ3/n8DHB2VR3J6Jz+I/D6oYpcYRZ9XkqSb2d0SwVNZ7HzeX1VbZpYLh6sSi0ZJ87OyPj+LrcAp87fmjjJG4EvVtXLxq83APcA31BV/zRUrSvBNOdzYt8fBX65qr5x9pWuDNOezySHMXp+1g9V1ZOGqHWlONA5Hf99/yTwPEa3KH98VX12sIKbW+x8MvpH3puq6vgBS9QyMEmZnRX77ISmDuZ8PpUVcNOigS16PpM8OsmtjG4N8BLg12de4cpzoD+j/wX4cFVdOfPKVqYDnc9jk3wpyTVJXjNuarTCrYTb4q8WK/bZCU1NdT6TfA+jf6meNaO6VqpFz2dVfR44MslRwM8A3kzxwPZ7TpM8CngBcMbMq1q5FvszuhM4ffzrCcDFwG8yOsdawUxSZmfFPjuhqQOezyTfCrwF+LEF//rS15rqz2dV/QujL4B3jYcrtH+LndPfAl5RVbfNuqgVbL/ns6purKrPVNVcVV0D/CLO8VsVbFJmZ8U+O6GpRc9nkm8GLgN+sqo+MEB9K83B/PncABzL135h6P4WO6fPAH5jfPXZjeNtH9/X1T+6z8H8GS38flsVnDg7Q0n+mNFfnp9mFE2+B/i2qtox8dyi3cDJwLVVdedQta4E+zufQIAPAD9fVW8brMAVZpHzeRKjL4J/BI5mdIXF46rqW4apdOVY5JzexP2/RG8AngJcUVV3zLjMFWOR83ks8Dng88DxwB8B/1RVzx+mUi0VO83ZWuzZCXcwalBgNK7q/6gObH/n878CXwdcNHHPBBOrA9vf+Xwko6sndgGfYnTJ/I8MVeQKs89zWlX/PB6iuLGq5pOUm21QDmh/f0a/GfgYcPv4108BPz9UkVo6JimSJKklkxRJktSSTYokSWrJJkWSJLVkkyJJklqySZEkSS3ZpEjSGpXkD5L8c5JPL1h/WpKPJ/lUkncn2Txe/+wkl08sc0lOH287Y7z/Z5O8Nkn285lbk7xkieo/LMnbxp/5iSQnjtcfneSD49sP/PYi7/+G8fs+Oz7OoYsddx/v/94k/zDe72UHOq4Onk2KJK1dbwC+dx/rfx942fjJ4ZcC/w2gqt5cVadX1enAc4Frqury8Xtez+i5To8fL/s67lL7KeCWqnoc8Brg18br7wQuZPQwzMX8GvCa8ftvGR9vsePeJ8l6Rjc2/D7gScB5SeafDL6/4+og2aRI0hpVVR8G/mUfm54AfHj881+y7+fgnAf8MUCSRwCbq+r/1ejmW38E/PCBPj/JzyT5ZJIrkvxpkoeO179hnMZ8LMnnkvzYfg7xQ4yeJQXwJ8AzkqSqbq+qjzBqVvb32QG+a/w+xseZr3mfx11wiH8NfLaqPldVd4/PxQ8d4Lg6SDYpkqSFdjD6ogb498Cj9rHPjzO66yuM7kp83cS268brDuSSqnpyVZ0G/D33TxweAXw78APAr+7n/Y8EvgBQVfcyeiry0VN8LuP9bh2/b2HN+zxukq9P8p6F+yx4/2LH1UGySZEkLfSTwIuS/A1wBHD35MYkZwF7qurT+3rzQTg1yf9N8ing2cApE9veOX6q8WeA4x7k5yyJqrq+qp45dB1riU2KJOl+qmpnVf3bqjqDUVpy9YJdzuWrKQrAFxk92G/e8cAXkzxqYpLtz+7jo94AnD+e+/LLwMaJbXdN/ByAJK+aP97E5z5qvG0D8DDgy1P+Nr8MHDl+3301H8Rx79tnwfsXO64Okk2KJOl+khw7/nUdcAHwuxPb1gH/gfF8FICqugH4SpJvHc/J+I/Au6rqC/MTbavqd/laRwA3JDmEUZKyqKr6pYmJuwCXAc8b//xjwP+pKR9IN97vg+P3MT7Ouw7iuJ8EHj++kudQRo3bZQc4rg6STYokrVFJ3gp8HDgpyXVJ5ueEnJfkKkZPZL8e+MOJtz0V+EJVfW7B4V7E6KqgzzJKXv58Px+7ga+mJBcCnwA+Ov6sg3URo7kinwVeDExeBvxPwG8CPzH+vT1pH+9/KfDi8fuPHh9vv8ednJMynnNyPvA+RvNp3j7xVPv9HVcHyacgS5JmJsmlwP+qqvcccGeteSYpkqSZGE+QnQP+YuhatDKYpEiSpJZMUiRJUks2KZIkqSWbFEmS1JJNiiRJaskmRZIktWSTIkmSWvr/KxjekkA0k2kAAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Update the y-axis range" + ], + "metadata": { + "id": "ew4qLvs1WHqL" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'yrange', [15, 45])" + ], + "metadata": { + "id": "Q_IG-dUp-6o3" + }, + "execution_count": 42, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "WCWbPlXO_Ho5", + "outputId": "4d39a8cf-ca1f-41fb-a4a2-a335f08d3663" + }, + "execution_count": 43, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the y-axis range back" + ], + "metadata": { + "id": "oVt9sf3IWLIT" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'yrange', [10, 50])" + ], + "metadata": { + "id": "AuoyVz4c_IG5" + }, + "execution_count": 44, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Update the color bar range" + ], + "metadata": { + "id": "7bXLBUUdWMz_" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'zrange', [5, 20])" + ], + "metadata": { + "id": "QHlw8rPo_MG-" + }, + "execution_count": 45, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "rC82yrf3_Qfj", + "outputId": "535bd5a2-66b4-49db-8865-08b6d8602b42" + }, + "execution_count": 46, + "outputs": [ + { + "output_type": "display_data", + 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\n" 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" + ], + "image/png": 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AJEWSJDVlkyJJklqySZEkSS05J0WSpGYKuHPoIhowSZEkSS2ZpEiS1Mxe4Nahi2jAJEWSJLVkkiJJUjN7gV1DF9GASYokSWrJJkWSJLXkcI8kSc3MAXcNXUQDJimSJKklkxRJkprxZm4jJimSJKklkxRJkpqZA24fuogGTFIkSVJLJimSJDWzF/jK0EU0YJIiSZJaMkmRJKmZ0QMGp80R5pazlEGZpEiSpJZMUiRJauZewi0cMuXeq/fetCYpkiSpJZMUSZKamWMde3jIlHubpEiSJM2USYokSe2sZ47NU+5763IWMiiTFEmS1NJUSUqSjcBPAacAG+fXV9VPLlNdkiSpoVn2BNMmKW8E/hVwNvBXwPHArqUuRpIkAayj2DTVMoCZ9QTTNimPq6oLgdur6mLg+4GzlqMgSZLU2sx6gmknzt4z/vXWJKcCNwLHLkdBkiQpMPXN3GZuZj3BtE3KtiQPBy4ALgM2ARcuR0GSJKm1mfUE0w73fKCqbqmqD1fVY6rqWOAvlrqYJG9KckOSryS5KslPT2x7RpKdSfYk+WCSE5b68yVJ6iHAoVMuMzeTngCmb1L+dB/r/mQpCxl7NXBiVW0G/h3wyiRnJDkGuIRRp3YUsB142zJ8viRJWtyseoLFh3uSnMzoEqOHJfnRiU2bmbjsaKlU1Y7Jl+PlscAZwI6qese4rq3AzUlOrqqdS12HJEnD6jcnZdY9ARx4TspJwA8ARwI/OLF+F/Azy1FQkt8BfgJ4CPB3wHuAVwFXzO9TVbcnuZrRybJJkSRp+c28J1i0SamqdwHvSvKUqvr4chSwj898UZKfA54CPJ3Rk5M2ATct2PU24IiF70+yBdgCwKOPW85SJUlaJqHbk2uG6AmmPQN/l+Q/MaM7zlbVXuAjSZ4DvBDYDV/zEIPN7OPmMVW1DdgGkDNPquWoT5KkNWxmPUH3O85uYDQnZQdw2vzKJIdPrJckaZWZn5MyzTJza++Os0mOTXJukk1J1ic5GzgP+ABwKXBqknPGzwx4OXClk2YlSZq5NXnH2WI0tPO7jJqna4FfqKrLAJKcA/w28CbgE8C5S/z5kiQ10W9OyoS1d8fZqroJeNoi298PnLyUnylJkg7azO44e6D7pLx44uXzx7++bvzr4ctRkCRJmr/jbB9D9AQHSlLmL/E9CXgyo44JRtdH//VyFCRJklqaeU9woPuk/DJAkg8D31JVu8avtwL/ezkKkiRJ/ZKUIXqCaa/uOQ64e+L13eN1kiRpbZlZTzDtxNk/Av46yaXj1z8MvGE5CpIkSa3NrCeYqkmpqlcl+XPgO8arnl9Vf7ccBUmSpHV0G+6ZN8ueYOqLsKvqb4G/XY4iJEnSyjGrnqDtnWIkSVq7Ajxk6CIGN+3EWUmSpJkySZEkqZ11wEOHLmJwJimSJKklkxRJktpZz+iROGubSYokSWrJJEWSpHackwImKZIkqSmTFEmS2glwyNBFDM4kRZIktWSSIklSOyYpYJIiSZKaMkmRJKmd4Fe0SYokSWrKJkWSJLVkliRJUkt+RZukSJKklmzTJElqx0uQwSRFkiQ1ZZIiSVI7JilgkiJJkpoySZEkqZ11mKSYpEiSpKZMUiRJaifAxqGLGJxJiiRJaskkRZKkdtZhkmKSIkmSmjJJkSSpHe+TAiYpkiSteknOT7I9yV1J3rBg2zOS7EyyJ8kHk5wwUJlfwyZFkqR2wmiwY5plKtcDrwT+4H6fkhwDXAJcCBwFbAfe9qDLXyIO90iStMpV1SUASc4Ejp/Y9KPAjqp6x3j7VuDmJCdX1c6ZF7qASYokSWvXKcAV8y+q6nbg6vH6wZmkSJLU0tRf0cck2T7xeltVbZvyvZuAmxasuw04YtoPX042KZIkrWw3V9WZD/C9u4HNC9ZtBnY9uJKWhsM9kiS1M38J8jTLg7IDOO2+T00OBx47Xj84mxRJkla5JBuSbATWA+uTbEyyAbgUODXJOePtLweu7DBpFmxSJElqaB1w2JTLVC4A7gBeBjxn/PMFVXUTcA7wKuAW4Czg3KX6XTxYzkmRJGmVq6qtwNb9bHs/cPIs65mWTYokSe2sgzp86CIG53CPJElqySRFkqR21kO1uFXJoExSJElSSyYpkiR1U+ugHjp0FYMzSZEkSS2ZpEiS1E6gHvTdZFc8kxRJktSSSYokSR3NrR+6gsGZpEiSpJZsUiRJUksO90iS1E0F9jrcY5IiSZJaatOkJDksyUVJrk2yK8nlSb5vvO3EJJVk98Ry4dA1S5K0PMZJyjTLKtZpuGcD8AXgacDngWcCb0/yjRP7HFlV9w5RnCRJmq02TUpV3Q5snVj1Z0muAc4A/maQoiRJGkIB/pO8z3DPQkmOA54A7JhYfW2S65L8YZJjBipNkiTNQJskZVKSQ4A3AxdX1c4km4AnA5cDRwOvG28/ex/v3QJsAQiPZuO6b5tV2aveHd/01KFLWF2+66VDV7CqvO+7h65gdXnft80NXcIqc5BftwXcm2WpZCVp16QkWQe8EbgbOB+gqnYD28e7fCnJ+cANSY6oql2T76+qbcA2gHU5o2ZWuCRJWlKtmpQkAS4CjgOeWVX37GfX+eaj7XCVJEkPmEkK0KxJAV4PPBH47qq6Y35lkrOAW4F/BB4OvBb4UFXdNkSRkiRp+bVpUpKcALwAuAu4cRSqwHjdHPDfgWOBrwB/CZw3QJmSJC0/r+4BGjUpVXUtsFi29dZZ1SJJkobXpkmRJEljJimAE08lSVJTJimSJHVTwP6ub11DTFIkSVJLNimSJKklh3skSerG4R7AJEWSJDVlkiJJUkdegmySIkmSejJJkSSpG+ekACYpkiSpKZMUSZK6mQPuHrqI4ZmkSJKklkxSJEnqpoC7hi5ieCYpkiSpJZMUSZK6mQP2DF3E8ExSJElSSyYpkiR1MwfcMXQRwzNJkSRJLZmkSJLUjVf3ACYpkiSpKZsUSZLUksM9kiR14wMGAZMUSZLUlEmKJEnd+IBBwCRFkiQ1ZZIiSVI3XoIMmKRIkqSmTFIkSeqmcE4KJimSJKkpkxRJkrqZwzkpmKRIkqSmTFIkSerGOSmASYokSWrKJEWSpG5MUgCTFEmS1JRJiiRJ3fgUZMAkRZIkNWWTIkmSWnK4R5Kkbgq4d+gihmeSIkmSWjJJkSSpGyfOAiYpkiSpKZMUSZK6KXzAICYpkiSpKZMUSZK6cU4KYJIiSZKaMkmRJKmbOZyTgkmKJElqyiRFkqRuCrhz6CKGZ5IiSZJaMkmRJKmbvcDuoYsYnkmKJElqySRFkqRu5oA9QxcxPJMUSZLUkk2KJElqyeEeSZK6KeDeoYsYnkmKJElqqU2TkuSwJBcluTbJriSXJ/m+ie3PSLIzyZ4kH0xywpD1SpK0rO6dclnF2jQpjIaevgA8DXgYcAHw9iQnJjkGuAS4EDgK2A68bahCJUnS8mszJ6Wqbge2Tqz6syTXAGcARwM7quodAEm2AjcnObmqds66VkmSlpVzUoBeScr9JDkOeAKwAzgFuGJ+27ihuXq8XpIkrUJtkpRJSQ4B3gxcXFU7k2wCblqw223AEft47xZgC0B49HKXKknS0ivgnqGLGF67JCXJOuCNwN3A+ePVu4HNC3bdDOxa+P6q2lZVZ1bVmXDMstYqSZKWT6smJUmAi4DjgHOqar6P3AGcNrHf4cBjx+slSVpd5uekeHVPK68Hngj8YFXdMbH+UuDUJOck2Qi8HLjSSbOSJK1ebZqU8X1PXgCcDtyYZPd4eXZV3QScA7wKuAU4Czh3sGIlSVpO83NSpllWsTYTZ6vqWiCLbH8/cPLsKpIkSUNq06RIkqQx75MCNBrukSRJmmSSIklSN94nBTBJkSRJTdmkSJKklhzukSSpmwLuqaGrGJxJiiRJaskkRZKkborRE+zWOJMUSZLUkkmKJEndOCcFMEmRJElNmaRIktRNQaa8Lf5qzltMUiRJUksmKZIkNROKDXPTZSTT3D0/yYeAb+Wrjy38YlWd9MCqmx2TFEmS1obzq2rTeGnfoIBJiiRJLW2opUtSViqTFEmS1oZXJ7k5yUeTPH3oYqZhkiJJUjPrgEOnvG7nDjgmyfaJVduqatuC3V4KfIbRfWzPBd6d5PSqunop6l0uNimSJK1sN1fVmYvtUFWfmHh5cZLzgGcC/3NZK3uQbFIkSWpmHcVDp5xtctsD+4gC8sDeOjvOSZEkaRVLcmSSs5NsTLIhybOBpwLvHbq2AzFJkSRpdTsEeCVwMrAX2An8cFVdNWhVU7BJkSSpmdFwz91Lcqyqugl48pIcbMYc7pEkSS2ZpEiS1EwoDl3Vt2mbjkmKJElqySRFkqR2ivX3PQtw7TJJkSRJLZmkSJLUTCg2mKSYpEiSpJ5MUiRJaiYU6726xyRFkiT1ZJIiSVI7xXr2Dl3E4ExSJElSSyYpkiQ1E2CdV/eYpEiSpJ5MUiRJaqdY55wUkxRJktSTSYokSc2Eck4KJimSJKkpmxRJktSSwz2SJLVTrHe4xyRFkiT1ZJIiSVIzo5u5eQmySYokSWrJJEWSpHaKmKSYpEiSpJ5MUiRJasebuYFJiiRJasokRZKkZkZX95ikmKRIkqSWTFIkSWpnjg3cMXQRgzNJkSRJLZmkSJLUTJhjPXcNXcbgTFIkSVJLJimSJDUT9rKBW4cuY3AmKZIkqSWbFEmS1FKbJiXJ+Um2J7kryRsm1p+YpJLsnlguHLBUSZKW1fxwzzTLatZpTsr1wCuBs4GH7GP7kVXl7fckSVoj2jQpVXUJQJIzgeMHLkeSpAEVsHfoIgbXZrhnCtcmuS7JHyY5ZuhiJEnS8mqTpCziZuDJwOXA0cDrgDczGhb6Gkm2AFvmX9/Boctf4RrxqCsfMXQJq8rpVz5z6BJWlY2/9YShS1hVbuB7hi5hVfnIA3rX3BJXsfK0b1KqajewffzyS0nOB25IckRV7drH/tuAbQBJanaVSpKkpdS+SdmH+cZjJQ1VSZJ0EJyTAo2alCQbGNWzHlifZCNwL3AGcCvwj8DDgdcCH6qq2wYqVZIkzUCnNOIC4A7gZcBzxj9fADwGeC+wC/g0cBdw3kA1SpI0A8Xo3+nTLKtXmySlqrYCW/ez+a2zq0SSJHXQpkmRJElfVc5JaTXcI0mSdB+TFEmS2pmfk7K2maRIkqSWTFIkSWqmKMokxSRFkiT1ZJMiSZJacrhHkqR2HO4BkxRJktSUSYokSQ2ZpJikSJKkpkxSJElqpijmTFJMUiRJUk8mKZIktVM+YBCTFEmS1JRJiiRJDZmkmKRIkqSmTFIkSWqnmDNJMUmRJEk9maRIktRM+ewewCRFkiQ1ZZIiSVI7RXH30EUMziRFkiS1ZJMiSZJacrhHkqRmijnu4vahyxicSYokSWrJJEWSpGbm2Msd3DZ0GYMzSZEkSS2ZpEiS1Mwce7nTOSkmKZIkqSeTFEmS2inu9WZuJimSJKknkxRJkpopinu4Z+gyBmeSIkmSWjJJkSSpmaK41yTFJEWSJPVkkiJJUjOjJOXeocsYnEmKJElqySRFkqRmCthrkmKSIkmSerJJkSRJLTncI0lSO8Ve9g5dxOBMUiRJUksmKZIkNVMmKYBJiiRJasokRZKkZgq41yTFJEWSJPVkkiJJUjvOSQGTFEmS1JRJiiRJzYxuiz83dBmDM0mRJEktmaRIktSOc1LAJEWSJDVlkiJJUjOjOSkmKSYpkiSpJZMUSZKa8dk9IyYpkiSpJZsUSZLUUpsmJcn5SbYnuSvJGxZse0aSnUn2JPlgkhMGKlOSpJmYo6ZappHkqCSXJrk9ybVJnrXM5S+JNk0KcD3wSuAPJlcmOQa4BLgQOArYDrxt5tVJkrRyvQ64GzgOeDbw+iSnDFvSgbVpUqrqkqp6J/DlBZt+FNhRVe+oqjuBrcBpSU6ecYmSJM3MUiUpSQ4HzgEurKrdVfUR4DLgucv8W3jQ2jQpizgFuGL+RVXdDlw9Xi9Jkhb3BODeqrpqYt0VrIDv0ZVwCfIm4KYF624DjtjXzkm2AFvGL3cD/7B8pS2ZY4Cbhy7iQL7ADUOXMK0Vcj4vGrqEaa2I87mCrJDz+dKhC5jWCjmfHOxcyvcx+r1NY2OS7ROvt1XVtonXm4CvLHjPfr9HO1kJTcpuYPOCdZuBXfvaefwfZtu+tnWVZHtVnTl0HauF53NpeT6Xludzaa3W81lV37uEhzuo79FOVsJwzw7gtPkX47G1x47XS5KkxV0FbEjy+Il1p7ECvkfbNClJNiTZCKwH1ifZmGQDcClwapJzxttfDlxZVTuHrFeSpJVgPJfzEuAVSQ5P8m+AHwLeOGxlB9amSQEuAO4AXgY8Z/zzBVV1E6NZya8CbgHOAs4dqshlsqKGp1YAz+fS8nwuLc/n0vJ8TudFwEOAfwbeCrywqtonKama7kYwkiRJs9QpSZEkSbqPTYokSWrJJmWG9vfshCSPSHJZkuuTVJITBy51RVjkfH5/ko8kuTXJjUl+P0n7+wEMbZHz+Z1JPjU+n18e7/PIoetdCaZ5XkqSPxj/vX/cEDWuJIv8GX16krkkuyeW5w1drx48m5TZ2t+zE+aA9zKaIKzp7e98PozRc6C+Hngi8EjgN4YqcgXZ3/n8DHB2VR3J6Jz+I/D6oYpcYRZ9XkqSb2d0SwVNZ7HzeX1VbZpYLh6sSi0ZJ87OyPj+LrcAp87fmjjJG4EvVtXLxq83APcA31BV/zRUrSvBNOdzYt8fBX65qr5x9pWuDNOezySHMXp+1g9V1ZOGqHWlONA5Hf99/yTwPEa3KH98VX12sIKbW+x8MvpH3puq6vgBS9QyMEmZnRX77ISmDuZ8PpUVcNOigS16PpM8OsmtjG4N8BLg12de4cpzoD+j/wX4cFVdOfPKVqYDnc9jk3wpyTVJXjNuarTCrYTb4q8WK/bZCU1NdT6TfA+jf6meNaO6VqpFz2dVfR44MslRwM8A3kzxwPZ7TpM8CngBcMbMq1q5FvszuhM4ffzrCcDFwG8yOsdawUxSZmfFPjuhqQOezyTfCrwF+LEF//rS15rqz2dV/QujL4B3jYcrtH+LndPfAl5RVbfNuqgVbL/ns6purKrPVNVcVV0D/CLO8VsVbFJmZ8U+O6GpRc9nkm8GLgN+sqo+MEB9K83B/PncABzL135h6P4WO6fPAH5jfPXZjeNtH9/X1T+6z8H8GS38flsVnDg7Q0n+mNFfnp9mFE2+B/i2qtox8dyi3cDJwLVVdedQta4E+zufQIAPAD9fVW8brMAVZpHzeRKjL4J/BI5mdIXF46rqW4apdOVY5JzexP2/RG8AngJcUVV3zLjMFWOR83ks8Dng88DxwB8B/1RVzx+mUi0VO83ZWuzZCXcwalBgNK7q/6gObH/n878CXwdcNHHPBBOrA9vf+Xwko6sndgGfYnTJ/I8MVeQKs89zWlX/PB6iuLGq5pOUm21QDmh/f0a/GfgYcPv4108BPz9UkVo6JimSJKklkxRJktSSTYokSWrJJkWSJLVkkyJJklqySZEkSS3ZpEjSGpXkD5L8c5JPL1h/WpKPJ/lUkncn2Txe/+wkl08sc0lOH287Y7z/Z5O8Nkn285lbk7xkieo/LMnbxp/5iSQnjtcfneSD49sP/PYi7/+G8fs+Oz7OoYsddx/v/94k/zDe72UHOq4Onk2KJK1dbwC+dx/rfx942fjJ4ZcC/w2gqt5cVadX1enAc4Frqury8Xtez+i5To8fL/s67lL7KeCWqnoc8Brg18br7wQuZPQwzMX8GvCa8ftvGR9vsePeJ8l6Rjc2/D7gScB5SeafDL6/4+og2aRI0hpVVR8G/mUfm54AfHj881+y7+fgnAf8MUCSRwCbq+r/1ejmW38E/PCBPj/JzyT5ZJIrkvxpkoeO179hnMZ8LMnnkvzYfg7xQ4yeJQXwJ8AzkqSqbq+qjzBqVvb32QG+a/w+xseZr3mfx11wiH8NfLaqPldVd4/PxQ8d4Lg6SDYpkqSFdjD6ogb498Cj9rHPjzO66yuM7kp83cS268brDuSSqnpyVZ0G/D33TxweAXw78APAr+7n/Y8EvgBQVfcyeiry0VN8LuP9bh2/b2HN+zxukq9P8p6F+yx4/2LH1UGySZEkLfSTwIuS/A1wBHD35MYkZwF7qurT+3rzQTg1yf9N8ing2cApE9veOX6q8WeA4x7k5yyJqrq+qp45dB1riU2KJOl+qmpnVf3bqjqDUVpy9YJdzuWrKQrAFxk92G/e8cAXkzxqYpLtz+7jo94AnD+e+/LLwMaJbXdN/ByAJK+aP97E5z5qvG0D8DDgy1P+Nr8MHDl+3301H8Rx79tnwfsXO64Okk2KJOl+khw7/nUdcAHwuxPb1gH/gfF8FICqugH4SpJvHc/J+I/Au6rqC/MTbavqd/laRwA3JDmEUZKyqKr6pYmJuwCXAc8b//xjwP+pKR9IN97vg+P3MT7Ouw7iuJ8EHj++kudQRo3bZQc4rg6STYokrVFJ3gp8HDgpyXVJ5ueEnJfkKkZPZL8e+MOJtz0V+EJVfW7B4V7E6KqgzzJKXv58Px+7ga+mJBcCnwA+Ov6sg3URo7kinwVeDExeBvxPwG8CPzH+vT1pH+9/KfDi8fuPHh9vv8ednJMynnNyPvA+RvNp3j7xVPv9HVcHyacgS5JmJsmlwP+qqvcccGeteSYpkqSZGE+QnQP+YuhatDKYpEiSpJZMUiRJUks2KZIkqSWbFEmS1JJNiiRJaskmRZIktWSTIkmSWvr/KxjekkA0k2kAAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the color bar\n", + "\n", + "Note: this should support all of the colormaps available in matplotlib, see:\n", + "\n", + "https://matplotlib.org/3.5.0/tutorials/colors/colormaps.html\n", + "\n", + "for a list" + ], + "metadata": { + "id": "GkqUYw0eWR0C" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'Colormap', 'plasma')" + ], + "metadata": { + "id": "grPtekb0_XMz" + }, + "execution_count": 49, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "g54kZw_U_gwU", + "outputId": "04d8a50f-b21a-467a-b028-8457e256de5b" + }, + "execution_count": 50, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "In addition to the matplotlib colormaps, we also support the `spedas` color bar (the same one as in IDL SPEDAS). The `spedas` colormap is the default" + ], + "metadata": { + "id": "iNYQ4iBUWewa" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'Colormap', 'spedas')" + ], + "metadata": { + "id": "5LcDRo7y_hPW" + }, + "execution_count": 51, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "irquvNRn_mQb", + "outputId": "cef88205-48c4-4f0c-ead0-ddc22ac4c2b8" + }, + "execution_count": 52, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "To automatically interpolate in the x-direction, use the `x_interp` option" + ], + "metadata": { + "id": "JFl0hctvWnvf" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'x_interp', True)" + ], + "metadata": { + "id": "zUA49iQj_mxJ" + }, + "execution_count": 53, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "ssKfD-B__rxP", + "outputId": "8294a0a4-6dca-4d81-f175-9e9e069aa41d" + }, + "execution_count": 54, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "To automatically interpolate in the y-direction, turn off x-interpolation and turn on y-interpolation:" + ], + "metadata": { + "id": "pySQKjb6WtOt" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'x_interp', False)\n", + "options('data', 'y_interp', True)" + ], + "metadata": { + "id": "ySw5030k_tHL" + }, + "execution_count": 55, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "RtYex9rr_zXC", + "outputId": "c3ac9b50-eb84-477e-c1fb-4b4fa6c045e7" + }, + "execution_count": 56, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Turn interpolation on in both the x and y directions" + ], + "metadata": { + "id": "q1-qP3iMWzN6" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'x_interp', True)\n", + "options('data', 'y_interp', True)" + ], + "metadata": { + "id": "vSsB4f4L_z6q" + }, + "execution_count": 57, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "wjqg9JoA_2lL", + "outputId": "9a7e5366-7b5d-49d1-e96b-a2e375621fea" + }, + "execution_count": 58, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the number of data points in the interpolation in the x-direction" + ], + "metadata": { + "id": "xJWy2dNyW5WJ" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'x_interp_points', 10)" + ], + "metadata": { + "id": "6yUBL5Ip_3M_" + }, + "execution_count": 59, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "fnDI5MFAAA1U", + "outputId": "f59faf35-c92f-4dbd-c795-848f4a9bc4ff" + }, + "execution_count": 60, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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S3CdFTbPzV8uqTECvUmNov9wnBeg8SNHMqgR8VdpZRZWrRJV22vHMy0xK16p8rQ8kgbuXbsQEDvcMyvFmtaxKMNVrjSEzKUDnQYoGZSZFLbPjkSYzSGlAlXkzVTI+RT7OOqrMTXCOz5h6/cKbSQEGCFJ6nVOlDtipjqlKx1NlONIaQ13rPkjRfKpkUqwxNCiDPqk7XQcpW8AdSzdigirDPZpZlWGUKnf+mleVLdl7vX4GnffQ0/gRqD+9XrTUB6+60mR+XTRZleEeDcrhHvXETArQ+UeQwKeWbsQEDvfMrMrnWSXoqzKBsooqV12PuxrQ3NclIh4BvB/49cx81vqxbwF+AngQ8Bbg2zPzb5dr5ZjMpKhpZlLUm+Z66MPX4kdwJfCuEz9ExAXAvwH+MfCHwDHgpcDFi7RuA8ykqGl2/mpZlQnoOpCmgpSIuBg4Dvw+8PD1w88E3pSZb1+/5oeBP4mIMzPzlr3ebwv4xOaaq1ZVCfqqtLOKpq5me6jSTld1LesI3iDQ0NclIs4CXgh8LfCcbU9dwCpoASAzr42IO4BHAn9wqI3ckAr1hcDhnmE5N0EtM5jqWjNBCvAi4OWZ+RcRn3WLeQZw847X3gycebI3iYjLgMsAvuA8NyNUw8ykqGV2/ssKzKTQSJASEY8Dngp8xUmevhU4a8djZwEnHerJzGOs5q3wZRdFztdKVZk7UyXjU+TjrKPK3AQ7nnmZ6etaE0EK8GTgocCH11mUM4CjEfFo4N8Djz3xwoj4Ulan5QcPvZUbYn2hMZXZvt9OdUxmUpZlJgVoJ0g5BvzKtp+/l1XQ8jzgHOAdEfHVrFb3vBC46lSTZmG1T8qdszdVrTOToqbZ8UiTNRGkZOYn2LYQJyJuBW7PzBuBGyPiu4BXA2cDbwW+bZGGbkiF+kJQZ7hHM6syjOKd/5iq1BjaLzMpQCNByk6ZecWOn18DvGbf74OZFDXMoE8ta7J30Gg8DdWdKsM9mlmVCZTeHWsKa/cAnX8ESY1JqRXqC4HDPbOr8nka9I2pSu9QJTjVgVQ5DaXJzKSoaWZSpMkMUjSZmRQ1zc5fPQnqTFrfoK6DlCoTZ60vNK8ymZQqQV+VdlZR5apbpZ2u6upaldNQDahSY0iDcm6CehIYgGGQ0gTrC6lpZlLUMjvyrnUfpGwt3QBpF1WGpYxRBuUcn2UFZgcZIEjRfCos5wYn+M7NGkMzczLkvMykdM0gpQEVJvdqfmZS1LQqQV+v3BYfMEhRh8ykqGne+UuTGaQ0oEompUohxPst3YDeVAn6HEYZU6+92BGck0K/hxeosy2+xlRluEczq9LxONSgBnQdpGhe1hhS0wz61BPnpACdBylJjSEKsz1jKpNJMegbU5UOsuteTB5edcdMippWpfPX8pxnZZCi6awxpKYZnI7JXqxrXR/eLeD2pRsxQZXVPVVUqTHkcM+gqkyc7bp3KCBwnhWehtoHawypaQZTUncMUhpgfSG1rErGxxhlUM7x6VrXQcoWNeZRPHDpBnSmymopJ/jOyxpDM3PS5vKKnNOb1HWQonk5d2ZMZlLUtCpBnw6k6yBlC+dRqF1mUtQ0awwtz2tE30GK5lUlk1JhAz+wxtDsqlzQHUaRJjNIaUCVORQaU5XhHs2sylLpjod7qsyz2qTug5Qqe2ZoPtYYUtMM+qTJug9SKqgyPGHGZ0xlMikGfWPqNZMSeE7TeZCS1JlHofGYSVHTeu38VUrXQYrGVGFvHA3M4FRTea70HaRUWYJcob4QmJWaW5X5Ug73DKrKxNmuezF5eNWdCoGpBmYwpak8VwxSNJ01htSyKhkf+x1puq6DlKRGSr3KHAprDM2rymopJ/jOq8reF9YYWljUCbw3qesgRWNy7syYqlzQi8QoUhMMUhrgHAq1zEyKmtZpjaGkTuC9SQYp6k6VTEqVTfysMTSzKkFfr8MoKsUgRZNVmUOhMXnXOagqS6V1IAYpDagwuVfzs8aQmmbQtzgD786DlKTORmmajxkfNc2gT5qs6yClCudQzMs5FPOqkknxrnNQVZZK75dLkIHOg5S7geNLN2KCBy3dAC2iyv44GlSR4FR96zpI0ZiqZKY0rzJ3nXb+mqjMOb1BXQcpdwO3LN2ICarsk1Jlfs8ZSzdgoirH3Yndg6oSTLm6p2tdBykakzWG1LIqd8dVYpReJXXmg22SQYomqzKHwhpDY/KCLvWn6yBlixp7UZhOH1OVuTMu6Z5XlUyKhRAXFgbe0HmQonlVmUOhMXlBl/pjkCJpT+6Po6Z1XGPIwLvzIMUdZ8dUZXiiynCP5lVluMeZs2pB10GK5uXcmTFVmNcF3nUOq0rQt0+u7lnpOkjZAm5buhETmO0ZU5WMjwZlB6kGdB2kaF5VhiecQzGmKnedZYZ7tKjE7DUYpDTh+NINmMgaQ2Oqsj+OBlUkONXBdB2k3A383dKNkHZRJTOleZXJpNj5qwFdBylVVKgvBHX2Sakyx8caQ/MyNT6ojoMp5611HqTcDRwvMfXbajMj8qirZVUyPh3HKKLzIEVjqjKHwhpDY6oywVfL2qLOIoBNMkhpQJV9KEynj6nK3BlT4/OqkkmpUmNIB9NUkBIRrwKewmp15g3AT2fmL0bEQ4Hr+OxtT34qM1+01/vdRfBx7rWp5s6oSphSQ5U5FBqTmRRNkczbM0TE5cClwGOA12bmpevHH8oB+tfD0lSQAvwE8B2Z+amIOB94W0S8B/ib9fP3z0xvmCTdQ5XUuPvjaCEfBV4MPA2470meb7J/bSpIycyrt/+4/udhfCZI2ZctjvCJkx6LttxuJmVIzV0NdlFluEfzqjLc0+vM2S3mnV+XmVcBRMRFwINnfOuNaipIAYiIl7JKSd0XeA/wW3xmH7HrIyKBtwDfl5k3LdJINc25M2OqEuo73KNGNdm/NhekZOZ3R8Q/B74KeDKra89NwOOBPwLOBq4EXs0qbfVZIuIy4DIAzqtxNahQXwjq7D+ieVXJ+GhQNS7z+7bFvubXPSgi3r3t52OZeWzi707uX5fQXJACkJl3A78XEc8CnpeZPwecOAB/tZ4A9LGIODMzb9nxu8eAYwBx0X1yi7MOs+kHdHzpBnSlyvCEcyjGVCWTUma4RwA3ZeZFB/nFzLyVif3rEpoMUrY5jdWclJ1y/W+/Rofo+NINmMgaQ2Oqsj+OZlYk6NuvZLEbrqb612aClIg4B/ha4M2sslxPBS4BLomIJ7DqI/8UeADwc8DbMvPmZVo7L+sLjanK8FmVzJTmZSalLxFxGqs+/yhwNCJOZzWaeyEN96/NBCmsorfnAb/AKoK7HvhXmfnGiLgE+HHgHFZ9+ltYBTCncIQsUyGlfYvn/SZyn5QxVTnuTuzWFBvIpDwf+NFtPz8LeAHwAQ7Uvx6OZoKUzLwReNIuz70WeO3htujw1KgvBFabGZNHXS0z4zNNZl4BXLHL0832r80EKZsRUGLHWY2oyhwKawyNqcoE314lrqyD7oMUjch0+piqzJ2x45Gm6zxICeDeSzfilGrUF4JPldkuq4Yqcyg0piqZFId7+tZ5kCJJbXF/HE2x4BLkphikaLIqS2Y1Ji/oUn86D1JqTJytUARxpcZwT5VgqsrcGedQzKvGt8jhnha4sq77IEVzqlJjSGMymJL6Y5DSgBr1haDOxviak3Mo1LKeMynqPkgJuv9f1D0cX7oBE1ljaExV9sepMtyjvtmDazJrDI2pyhwfJ86OqddMipu5rXQepNSYOGt9oTG5T4paVmVit/rWeZCiOVWpMXSLc+KHVOWoG5xqiqTOfLBNMkhpQvvZHo2ryhwKawyNybkzfes8SHHirNplOn1MVebOOB9iWVvUmQ+2SfbgTWi/vhBYY2hUDk+oZWZS+tZ5kFKjwKAktabKfIhe98fZos5Q6yZ1HqRoRKZI1bIqwz1SCwxSmlBjGMUaQ/OqEkxVmTvjHIp51fgW9Tvcs4VDrdB9kOJwz4isMaSWGUxJ03UepGhO1hhSy5xDIfWn8yDlCDUyKZ0fBp3U8aUbMJE1hsZUZdJmr8M9UGeodZPsHdUdawyNqcocHyfOStMZpDShxsRZawyNycl7almv2YbEgBa6D1ICyqxI0VysMaSWVTnqBqdqQedBiuZVI+OjMVWZQ2GNIU3hEuQVg5QmeBjUrl7T6dpblaEGl3T3rfPe8QjweUs3oiMVVkpZY2hU3nWqJ4k3CNB9kFJFjc5fklpTZX8cHUznQcpRcEWKGlVlyazGVGW4R33rPEjRvGoMo1hjaF5VgqkqqXHnUMyrxrdIB9V5kFJlTorDPSOyxpBaZjC1rKTODcImdR6kaETWGFLLqsyhsMaQWmCQon3wdFG7nEOhntyNtzHQfa8T1JhH4XDPiKrUGDq+dAMmqlIIsUoKv0rQV2UTPx1M50GK5lUh4LPG0KjcJ0U9uRu4ZelGNMAgpQlVVqNoRF4o1TKD0751HqRUGe7RvGoc8yqFEOuUxKuhyvCER10t6DxI0bw8XdSuKvukaF5V5s7s1xbuAQP2Oo2osJeL5maNIUnaW+dBStD9/+KhqrIKqUo7NSLnUGgKN3NbsQdvgqtR1C4vlGpZr8M9WhkgSBngf1ElWWNILXNb/GVtYekMsAdvRJU5KVWGUWrM9aiiyoWySsbHCb7zMpjqW+dBikuQ1S5rDKll1hha1t3U2ZV6kzoPUjQmT2u1yzkU0nRezZtQJdtTZbhHc6pyN3d86QZMZI2hefUa9K0KDE7d8LHfrfc6D1Ic7hlTjWNujaExuQRZmq7zIEXzqrIaRSOyxpB6chexjw0f+12B13mQcoQad9UV2qj51Tju1hgakzWG1ILOgxSNydNa7XIJsqbY4sg+9lIykyJRZz8XzckaQ5KW0nmQEsDpSzdigs4Pw6GrsgqpSjs1Iif4Lu3oPvZSOr7JhizK3lH74GoUtavKkllJ000KUiLidOA7gAvYlprIzG/fULsGY6yodlljSC1zW/zDd5gxwdTe8ZXANcDTgBcCzwT+ZO7GzO8INYZ7qqgyJ6XKMEqNuR5VWGNoXk7wXdqRlvdSOrSYYGqQ8vDM/KcR8fWZ+YqIeA3wnzfRoDHZWald1hhSy6rUGOrMocUEU4OUEzsPH4+ILwduAM7ZRIPm5Y6zapnDfGpXr9vN19F0/3VoMcHUq+SxiHgA8HzgjaxmUP7wJhqkljX7hdmhynCP5mSNoXlZY0h7OLSYYGqQ8ruZ+XHg7cCXAkTEl8zdmIh4FfAUVtW3bwB+OjN/cf3cU4ArgfOAdwKXZub1c7dhGVU6f82rxnFveFxcG+QS5KUFDd9wHUpMANODlH8HfOWOx34duHDe5vATwHdk5qci4nzgbRHxHuB64CrgOcCbgBcBrwOeuPfbBabUR1RlNYpGZI0hdeCwYoK9e/B1oHAB8PkR8Y3bnjqLDSybycyrt/+4/udhrP7Hr87MX1u36wrgpog4PzOvmbsdh6/GHXWddmpeNY67NYbGVKXG0P61NyflsGMCOHWa4VHAPwHuD/zP2x6/BfjOTTQoIl4KXMrqdvg9wG8BPwa898RrMvO2iLiW1Yd1iiDFTIpa5bmpdrkEWSdx6DHBnlfJzHwD8IaI+KrMfMcmGnCSv/ndEfHPga8Cnsxqh6YzgBt3vPRm4Mydvx8RlwGXAXDeuZts6oCqdKpV9nPRnKwxpL60N11hiZhg6ifwnoj4ZxzSjrOZeTfwexHxLOB5wK1wj80azuIkw7uZeQw4BhAXPSo30b75ueGcWtbs5D3JCb7LOLSYoPUdZ09jNSflauDZJx6MiPtte3wP7Y3p6TBUWY1i5z8il8xqmqb7r/F2nI2Ic4CvBd7MKjh+KnDJ+p93AC+JiGcAvwn8CPC+PibNVtJW6lHazhpDY3LuzCKG3HE2WQ3t/AKrojvXA/8qM98IsA5Qfh54Fat9Ui6e+e8vyOGeMVXJpDR7N6cNMuOztPbmpGwz3o6zmXkj8KQ9nn8rcP7+3vUIcJ/PqV3arkpn5cTZEVWpMXRbmT1npV21seNsRHzPth+/bf3vK9f/vt8mGjSmKp2/xtTs3ZzUcY2h9nacXSImONXV58QS30cBj2cVMcFqffR/3USD5nUEskAsFTct3QItoq0LkLTd8aUbMFGVGkOdOPSY4FT7pLwAICLeDnxlZt6y/vkKVhNYNYsqd6pVMj5V2llFjc+zSo2hKoUQq+h3CXJ7mZQlYoKpveO5wB3bfr5j/VjjjkLeY7+39sTSDdAyqqxG0YisMaQ9HFpMMDVI+WXgv0bE69c/fwPwS5tokPS5q3HnrzFZY0gdOLSYYFKQkpk/FhG/DXz1+qFvy8z3bKJBY3K4Ry3z/BxRld1c+t0n5QitDfeccJgxweSrT2b+IfCHm2jExuQRSJejjqdKp+q5OaIqNYbqhClawmHFBFWu5mqCm86pZW3edUoHEzhvrfsgJSAr3LVUaKPmV2M1ip3/mNxxVi3oPEjRmDyt1S5rDGmaIzgk7NVc++Jwz5iqZFLMSI7IjE/f+g9Sto4u3YIJrC80ryqdlXdJI7LGkKY5Sp0h4c3pP0jRjKp0/hqTlzOpN36rW1ChvhBYY2hYVYZ7NKLjSzdgY5yTAr0HKRlwd4HhnjIJiiqnS5UPtEo7q6jxeVpjSJquSq/Ttwr1hcAaQ8OqshpFI+q3xlBQJfDepM6DlCKZFA3KC5DaZY0htaDzIEXzqnK62PmPyfNzRP3u5mImBep8q/tmfaFBVfn6eX6OyBpDakGVq+TBJHDX0o3Q4XPTObXM1VKaIui9i57CT6AFJeoLganHUdVYjWLnPyZ3nO1b30FKAne5JEWt6vvrp9qsMaQWeJVUhxzuGVOVTIoZSU1lF933J1Alk1KivhBYY2huVTorJ86OyBpDakHfQYoGVaXz15i87GoKlyCD3xbthzWG1LQqwz2SpjJIaUGVXXEN6gflgR+RNYaWZiYFeg9S3CdlXmVqDFU5rb0AzavKahSPuzRVlat536pkUjQoO1W1q98aQ0fwu9d7kGImRU3zAqSWeX5qeX0HKZpXmRpDntbzqvJ5en6OqN8aQ4F7PvX+bUngzqUbMYHZnkF5AVLLXC2l5fUdpGhQVe6sNCY7f01xBG9kDFLaUGFXXChUCFHzqnKZqLFkVvOyxlDfqlx9DqbKcI8G5V3SmKpkUrwpWZb7pEDvQYrmZY0hNa3KxFnp8EXE5cClwGOA12bmpdueewpwJXAe8E7g0sy8foFm3kP/QUqFSalVhns0syp3SVXaqXnV6B6qFEJk34UQg5mPwUeBFwNPY9vOhxHxIOAq4DnAm4AXAa8DnjjnHz+oGmehtB/WGFLTqgz3qCeZeRVARFwEPHjbU98IXJ2Zv7Z+/grgpog4PzOvOfSG7mCQoumq7Izrjf+gPPAjqlJjqGEXAO898UNm3hYR164fN0jZqCoTZysMSVVijaGZ2fnPq8pqFI/78iZfIx4UEe/e9vOxzDw28XfPAG7c8djNQBMX0ipXSbWgSiZFg7JT1bBuysyLDvi7t8I9JvacBdzyuTVpHgYpLTCToqbZ+atlvZ6fh7YE+Wrg2Z/+qxH3Ax62fnxxfQcpW8AdSzdCh84aQ4Oq8nl6furwRcRprA7qUeBoRJzO6hb59cBLIuIZwG8CPwK8r4VJs+BZ2IYK82bAjM+w3HROLet1tdQRZt7z6fnAj277+VnACzLzinWA8vPAq1jtk3LxnH/4c9F3kJK4E7Ea1muaWn3otfMfU2ZeAVyxy3NvBc4/zPZM1XeQonlV2XTOGkODqnI5c8mspjhSZ8+nDaryre5bleEeDcrhnjFVyaR4U9KzvoOULeATSzdCh84aQ2palYmzWtbROns+bVDfQUoVVSakVhnu0cyq3KlWaafmZTfWs76P7hbwyaUbIe2iynizNYYGVWW4p1N5pNB2CpvTd5CiMVXZGdcb/0F54KWp+g5SqixBrjJxtsqwVBVVxputMTQoawwtK1ypSO9BisZUJZOiQdnxSFMZpGg6Mylqmp2/OlNmpeLm9B2kJDWGUqwvNKYyk+L6vkwcviqfp+enlufR1XQVAj4w4zMsN52TemOQ0oIKk3s1MIdR1LJOl0pnOL+O3oOULRxKUbucua+mWWNIy2smSImI+wAvBZ4KPBC4FvjBzPztiHgocB1w27Zf+anMfNGhN3RkZYZ73Bl3TFWGe5q57Hai00wKZlKgrW/LacBHgCcBHwaeDvxqRDxm22vun5n9zTiwvtCYyszct8bQmKpMnFXPmglSMvM24IptD705Iq4DLgT+4GBvivM9RmQmRU1zmE8TJC4CoKEgZaeIOBd4JHD1toevj4gE3gJ8X2b2UVSkSn0hvzBjKlNjyM5/TL0O9wgaDVIi4l7Aq4FXZOY1EXEG8Hjgj4CzgSvXzz/tJL97GXAZAA84z4mzaleV8Wb7/plV+UCrtLNTiVlhGgxSIuII8EpW4cXlAJl5K/Du9Uv+KiIuBz4WEWdm5i3bfz8zjwHHAOKLL8pDa/gIykycXboBWkZzlzNJn6OmvtUREcDLgXOBp2fmbt3iieDjyJ5vuEWNOSkV2qj5VcmklCmEuHQDelMlk1KlEOI+mUkBGgtSgJcBXwY8NTM/PVMjIp4AHAf+FHgA8HPA2zLz5iUaqcaZSVHTqnT+0vKaCVIi4iHAc1nlFW5YJVVg/dgW8OPAOcDfsZo4e8kCzRyb83vUtGYuZzpUnS6VdnUP0NC3OjOvZ++E7Wv3/6bU6FirzPWoosrnWeUCVKYQYhVuOidN5Vmo6Zw7o6Y5jKKOmEkBDFLaUCHbo3FZY0hNs8ZQz/oOUqoM92heZYZ7nLk/ryrb9zvcowmSOteyDfIsbEGVYRRrDI2pTI0hjck5Uz3rO0gxElXLzKSoaQ7zaXl9BymalzWG1DJrDKkn3mQDBiltcN6MWlZlZ1z7/plV+UCrtFMH0XeQ4hKuMVW5+/DcHFTfl13NyGuE35YmVJk4W6WdmleVTIo1hgZlJqVnfQcpjumpZd4lqWl2/ouy/wJ6D1I0Juf4qGledqWp+v62JDWGKKp0qkb186ryeVbJ+FhjaGZuOreoLer0DRvU6dHV0CoEphqYwyjSVAYpms6oXi2zxpB6UmUkYMP6DlKqTDyy8x9ThXMT3Bl3dtYYmlff3djoPLqarkpUb42hMVljSD3ZwmsZBiltqHJHrTGZSVHTHObrWd9ByhZ17v41H2sMqWXWGNIUW9S5lm1Q30GK5uXcGbWsys649v0z8wPtmUFKC7yjHlOVYT7Pz0HZPSzK1T1A72dhArcv3QgdOr/Yapk1hqTJ+g5SqqhyR23nP6YqmZQqwz2amcM9Pes7SLkbuHXpRki7cI6PmtZ399C8Kvt8bZhnofrjF3tMVTI+1hiSJus7SKmyGU6VYRTv/OdV5bgb9A2qyjBKlZ1x98kCg0DvQYrG5BdbLbPGkDSZQYqms/NXy9wZVz1xCTLQe5CS1BinNp0+rypf7ApDkeD5ObcyNYYshKjl9R2kaF52VmqZmRT1JDF7jUFKG6rc+WtMFbKRGphzfHrWf5DiBXY8Ve4+LB42piqbzpUphHjT0i3YDAvkAiMEKZqPAd+YqgzzeX4Oym6sZ30f3SoTZ60vNCbvktQyawwtyzkpQO9BiuZV5Y7azn9MFW5IoM5wj9QAg5QWWF9ILfNuTk3rtBszkwJ0e3TXLNCklnlujqlKxscaQ2pA30FKFVU29aoyjOLdx7yqHHeDvkF1ugTZm2yg9yClysRZjclgSi2zxpAa0HeQojHZ+atl7owrTWaQ0oIq2R5Tj/OqMoxSZTjS83Ne1hhaliMBQO9BimN6Y/KYq2VmUqTJ+g5SNK8qd/4ak3ed6ok32UDvQUqVdFmFNmp+VebOWGNoTFU2natSY0gH0neQojEZ9I2pyl2n56emSMxeY5DShioXLWsMjckLpVpWpcaQDqTvIMUxvTFVOeZ2/mOqclNSZbinV/ZfQO9BiuZljSG1rMocH0mTGaS0wGhZLfP8HFOVjE+vNYa2MNtK70FKAnfm0q2YoMi+CVU29aryxfbOf15VjrtBnzRZ30FKFVXuWDQmgym1rNcaQ4mLFeg9SEm8wKpdnptqmTvjqgF9Bykak+l0tczzU1PcjYsV6D1IqTIn5c4idywOS82rSmdVZa5HlTlTVVTJpJQphKiD6DtI0ZiqdKoak8G+ptjCwBuDFO2HF1e1zBpDUnf6DlISokDHmgXaqA2octyd4DuvKsN8Vc5Pd8btWt9BiuZV5aLlsr0xOcynniR1rrkbZJDSgip3VhqTnb9aZiala80EKRFxH+ClwFOBBwLXAj+Ymb+9fv4pwJXAecA7gUsz8/o935PktK32V/cYo8ysyrI9D/yYqgyfeRe/PI9BO0EKq7Z8BHgS8GHg6cCvRsRjWHU7VwHPAd4EvAh4HfDEZZo6KDtVtczzc0x25F1rJkjJzNuAK7Y99OaIuA64EDgbuDozfw0gIq4AboqI8zPzmsNu6+wq7OUClKkxVEWVYZQqd/6al0HfspyTAjQUpOwUEecCjwSuBp4HvPfEc5l5W0RcC1wA7BmknJbtBwBlrgVVvjDuLTCmKsFUleBUakCTQUpE3At4NfCKzLwmIs4AbtzxspuBM0/yu5cBlwEE5226qfOocnHVmDw/1bIqO+PuV1LoDnZzmgtSIuII8EpWl8bL1w/fCpy146VnAbfs/P3MPAYcAzgtLsx7034mxT2oBuUFaExVMn2en2pAU0FKRATwcuBc4OmZeeJrcjXw7G2vux/wsPXj9VWZk2KNoTFV6awcRhlTz5kUr2VtBSnAy4AvA56amdsTDK8HXhIRzwB+E/gR4H2nmjR7hOTzClxhb8Z1/kOyU1XL7CDVgGaClIh4CPBcVpfuG1ZJFQCem5mvXgcoPw+8itU+KRcv0lC1z4urWub4rqZwTgrQUJCy3pht17xdZr4VOP/wWnR4KtQXAmsMza7K9v1VjrsTfOdVpYOscn7qQJoJUjZhNdxT4cp1+tIN6IsXLbXMYT5N4ZwUoPMgRTOrcmelMdn5S93pOkgJknsX6Fkr1BcCY5TZWWNILauQhIZ+sw3OSQE6D1I0KL/YY6rSqXp+SpMZpDSgwtb9AHdW2c/FGkPzchhFLTPo61rnQUpytNtcoHZV5ZBX2XlU86qS8TE4XVZSZ6PPDeo8SNGsqlxcNSbPT6k7BikNqFBfCNyDalim08dUJdPX6/mZGHjTeZASJKeVyf0XUCX1aI2hMVXprBxGkSbrOkipokJ9IbDG0LDsVNWyXoN956QAnQcpQXK0SACgAfV6cVUfHN9VA7oOUjQvawwNyhpD83Kewbx6vQ/N6dfcnvMtnQcpyVHuXroRp1SjvhBYY2hmVTpVjclhPjWg8yBFQ+r1zkp9sPPXBEFOLpky5ZIXEW8Dnshnbo/+MjMfdbDWHR6DFE1mjSE1zQMvncrlmfmLSzdiP7oOUgI4UiCnXqEIojagymGvUgixiiqju1XOzyqf5wFMLZlS5VAdRNdBiuZljaG5FdnPpQqHUaRT+YmI+EngA8APZebbFm7PKRmkNMD6QmpalZ1HNaZOg9MjTN+N/JPwoIh497aHjmXmsR0v+37gj1nlni4G3hQRj8vMa+do76Z0HqQkRwqs7tHMqqR/jU3HVOX8rNJOAdyUmRft9YLMfOe2H18REZcATwf+r4227HPUeZCiOVljSE3reWBeu+s003eEnLwb+c0H+xNJgTFng5QGWF9oUFU6VU/PMXU6jDKiiLg/8ATgP7H6Rn8z8DXAv1ywWZN0HaQEWWJ1TxVlagzdWaXGUPM3MbVU6VRrfI3Ul3sBLwbOB+4GrgG+ITM/uGirJug6SKnC+kJqmnG+Wtbp+O5quGeeiUGZeSPw+Fne7JB1HqSkK2fULk9NtcyJs2pA50FKDRXqC0GdGkNxV40aQzWmIVMnmLIQ4piqDPPtU5Bu9EnnQcpqx9kaAYAG5PVHLeu081ctXQcpGpM1htQ0D7wmcboCGKQ0ocoKJFOPg6py2K0xNK8ao7t1zk8dSOdBShIO9wzHGkNzc6n0rBxG0QRBuocW3QcpmpOpRzWt051HpZF1HqTU2MzNyb2DqpJOb/8rpE2ocn5Waec+BekeWnQfpGhE1hhS0+x3pMkMUjSZ46ODqtKpenqOqds5PllmD61N6jpIWe2T0v6Vq0IbK7HG0NycODurKp1qja+ROtd1kKJ5OT6qphnrqyNVbrI3zSClAa6aUdM8PdWyTifOaqXzIGWL0wpMT/wUZy3dhEmqjI9aY2heNaYhUyeYssaQJklXftJ9kFKDJ6Ka5iifWlZljo8OpOsgJdjiqGewGmWNITXNA7+oKLLP16Z1HaRoXlW+MNYYGlSVw26NoXnVGN3VARmkNMD6QmOyxtDcXCo9K5PQakDXQUpwN6dxfOlmTPAFSzegK66WUtOsMaRJ0msZnQcpVVQZRnGC76CqpNNrfI00tyrnpw6k6yClTiZFI7LGkJpWZY5Pp1abuXlj2HWQojFZY2hQVTpVT09pMoOUBtQZ7qnRTs3MibNqWZXgdN/SRRV0H6QkeJCHU6XGUJlCiFQphFhElVjf1T1qQOdBiubkTHM1zdNTXXEzNzBIaUKF+kJQp8aQ5hVFrpNVBqXKsMaQGjBAkLK1dAO6UWWmuYUQ51ajEGKR0TM7VU2yWt3jyTJAkNI+6wupZdYYUtM88F3rPEhx4qzaZY0hNc0aQwvbKjMVYJM6D1I0pyrL4UyRzssaQzO706XSszIR3bXOg5SkwgBwnV1xrTE0J1dLqWnWGFpUsOVUALoPUjSiKhN8NShjU2kyg5QGVMmkOIwypjI1hqosltK8Op3aZe25le6DlCxwV+0I9ZisMTSoKp2qp6ca0H2QovlUyaRUaadmVmXirLcl0mTNBCkRcTlwKfAY4LWZeen68YcC1wG3bXv5T2Xmi079rjUmzrpMekzWGJqXNYZmVuHSCd2u7nG4Z6WZIAX4KPBi4GnAfU/y/P0zs8rXRgty1Yya5ukpTdZMkJKZVwFExEXAgxdujk6iysZC1hgakzWGBlWlxtC+uRkpNBSkTHB9RCTwFuD7MvOmU/1CkmSB25awvtCsqixBtsbQ3KwxNKv2L50aQIUg5Sbg8cAfAWcDVwKvZjUsdA8RcRlwGcB9vaOelRsLqWXWGFJ/vIFtPkjJzFuBd69//Kv1BNuPRcSZmXnLSV5/DDgG8ID4ghpXrSJ31BqTNYbUNGsMda35IOUkTgQeR6a8tMJwTxVVZppHke37XSo9L2sMzcwaQwtzTgo0FKRExGms2nMUOBoRp7MaFb0QOA78KfAA4OeAt2XmzQs1dQPsrNQuV0upadYY6lozQQrwfOBHt/38LOAFwAeAHwfOAf6O1cTZS6a+qZkUtarKBF8Nykvnwqrs87VZzQQpmXkFcMUuT7/28Fqi3VQZ7nEYZUzWGBqUX/euNROkjKxCfSFwM++5VQmmrDE0KOdLL65K37BJXQcpSbJV4ALrZt7zqtL5a1BVJs56W6IGdB2k1FGlUzWqH5E1huZljaGZVbl87ptzUqD7ICVNl6lZrppR0zw91YDOgxSNyBpDY6qyfX/cVWP7/iqDUr2qUtZl07oPUipkUqqciNYYmleVJchVagxpZjVGz8z4dK77IEXjscaQWmaNIWk6gxTtg3fUapc1htQXh3ug+yAl2SrQsXoizqvKpnPWGBqTNYZmZo2hrnUepGhedlZql6ul1BtvYA1SmuCJqJZVmeCrQXn57FrXQYpLuNQyh1HUtBorurtVZcf0Tes6SNG8KiznhjpzUqqoEkxVqTFUphDi0g2YyvnSXes8SEmywO1AlWjZzbznVaXz16CqTJzttsaQO6ZD90GKxuQXW+2yxpA0nUFKA+pEy975j6jKqpkqhRA1sxqn54HU6Rs2p+sgJdniU9y2dDNO6V7cf+kmaAHWGBqTNYbmVWVQSgfTdZCieVVZKWWNoTFZY0h9qbEZ6aZ1HaRscTef5Oalm3FK9yuy86jmVaXGkPukjKlMjSFH+brWdZCiUdmpql3WGNIU7vO1YpCiyfzCqGUu6R5UmaXSOoiug5Qt7ub2AhNnHXecW43Oqsqmc1UKIVZRZbVUmUKISzdgY2rs87VpXQcpmpeZFLXMuTNSfwxSGmDnr5Y5jKKmmWzoWudBSnKXZ/BwqmyAVGW4p4oqwZQ1huZVY7eh/auyz9emdR6k1FBl3NEaQ2Oq0vlrUE6c7VrXQUqS3NnxtCpVVyPjozFZY2hZVfb52rSugxTNq8owSpXVPZpXlVUz1hiSpjNIaUCVcUdrDI3JGkNjssbQvPY7KFVlC41N6zpIWe3X513LaKqslrLG0JisMSRN13WQUkWVcUdrDI3JGkNqWZkaQ/v+DVenQudByiqTUuOuWiOyU1W7rDGkFnQdpGhMVYZ7NCaXdGsKV6eudB2kJHB3gQtClclR1hiaW/vnJtTZdM4aQ/OqslrKGkN96zpI0ZjMpKhlzp3RFC78WDFI0WR2/mqZwyhSfzoPUpK7C9y1OIN7TFU2x6sy3FNFlWDKGkPz2u9uQy78WOk8SNGcrDE0rz43815Olc5f0nQGKQ1wBrfaViPjozHVqTG0P1UWfmxa10FKFhnu0byqDKNUWd2jeVVZNWONIbWg6yBF87LGkFpmjaExVakxpIMxSGmAy8zGVGW1lDWGxmSNoaU5EgCdBykJ3OVBHk6d4R6NyH1SpOm6DlKqqLLMzEKIo6rRqVYphKh59VpjyDmVK50HKR5ktavKcI/G5JJutaDzIEUjssbQmKpsOmeNIU3hdIWVroOU1Trz9if9VVkLX6UQYhV1MilV2qk5VZk7U2VJtw6m6yBFY6rT+WtEDqNoGqcrgEGK9sEaQ2pZleEeSdN1HqTUiEQrtLESawzNq8qS7li6ARNVyaRUaWeVQoj7VWW6wqZ1HqRoTtYYUttqBFOSpjNIaYCZFLWtzztV9aHfGkM1RgI2resgZZUu8yCPxhpDalmVGkOumlELug5SNC9rDI2pymopawyNqdcaQ95kr3QdpFTZVtgNe8ZUZUKqxlRlnxT1resgRfOyxtC8rDE0txqdqjWGNEWVm+xNM0hpgCeiWlZluEdjqrJUWgfTfZCyRS7dBOmkrDE0piqbzlljSC1oJkiJiMuBS4HHAK/NzEu3PfcU4ErgPOCdwKWZef0CzdyIKhv2WGNoTHUyKVXaqTn1PHdmzpvsiHgg8HLgHwE3AT+Yma+Z7Q9sSDNBCvBR4MXA04D7nngwIh4EXAU8B3gT8CLgdcATp7ypmRS1qk7nrxE5jNKdK4E7gHOBxwG/GRHvzcyrF23VKTQTpGTmVQARcRHw4G1PfSNwdWb+2vr5K4CbIuL8zLzm0Buq5lljSC2rMtyj5c11kx0R9wOeAXx5Zt4K/F5EvBH4VuAHZvkjG9JMkLKHC4D3nvghM2+LiGvXj3cRpFSZOFulnVVYY2heVZZ0W2NoXlXaubBHAndl5ge3PfZe4EkLtWeyCkHKGcCNOx67GTjzZC+OiMuAy9Y/3gp8YOb2PIjVeN5sPsHtc77dxjTQzkmf/Uf560Noyufu/TSdZd1u9nNek/nZL2MTn/tD9vn631m3Y4rTI+Ld234+lpnHtv18BvB3O35n1360JRWClFuBs3Y8dhZwy8levD4wx0723Bwi4t2ZedGm3l+787Nfhp/7cvzsl9HC556ZXzfj2+2rH23JkaUbMMHVwGNP/LAeW3vY+nFJkrS3DwKnRcQjtj32WAr0o80EKRFxWkScDhwFjkbE6RFxGvB64Msj4hnr538EeJ+TZiVJOrXMvI3VKtkXRsT9IuJ/AL4eeOWyLTu1ZoIU4PnAJ1nNNH7W+r+fn5k3spqV/GPAx4EnABcv1Ug2OJSkU/KzX4af+3L87JfR4+f+3ay29/hr4LXA81pffgwQme4jIkmS2tNSJkWSJOnTDFIkSVKTDFJ2EREPjIjXR8RtEXF9RHzL+vEvjIg3RsRHIyIj4qELN7U7e3z2/zgifi8ijkfEDRHxixHR/Dr/Kvb43P9hRLx//bn/zfo1X7R0e3uy22e/4zX/dn3NefgSbezVHuf9kyNiKyJu3fbPs5du72gMUna3vc7BM4GXRcQFwBbw71lN5tVm7PbZfz6r+k5/H/gy4IuAlyzVyA7t9rn/MfC0zLw/q8/+T4GXLdXITu322QMQEf+A1dYLmt9en/1HM/OMbf+8YrFWDsqJsyex3ovl46zqHHxw/dgrgb/MzB9Y/3wacCfwJZn550u1tTdTPvttr/1G4AWZ+ZjDb2lfpn7uEXEf4Arg6zPz0Uu0tTen+uzX15p3Ac9mtZX5IzLzQ4s1uCN7ffasbkZflZkP3uMttGFmUk5utzoHF+zyes1nP5/911BgM6Ii9vzcI+K8iDjOamuA7wV++tBb2K9TnfP/O/D2zHzfobesf6f67M+JiL+KiOsi4mfXQY0OUYVt8ZdQts5BByZ99hHxP7K6s3zCIbWrd3t+7pn5YeD+EfFA4DvppLhnI3b97CPii4HnAhceeqvGsNd5fw3wuPW/HwK8AvgZVsdDh8RMysmVrXPQgVN+9hHxROA1wDftuAPSwU065zPzb1ldrN+wHobQ526vz/7/BF6YmTcfdqMGsetnn5k3ZOYfZ+ZWZl4H/Guci3joDFJOrmydgw7s+dlHxFcAbwS+PTN/d4H29Wo/5/xpwDnc8+Kug9nrs38K8JL1arYb1s+942Srf3Qg+znvE/vMQ+fE2V1ExK+wOimfwyrl91vAf5+ZV2+rMXQrcD5wfWbevlRbe7PbZw8E8LvAv8jM1y3WwE7t8bk/itVF+0+Bs1mthnh4Zn7lMi3tzx6f/Y18dsf4MeCrgPdm5icPuZld2uOzPwf4M+DDwIOBXwb+PDO/bZmWjsmocHd71Tn4JKsABVbjlV4s5rXbZ/9/AH8PePm2fQvMbs1nt8/9i1itdLgFeD+rZfj/y1KN7NRJP/vM/Ov1sMMNmXkik3KTAcqsdjvvvwL4feC29b/fD/yLpRo5KjMpkiSpSWZSJElSkwxSJElSkwxSJElSkwxSJElSkwxSJElSkwxSJGlQEfFvI+KvI+K/7Xj8sRHxjoh4f0S8KSLOWj/+zIj4o23/bEXE49bPXbh+/Yci4uciInb5m1dExPfO1P77RMTr1n/znRHx0PXjZ0fEf1xvU/Dze/z+l6x/70Pr97n3Xu97kt//uoj4wPp1P3Cq99X+GaRI0rh+Cfi6kzz+i8APrCuMvx74PoDMfHVmPi4zHwd8K3BdZv7R+ndexqqu0yPW/5zsfef2HcDHM/PhwM8CP7V+/Hbgh1kVw9zLTwE/u/79j6/fb6/3/bSIOMpqY8P/CXg0cElEnKgMvtv7ap8MUiRpUJn5duBvT/LUI4G3r//7LZy8Zs0lwK8ARMQXAmdl5v+Xq823fhn4hlP9/Yj4zoh4V0S8NyL+XUR83vrxX1pnY34/Iv4sIr5pl7f4ela1pAB+HXhKRERm3paZv8cqWNntbwfwtevfY/0+J9p80vfd8Rb/HfChzPyzzLxj/Vl8/SneV/tkkCJJ2ulqVh01wD8Fvvgkr/lmVju0wmpX4r/Y9txfrB87lasy8/GZ+VjgT/jsjMMXAv8A+CfAT+7y+18EfAQgM+9iVcH47Al/l/Xrjq9/b2ebT/q+EfH3I+K3dr5mx+/v9b7aJ4MUSdJO3w58d0T8AXAmcMf2JyPiCcAnMvO/neyX9+HLI+I/R8T7gWcCF2x77jfWFYj/GDj3c/w7s8jMj2bm05dux0gMUiRJnyUzr8nMf5SZF7LKlly74yUX85ksCsBfsirCd8KDgb+MiC/eNsn2u07yp34JuHw99+UFwOnbnvvUtv8OgIj4sRPvt+3vfvH6udOAzwf+ZuL/5t8A91//3qfbvI/3/fRrdvz+Xu+rfTJIkSR9log4Z/3vI8DzgV/Y9twR4H9lPR8FIDM/BvxdRDxxPSfjfwPekJkfOTHRNjN/gXs6E/hYRNyLVSZlT5n5Q9sm7gK8EXj2+r+/CfgPObEg3fp1/3H9e6zf5w37eN93AY9Yr+S5N6vA7Y2neF/tk0GKJA0qIl4LvAN4VET8RUScmBNySUR8kFWV948C/8+2X/sa4COZ+Wc73u67Wa0K+hCrzMtv7/JnT+MzWZIfBt4J/Jf139qvl7OaK/Ih4HuA7cuA/xz4GeDS9f/bo0/y+98PfM/6989ev9+u77t9Tsp6zsnlwO+wmk/zq+vqyXu9r/bJKsiSpEMTEa8H/u/M/K1TvljDM5MiSToU6wmyW8D/u3RbVIOZFEmS1CQzKZIkqUkGKZIkqUkGKZIkqUkGKZIkqUkGKZIkqUkGKZIkqUn/P5WTFxP8Vuv3AAAAAElFTkSuQmCC\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the number of data points in the y-direction" + ], + "metadata": { + "id": "IgM-gqNGW-m4" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'y_interp_points', 10)" + ], + "metadata": { + "id": "pJiHAZZnABW_" + }, + "execution_count": 61, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "8s5zry59AE_7", + "outputId": "145a624a-4f61-4cd8-fee8-6ef047d687c2" + }, + "execution_count": 62, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Turn the y-axis to log scale" + ], + "metadata": { + "id": "n8DpEaD8XEiT" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'ylog', True)" + ], + "metadata": { + "id": "a1pL682OAF9i" + }, + "execution_count": 63, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 + }, + "id": "tXSPEXR8ARWD", + "outputId": "b73e7a23-8e09-4756-ea3e-74fe8dd927b7" + }, + "execution_count": 64, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Set the z-axis to a log scale" + ], + "metadata": { + "id": "2TeJ0vzDXPbF" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'zlog', True)" + ], + "metadata": { + "id": "7ZwtSp57ARxn" + }, + "execution_count": 65, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Note: for some reason, we need to change the `zrange` to remove the 0 in the log scale" + ], + "metadata": { + "id": "Cfu1Qfl3VhrE" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'zrange', [0.0001, 24])\n", + "options('data', 'yrange', [10, 50])" + ], + "metadata": { + "id": "jVSJKLx3AVmJ" + }, + "execution_count": 66, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 + }, + "id": "_w7V9tEyAeWn", + "outputId": "a0f0b2cf-19c1-42ee-8328-7e1df8accf48" + }, + "execution_count": 67, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Change the opacity using the `alpha` option" + ], + "metadata": { + "id": "zAFJiJUfXV-n" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'alpha', 0.5)" + ], + "metadata": { + "id": "IkO_Tox2Ae3Y" + }, + "execution_count": 68, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('data')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 608 + }, + "id": "6Wdo6-iQBK8-", + "outputId": "63af8c1b-5ab8-4768-bd27-4f80ce37c21e" + }, + "execution_count": 69, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Create a simple line variable with 5 data points at 30.0" + ], + "metadata": { + "id": "U4bUrIAjXc2b" + } + }, + { + "cell_type": "code", + "source": [ + "store_data('line', data={'x': [1, 2, 3, 4, 5], 'y': [30]*5})" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rCbh8cr9BLo3", + "outputId": "786f6129-6457-45eb-bc15-f8755c12bf15" + }, + "execution_count": 70, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" ] - }, - { - "cell_type": "markdown", - "source": [ - "Set the z-axis subtitle:" - ], - "metadata": { - "id": "93RJ5dKiYW3a" - } - }, - { - "cell_type": "code", - "source": [ - "options('data', 'zsubtitle', '[colorbar units]')" - ], - "metadata": { - "id": "E8iqcr4GC2h4" - }, - "execution_count": 87, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "tplot('combined')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 613 - }, - "id": "onDCRCzTC7_1", - "outputId": "2dcef482-7964-4703-ef03-cf263da1eb60" - }, - "execution_count": 88, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + }, + "metadata": {}, + "execution_count": 70 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Create a pseudo variable combining the spectrogram and the line" + ], + "metadata": { + "id": "iTOPlAJgXhUl" + } + }, + { + "cell_type": "code", + "source": [ + "store_data('combined', data='data line')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "K3ADyJppBWY2", + "outputId": "a73c7d15-f454-44de-f3d8-21e295fe694d" + }, + "execution_count": 71, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" ] - }, - { - "cell_type": "code", - "source": [ - "" - ], - "metadata": { - "id": "gcl665CQTsz_" - }, - "execution_count": 88, - "outputs": [] + }, + "metadata": {}, + "execution_count": 71 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Turn the y/z logs back to linear, and set the alpha back to 1" + ], + "metadata": { + "id": "aeqh4J4nXriS" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'zlog', False)\n", + "options('data', 'ylog', False)\n", + "options('data', 'alpha', 1)" + ], + "metadata": { + "id": "4yGjZLEYBblV" + }, + "execution_count": 73, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Plot the combined variable" + ], + "metadata": { + "id": "4GTKLfY6XwPA" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('combined')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "ONrXwDvjBoa9", + "outputId": "45c4c030-982e-4643-f3da-d40f5ccee89c" + }, + "execution_count": 74, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Increase the margin size on the right-side of the panel" + ], + "metadata": { + "id": "aUZaG3xSXyMK" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot_options\n", + "\n", + "tplot_options('xmargin', [0.1, 0.25])" + ], + "metadata": { + "id": "e-_whtjWBpLB" + }, + "execution_count": 75, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('combined')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 612 + }, + "id": "mjpEHXKWB85L", + "outputId": "eb1017e2-44f8-4c85-d549-92308dd78fdb" + }, + "execution_count": 76, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "By default, both the spectra and the lines share the y-axis. To move the line plot to the right axis, set the `right_axis` option" + ], + "metadata": { + "id": "GOi0nLcCX2nZ" + } + }, + { + "cell_type": "code", + "source": [ + "options('combined', 'right_axis', True)" + ], + "metadata": { + "id": "9N4SmCHoB91j" + }, + "execution_count": 77, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('combined')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "bddSBJ3-CEaa", + "outputId": "236f9457-e16b-48dc-e604-c81e1acc6869" + }, + "execution_count": 78, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "markdown", + "source": [ + "All of the standard options should work, e.g., to add + markers at the data locations:" + ], + "metadata": { + "id": "gPPHMJ_PYJg6" + } + }, + { + "cell_type": "code", + "source": [ + "options('line', 'marker', '+')" + ], + "metadata": { + "id": "t7G-R5ECCFwZ" + }, + "execution_count": 79, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('combined')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "VIugOCT1CYco", + "outputId": "115372e2-3d69-4b7f-c54f-154db7a7d3ab" + }, + "execution_count": 80, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "And you can update the yrange of the line:" + ], + "metadata": { + "id": "gUXED2JIYPuL" + } + }, + { + "cell_type": "code", + "source": [ + "options('line', 'yrange', [29, 31])" + ], + "metadata": { + "id": "dPreZjN1CZNx" + }, + "execution_count": 81, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('combined')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "0bUQTFevCf0j", + "outputId": "af7d98c4-0922-48c9-e171-44560c4b2f5c" + }, + "execution_count": 82, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Add a legend to the line:" + ], + "metadata": { + "id": "GFGuu9zvYSyS" + } + }, + { + "cell_type": "code", + "source": [ + "options('line', 'legend_names', 'Line')" + ], + "metadata": { + "id": "G2u1FDzeCgzH" + }, + "execution_count": 83, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('combined')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "4yR1n7aTCnXP", + "outputId": "ffcf48a3-aea2-407b-a148-1e399b678127" + }, + "execution_count": 84, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Set the title of the color bar:" + ], + "metadata": { + "id": "mZpltUtdYU_y" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'ztitle', 'Colorbar title')" + ], + "metadata": { + "id": "yQh9z_DpCoNw" + }, + "execution_count": 85, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('combined')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "g5Ri9qOFC1Ho", + "outputId": "8d6b5ca0-f0b6-43f0-bf20-086d057cb01f" + }, + "execution_count": 86, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Set the z-axis subtitle:" + ], + "metadata": { + "id": "93RJ5dKiYW3a" + } + }, + { + "cell_type": "code", + "source": [ + "options('data', 'zsubtitle', '[colorbar units]')" + ], + "metadata": { + "id": "E8iqcr4GC2h4" + }, + "execution_count": 87, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tplot('combined')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 613 + }, + "id": "onDCRCzTC7_1", + "outputId": "2dcef482-7964-4703-ef03-cf263da1eb60" + }, + "execution_count": 88, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "gcl665CQTsz_" + }, + "execution_count": 88, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/RBSP_RBSPICE_examples.ipynb b/pyspedas_examples/notebooks/RBSP_RBSPICE_examples.ipynb index b2721a8..79c20a5 100644 --- a/pyspedas_examples/notebooks/RBSP_RBSPICE_examples.ipynb +++ b/pyspedas_examples/notebooks/RBSP_RBSPICE_examples.ipynb @@ -1,823 +1,832 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# Van Allen Probes RBSPICE\n", - "\n", - "This notebook is based on the IDL crib sheet in SPEDAS:\n", - "general/missions/rbsp/rbspice/rbsp_load_rbspice_crib.pro\n", - "\n", - "The prime RBSPICE scientific products are: \n", - "- TOFxEH proton spectra\n", - "- TOFxEnonH helium spectra\n", - "- TOFxEnonH oxygen spectra\n", - "- TOFxPHHHELT proton spectra\n", - "- TOFxPHHHELT oxygen spectra" - ], - "metadata": { - "id": "3Soo7JHXQWRZ" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "K5i5ivjw_c-S" - }, - "outputs": [], - "source": [ - "!pip install pyspedas" - ] - }, - { - "cell_type": "code", - "source": [ - "import pyspedas\n", - "from pytplot import tplot" - ], - "metadata": { - "id": "u3N4Y6d3_kSg" - }, - "execution_count": 2, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "probe = 'a'\n", - "prefix = 'rbsp'+probe\n", - "trange = ['2015-10-16', '2015-10-17']\n", - "level = 'l3'" - ], - "metadata": { - "id": "IOuCpygL_6CN" - }, - "execution_count": 3, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "load TOFxEH (proton) data:" - ], - "metadata": { - "id": "TAoz3lrvQqhI" - } - }, - { - "cell_type": "code", - "source": [ - "pyspedas.rbsp.rbspice(probe=probe, trange=trange, datatype='TOFxEH', level = level)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ihOQg51o_yv5", - "outputId": "b23cd27a-55a1-46a3-a937-206c936ec696" - }, - "execution_count": 4, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "04-May-23 21:04:03: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/rbsp/rbspa/l3/rbspice/tofxeh/2015/\n", - "04-May-23 21:04:03: File is current: rbsp_data/rbspa/l3/rbspice/tofxeh/2015/rbsp-a-rbspice_lev-3_tofxeh_20151016_v1.1.12-00.cdf\n", - "04-May-23 21:04:04: Unable to get DEPEND_1 variable Position_SM_Axis_Label while processing Position_SM\n", - "04-May-23 21:04:05: Unable to get DEPEND_1 variable Telescope while processing FPDU\n", - "04-May-23 21:04:05: Unable to get DEPEND_2 variable Channel while processing FPDU\n", - "04-May-23 21:04:06: Unable to get DEPEND_1 variable Telescope while processing FPDU_Error\n", - "04-May-23 21:04:06: Unable to get DEPEND_2 variable Channel while processing FPDU_Error\n", - "04-May-23 21:04:06: Unable to get ydata for variable FPDU_Crosscalib_RMSE\n", - "04-May-23 21:04:06: Unable to get DEPEND_1 variable Telescope while processing FPDU_Quality\n", - "04-May-23 21:04:06: Unable to get DEPEND_2 variable Channel while processing FPDU_Quality\n", - "04-May-23 21:04:06: No VAR_TYPE or PARAMETER_TYPE attributes defined for variable NumAxis, skipping\n", - "04-May-23 21:04:08: rbspa_rbspice_l3_TOFxEH_FPDU does not contain coordinates for spectrogram plotting. Continuing...\n", - "04-May-23 21:04:11: Correcting RBSPICE energy tables...\n", - "04-May-23 21:04:16: Calculating omni directional energy spectra; this might take a few minutes...\n", - "04-May-23 21:05:28: Calculating spin averaged energy spectra..\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['rbspa_rbspice_l3_TOFxEH_Epoch',\n", - " 'rbspa_rbspice_l3_TOFxEH_UTC',\n", - " 'rbspa_rbspice_l3_TOFxEH_SCLOCK_Full',\n", - " 'rbspa_rbspice_l3_TOFxEH_OrbitNumber',\n", - " 'rbspa_rbspice_l3_TOFxEH_ET',\n", - " 'rbspa_rbspice_l3_TOFxEH_MidET',\n", - " 'rbspa_rbspice_l3_TOFxEH_StopET',\n", - " 'rbspa_rbspice_l3_TOFxEH_Duration',\n", - " 'rbspa_rbspice_l3_TOFxEH_Spin',\n", - " 'rbspa_rbspice_l3_TOFxEH_Sector',\n", - " 'rbspa_rbspice_l3_TOFxEH_L',\n", - " 'rbspa_rbspice_l3_TOFxEH_Position_SM',\n", - " 'rbspa_rbspice_l3_TOFxEH_FPDU',\n", - " 'rbspa_rbspice_l3_TOFxEH_FPDU_Error',\n", - " 'rbspa_rbspice_l3_TOFxEH_FPDU_Energy',\n", - " 'rbspa_rbspice_l3_TOFxEH_FPDU_EnergyRange',\n", - " 'rbspa_rbspice_l3_TOFxEH_FPDU_Quality',\n", - " 'rbspa_rbspice_l3_TOFxEH_Position',\n", - " 'rbspa_rbspice_l3_TOFxEH_Position_GSM',\n", - " 'rbspa_rbspice_l3_TOFxEH_Position_Quality',\n", - " 'rbspa_rbspice_l3_TOFxEH_Alpha',\n", - " 'rbspa_rbspice_l3_TOFxEH_ParticleDir_SM',\n", - " 'rbspa_rbspice_l3_TOFxEH_Alpha_Quality',\n", - " 'rbspa_rbspice_l3_TOFxEH_L_Eq',\n", - " 'rbspa_rbspice_l3_TOFxEH_L_Star',\n", - " 'rbspa_rbspice_l3_TOFxEH_L_StarArr',\n", - " 'rbspa_rbspice_l3_TOFxEH_I',\n", - " 'rbspa_rbspice_l3_TOFxEH_IArr',\n", - " 'rbspa_rbspice_l3_TOFxEH_K',\n", - " 'rbspa_rbspice_l3_TOFxEH_KArr',\n", - " 'rbspa_rbspice_l3_TOFxEH_MLT',\n", - " 'rbspa_rbspice_l3_TOFxEH_FPDU_Alpha',\n", - " 'rbspa_rbspice_l3_TOFxEH_FPDU_AlphaRange',\n", - " 'rbspa_rbspice_l3_TOFxEH_proton_omni',\n", - " 'rbspa_rbspice_l3_TOFxEH_proton_T0_spin',\n", - " 'rbspa_rbspice_l3_TOFxEH_proton_T1_spin',\n", - " 'rbspa_rbspice_l3_TOFxEH_proton_T2_spin',\n", - " 'rbspa_rbspice_l3_TOFxEH_proton_T3_spin',\n", - " 'rbspa_rbspice_l3_TOFxEH_proton_T4_spin',\n", - " 'rbspa_rbspice_l3_TOFxEH_proton_T5_spin',\n", - " 'rbspa_rbspice_l3_TOFxEH_proton_omni_spin']" - ] - }, - "metadata": {}, - "execution_count": 4 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "plot the H+ flux for all channels" - ], - "metadata": { - "id": "cpCg3cnpQwA0" - } - }, - { - "cell_type": "code", - "source": [ - "tplot('rbspa_rbspice_l3_TOFxEH_proton_omni_spin')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 404 - }, - "id": "3YTcCcof_-yK", - "outputId": "1d4ecfd1-abd7-45a5-c5d0-2347ccb41387" - }, - "execution_count": 5, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "from pyspedas.rbsp.rbspice_lib.rbsp_rbspice_pad import rbsp_rbspice_pad" - ], - "metadata": { - "id": "_mebjYDPAZrg" - }, - "execution_count": 6, - "outputs": [] + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Van Allen Probes RBSPICE\n", + "\n", + "This notebook is based on the IDL crib sheet in SPEDAS:\n", + "general/missions/rbsp/rbspice/rbsp_load_rbspice_crib.pro\n", + "\n", + "The prime RBSPICE scientific products are: \n", + "- TOFxEH proton spectra\n", + "- TOFxEnonH helium spectra\n", + "- TOFxEnonH oxygen spectra\n", + "- TOFxPHHHELT proton spectra\n", + "- TOFxPHHHELT oxygen spectra" + ], + "metadata": { + "id": "3Soo7JHXQWRZ" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "K5i5ivjw_c-S" + }, + "outputs": [], + "source": [ + "!pip install pyspedas" + ] + }, + { + "cell_type": "code", + "source": [ + "import pyspedas\n", + "from pytplot import tplot" + ], + "metadata": { + "id": "u3N4Y6d3_kSg" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "probe = 'a'\n", + "prefix = 'rbsp'+probe\n", + "trange = ['2015-10-16', '2015-10-17']\n", + "level = 'l3'" + ], + "metadata": { + "id": "IOuCpygL_6CN" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "load TOFxEH (proton) data:" + ], + "metadata": { + "id": "TAoz3lrvQqhI" + } + }, + { + "cell_type": "code", + "source": [ + "pyspedas.rbsp.rbspice(probe=probe, trange=trange, datatype='TOFxEH', level = level)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "ihOQg51o_yv5", + "outputId": "b23cd27a-55a1-46a3-a937-206c936ec696" + }, + "execution_count": 4, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "calculate the PAD for 48-106keV protons" - ], - "metadata": { - "id": "GbnZDsEkRBd_" - } + "output_type": "stream", + "name": "stderr", + "text": [ + "04-May-23 21:04:03: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/rbsp/rbspa/l3/rbspice/tofxeh/2015/\n", + "04-May-23 21:04:03: File is current: rbsp_data/rbspa/l3/rbspice/tofxeh/2015/rbsp-a-rbspice_lev-3_tofxeh_20151016_v1.1.12-00.cdf\n", + "04-May-23 21:04:04: Unable to get DEPEND_1 variable Position_SM_Axis_Label while processing Position_SM\n", + "04-May-23 21:04:05: Unable to get DEPEND_1 variable Telescope while processing FPDU\n", + "04-May-23 21:04:05: Unable to get DEPEND_2 variable Channel while processing FPDU\n", + "04-May-23 21:04:06: Unable to get DEPEND_1 variable Telescope while processing FPDU_Error\n", + "04-May-23 21:04:06: Unable to get DEPEND_2 variable Channel while processing FPDU_Error\n", + "04-May-23 21:04:06: Unable to get ydata for variable FPDU_Crosscalib_RMSE\n", + "04-May-23 21:04:06: Unable to get DEPEND_1 variable Telescope while processing FPDU_Quality\n", + "04-May-23 21:04:06: Unable to get DEPEND_2 variable Channel while processing FPDU_Quality\n", + "04-May-23 21:04:06: No VAR_TYPE or PARAMETER_TYPE attributes defined for variable NumAxis, skipping\n", + "04-May-23 21:04:08: rbspa_rbspice_l3_TOFxEH_FPDU does not contain coordinates for spectrogram plotting. Continuing...\n", + "04-May-23 21:04:11: Correcting RBSPICE energy tables...\n", + "04-May-23 21:04:16: Calculating omni directional energy spectra; this might take a few minutes...\n", + "04-May-23 21:05:28: Calculating spin averaged energy spectra..\n" + ] }, { - "cell_type": "code", - "source": [ - "rbsp_rbspice_pad(probe=probe, datatype='TOFxEH', energy=[48, 106], bin_size = 15, level = level)" - ], - "metadata": { - "id": "LZE2T1rtDvWr", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "1b0ce589-0f04-481a-b7f2-cdd953ce1bbc" - }, - "execution_count": 7, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "04-May-23 21:05:31: Num PA bins: 12\n", - "04-May-23 21:05:31: PA bins: [ 0. 15. 30. 45. 60. 75. 90. 105. 120. 135. 150. 165. 180.]\n", - "04-May-23 21:05:31: Calculating RBSPICE pitch angle distribution..\n", - "04-May-23 21:05:32: rbspa_rbspice_l3_TOFxEH_proton\n", - "04-May-23 21:07:08: Calculating spin averaged pitch angle distribution..\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['rbspa_rbspice_l3_TOFxEH_proton_omni_48-106keV_pad',\n", - " 'rbspa_rbspice_l3_TOFxEH_proton_omni_48-106keV_pad_spin']" - ] - }, - "metadata": {}, - "execution_count": 7 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "['rbspa_rbspice_l3_TOFxEH_Epoch',\n", + " 'rbspa_rbspice_l3_TOFxEH_UTC',\n", + " 'rbspa_rbspice_l3_TOFxEH_SCLOCK_Full',\n", + " 'rbspa_rbspice_l3_TOFxEH_OrbitNumber',\n", + " 'rbspa_rbspice_l3_TOFxEH_ET',\n", + " 'rbspa_rbspice_l3_TOFxEH_MidET',\n", + " 'rbspa_rbspice_l3_TOFxEH_StopET',\n", + " 'rbspa_rbspice_l3_TOFxEH_Duration',\n", + " 'rbspa_rbspice_l3_TOFxEH_Spin',\n", + " 'rbspa_rbspice_l3_TOFxEH_Sector',\n", + " 'rbspa_rbspice_l3_TOFxEH_L',\n", + " 'rbspa_rbspice_l3_TOFxEH_Position_SM',\n", + " 'rbspa_rbspice_l3_TOFxEH_FPDU',\n", + " 'rbspa_rbspice_l3_TOFxEH_FPDU_Error',\n", + " 'rbspa_rbspice_l3_TOFxEH_FPDU_Energy',\n", + " 'rbspa_rbspice_l3_TOFxEH_FPDU_EnergyRange',\n", + " 'rbspa_rbspice_l3_TOFxEH_FPDU_Quality',\n", + " 'rbspa_rbspice_l3_TOFxEH_Position',\n", + " 'rbspa_rbspice_l3_TOFxEH_Position_GSM',\n", + " 'rbspa_rbspice_l3_TOFxEH_Position_Quality',\n", + " 'rbspa_rbspice_l3_TOFxEH_Alpha',\n", + " 'rbspa_rbspice_l3_TOFxEH_ParticleDir_SM',\n", + " 'rbspa_rbspice_l3_TOFxEH_Alpha_Quality',\n", + " 'rbspa_rbspice_l3_TOFxEH_L_Eq',\n", + " 'rbspa_rbspice_l3_TOFxEH_L_Star',\n", + " 'rbspa_rbspice_l3_TOFxEH_L_StarArr',\n", + " 'rbspa_rbspice_l3_TOFxEH_I',\n", + " 'rbspa_rbspice_l3_TOFxEH_IArr',\n", + " 'rbspa_rbspice_l3_TOFxEH_K',\n", + " 'rbspa_rbspice_l3_TOFxEH_KArr',\n", + " 'rbspa_rbspice_l3_TOFxEH_MLT',\n", + " 'rbspa_rbspice_l3_TOFxEH_FPDU_Alpha',\n", + " 'rbspa_rbspice_l3_TOFxEH_FPDU_AlphaRange',\n", + " 'rbspa_rbspice_l3_TOFxEH_proton_omni',\n", + " 'rbspa_rbspice_l3_TOFxEH_proton_T0_spin',\n", + " 'rbspa_rbspice_l3_TOFxEH_proton_T1_spin',\n", + " 'rbspa_rbspice_l3_TOFxEH_proton_T2_spin',\n", + " 'rbspa_rbspice_l3_TOFxEH_proton_T3_spin',\n", + " 'rbspa_rbspice_l3_TOFxEH_proton_T4_spin',\n", + " 'rbspa_rbspice_l3_TOFxEH_proton_T5_spin',\n", + " 'rbspa_rbspice_l3_TOFxEH_proton_omni_spin']" ] - }, - { - "cell_type": "markdown", - "source": [ - "calculate the PAD for 105-250 keV protons" - ], - "metadata": { - "id": "GIe0lGStREw0" - } - }, + }, + "metadata": {}, + "execution_count": 4 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "plot the H+ flux for all channels" + ], + "metadata": { + "id": "cpCg3cnpQwA0" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('rbspa_rbspice_l3_TOFxEH_proton_omni_spin')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 404 + }, + "id": "3YTcCcof_-yK", + "outputId": "1d4ecfd1-abd7-45a5-c5d0-2347ccb41387" + }, + "execution_count": 5, + "outputs": [ { - "cell_type": "code", - "source": [ - "rbsp_rbspice_pad(probe=probe, datatype='TOFxEH', energy=[105, 250], bin_size = 15, level = level)" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "lg4zU7tQD8b4", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "1c10b060-3f28-40c7-87ce-13588601b32f" - }, - "execution_count": 8, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "04-May-23 21:07:10: Num PA bins: 12\n", - "04-May-23 21:07:10: PA bins: [ 0. 15. 30. 45. 60. 75. 90. 105. 120. 135. 150. 165. 180.]\n", - "04-May-23 21:07:10: Calculating RBSPICE pitch angle distribution..\n", - "04-May-23 21:07:12: rbspa_rbspice_l3_TOFxEH_proton\n", - "04-May-23 21:08:43: Calculating spin averaged pitch angle distribution..\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['rbspa_rbspice_l3_TOFxEH_proton_omni_105-250keV_pad',\n", - " 'rbspa_rbspice_l3_TOFxEH_proton_omni_105-250keV_pad_spin']" - ] - }, - "metadata": {}, - "execution_count": 8 - } - ] + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from pyspedas.rbsp.rbspice_lib.rbsp_rbspice_pad import rbsp_rbspice_pad" + ], + "metadata": { + "id": "_mebjYDPAZrg" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "calculate the PAD for 48-106keV protons" + ], + "metadata": { + "id": "GbnZDsEkRBd_" + } + }, + { + "cell_type": "code", + "source": [ + "rbsp_rbspice_pad(probe=probe, datatype='TOFxEH', energy=[48, 106], bin_size = 15, level = level)" + ], + "metadata": { + "id": "LZE2T1rtDvWr", + "colab": { + "base_uri": "https://localhost:8080/" }, + "outputId": "1b0ce589-0f04-481a-b7f2-cdd953ce1bbc" + }, + "execution_count": 7, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "plot the PAD for 48-106keV (top), 105-250 keV (bottom) protons" - ], - "metadata": { - "id": "UF1pUrv2RHpu" - } + "output_type": "stream", + "name": "stderr", + "text": [ + "04-May-23 21:05:31: Num PA bins: 12\n", + "04-May-23 21:05:31: PA bins: [ 0. 15. 30. 45. 60. 75. 90. 105. 120. 135. 150. 165. 180.]\n", + "04-May-23 21:05:31: Calculating RBSPICE pitch angle distribution..\n", + "04-May-23 21:05:32: rbspa_rbspice_l3_TOFxEH_proton\n", + "04-May-23 21:07:08: Calculating spin averaged pitch angle distribution..\n" + ] }, { - "cell_type": "code", - "source": [ - "tplot(['rbspa_rbspice_l3_TOFxEH_proton_omni_48-106keV_pad',\n", - " 'rbspa_rbspice_l3_TOFxEH_proton_omni_105-250keV_pad'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 390 - }, - "id": "YeSPMSk8RIsR", - "outputId": "da96ee72-26ee-4944-9b98-c7ad59bbb1f9" - }, - "execution_count": 9, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "['rbspa_rbspice_l3_TOFxEH_proton_omni_48-106keV_pad',\n", + " 'rbspa_rbspice_l3_TOFxEH_proton_omni_48-106keV_pad_spin']" ] + }, + "metadata": {}, + "execution_count": 7 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "calculate the PAD for 105-250 keV protons" + ], + "metadata": { + "id": "GIe0lGStREw0" + } + }, + { + "cell_type": "code", + "source": [ + "rbsp_rbspice_pad(probe=probe, datatype='TOFxEH', energy=[105, 250], bin_size = 15, level = level)" + ], + "metadata": { + "id": "lg4zU7tQD8b4", + "colab": { + "base_uri": "https://localhost:8080/" }, + "outputId": "1c10b060-3f28-40c7-87ce-13588601b32f" + }, + "execution_count": 8, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "load TOFxEnonH (helium and oxygen) data:" - ], - "metadata": { - "id": "BUOf3W6vRWyH" - } + "output_type": "stream", + "name": "stderr", + "text": [ + "04-May-23 21:07:10: Num PA bins: 12\n", + "04-May-23 21:07:10: PA bins: [ 0. 15. 30. 45. 60. 75. 90. 105. 120. 135. 150. 165. 180.]\n", + "04-May-23 21:07:10: Calculating RBSPICE pitch angle distribution..\n", + "04-May-23 21:07:12: rbspa_rbspice_l3_TOFxEH_proton\n", + "04-May-23 21:08:43: Calculating spin averaged pitch angle distribution..\n" + ] }, { - "cell_type": "code", - "source": [ - "pyspedas.rbsp.rbspice(probe=probe, trange=trange, datatype='TOFxEnonH', level = level)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "IkqXM3t5OwaW", - "outputId": "5e78c489-52b9-4717-a030-21e67d2df320" - }, - "execution_count": 10, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "04-May-23 21:08:50: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/rbsp/rbspa/l3/rbspice/tofxenonh/2015/\n", - "04-May-23 21:08:51: File is current: rbsp_data/rbspa/l3/rbspice/tofxenonh/2015/rbsp-a-rbspice_lev-3_tofxenonh_20151016_v1.1.12-00.cdf\n", - "04-May-23 21:08:51: Unable to get DEPEND_1 variable Position_SM_Axis_Label while processing Position_SM\n", - "04-May-23 21:08:52: Unable to get DEPEND_1 variable Telescope while processing FHeDU\n", - "04-May-23 21:08:52: Unable to get DEPEND_2 variable Channel while processing FHeDU\n", - "04-May-23 21:08:52: Unable to get DEPEND_1 variable Telescope while processing FHeDU_Error\n", - "04-May-23 21:08:52: Unable to get DEPEND_2 variable Channel while processing FHeDU_Error\n", - "04-May-23 21:08:52: Unable to get ydata for variable FHeDU_Crosscalib_RMSE\n", - "04-May-23 21:08:52: Unable to get DEPEND_1 variable Telescope while processing FHeDU_Quality\n", - "04-May-23 21:08:52: Unable to get DEPEND_2 variable Channel while processing FHeDU_Quality\n", - "04-May-23 21:08:52: Unable to get DEPEND_1 variable Telescope while processing FODU\n", - "04-May-23 21:08:52: Unable to get DEPEND_2 variable Channel while processing FODU\n", - "04-May-23 21:08:53: Unable to get DEPEND_1 variable Telescope while processing FODU_Error\n", - "04-May-23 21:08:53: Unable to get DEPEND_2 variable Channel while processing FODU_Error\n", - "04-May-23 21:08:53: Unable to get ydata for variable FODU_Crosscalib_RMSE\n", - "04-May-23 21:08:53: Unable to get DEPEND_1 variable Telescope while processing FODU_Quality\n", - "04-May-23 21:08:53: Unable to get DEPEND_2 variable Channel while processing FODU_Quality\n", - "04-May-23 21:08:53: No VAR_TYPE or PARAMETER_TYPE attributes defined for variable NumAxis, skipping\n", - "04-May-23 21:08:54: rbspa_rbspice_l3_TOFxEnonH_FHeDU does not contain coordinates for spectrogram plotting. Continuing...\n", - "04-May-23 21:08:55: rbspa_rbspice_l3_TOFxEnonH_FODU does not contain coordinates for spectrogram plotting. Continuing...\n", - "04-May-23 21:08:55: Correcting RBSPICE energy tables...\n", - "04-May-23 21:09:04: Calculating omni directional energy spectra; this might take a few minutes...\n", - "04-May-23 21:10:53: Calculating spin averaged energy spectra..\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['rbspa_rbspice_l3_TOFxEnonH_Epoch',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_UTC',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_SCLOCK_Full',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_OrbitNumber',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_ET',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_MidET',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_StopET',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_Duration',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_Spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_Sector',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_L',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_Position_SM',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_Error',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_Energy',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_EnergyRange',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_Quality',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FODU',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FODU_Error',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FODU_Energy',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FODU_EnergyRange',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FODU_Quality',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_Position',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_Position_GSM',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_Position_Quality',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_Alpha',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_ParticleDir_SM',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_Alpha_Quality',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_L_Eq',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_L_Star',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_L_StarArr',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_I',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_IArr',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_K',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_KArr',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_MLT',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_Alpha',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_AlphaRange',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FODU_Alpha',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_FODU_AlphaRange',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_helium_omni',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_omni',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_helium_T0_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_helium_T1_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_helium_T2_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_helium_T3_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_helium_T4_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_helium_T5_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_helium_omni_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T0_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T1_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T2_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T3_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T4_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T5_spin',\n", - " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_omni_spin']" - ] - }, - "metadata": {}, - "execution_count": 10 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "['rbspa_rbspice_l3_TOFxEH_proton_omni_105-250keV_pad',\n", + " 'rbspa_rbspice_l3_TOFxEH_proton_omni_105-250keV_pad_spin']" ] - }, - { - "cell_type": "markdown", - "source": [ - "plot the He++ flux for all channels" - ], - "metadata": { - "id": "twr7iVysRl1s" - } - }, + }, + "metadata": {}, + "execution_count": 8 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "plot the PAD for 48-106keV (top), 105-250 keV (bottom) protons" + ], + "metadata": { + "id": "UF1pUrv2RHpu" + } + }, + { + "cell_type": "code", + "source": [ + "tplot(['rbspa_rbspice_l3_TOFxEH_proton_omni_48-106keV_pad',\n", + " 'rbspa_rbspice_l3_TOFxEH_proton_omni_105-250keV_pad'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 390 + }, + "id": "YeSPMSk8RIsR", + "outputId": "da96ee72-26ee-4944-9b98-c7ad59bbb1f9" + }, + "execution_count": 9, + "outputs": [ { - "cell_type": "code", - "source": [ - "tplot('rbspa_rbspice_l3_TOFxEnonH_helium_omni_spin')" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 398 - }, - "id": "BWmyKb8FRiQG", - "outputId": "5578b687-42ba-492a-c8ae-ed37b0704691" - }, - "execution_count": 11, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "load TOFxEnonH (helium and oxygen) data:" + ], + "metadata": { + "id": "BUOf3W6vRWyH" + } + }, + { + "cell_type": "code", + "source": [ + "pyspedas.rbsp.rbspice(probe=probe, trange=trange, datatype='TOFxEnonH', level = level)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "IkqXM3t5OwaW", + "outputId": "5e78c489-52b9-4717-a030-21e67d2df320" + }, + "execution_count": 10, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "plot the O+ flux for all channels" - ], - "metadata": { - "id": "Rg8T2Z1ERnvl" - } + "output_type": "stream", + "name": "stderr", + "text": [ + "04-May-23 21:08:50: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/rbsp/rbspa/l3/rbspice/tofxenonh/2015/\n", + "04-May-23 21:08:51: File is current: rbsp_data/rbspa/l3/rbspice/tofxenonh/2015/rbsp-a-rbspice_lev-3_tofxenonh_20151016_v1.1.12-00.cdf\n", + "04-May-23 21:08:51: Unable to get DEPEND_1 variable Position_SM_Axis_Label while processing Position_SM\n", + "04-May-23 21:08:52: Unable to get DEPEND_1 variable Telescope while processing FHeDU\n", + "04-May-23 21:08:52: Unable to get DEPEND_2 variable Channel while processing FHeDU\n", + "04-May-23 21:08:52: Unable to get DEPEND_1 variable Telescope while processing FHeDU_Error\n", + "04-May-23 21:08:52: Unable to get DEPEND_2 variable Channel while processing FHeDU_Error\n", + "04-May-23 21:08:52: Unable to get ydata for variable FHeDU_Crosscalib_RMSE\n", + "04-May-23 21:08:52: Unable to get DEPEND_1 variable Telescope while processing FHeDU_Quality\n", + "04-May-23 21:08:52: Unable to get DEPEND_2 variable Channel while processing FHeDU_Quality\n", + "04-May-23 21:08:52: Unable to get DEPEND_1 variable Telescope while processing FODU\n", + "04-May-23 21:08:52: Unable to get DEPEND_2 variable Channel while processing FODU\n", + "04-May-23 21:08:53: Unable to get DEPEND_1 variable Telescope while processing FODU_Error\n", + "04-May-23 21:08:53: Unable to get DEPEND_2 variable Channel while processing FODU_Error\n", + "04-May-23 21:08:53: Unable to get ydata for variable FODU_Crosscalib_RMSE\n", + "04-May-23 21:08:53: Unable to get DEPEND_1 variable Telescope while processing FODU_Quality\n", + "04-May-23 21:08:53: Unable to get DEPEND_2 variable Channel while processing FODU_Quality\n", + "04-May-23 21:08:53: No VAR_TYPE or PARAMETER_TYPE attributes defined for variable NumAxis, skipping\n", + "04-May-23 21:08:54: rbspa_rbspice_l3_TOFxEnonH_FHeDU does not contain coordinates for spectrogram plotting. Continuing...\n", + "04-May-23 21:08:55: rbspa_rbspice_l3_TOFxEnonH_FODU does not contain coordinates for spectrogram plotting. Continuing...\n", + "04-May-23 21:08:55: Correcting RBSPICE energy tables...\n", + "04-May-23 21:09:04: Calculating omni directional energy spectra; this might take a few minutes...\n", + "04-May-23 21:10:53: Calculating spin averaged energy spectra..\n" + ] }, { - "cell_type": "code", - "source": [ - "tplot('rbspa_rbspice_l3_TOFxEnonH_oxygen_omni_spin')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 398 - }, - "id": "y7f1LGwnRcWN", - "outputId": "ddef95f8-87c0-42c0-c4fd-e4fd45e9cc13" - }, - "execution_count": 12, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": {} - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "['rbspa_rbspice_l3_TOFxEnonH_Epoch',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_UTC',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_SCLOCK_Full',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_OrbitNumber',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_ET',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_MidET',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_StopET',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_Duration',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_Spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_Sector',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_L',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_Position_SM',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_Error',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_Energy',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_EnergyRange',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_Quality',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FODU',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FODU_Error',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FODU_Energy',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FODU_EnergyRange',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FODU_Quality',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_Position',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_Position_GSM',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_Position_Quality',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_Alpha',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_ParticleDir_SM',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_Alpha_Quality',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_L_Eq',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_L_Star',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_L_StarArr',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_I',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_IArr',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_K',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_KArr',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_MLT',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_Alpha',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FHeDU_AlphaRange',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FODU_Alpha',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_FODU_AlphaRange',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_helium_omni',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_omni',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_helium_T0_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_helium_T1_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_helium_T2_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_helium_T3_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_helium_T4_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_helium_T5_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_helium_omni_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T0_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T1_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T2_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T3_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T4_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_T5_spin',\n", + " 'rbspa_rbspice_l3_TOFxEnonH_oxygen_omni_spin']" ] - }, + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "plot the He++ flux for all channels" + ], + "metadata": { + "id": "twr7iVysRl1s" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('rbspa_rbspice_l3_TOFxEnonH_helium_omni_spin')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 398 + }, + "id": "BWmyKb8FRiQG", + "outputId": "5578b687-42ba-492a-c8ae-ed37b0704691" + }, + "execution_count": 11, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "load TOFxPHHHELT (proton and oxygen) data:" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "Qx3kNvNhRp9q" - } - }, + "image/png": 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fBx4/5MdDXCGsiYOawFK7+USgFpAA/GBDqAUsANYCJwDrgPrAJlsXW4EM4Be7uWFk4PAbSfzGRRQykRQmkM3l9OVqZvATMJeOwFlAlq2hGFvicGowkJ3cC+TYEr+0ldAIaGVrspHd8S/sOicDnwI9Ie8WSLob6AvBpuD5AJhro21nK/lLoCswze7N34Gf8HIbAU4DjgMWA72Bp4ERdlvN7XanABfZbfuBV205dYAtNvbT7XtSgXacy0jepjsOq3BJAi7hREYyl9OowVxGUcitnInDUsawhqXAFGIZRSHYPZ5vj8v5mDa1BYgFdgAFwNn20G8FmhSBtwgCMRDwwi9eaLcbXA84ttt7twA77W7k2VCL7O8LbbXnA8swjdUBNtj1G9r1ivY4+LtttXmBgOkzJf/yVdLWg/ZtUXsUj90Px+5Hol0/aIsi2h6uOkBdTAcDaAYcBe5R5g07k02L2gXchIc1HAuk4ZCFm78c4l+FxVfAu8BKTF85GrgPOMME5k509hrn+jsjmc5oit0ARzkb+N5tSImuzkl86c5hT4f7GOl84hJ8zQMTMAfI/vtGSfMoFY3pKrYt0AHTMMF04yaYscyLaQxJmG5zFJAGrMF0qSSggX1fDQgkmzZd5IXEnVCcALuiIKkIFsaY1RoC3wPPAtcAb9miRpMONKADH9ET+BcX4pCFh1xOIJu5pAODgPcwg+yvwFVAnA1gO2y6G+puAM88TGtdBxwD950BIwpMZ4ufA/NOhc7Z4PkNAo0hOwGWO6ZxH/UTjG9j+tupmGGiC6YzzAB6YYaV7cBkO68f5nzUFHMeOMmGFI8ZpoBzT83k7cHjTR2+jxmYp0L0LwGKG3nhOuB1IBdOXLWQuecdDT8BYzB9fBmmc94I7bptYWnnOsR/7Sf/9Cj4zoXGjjmv/Ag8CBQC7wBtbCwv2tjPA0bB8V8v5atX2pnO/Symv3YAXsP05y+BWzEnmfYupG6EzxuaPp5v5zcsgJgFsPgESAtCyn8xHTfabrwT+PtD1DgcnsalHnABJRyexkMuAQbi5RUCdOFEZtEDGM2ZXM0stgLtMefCkrG0F+a0us2GvBTo4EJiLmQnQ0oOOH4oSIHYXHCKgUWUfQD4HnOq8ttjVGCXvY9p/4swY289SsdUP3uPmUHMGF+0R7E1bHHrbFMoxHSfRCjra2fbwBOAjkBtTJ+qa+e1g/Wp5r3f2VBGk46XDQR4HgKnwS0p5oT/DZz/75t5iycBiMKDnyAJxLGbAupRi01uSccuG/8O93HwQJyJLsF8j2kwizHjXApmcEyxK+Vgjkch5qB2sPO3A53A9YFTAG48BOLAH23Gu62Y838y5hz3NabdLrJvH01HrmYRH+JhDWcDm/CynAC3YRradswnhw3291TMSfsY2Ho8fOaYPvch0A3oHoQnPXCNa5adFoRbPSbuT4C7MOP0FZgPJf/AjGVbwZkRpH6ggASK+LWe3XEf9F0+jW20JpdatGMCmzmDz1KPhSJolteM1kwgionkchvZ1OOH2HokFwbozvWsZBQJ5LGTFDaQQgbzyKMOX7VqR8Pl9UnmexLYSTKb8OBndupJHLW9A604A4BpXf9Fjy+/IUAU9XmDDVzKl83aE7/KzxFsoT7Lmd2pu6marS7JeX5yukaT/GUxOadHwzI4cd1C5mYeDfMwHwv7e+jNQGYmTYIbHZiO+bB2CvAzMMOFMxxzkM7GfFaaB7yQC31TyMnJCUmipuTvwW2m2qu+fExTCVX8Un66oklEREREREREwiLUVzRJ5CnRJCIiIiIiIiJhoUTT4U8PAxcRERERERERkSqhRJOIiIiIiIiIiFQJ3TonIiIiIiIiImGhW+cOf7qiSUREREREREREqoQSTSIiIiIiIiIiUiWUaBIRERERERERkSqhRJOIiIiIiIiIiFQJJZpERERERERERKRKKNEkIiIiIiIiIiJVQokmERERERERERGpElGRDkBERERERERE/iI8gBOCcl0gGIJypcKUaBIRERERERGR8FCi6bCnW+dERERERERERKRK6IomEREREREREQmPREJ3RVNOCMqVClOiSURERERERETCI57Q3FsVRImmakK3zomIiIiIiIiISJXQFU0iIiIiIiIiEh4xhO6KJqkWlGgSERERERERkfCoAXhDUG4gBGXKQdGtcyIiIiIiIiIiUiV0RZOIiIiIiIiIhEc8oclE+ENQphwUXdEkIiIiIiIiIuERE8IJyMjIID09nfHjx4drj+R3dEWTiIiIiIiIiBwWsrKy8Pl8kQ7jL01XNEnIjR8/nvT0dDIyMiIdioiIiIiIiESSE8JJqgUlmiTkMjMzWbJkCVlZWZEORURERERERCLJG8JJqgUlmkREREREREREpEroGU0iIiIiIiIiEh5xQHQIyi0OQZlyUJRoEhEREREREZHwiCc0iSZlN6oN3TonIiIiIiIiIiJVQjk/EREREREREQmPWCAmBOXqMppqQ4kmEREREREREQmPGEKTaJJqQzk/ERERERERERGpErqiSURERERERETCI4rQZCKCIShTDooSTSIiIiIiIiISHh5Cc2+V7teqNnQoRERERERERESkSuiKJhEREREREREJD13RdNhzXNd1Ix2E/DXk5uaSnJwM2WMg93aT5pwMfA9EA22h/bCN/NC4AdHrA/RxJxHFOn7hbRrTiRkdnuf4xUv5ql47ojcHAPC4CRS4RTjXuLjPOwA0d9JY6a6J1G6G3AnOEu4PHslpW4GRwJdmvrsYAnYdP7ANyLNTAdAQWA7Usq/j7LoFdv1CoBOwGqgP/AKkAal2vXjMYdoG1AZKBg4n2v5SDHiBE4FFQDbQHagL/GzfBNDebrDkBJNm528GugC799jZxkARkACsAlJskD8Dre06XnCjwfkJgu0hGAUePzh+8CdAVD7MS4YTdgAOuFGwOxHyHVhiQ4m3+/wD0MJubiVwQhBW2BNWvt3cNszt3yl2F+sAHwNHAduBN4FbgBxgKXAEUBPYaOtyHXAMsMC+rmnLLQSWAW3t66+By4E3gHZAMrBrj+2us2X/CnQFPsIc21Rbxg/2PbVszMcAc23ZGfZn1B7VXfLFHzuBtZhjHY1pN3X8EDTdiyKviTWlCFwPRBWYusYB1wueRUArG2QR0MAsYyvmq2zX2WWdgM+BJLvBGnbn5tj3r8E03trAJkyDqwm8beeVNMx1mAMWD/wI+IDFdpkXggFz7KLNS1xMs/NjjmOefavX/r6NsqZVcpt/sX1PlP3pAk5DYAPQATgO+A2oZ/cnzRwUNx2cTZDXCqKC8LEX5tltjeI0oCn4n4DsBPAVQsxTwAlmi6u6QwcXRjgwFo7+bS0LX2mCO8DBmejiXuGQ6MSzy83HiQsQXeRSPNeL29XhIudhprh/Z0/dnO/5wj2Kw51zq0uwuce0Ez+mwhth2uIGTIPesPd7/Jhj6wJOCqYTNMG0pVzM8d2COXCpdvJj2mGBnZ+O6UxbbaGtMe0ZoClmQPCbl24HcIJmLPLHQ3QeBOJgdQLUD8ImD3wH9AnANq95zyJbXEnoJV/WUwszZs/HDJ8vYvr9MqA58DGxdKWQWZyJl/kE8eEhlwAvA29hOs9u+/M7W+KRmBFqBGUjSTHwOqZzXorpvBnAE8BFmJEzC4L9wLMAtvaG2guAQsjuAimzgU9h62ioPRDoCeuugMYP2L27DladCs3mmfULPJBcDHEroLgpBLwQ/wHknQVJ/8V0dmDTgxDlQu05sK47NMgG70fmIG66Aup/YA9oHASPAc8HkHc5JC2ErcdA7UmQfTmknA30xXRigPX2YJ0JzmrbAJ7GYR0u9TAjfgIwn6vJopHdiwJgKR4GEaQmMIwzeYZZ5Nua89taPp6y80gu5lSXANS1J9Ycx4y7Hj8UxcAODzTaDG4MOOtsiDm27RWyt8WYwawu5qQfa8PPsxtcjBlv821DKTkHf4s5oW0wsXkw3SbG/vRghvKA3Wwxpt+UjKvOHi0pQNlY6cX+LwCcjemPmEPCMUAbcNuZ84cTgMIk2OCF2cC1dLXBjgC3HrzXxlRWH2AQ9H/ocYr4lU/5N8dyAbt5lG84Cj9BSv686eR0YgELcF2XFKeIo1nEp27JWbDMhc5tvOk+vs/8w4nT0SX4jMd8sCjGHLBEzIEqOeHFYk6YBXZeM0wbq2uXRwEtMce0BaYdxZj3ufbzUjDGfBbzFoE/Dr6JMp9j5mOG1abAJ5gmsAj4BjN+tbfrPE4a97CGUZwJrOVMljCLjphBNxfT/y4HfsJ8WsMsC1wF3v8AbcxO+LvBz4nQvNiMH0WnQcx/TATBY8CzCZZ3Mk2sTjbk+6CDB1619RKF6WdgPssMBDoDOzDnkm6YBv8ccArm8/itmA+DGzCDc23g38BF4DwQxP0/j+lQc6HH9G/4LPM4E24L4MIgvOgx/fZ8OP3oz5l9XneY7cJrjunH24Cbs80H36AXhsbBhO9gXSdzLFoNgPyJED8Ptp4EfgemYj6Pd3ic0o4XbArBZHgmEW541wb8vdnX3LMg5WxycnLw+XwHblAHqeTvwewh4AvBt87lFkHKc4Qsfik/5fxERERERERERKRK6NY5EREREREREQkPx06hKFeqBSWaRERERERERCR8lBQ6rOnWORERERERERERqRJKNImIiIiIiIiISJXQrXMiIiIiIiIiEh5eO4WiXKkWdEWTiIiIiIiIiIhUCV3RJCIiIiIiIiLhEW2nqhYMQZlyUJRoEhEREREREZHwiLWTHLZ065yIiIiIiIiIiFQJXdEkIiIiIiIiIuERC8RFOggJJSWaRERERERERCQ8QnXrnBuCMuWg6NY5ERERERERERGpErqiSURERERERETCI1TfOhcIQZlyUJRoEhEREREREZHwiCI0iSZ/CMqUg6Jb50REREREREREpEroiiYRERERERERCY9Q3TqnK5qqDSWaRERERERERCQ8oghNJkLZjWpDt86JiIiIiIiIiEiVUKJJQm78+PGkp6eTkZER6VBEREREREQkkqJCOEVYYWEhV111FWlpafh8Po4//njmzZsX6bDCTokmCbnMzEyWLFlCVlZWpEMRERERERGRSPISmiSTN5w7sX9+v59mzZoxd+5csrOzueWWW+jbty95eXmRDi2slGgSEREREREREamkxMRERo4cSVpaGh6Ph0suuYSYmBh++umnSIcWVko0iYiIiIiIiEh4xIRwqqC8vDz++c9/0qtXL1JTU3Ech4kTJ+533cLCQu68804aNmxIfHw8Xbp04cMPP/zD8pcvX8727dtp2bJlxYM7hCnRJCIiIiIiIiLhUY0STVu3bmXUqFEsXbqUjh07/uG6V1xxBY8//jgDBgzgiSeewOv10rt3b+bOnbvf9fPz8xk4cCAjRowgOTm54sEdwqrB47JERERERERERMKrQYMGbNy4kfr16/PNN98c8Ausvv76a1577TXGjBnDsGHDALj88stp3749w4cP58svv9xr/eLiYvr370/Lli0ZOXJkyPejutEVTSIiIiIiIiISHtGE5mqm6IqHEhsbS/369f90valTp+L1ehkyZEjpvLi4OK6++mrmzZvH2rVrS+cHg0EGDRqE4zhMmjQJx3EqHtghTlc0iYiIiIiIiEh4HORtbn+q2PzIzc3da3ZsbCyxsbGVKnrBggW0bt0an8+31/zOnTsDsHDhQpo0aQLA0KFD2bhxI7NmzSIq6q+ZctEVTSIiIiIiIiJyWGjSpAnJycml00MPPVTpMjdu3EiDBg32mV8yb8OGDQCsXr2aF154ga+//pratWuTlJREUlISc+bMqXQMh5K/ZnpNRERERERERMIvitBkImyZa9eu3evKo8pezQTmwd77KycuLq50OUDTpk1xXbfS2zvUKdEkIiIiIiIiIuHhtVMoygV8Pt8+t7hVVnx8PIWFhfvMLygoKF0uZXTrnIiIiIiIiIjIAZR8O93vlcxr2LBhuEOq1pRoEhEREREREZHwiMJ8Q1xVTyG8X+voo4/m559/3udB4/Pnzy9dLmWUaBIRERERERGR8IgN4RQi/fr1IxAI8Nxzz5XOKywsZMKECXTp0qX0G+fE0DOaREREREREROSwkJGRgdfrJTMzk8zMzD9df9y4cWRnZ5d+c9yMGTNYt24dADfeeCPJycl06dKF/v37M2LECDZv3kzLli2ZNGkSq1at4sUXXwzp/hyKlGgSERERERERkfCIsVMoygWysrIq9DDwxx57jNWrV5e+njZtGtOmTQNg4MCBJCcnA/DSSy9xzz338PLLL7Njxw46dOjAO++8Q/fu3atuHw4TSjSJiIiIiIiISHjEEJrb3IoO7m2rVq0q13pxcXGMGTOGMWPGHNyG/kL0jCYREREREREREakSjuu6bqSDkL+G3Nxcc9nhuu1QlELfFtOY8bcLoBjqTapDW97js8HHce6kTKa7TwFwpvMRPj5i6juj4Wro99tdTB02mr6PXcP/3BdKy67p+MhmJ3wRhHfAfdCJ1G6GnOM4dAjCh0CdH4C5dsHHQJx9fRzwM7B4/2W4QAAoxHxBgwf4DUiyUwDzDw0/Ac0Br31PIeAHtgNNAMeuG21/D7Jv9tq1y/ACNYAEu7EMYBnQ1q4Yg/lXiJJ/3fACqUBdu15Lu84mO7/kPc2AFUAjW249IA34Hki25R8JrLaBF9j3tgSygVbAHPsaoLXddj6wEdhp407aY5upNo4aplL8abAzDmquBuLtfseAEzQV5vdB1A5TUW40OMWmUlwPOAXgJoATgEAcePzg7ADXZ9b17LbvCdr1A+BPgqjdZjtFPojJAddrynR22/KKbbzb7c/adl/igbV7zKsBLAU223rbBLS3+7kTmAV0svUZb+tpmX3/blsXO4FV9lgl2/lb7e+FwHqgFpBj6oMoIA9zvH32mOQCWzANay1wBPCNPR5vA3VsTOuBdpi23QyoD3xlj1kAaAhsMO3OBTxeCARMu/zDUaGDrYdic5w41tZFL+B9G2tbW34Cpq+dAHwJXAqsBvcME4fzPWzpBkvsLv2KaU7zgQ9Iw6UxMAqyT4ZsD1wCDAROBSYCj35HX88qlnAqv2amwDxwv3U4zenDdp4ijdG87T67zy60clqw3F2Bz0ki183DedCl713XMOP053E/dIjx+DnPHc0U959/VBOHNMdxKM4D7wxMG4sDsjAHoSll7W8Zpo0ehxk3mmAOGHZ5yXrpwEqgJrAG0/6L7OvFQBvgF0r7PUdQ9q+pMZQNikH7nhwbE5ixJw7TR4sxY9gK4ELMOLgKOIqygRpwo8D5BDgS3HpQnGjGhqh8wIHCRAg6sMljumFrP8yLMk22JaabLLBhNAC22aIX2eW5dl5XYApwig2vAfCDDbGkGp621TeadE5kCXPpzl18zgzMeaNkSP0XZ3IRs2gFvIyHNVyMwxe4ZHAibzKXdKAjJ/Jf5tKRNL5nDWdTgw+4iUJmACuJpSuFzOLvdOBhsNvoaA/lFLoDOXhZTRAfV7GGiaQA8ADZ/II5n+UC2TaGq/kvE0nhQrI5ATMMfWVjvoay01Os3fej7T7Ns3Vwhq2rWvY9CZg6b1tgxvElSdAyADH54PjN+O7NNwfBKbLniALMeQjgR9t2jrQHpLGt/HW28ChgA6a97mkDZlxKszuQimlzeXZZSdtci2nnO+3rX+zPNEwfqWFft92jIqIxbbO73en6dt0MG9PHwPF2/WsxnzvsGEx7W3bJnSjt7PsKAD+4He18B35MNrvVowCWxZnfe5FCgDttQW/hRD+H28UDPYFd4I5xaO6ksarDas5ffDNvdX2C07/8nFVcSQfO4388gT/TDz+B+6HDRc6/AHiDYfRlKv9zLyTG46coGEWKU8QZPHRYj40ARzkb+MrfiIQFmPFwvl2wFTMW5WEacTRm/DkN89lgJ2Xn5njMeTvVrgNlg0sSph39DBwDbAe3DuazST4U1IXoQiiOhdhdEIwyfSXbZ4bTbgXwWZxpgqttiBsw59EM4DNM80m1Yf4KfIrpKu2AHZgxpj9B/sVpwEZOZAmLiOUmCnmYFE4gm7lciOl4uTb4eMyoeB5mZLsI+AjTw6MwI+Jy4BJw24Pzja28KzAfHH4EumE+MDUDTsbsUZqpn6KuEPMc5F8H8R/A1t5QeyYwCpbMh/QHbKXm2wpsCzxk4xtsD8A3mA8dJTcjHYH5wDACuBpzsqpFDZ5nZ+no1MDWXj4nkkUisBQPaQSZy6XcxX/5BphFR85kEXGYj4WNc+G+FMjJyanQrWflVfL3YPYy8NX48/UrXP5OSGkbuvil/HTrnIiIiIiIiIiEh9dOoShXqgXdOiciIiIiIiIiIlVCVzSJiIiIiIiISHh4CM0lL7qMptrQoRARERERERGR8HBCOAEZGRmkp6czfvz4cO2R/I6uaBIRERERERGRw0JWVpYeBh5hSjSJiIiIiIiISHjscfVRlZcr1YISTSIiIiIiIiISFi7ghiAp5FZ9kXKQ9IwmERERERERERGpErqiSURERERERETCQ7fOHfaUaBIRERERERGR8FCi6bCnW+dERERERERERKRKKNEkIiIiIiIiIuHhhHACMjIySE9PZ/z48eHaI/kd3TonIiIiIiIiImHheswUinIBsrKy8Pl8Vb8BKTdd0SQiIiIiIiIiIlVCVzSJiIiIiIiISFiE+oomiTwlmkREREREREQkLJRoOvzpUIiIiIiIiIiIVFMFBQUUFhZGOoxy0xVNIiIiIiIiIhIWuqLpz3366ae8/fbbfPHFFyxZsoT8/HwAEhISaNeuHV27duW8887j5JNPjmygB6BEk4iIiIiIiIiEhRJN+1dcXMyzzz7L448/zqpVq0hNTaVTp04MHDiQmjVr4rouO3bsYOXKlbzyyiuMHTuWpk2bcvvttzN06FCio6MjvQullGgSEREREREREYmgli1bUlRUxODBg7nooovo1KnTH67/7bff8sYbb/Dggw/y2GOPsWrVqvAEWg5KNImIiIiIiIhIWAQdM4WiXICMjAy8Xi+ZmZlkZmZW/YZC5B//+AdXXHEFsbGx5Vr/2GOP5dhjj2XUqFFMmDAhxNFVjBJNIiIiIiIiIhIWoU40ZWVl4fP5qn4DITZ06FB27NhR7kRTiZiYGIYOHRqiqA7OIX4Xo4iIiIiIiIjIoa9+/fqcf/75TJ069ZD6lrnfU6JJRERERERERMKi5IqmUEyHun79+jF79mwuvvhi6tWrx1VXXcVHH32E67qRDq1ClGiSkBs/fjzp6elkZGREOhQRERERERGJICWaDuzVV19l8+bNvPLKK5x00km8+uqrnHHGGTRq1Ijbb7+db7/9NtIhlosSTRJymZmZLFmyhKysrEiHIiIiIiIiIlJtxcfHc+mllzJjxgw2bdrEU089RatWrfj3v/9N586dadu2LQ888AArVqyIdKgHpESTiIiIiIiIiIRFIITT4aZmzZoMHTqUzz77jDVr1vDwww+TkJDAyJEjadWqFV27do10iPulRJOIiIiIiIiIhEUA8IdgOhwTTXtq1KgRd9xxB5MmTeLcc8/FdV3mz58f6bD2KyrSAYiIiIiIiIiIyP6tWbOGyZMn89///pcffvgB13Xp2rUrAwYMiHRo+6VEk4iIiIiIiIiERZGdQlHu4WTr1q1MmTKFyZMnM2/ePFzXpW3btowaNYoBAwbQrFmzSId4QEo0iYiIiIiIiEhYFAIxISr3ULdr1y7eeustJk+ezEcffURxcTENGjTglltuYcCAAXTq1CnSIZaLEk0iIiIiIiIiIhFWt25dCgoKSEpK4rLLLmPAgAGceuqpeDyH1uO1lWgSERERERERkbDIB7whKhcgIyMDr9dLZmYmmZmZIdhS6Jx++ukMGDCAc845h7i4uEiHc9CUaBIRERERERGRsAh1oikrKwufzxeCLYTe22+/HekQqoQSTSIiIiIiIiIi1VBhYSHfffcdmzdvplu3btSuXTvSIf2pQ+tGPxERERERERE5ZPmB4hBM/nDuRJiMHTuWBg0acOKJJ3LBBRewePFiwHwjXe3atfnPf/4T4Qj3T4kmEREREREREQmLUCSZSqbDyYQJE7jlllvo1asXL774Iq7rli6rXbs2p556Kq+99loEIzwwx90zWpEQys3NJTk5GWZk07XvGhrxP95Y8Q/YCBxdDC2iOfa3FXzjHoFzg0vX8T/w5fZ0Tk39io+D98PM96BrED7ywGlB8G0CzyZ4vhPuEAfHPRLX+RHHvR/XuSfSuxtSzjcuHNufxbxJ+58h2BBcD3hzgJ3APMyNsT8DRwMLgTQgC5gCXA5sBxYDCbbQWKAOMBXoAGwFtgAnAJ/bdaLB3WMEdxqadQLFUAAkAi7gAEH7O5iMdpC9M9suB8h0l9yw3QRY9btlxwNfAQOBuXZ5B7sPayj7ntQ0u/8BoA2wG/jF7mMHYJddNw/wAT8C7ey8ZCDHBujawJMwO1gSeEtgvS2vEKhr35MMNAc+tduuBcQBv2HqcQVQ05azw/5+NPAacATwK5CBOW6dga9tjM0wZ86SbWwGWtn9Wm+3H22nZXuUkWf3d4ONwWtfL8XcxO4A9eyyEiUHsAhzgHJtvSTZeSXTYswxamrXSQKWAG2Bd4Be9nUW0IOyf2KKsnFn2W2n2XpcDu4Gs+lSKZhjVdLmjrf7B5ANXIU5rov3mAdwKvCdfd3DxpZnl3XAjDnbgY62HmJs3bSyy3KAozBtKgeKHoOYRaaMQIbpZ/6aps8BRBVAYSIc74UrbTEPA3Ppzpl8zixOs5X0NPAvU2mTHzRxrgeOzoYHUuh73zXMOO95E+v7G+gX9SxvuKO4wLmJtzY8gdvAwYkL0LnwV77u3Irkr4vJeSUad4CD8w+Xzg8t5+vgVrjrBLgR3AYO7Zw2LAsOLB0TnbgAbkEonopQfTR1vTxFkO4uRAUhNg+cbHBTwAkA3wKtMePHKmAbpq9GYdrpfExfgrK2l4fpR60xY8JuTP9dgWnHRZgxwmfLjAfW2vXrYtrjccAmTNuLx/SfksGxCaYf+u28Vpi27drftwK1gZ8wY1pbG0/DPXa8Brjp4CwBGmDOBdswY1s+ph8EbMyt7D7tBLeJrZelZn4gCTx+s+1gNHjXQVEL0849RVCQDBu8kFYA/mgo8pqu0iIIhR7TlQKYIa6uC/kO1CyAZXGmqhKDsMljlq1yTDUmUDYkRrsQEzAxFMWAx4XvvbAAuASzDEwMLbZBbi2z/TZFUBgNcYVmWy2CEHRMG4gqBm8B7Eo25e3yQOpus40NPqgVMPOj8wAHArFmG94iW7f2ZOZkY8b8GuAmmPlOFnAMUPJIjZLzRR973MGM2QW2Pa2yP0vGYjDjehrwvV2vZByOw4xj6zHnFg+wyLaXAmC2LScNMw4ehxlqZmPGzyJMW90JXGq39TowCJgGXIA57+ygrK0uw7TDdMy5biHmswH2wBZgzls77L62AOrb9rTdtqEW4M0z+53b3lTZZPuWM2yIi4C7SWEC2VxOOu+whDqYIfg8OsKqBdCsP3CFqYR5A+CEeXDjCfQe/y4zM8+Gd8Fd6XCO8yb/cy/E6eLCfzD9dzJ47vMSxIWuQS748nam8X+4rovTxIXvXNw6ZZ9CnBpB+uc9xBT3Lg5XjuNA8DQe4yOOxTTbhAKI+sWMAzjgFAG/gNsGnJ8wB+RIzOfBEt9jxpUkzGeATXa99sDHQGPMeR1gNaYd5WHG2QZ2XYAaQCK49kEuTgB21zR91uOHYJTpg7sSzLyS/lzkhaQ8+CrJDGVQNsZ8AAxx4VvHhLwe6GrXaYhpgwAf2XBSMd2qCHMKWI4Zbs8B/ocZbrHrrbOvc+wup2Ha8amYNj0H+D9iGUUhdpgiF+gEzMB0k9o2hnjgXeBC+3o6MGqP9dpgho3jMUM2mK5WjPlY9BJm36+072lk97Xko+F2yj5WtsEME4n2c1j0TthZ04ylO71mSDoyaJbF7YZVQWiZAjk5OSF5xlHJ34PvZENiCB6htCsX+qSELv5wa9++Pa1ateKtt95i27Zt1KlTh9mzZ3PqqacC8MgjjzB27FjWr18f4Uj3pSuaRERERERERCQs/CGcDie//PILZ5111gGXp6amsm3btjBGVH5KNImIiIiIiIiIVCMpKSls3br1gMuXLFlC/fr1wxhR+SnRJCIiIiIiIiJhoYeBl0/v3r157rnnyM7O3mfZjz/+yPPPP88555wT/sDKQYkmEREREREREQmLYAinw8kDDzxAIBCgffv23H333TiOw6RJkxg4cCDHHXccdevWZeTIkZEOc7+UaBIRERERERERqUYaNmzIt99+S69evXj99ddxXZeXX36ZGTNmcOmll/LVV19Ru3btSIe5X1GRDkBERERERERERMps2bKFunXr8sILL/DCCy+wZcsWgsEgderUweMx1wxlZWWRkZER4Uj3pSuaRERERERERCQs9K1z5XPaaaexY8eO0td16tShXr16pUmmTz75hNNPPz1S4f0hJZpERERERERERKqR3bt307NnT3JycvZZ9s4779C7d2+OPfbYCET255RoEhEREREREZGwKArhBJCRkUF6ejrjx48P0x6FxkcffcSWLVvo1asXeXl5pfNfe+01LrjgAk477TRmzpwZwQgPTM9oEhEREREREZGwKCQ0V7wU2p9ZWVn4fL4QbCG8mjZtyscff0yPHj3o3bs377//Pq+88grXX389/fr145VXXiEqqnqmdKpnVCIiIiIiIiIif2FHHHEEs2fP5uSTT+boo4/m119/5aqrruK5557DcZxIh3dASjSJiIiIiIiISFjsBtwQlJsfgjLDafv27fudX7duXV5//XX69u3L4MGDefjhh/d6SHhqamq4Qiw3JZpEREREREREJCwKDrFyw6V27dp/eJWS67pMmjSJSZMm7TU/EAiEOrQKU6JJRERERERERCSCRo4cWa1vh6sIJZpEREREREREJCwCdgpFuYeye++9N9IhVBklmkREREREREQkLIoBb4jKPZy5rsvatWupX78+MTExkQ7nD4XiWwVFRERERERERKSKbN68mebNmzN37txIh/KndEWTiIiIiIiIiIRFAaH51rnCEJRZ3bhuKGqu6lW7K5oCgQCvvfYaQ4cO5fzzz+f7778HICcnh2nTpvHbb79FOEIRERERERERORiBEE6Hu0PlYeHVKtGUnZ1Nt27duOyyy/jvf//L//73P7Zs2QJAUlISN910E0888USEoxQRERERERERCa9D5YqmanXr3N///nd+/PFHZs2axTHHHEPdunVLl3m9Xvr168fMmTN58MEHK1z2mjVrWLFiBTt27NjvwbngggsqFbuIiIiIiIiISCikpqbyySef0LFjx0iH8qeqVaJp+vTp3HjjjfTs2ZNt27bts7x169ZMnDixQmWuWbOGq666ik8++QTYfwbQcRwCgb/ChXYiIiIiIiIikaNnNB2c6OhoevToEekwyqVaJZpycnJo3rz5AZcXFxfj9/srVObgwYOZN28ef//73+nSpQvJycmVDVNEREREREREJGQWLlzI0qVLufTSS0vnzZo1i9GjR1NYWMhll13GzTffHMEID6xaJZqOOOIIvvvuuwMu/+CDD0hPT69QmV999RV33nkn9913X2XDExEREREREZFKyAFiQlBuUQjKjKThw4eTkJBQmmhauXIl559/PrVq1aJhw4bcdtttxMfHM2TIkAhHuq9q9TDwv/3tb/znP//h9ddfL73FzXEcCgsLueuuu3j//fcZOnRohcps3LgxNWvWDEW4IiIiIiIiIlIBecDOEEx54dyJMFi0aBEnnnhi6euXXnoJr9fLggULmD9/Pv369eOZZ56JYIQHViVXNBUXF7Ns2TJycnIIBoP7LO/evXu5yrn55pv58ccfufTSS0lJSQHgsssuY9u2bfj9foYOHcrVV19dodiGDRvGuHHjGDJkCAkJCRV6r4iIiIiIiIgcOjIyMvB6vWRmZpKZmRnpcA5aTk4OtWrVKn09c+ZMevbsSe3atQHo2bMn7733XqTC+0OVSjQFg0FGjBjBU089xe7duw+4XnkftO04Ds8//zyDBw9m6tSpLF++nGAwyBFHHMFFF11U7oTVnoYOHUogEKBVq1b069ePxo0b4/V699nurbfeWuGyK2PatGmVen/37t1LG5iIiIiIiIjIoaAQ2PfylMortj+zsrLw+Xwh2EJ4NWjQgKVLlwKwceNGvv32W6688srS5Xl5eXg81eomtVKVSjQ9+OCDjBkzhqFDh3LiiScyaNAgHnnkEVJSUnjqqadwHIdHH320wuWeeOKJe10iVhk//PADjz76KBs3buTJJ5/c7zqRSDT169cPx3H2+y14f8ZxHD788ENOPfXUEEQmIiIiIiIiEhqFQCi+871iXxtW/Z177rk8+eSTFBQUMH/+fGJjYzn//PNLly9atIgWLVpEMMIDq1SiaeLEiVx00UU8/fTTbNu2DYBjjz2WU089lcGDB3PCCSfw8ccfc/rpp5ervJUrV/LDDz/Qt2/f/S6fMWMGRx11FM2aNSt3jEOGDCEnJ4dnn3222n3r3D/+8Y9y102J7OxsLrjgghBFJCIiIiIiIiKR9sADD7BlyxZefvllUlJSmDhxIvXq1QMgNzeXqVOnVttbAyuVaFq3bh3Dhw8HIDY2FoCCggIAYmJiGDhwII8//jgPPvhgucobNmwYubm5B0w0jR8/npSUFF577bVyx7hw4ULuu+8+rrnmmnK/J1zatWtHjx49KvSebdu2HdRVUCIiIiIiIiKRtosqelj07xxuVzQlJSXx6quvHnDZunXrqu1zqCt1fGvVqkVennm2e1JSEj6fjxUrVuy1zo4dO8pd3rx587jlllsOuPy0007j3//+d4VibN68eYXWD5cFCxbQtGnTCr+vZs2aLFiwgJYtW4YgKhEREREREZHQ2Ql4/3StigvF7XjVieu6rF27lvr16xMTE1Ot7tb6vUo9OeqYY44hKyur9PUpp5zCv//9b7744gvmzJnD2LFj6dixY7nL27FjBzVq1Djg8qSkpNJb9MrrvvvuY/z48axdu7ZC7wu1jh07HtQDyjweDx07diQxMTEEUYmIiIiIiIhIdbN582aaN2/O3LlzIx3Kn6rUFU1Dhgxh4sSJFBYWEhsby+jRo+nevTvdu3fHdV1q1qzJf//733KXl5aWxhdffMF111233+Vz5syhcePGFYrx888/JyUlhTZt2nD66afTpEmT/X7r3BNPPFGhcqtCo0aNuOSSS7jsssvIyMgI+/ZFREREREREwikHBw9OlZcbxAUO78fMHCqP0alUoumcc87hnHPOKX2dnp7Or7/+yqefforX66Vr166kpqaWu7xLL72U+++/n86dO3PDDTeUflVfIBBg3LhxvP7669x1110VinHcuHGlv7/zzjv7XSdSiaYWLVowduxYxo4dyxFHHMHAgQO57LLLdFuciIiIiIiIHJayicYJQaLJxQWKqrzc6sRxqr7eQqFSt87tT3JyMueeey59+vSpUJIJYMSIEZxyyinccsstNGjQoPTqqIYNG3LrrbfSo0ePCieagsHgn06BQGTu5vziiy9YsWIFDzzwAHFxcdx77720adOGLl268OSTT7J58+aIxCUiIiIiIiIi1cuhckVTlSSa3nnnHa6//np69+5N7969uf766w949dAfiY2N5YMPPuDFF1+kc+fObN26la1bt9K5c2f+85//MHv27NJvtztcNG3alBEjRrB48WIWL17M8OHD2bJlCzfffDONGzfmrLPO4pVXXmHXrl2RDlVERERERESkUnYTH7LpcJaamsonn3zCscceG+lQ/lSlbp3Lzs7m/PPP5/PPP8fr9dKgQQMAZs+ezbPPPstJJ53E9OnTSUlJKXeZHo+HK6+8kiuvvLIyoR2S2rdvz0MPPcRDDz3EF198weTJk5k6dSoffPAB1157Leeccw6TJ0+OdJgiIiIiIiIiByVIDZyqv7kKlyCQU+XlRsLu3bs56aSTuOaaa7j22msBiI6OpkePHhGOrHwqdXRvvvlm5syZwyOPPMKOHTtYvXo1q1evZseOHTz88MPMnTuXm2++uapiPSgejwev1/unU3XTrVs3xo8fz/fff88555zD7t27ef311yMdloiIiIiIiIiEUEJCAitXrjxknsn0e45biZv8kpOTGTx4MGPHjt3v8htvvJGXXnqJnJz9ZxVPOeUUPB4Ps2bNIioqilNPPfXPA3YcPvroo3LHeO+99+5zcAKBAKtWrWL69Om0adOGPn368M9//rPcZYZafn4+b7/9NpMnT+aDDz6gqKiIxo0bc+mll/LII49EOryDlpubS3JyMmxdDxMbQC3g3CD9U//FdOc2znOfYIp7O+nOZpa4dXHcWVDUHVrGwZqJcOUVMOFc4Hxc50ouckbzRsFt9I97gqnBp3EnreLqwR5e5FNc59DI9B4Mx3EgNQDfOHibpXIk2ZwHDHNhsgONgTN3m3W9C4BWwFKgGbATWIS5lnEBUGALTQPqAXPs69HAXcBuYC7mmXpbgJOAeOBHYNUeQXUAcoFs+zoBghvKFpdmtFP2WAfznRBBwIv5X1HAvI4CfgMa2nVK3x8NFIOfcl6OGQ0k2t+zgVOB72y8e8TBGvuzrd3nXEydfAFcCrxj33M0sAHYbtdPBdZhKj0OWAu0sct9wK9AO0z9JwF5docc+zMb6ApsBfKBppidiwFWAk2A94Hj7PbygUb29/V7lNcR+AyojTk+8TaGZZjjvwjohjnmMXbfiuzvvwAtbUxJtuwfbSyr7T41sdsLAvXA3QBOii1nKXAuMNW81QWcHjaektdeYH+Pwmto6tMFHPs7xwNf2eXHA98CJ2COUTamDQcwx/JjTLteBfQAjgASKGsgJQ2nnq3jy4CFQH1bVhZwCfAl0BzoBG5NcJbD+mOhEGhSBFH5cF+yOaQnAV34hjQ6czxBpvB3RvIwAWD0XUFuH+3hXzzGRQxjCjdA3r8h6SU7fp219wHc9J5pj68Akz82wQUvgZcbwuB5cOMJ8OS7uE4fOroOi5cEoRfQD9z/c3AudXH/6+AU5kPMIHswOsKSV+Fue1zam2Ph3u7guKfjOrP3cyAOH47jQPBT4F9AEXOZxVuYassAEndDYRws9EDnAojKAzYBdYHNmPYWh2lDzTBtKwrT177FNIK6mL6RQtk/mhYARwLLbXklfXU7ZpxYb+eB6Z/5mLGmFqZNt8T09bZ2u79h2vMi+zPGTnl2WWtgF6aNe2yMacDPttyGdlvZmDGwtn1fPSDW7itAMZBu92M90B/TH47CjP1pe+xjjl13M9DClu3HjHnbbGz1MWNKKmaMOcbWSVP7/nV2WQ37nvo21hWm3t0jwPkEM3a1sO9/CjgbMz7k2mOwwtZBybGJssvTbP0BfG/rGrutNbZ+V9l1ijHjQg5lY8f39vdoYAnQwC4v6bbR9udCW5c5mAEsytZxAWXHZyFQE9ho9xPMsfkNM652t/XnsXX6jd3nVFvWEih9Tq5r6/5LW3Y+pt20x4whLW2Z2OPxE1CHsuNcl7J22NTOKzkn5do4sfvRyr5eDwwEPrHv+QnoCyyFoi4QvROcXHi/qWnGHf0QnQf+BCiOgiyPqZ6VwOWY4ehNIAMPa/iAKZzOLLvZiaTQh2ze5j/cxVWM5mVgvt25yyB4HqxpSMsWR/DLil8hbQMc1ZAeS7/hs2bHwYpX4egBtFu8haWD65hz3Te74MRE+HIDXNsQPoN6y+vw28db4OQ37Q76OcbzKgtGf0v03QGKgpW60aPacxwHxgapcUM8r1PI34HF/J25PMx7wMnAqbng9XWkqGAR0+OglwtJWwAvuFHgZAM1IBBnP2NuxvSTneAeB843mLaWh2kYJWNYKmY8LLTrb8SMETUo61d5lH0OqYE5jkngdgVnCebz1M+2jNZmm+zE9Dsvpu1uw3xeTS4rs7gTRK+yZXrBjQWn2CwOJEAgBmLW221FgbPbxBRIMOt4/BCMAm8+5KVCYja40eAptNsIYPrOTihqVNYPPH5wgmYqTITYPCAIG2pC/d3gzTOxBGLBW0jpF6U5QWAl+I8EbxE4m6C4GUTnUvb5sxYwG+iJGftyMOPHNls/JecAgB/YeywowvTnLphxvJMtI89Mua0gpS3k5OTg8/moaqV/D2a3AV8ILvbIDUDKTyGLP9wuu+wyCgoKmDZtWqRDqbBKjajR0dG0adPmgMvbtm1LdHT0AZe7rkswGCx9HQwG/zRjV9G82L333nvAZRs3buT444+ndevWFSozFAKBALNmzWLy5Mn873//Iy8vj+TkZAYNGsSAAQPo0aPHIZvNFBERERERETGisf/UXMWq/na8SLrnnnvo378/gwYNYujQoTRv3pz4+H2fQ1XRL2ELh0olmi688ELeeOMNrr322n1uP/P7/UyZMoX+/fsf8P2ffvrpH74OtQYNGnDttddy//33c+mll4Z12yXmzp1b+iymbdu2ERMTQ+/evRkwYAB9+vQhJiYmInGJiIiIiIiISGQceeSRACxZsuQPn9UcCOzv1oHIqlSiaeDAgdxwww107dqVIUOG0LJlSwCWL1/Oc889R1FREQMGDOC7777b632dOnWqzGarVGJiIitXrozItps1a8bateZa5+7duzNgwAD69etXoYeni4iIiIiIiBw6YgjNFU3VL+FSGSNHjjxk72qqVKJpzyeeZ2VllVbCnre37bmO67o4jvOnGbd33nmHmTNnsmrVKsAkZHr37k2fPn0qE+4+fvjhB8aOHRuxW+d8Ph8PPfQQl112GY0bN45IDCIiIiIiIiLhE0UlUxEHcGgmZQ7kjx4DVN1V6uhOmDChquIAIDs7m/PPP5/PP/8cr9dLgwYNAJg9ezbPPvssJ510EtOnT6/QFT/NmzffbxYwOzubnJwcEhISmD59ehXtQcUsXrw4ItsVERERERERkepr4cKFLF26dK/H/MyaNYvRo0dTWFjIZZddxs033xzBCA+sUommwYMHV1UcANx8883MmTOHRx55hOuuu47ERPN1Ubt27eKpp55ixIgR3HzzzUyaNKncZe7vIdqO41CzZk2OOOIILrnkkmrz8Kw1a9bw4IMP8sknn7BlyxamT59O9+7d2bp1K6NGjeLKK6/kmGOOiXSYIiIiIiIiIgcpVFc0HV6GDx9OQkJCaaJp5cqVnH/++dSqVYuGDRty2223ER8fz5AhQyIc6b5CcnRXrFhBYWEh7dq1q9D7pk+fzvXXX8+wYcP2mp+YmMgdd9zBmjVreOmllypU5sSJEyu0fqQsWbKEk046iWAwSJcuXfjll1/w+/0A1K5dm7lz57Jr1y5efPHFCEcqIiIiIiIicrCi0a1zf27RokXccccdpa9feuklvF4vCxYsoHbt2lx88cU888wz1TLRVKnv/xs7diyXXHLJXvOuvPJKWrVqRfv27TnuuOPYvHlzucuLjo6mTZs2B1zetm1boqOjDzre6mz48OGkpKTw888/88orr+z1nCuAs88+mzlz5kQousoZP3486enpZGRkRDoUERERERERkWovJyeHWrVqlb6eOXMmPXv2pHbt2gD07NmTX375JVLh/aFKpRFfeOEFTjnllNLXs2bNYtKkSQwdOpSjjjqKu+++m/vuu4/x48eXq7wLL7yQN954g2uvvRavd++n0Pv9fqZMmUL//v3/sIxRo0bhOA533XUXHo+HUaNG/el2HcfhnnvuKVeMofL5558zcuRI6tSpw7Zt2/ZZnpaWxvr16yMQWeVlZmaSmZlJbm4uycnJkQ5HREREREREIka3zpVHgwYNWLp0KQAbN27k22+/5corryxdnpeXh8dTqWuHQqZSR3f16tV73R43ZcoUmjdvztNPPw3Apk2bePnll8td3sCBA7nhhhvo2rUrQ4YMoWXLlgAsX76c5557jqKiIgYMGMB333231/s6depU+vu9996L4zjceeedxMTElOtJ7dUh0RQMBklISDjg8i1bthAbGxvGiERERERERESqWrSdqtrhdevcueeey5NPPklBQQHz588nNjaW888/v3T5okWLaNGiRQQjPLBKJZp+f3vXBx98wLnnnlv6ulmzZmzatKnc5fXo0aP096ysrNKHeO+5nT3XcV0Xx3EIBAKl84LB4F5l/v51ddWpUyfeffddrr/++n2W+f1+XnvtNY4//vgIRCYiIiIiIiIi4fTAAw+wZcsWXn75ZVJSUpg4cSL16tUDIDc3l6lTp5KZmRnhKPevUomm1q1b89Zbb3Httdcya9YsNmzYwFlnnVW6fN26daSkpJS7vAkTJlQmnEPaiBEj6NOnD9ddd13pc69+++03Zs+ezYMPPsjSpUsZN25chKMUERERERERqYwYdEXTn0tKSuLVV1894LJ169b94V1RkVSpRNOwYcO47LLLqFmzJrt27aJdu3aceeaZpcs//vhjjj766HKXN3jw4MqEc0g766yzmDhxIjfffDPPPfccYG4ldF0Xn8/HSy+9RPfu3SMcpYiIiIiIiEhlhDbRlJGRgdfrLX1W8OHCdV3Wrl1L/fr1iYmJqdbPP65UoumSSy6hVq1azJw5k5SUFK6//nqiokyR27dvJzU1lUGDBlU6yBUrVlBYWLjX86AOpHnz5qW33JWX4zj8+uuvBxtelRk0aBAXXHABH374IcuXLycYDHLEEUdw5plnUqNGjUiHJyIiIiIiIlKtZWVl4fP5Ih1Gldu8eTPNmzfnww8/5NRTT410OH+o0o9679mzJz179txnfmpqKtOmTatQWWPHjuXLL7/ktddeK5135ZVX8tJLLwFwzDHHMHPmTOrWrXvAMnr06FHhRFN1MH78eDIzM0lMTOS8887bZ7nf7+fyyy9n8uTJ4Q9OREREREREpErEYa5qqmreP1/lEPf752RXV1XynYLbt29n9uzZrFq1CjAPAT/ttNOoVatWhcp54YUXOOWUU0pfz5o1i0mTJjF06FCOOuoo7r77bu677z7Gjx9/wDImTpx4MLsQcTfddBPx8fFcddVV+ywrLCzkwgsv5MMPP4xAZCIiIiIiIiJVJYHQJJqqJL1RrR0qF9VU+kjce++9PPLIIxQWFu41PyYmhuHDhzNq1Khyl7V69eq9bo+bMmUKzZs35+mnnwZg06ZNvPzyy5UNuVq67777GDJkCDExMQwcOLB0/q5du+jTpw9fffUVU6dOjWCEIiIiIiIiIhIpf4krmu6//35GjRrF2WefzQ033EDr1q0B+Omnnxg3bhyjR48mOjqae+65p1zl/b7SPvjgA84999zS182aNWPTpk0VjjM3N5ennnqKTz75hM2bN/Pss8/SuXNntm/fzsSJEznnnHNo2bJlhcutSnfffTcFBQVceeWVxMTEcNFFF7Fjxw7OOusslixZwsyZM/e62ktERERERETk0JMIxIag3MI/X+UQlpqayieffFKhL1yLlEolmp555hn69u3L22+/vdf85s2b06tXL/r27cvTTz9d7kRT69ateeutt7j22muZNWsWGzZs4Kyzzipdvm7dOlJSUioU47p16+jRowdr166lVatWLFu2jLy8PMAcqGeffZbVq1fzxBNPVKjcUHjggQcoKChg0KBBZGdnM27cONavX8+HH35Ily5dIh2eiIiIiIiISCXFY57TVNU8ISiz+oiOjqZHjx6RDqNcKpVoysnJoVevXgdc3rt3bz799NNylzds2DAuu+wyatasya5du2jXrh1nnnlm6fKPP/64wtm7O+64g507d7Jw4ULq1q27z4PEzzvvPN55550KlRlKjz32GAUFBVx33XXUq1ePzz77jPbt20c6LBEREREREREJgd27d/PTTz/RsmXLfb5x/osvvqBbt24RiuzgVCrR1K1bN+bPn89111233+Xz58+vUIVccskl1KpVi5kzZ5KSksL1119PVJQJcfv27aSmpjJo0KAKxfjBBx9w6623kp6ezrZt2/ZZ3qJFC9auXVuhMqvCTTfddMBljuOQmJjI0UcfzXPPPbfX/Opw5ZWIiIiIiIjIwYm2U1ULhKDM0Pvqq6/o27cvMTEx7Nixg3/84x/cfffdpcvPOusscnNzIxhhxVX61rlevXpx6623kpmZSYsWLQBYsWIF48aN46uvvuL999+vUJk9e/akZ8+e+8xPTU1l2rRpFY4xPz+fOnXqHHD5zp07K1xmVRg3btyfrvP7ulOiSURERERERA5tSjTt6bbbbmPcuHFcfPHFLF++nEGDBvHzzz8zadIkHMc5ZB4AvqcKJZpq1Kixz9fp+f1+xo4dy9ixY/F4zD2RwWAQgNjYWDp27EhOTk6Fgtq+fTuzZ89m1apVgHkI+GmnnUatWrUqVA5Aeno6n3/+OUOHDt3v8unTp3PMMcdUuNzKKqkjEREREREREflrWrJkCRdffDEArVq14tNPP6Vfv36cf/75TJkyJcLRHZwKJZouvPDCfRJNVe3ee+/lkUceobBw7yfGx8TEMHz4cEaNGlWh8m655RYGDx5Mhw4d6N+/P2CSPL/88gv33Xcf8+bN480336yy+EVERERERETkQKKo5M1Vf1DuoSc5OZn169fTqFEjAOLi4pg+fTqDBg3izDPPPCQvUqnQkZg4cWLp77t37+akk07immuu4dprr62SYO6//35GjRrF2WefzQ033EDr1q0B+Omnnxg3bhyjR48mOjq63N9iBzBw4EBWr17N3XffzV133QVAr169cF0Xj8fDgw8+yHnnnVcl8VdEhw4dePjhh+ndu3eF3peTk8NJJ53ECy+8QOfOnUMUnYiIiIiIiEgoeAlNUsgbgjJD7/TTT2fChAl7PZcpKiqKyZMnM2TIED777LMIRndwDvroJiQksHLlyiq9wumZZ56hb9++vP3223vNb968Ob169aJv3748/fTTFUo0Adx1110MHDiQadOm8csvvxAMBjniiCO44IILSp8rFW4//PBDhW8pBHOr4g8//EBeXl4IohIRERERERGRcHn66afx+/37zHcch+eff77C+Y/qoFJpxF69ejFr1qwDPv+oonJycujVq9cBl/fu3ZtPP/30oMpu2rQp11xzDTt27NjrYVpr1qwBIC0t7aDKrYxbbrml9Cqr8goGgyG/fVFEREREREQkNEL1MPB9kzWHgpiYGGJiYg64PBK5isqqVKLpnnvuoX///gwaNIihQ4fSvHlz4uPj91kvNTW1XOV169aN+fPnc9111+13+fz58+nWrVuFYiwoKOC+++7jxRdfZNu2bQdcLxAI7xPqBw8eXKn3N2zYsIoiEREREREREQkXJZoOd5VKNB155JGAeUr65MmTD7heeZM4zzzzDL169eLWW28lMzOz9La2FStWMG7cOL766ivef//9CsV4/fXXM2nSJM477zxOOukkatasWaH3h8qECRMiHYKIiIiIiIiIVFNz587lP//5DytWrNjn7iwwt9ctWrQoQtEdWKUSTSNHjqzUbVw1atTY5/1+v5+xY8cyduxYPB4PQOlT1mNjY+nYsWOFnm00bdo0/va3v/Hss88edJwiIiIiIiIiUhV0RVN5PP7449xxxx3ExcXRpk2bct8pVh1UKtF07733VmrjF154YcifN+Q4Dp06dQrpNkRERERERESkPGKBuBCUGwxBmZEzZswYunXrxowZM0hOTo50OBUSiu8ULLeJEyeW/r57925OOukkrrnmGq699toq28a5557L7Nmzq+yB5SIiIiIiIiIiobR7924GDBhwyCWZIMKJpj0lJCSwcuXKSl/htH379r1e33PPPVx00UUMGTKEoUOHkpaWhtfr3ed9h9JlaCIiIiIiIiKHpjh0RdOfO+WUU/j+++8jHcZBqTaJJoBevXoxa9asSl19VLt27X2SVa7rsmDBAl588cUDvi/c3zonIiIiIiIi8tcTRWie0VSt0huV9uSTT3LGGWfw2GOPcdVVVx1SF8dUqyNxzz330L9/fwYNGsTQoUNp3rw58fHx+6z3RxVc2QeUi4iIiIiIiIhEUpMmTRg6dCjDhg3jzjvvJC4ubp+7sxzHqdCXpYVLtUo0HXnkkQAsWbKEyZMnH3C9P7r6qLIPKBcRERERERGRUIkiNKmIapXeqLSRI0cyevRoGjVqxHHHHXdIPaupWh0JXY0kIiIiIiIicjhToqk8nnnmGc4++2ymT5+Ox+OJdDgV4riu60Y6CPlryM3NNVnYr7I59/gRrObv/Og0pDjwGbARlgyA9L8By4AHgYc4k1nMOjrIlIUeLhoSxH3ewQms5xlPY4Y6Lo47gjN5mFmMAroT7e1GceByXOfAV8QdDpwbXHhiAzU8R7AzLZ/FazxMAv7FhcAZwFNAMjP5nDOz4YIUmJYLwSgojjVlRBean951wCzgHOAHIAPIAuYA+UAfYA2wGdgKNAJWAbuBBKAI8yw/P+bQzQHOBbbb9Y8HvgKOA36z7/dgzgPZwMdAL1tOgd1OGuADZtr5G4CGdv5uW9YSW24zu04M0MKWFw2cBKywFbYWKLkQsrvd9sdAB7tvnWysPwLXAd/Y8opsfXy2xzYbA7VtmXm2zEKgFtAE8wzCGLtue8AFiu36+UCqra8kIN7GugGoCcwAjgSa2nqoDfxs97mDrdOS90YBK219+m3dNrExpdrtLgJqADuBtsAv9hgdY+Nubn/6bbxHA1/b+ggCC+12f7HrRNlYdtv6OsaWnQa8Qtmt9oMwbWSr3a9CzLfYrrb1mG/Xa2T3Kd/GXlJH8fb3FBv3drtPi21sGcBS4ChbPzk2lm2Y49nWlr/Dbi/Grn+0qTu3CfjjIToLnuhmquGsInA98HGU2fU+PEuuO5TPHZiH6RorbbGLnw9C/yBTUqK4aEkQJ70ZLjfBqttMDEdng/caSHsD1vyNzp47+Tq4E+7qBKMn0tfjY0ZBb5gaB5c9D5uuMe3x4my4JQV3nIOz1oXG78LzZ8M1/eG+N+CuXfB2Im4/8w8yzqsu7gAHx+0MpOI67+P8y4Xb3gXegudfgGuewnUycdyjcZ2FOHe4uGMO73/QcVq78NNZwAX8H0MJAMPoCFwJvMcUZrEI040aARcXwU8x0MwFjwuxBfBdAhxTAN58CMZCIMaUHfOmfWN9TF87CpiCaWvrgdPs8iLM+NYYc2xrY9rlm0BrzNgZjenPO4Hl9n3ZmH6WD7S0ZS6yO3YcZqxIsO9bBHQEPgV6YPrZbkxfKRkTg5SNRfUwfWWDXSfPvn85ZkzebmOIwfT3Avs6DsilbGyDsr5eGzP2YPevJma89AF1MX0+xW43za63HjgR+BA41sbXAVgAeG3ZJeeXuvb1L8AuIBEznm618S7DnKNi7fIEYJN9XxTwq43JZ/epHvAd0BUzJvjsekFb9yVjZ8CWuZaysacl5liWjHs9bBmbMeNsydjVCPjAltfJbjcNaIc517a18z4GTrX7D2bsOsbGWNsen1q2fkuel/srpv0EgJ52X3Ps9BtwAzDX7nOeratltsw0ysbxI4CNlLWVTpBbC+KLIDoX3CjYlQxBB+L8MC8KuhZBYTRsdkzVLAK6u/CiA+uABsBL9uf5wLU8xjaGUYszmcssVgCX8zKPMYhiYARf8BDdGFH6uaUpzDwDej9lKqLoGIh5GTPy9oPJneCcIKR74Etwmgdxj/XQ/+vHeSMYB49fD7c9zxmeI5jlnkYJxz0HuBnXOQ2nRhAmOKbdNRtAX08C/3NfwPnS5ahuR7HY/YHDndPNhbk9YciH8Nzn8Hh3nNuaAeAGFoL3FO5iEaPpSAcW0QAz9IwmnbtYQhPMsHa6H4q8kOOY5l8jF5wdEKwFnkIoSLHtZzfkJEHNbeB6wQlS1sfy7foTgAxw24JThBmTvsf0me2Y8eAIzFhQ8jkxBjO2rMK06RjMOHUGZtxpivl8UAvz+dFvy22Fabx5mIabYdf9HNP/FmDGqOaYPlUyFtXD9JdVtrxfbUzLgFMoG8OXYcafxkAdTD8r6curMZ9Bv8L0u8aYsa2l3d8j7L79jPk82waYjOlUmwDHrpOA6dvFNo40zJg2HdM542yM2Doppuyz0Q5bVjHQzZb1GWbsTQe+hdwiSPkP5OTk4PP5qGqlfw9mvwu+xCovn9xdkHJ2yOIPt5SUFB555JFKPcM6Ug6ttJiIiIiIiIiIHMKiQzgdPvr06cOcOXMiHcZBObyuLRMRERERERGRaiwGcwlWVSsOQZmR889//pOLL76Y66+/nquvvpq0tLR9HgYOf/xlaZGiRJOIiIiIiIiISDXSpk0bABYuXMizzz57wPX+6MvSIkWJJhEREREREREJDzfRTFVe7uH1+OlD+cvSlGgSERERERERkfBwk8CtEYJyq77ISLr33nsjHcJB08PARURERERERESqEb/fT25u7gGX5+bm4vf7wxhR+SnRJCIiIiIiIiLh4caDmxCCKT7Se1albrrpJrp27XrA5d26deP2228PY0Tlp0STiIiIiIiIiISHGx266TDy/vvv069fvwMu79evHzNnzgxjROWnRJOIiIiIiIiISBV4+umn6dSpE9HR0ZV6ztKGDRto1KjRAZc3bNiQ9evXH3T5oaSHgYuIiIiIiIhIeAS9ZgpFudVAgwYNuPfee5k8eXKlyqlVqxY//fTTAZcvXboUn89XqW2Eiq5oEhEREREREZHwCHhDN1UD5513Hueccw4pKSmVKqdXr148++yzLFiwYJ9l3333Hc899xxnnXVWpbYRKko0iYiIiIiIiMhfTl5eHv/85z/p1asXqampOI7DxIkT97tuYWEhd955Jw0bNiQ+Pp4uXbrw4Ycfhiy2+++/H5/PR+fOnbnwwgsZOXIkI0eO5IILLqBLly4kJydz//33h2z7laFb50REREREREQkPEJ19dFBlLl161ZGjRpFWloaHTt25NNPPz3guldccQVTp07llltuoVWrVkycOJHevXvzySefcOKJJ1Yi8P1r2LAh33zzDX//+995++23eeuttwDw+XwMGDCABx98kIYNG1b5dquCEk0iIiIiIiIiEh5+O4Wi3Apq0KABGzdupH79+nzzzTdkZGTsd72vv/6a1157jTFjxjBs2DAALr/8ctq3b8/w4cP58ssvKxP5H8Y3adIkXNdly5YtANSpUwfHcUKyvaqiW+dERERERERE5C8nNjaW+vXr/+l6U6dOxev1MmTIkNJ5cXFxXH311cybN4+1a9eGMkwcx6Fu3brUrVu32ieZQIkmEREREREREQmXgAP+EEwBk4DJzc3dayosLKx0yAsWLKB169b7fMtb586dAVi4cGHpPL/fT0FBAYFAYK/f/0x6ejovvfQSRUVF5Y6rsLCQCRMmkJ6eXu73hIMSTSIiIiIiIiISHqFIMpVMQJMmTUhOTi6dHnrooUqHvHHjRho0aLDP/JJ5GzZsKJ33wAMPEB8fzwsvvMDo0aOJj4/n5Zdf/tNtXHHFFdx2223Uq1ePwYMH8/LLL/Pjjz+ye/fu0nV27drFDz/8wMSJExk4cCB169Zl+PDhXHHFFZXex6qkZzSJiIiIiIiIyGFh7dq1e115FBsbW+ky8/Pz91tOXFxc6fIS9957L/fee2+FtzF8+HCuu+46XnzxRSZOnMjLL79ceptcVJRJ3fj95kFUruvSvn177rvvPq666qp9rrSKNCWaRERERERERCQ8QvwwcJ/PV+WJl/j4+P3egldQUFC6vCrUqFGDW265hVtuuYVVq1bx5ZdfsmzZMrZt2wZArVq1aNu2LSeccALNmzevkm2GghJNIiIiIiIiIhIe1ehb58qrQYMGrF+/fp/5GzduBKBhw4ZVvs1mzZrRrFmzKi83HPSMJhERERERERGRAzj66KP5+eefyc3N3Wv+/PnzS5dXhccee4xly5ZVSVmRpESTiIiIiIiIiISHHygOwRTCK5r69etHIBDgueeeK51X8o1vXbp0oUmTJlWynUcffZQjjzySFi1acOONN/L+++9XybfmhZtunRMRERERERGR8ChJDIWi3IMwbtw4srOzS785bsaMGaxbtw6AG2+8keTkZLp06UL//v0ZMWIEmzdvpmXLlkyaNIlVq1bx4osvVtUe8NtvvzF//nzee+893n33XZ566ini4+M55ZRT6NOnD2eddRZpaWlVtr1QUaJJRERERERERA4LGRkZeL1eMjMzyczM/NP1H3vsMVavXl36etq0aUybNg2AgQMHkpycDMBLL73EPffcw8svv8yOHTvo0KED77zzDt27d6+y2B3H4fjjj+f444/nvvvu47fffuPdd9/lvffe48477+T6668nPT2ds88+mz59+tC1a1c8nup3o5oSTSIiIiIiIiISHiF+GHhWVlaFvnVu1apV5VovLi6OMWPGMGbMmIMI7uDUq1ePq666iquuugq/38+cOXOYOXMmM2bM4NFHHyUlJYUzzjiDW2+9lS5duoQtrj9T/VJfIiIiIiIiInJ4CsXzmUJ1O141EhUVxSmnnMKYMWP48ccfWbFiBffffz87d+5kzpw5kQ5vL7qiSURERERERETkEFKrVi369u1brtsDw01XNImIiIiIiIhIeBQDRSGYDvMrmn5v7NixNG/ePNJh7JeuaBIRERERERGR8CgkNJmIwhCUKQdFiSYRERERERERkQh76aWXyr3uggULQhhJ5SjRJCIiIiIiIiLhkQ84ISoXyMjIwOv1kpmZWS2fX/RHrrjiChzHwXXdcq3vOKGoyMpToklEREREREREwiPEiaasrCx8Pl8INhB6NWvW5Oijj+bRRx/903VffPFFnn322TBEVXFKNImIiIiIiIiIRFjnzp1ZtmwZxx577J+u+/7774chooOjb50TERERERERkfAoDOF0iOvcuTOrV69m8+bNf7puSkoKaWlpYYiq4pRoEhEREREREZHw8APFIZj84dyJ0Bg+fDgrV66kZs2af7puZmYmK1euDENUFadb50REREREREREIiwxMZHExMRIh1FpSjSJiIiIiIiISHgUAd4QlSvVguOW93vzRCopNzeX5ORkmJQNLX24XR2cRS58DtxwE/gfgqhx3MUIRtMV1/mCf7kOw+4K0mG0h+uBa58P8sw1Hq4dF8S90cEpzoOxiTx2m4fbHZfifIcP4uBs5/Bv1s6OAKTczWM8TEegJ4/xEMM4CjgrG0amQAHwaDbgwoyakAt0BWoAdX6GO1rDmHchrzckbQM+wlxyehYwBYgGFgHdgHlABvAbsBlIxmwgz64H8JUt/EegPlAL8+0P8cB5wIvA0cBCoCWwFmiHuYn3NOB2YD3m0tdmwCrgVGC3XT8GSAJeAtoC6cB/9lj3bOB94EigJjAXCAAdgMW/q8B+wFTza4DfneuigZOAFfZ1ya3Pn+9RVkMbUw1ggV2nFvCuXbeZ3b+S7SfY5R8AJwBrgF423vW2HrDrxdhtnQ18YeddAGwCfsYcyGw7f4NdbwFwDrDEvjcaCNoyPZgDf9QeZdS2+/AxcAxlx2wTcKKN4Zs9Yl+G+XaQDkCW3Ze1tpx4G2eKLSPdlnsG8AvmWOUCr9ht3gZ8YmM7EtOGgoAPc6yzgeuB1+w6R9n5bW1MvwKDgLcwbTIK0z6TbR0UAN9DwTUQlwm7n4KE7eDGwKs+GPiqeV+gMXizgFhYcTw03Q2fJsDJuyE/HqKCkOB9jE8Yximcxpl8xEYbxhS6wrq5nNnYwyzOBBrBuheg8Vm087xELAUsDN6H67yIE1wGV7WBCa9C/kUQ/w18egI1To5n57f58DowENyODs5UFy58HBbfBh1OhjafwjvAncBmcL9weNt1OK9BkNwNHnxOXyh6HTc2Hqe5Cz8W4ybE4JzvwrSeXMRHfOvZzi9uTZy1Lm6T6vkVuFXJae7Cx1CjWTwdKWQNHtIIMpd04Cme4WSeAhoAxwGjuYF3GMdbwP+5kJgLzlooaAexueAEgNVAE8zYV8NMrgdwwbnLLAvcDN63MP2rAbAc0w/zMf0iB9PWV2PGpxJ17DoxmP7cENiO6XfrgeaYPhzE9M+pQA/M+NYNMx51AlKBOFsGwBygkd12DGV98TO7L6vses3sOoD7FTgpmD7YDDOuFWH6f4p9T8nyU4Hv7Ou1mL5cYjEwBJhwgBhKYisCjgH3XXAaYs4vAVtvxaYrx2KGHtfuWj1gl1nMT0AbzJCQALTAjOWxe1QlmOEjzpazHTNs0RACG0y5jq1ip6Q+7H76s+2/yHptnc8BEu3+72HPobbkdcnvfsr+VdfF7Ke7AZzutp66Yc4DGZjzQsnxS8Ec1wCwA3PM3sWM9033KDRodzDZrlsPOMVWynZb7pe2vlMx5/kuQHdgI+Ycn2LLqgWBDuApAmcdBJuB50P47Hzo8QUEO8K0JPOWOzCns/WY4zSCjpzIIoYB55OGyzmMZByj6I5p/HfD4guhw0SzI/Pe4MMTPPQknYtYwpSjg7DgJ/i+DXToAgwG3oJNH0LtXVAQj1vDa8bIHi7UXgCshOEXUuPReHb6t0LQC0Ux8KQHhmeD9w1OZChfkIbL33Cde3AmujD4c3Dr4Xra4hTmc0xcN75zv+OvwAkuw4lphVv8HmYwW8jV3MKLwXXgmce59Gcl8DBwMbHcRGHpaTYWMxzNxnykSMAMZTUKYHqc+RhXo8CMjcVRkOWB7jlAELbWNJ87ScV0jqU2IK+dtwXT7/yYfnEiUBeYYddrh/kcMQc4F9iJab87MOPFLrteDHt/k1kKpvm5dp0YW9YHwBGYPhKDGXvqUdav/JgTxKM2ll9sBeywcRxn3/ux3UaajduL6XPLMP33O0wfr2f3bwXmsx/A/4BWmHNCb7vtp4ETwP3cjhFFpqL9H0NUin1fNmWfQbMx40bJ/FNtTCXj6ZF2ecmg6QUC9nNvNGZcWEXZuO6F3ICttpyckHxrW+nfg49kQ3wIvhUuPxfuTAlZ/FJ+ekaTiIiIiIiIiIhUCSWaRERERERERCQ8ijFXbFX1VGyKz8jIID09nfHjx4drj+R39IwmEREREREREQmPQva+zbEqywWysrJ061yE6YomERERERERERGpErqiSURERERERETCo5jQXPJSHIIy5aAo0SQiIiIiIiIi4VFEaG6dKwpBmXJQdOuciIiIiIiIiIhUCV3RJCIiIiIiIiLhoVvnDntKNImIiIiIiIhIePgBb4jKlWpBt86JiIiIiIiIiEiVUKJJRERERERERMLDj7nNraone0VTRkYG6enpjB8/Plx7JL+jW+dEREREREREJDwKATcE5dpvncvKysLn84VgA1JeuqJJRERERERERESqhK5oEhEREREREZHwKAacEJUr1YISTSIiIiIiIiISHkWE5tY5JZqqDd06JyIiIiIiIiIiVUJXNImIiIiIiIhIeBQAgRCUqyuaqg0lmkREREREREQkPHYRmkyEPwRlykHRrXMiIiIiIiIiIlIldEWTiIiIiIiIiITHbnRF02FOiSYRERERERERCY9QPJ8plOVKhenWORERERERERE5LGRkZJCens748eMjHcpflq5oEhEREREREZHw8ANuCMq1VzRlZWXh8/lCsAEpLyWaRERERERERCQ8QpxoksjTrXMiIiIiIiIiIlIllGiScissLOSqq64iLS0Nn8/H8ccfz7x58yIdloiIiIiIiBwqikM4SbWgW+ek3Px+P82aNWPu3Lk0btyYKVOm0LdvX1atWkVSUlKkwxMREREREZHqTrfOHfZ0RZOUW2JiIiNHjiQtLQ2Px8Mll1xCTEwMP/30U6RDExEREREREZFqQImmw1heXh7//Oc/6dWrF6mpqTiOw8SJE/e7bmFhIXfeeScNGzYkPj6eLl268OGHH/5h+cuXL2f79u20bNkyBNGLiIiIiIjIYcdPaG6b84dzJ+SPKNF0GNu6dSujRo1i6dKldOzY8Q/XveKKK3j88ccZMGAATzzxBF6vl969ezN37tz9rp+fn8/AgQMZMWIEycnJoQhfREREREREDjf+EE5SLegZTYexBg0asHHjRurXr88333xDRkbGftf7+uuvee211xgzZgzDhg0D4PLLL6d9+/YMHz6cL7/8cq/1i4uL6d+/Py1btmTkyJEh3w8REREREREROTToiqbDWGxsLPXr1//T9aZOnYrX62XIkCGl8+Li4rj66quZN28ea9euLZ0fDAYZNGgQjuMwadIkHMcJSewiIiIiIiJyGNK3zh32dEWTsGDBAlq3bo3P59trfufOnQFYuHAhTZo0AWDo0KFs3LiRWbNmERX1x82nsLCQwsLC0te5ublVHLmIiIiIiIgcUvwuOCH42jk3FF9lJwdDVzQJGzdupEGDBvvML5m3YcMGAFavXs0LL7zA119/Te3atUlKSiIpKYk5c+bst9yHHnqI5OTk0qkkWSUiIiIiIiIihydd0STk5+cTGxu7z/y4uLjS5QBNmzbFrUCWeMSIEdx2222lr3Nzc5VsEhERERER+SsrAkLxBBZd0FRtKNEkxMfH73WLW4mCgoLS5QcjNjZ2vwksERERERER+YsqDu2tcxkZGXi9XjIzM8nMzKz67cifUqJJaNCgAevXr99n/saNGwFo2LBhuEMSERERERERqbCsrKx9nj8s4eW4FbkXSg5Z33zzDRkZGUyYMIErrrhir2V33HEH//d//8f27dv36pAPPvggd911F2vWrKmSW95yc3NJTk6mO7P4PFgES86GfHCPc3DcL+HGE+DJAbjOZN5zHVoDaQUQHe/iuKeDfzofRtXgAmLZuS6f2xt7+Bfv4zpn8p7rEATODkVmvBpy1rrwOXxymYdTuJDFvMkaoA/dCez4nGNqwvPASOC97UAhFNWBqALwvAm5gyFxNyxNgPabwY2BlSnQLA8CMRCdBTwBXANsBtYAGwE/0AG4HhgO/Ag0AnYDG4ArgXnAaiAeKGlOjYD1wDSgG7ANiAEWA9nA2XvMqwG0AHYBvwDpQDsgD1gArAOWAR2BozCX3j4HDLTb2wx8A/5VJpPuUnZlrgs4zWwsQSAA9AOmli0PYDPw0SZudxU4pwLfAQnAqTauNXa/E+y+9wA+sxtKATfbbDcAeLvb/Wxi96MO8Lb9+Ztdqbutj7bAt8Cx9mdXwAusAFbZ/XzFzsO+d6CNqTHwFtDLLsu3Me4GttqfpwM/29dtgTl71MXxpm6D2eDpDkWfmwf5RZ0N1ARet+Um2vrKBqckjqHAs3Yfe9mfY0xdcCRwhF3vU6A2cCvwMeb4jgaaAm3s+ruBlfbYfGt/v9bGvAC4BGgNPGr3sQNQH9xu4CyDvC6QdC+QbKc48F8I3nxYWRNaXA+Bx8BTCM6Xpm6LroPonYAHPCku7haH9bVhEdCHjjjswCUJJv8Al2zgE09jTpkXNPu4EFhxE0waC4PPBf7OiXRjEbHsPCMf90MHp1YQts6BG7tDFvAaMBZ4/HMTwLdXwLHnArfjcDlu3gpIXI7raYvzL5e7bvMwmvdtpZ6F69yO85yLO8S07mGuw79mBrmrt4fRzABScZ2u9HId3ndcPG5Tgs5q/goc9zPgJ2pwEzt5G/gUbnsQHj8RuAz4ggL/f5kdZbrLcznwXjL0oS9TmMEwPKzaGKS4FhRHwUMe0/xvuwW2/Btq7wBnAtAF+BwzXvkx/SoNyLGBNAfexYxv64BfMe0RzDjQCvgBM+A8jemHvYAPMP0ezKD0OaYvbKF0jHGBQiCuIQQ3gOdsuy2vLWMtBBeDpyHQFgIfm0UBwOuFQMD8ngukAjsxw2fQhlYiCdO8Y/bYze1214KY8SFYUu92KjkLF2OG0ZJlwT3WDdrd3udBodFmoRsw74/ZY19/tKs0tXHt2ZrzMKeQfLtsC2Z43WLLwO57XczwUhcosFNdW3YMZaeqJCAWczi32/2ua7dTZKqUeMzp7lhgPqY5xNlt7cKcGgL2vSXXdjsAzexOLMecOwAa2t+9QD274a8wY/taYAewFHMuBDP+vU1ZJRdjzk2pQAOgk63gnzHjbQvMeHui3SGANfDRfXDqDnCWgHskOLPgh4uh/T+Bq4CNsLszfOqBDKAe6bzEEi7nIR5jBH8DHgf+HoAE71XM5z904VLu4r/cFYB7vHCK3aQPOC+4DsfTlRmsoc+4INzwHVdzHP8CUnjI7Mynt8HJDwCL+D/e5Fa6Ax1wnSdx3IeBGUB3ruZhPsTDGwTpwqWw7lVo/CbMvJD4Pn52u9E4PV344FzgV1znRxz3aiCfD/kvZ5BG0FmN49+BG1WTvwrnOReueQCG3w2PtqcGv7KTE3FYjkszIAc2LYCV8NgJHoYF14HnIrbxJbsxfbFJEQS8MN9rTvWN/ZATBXU2YtrjL+Cm2+0tAbctOG8CLTFteAbQ13z2dPIxnTcH8zlrK3A05ry/HtNfiu2GF2Da95vAxZi+UaIJpsPPxbT3AKYjr8V8XuuGGSDigS8wn8lS7LTKlmE/D7qYMcpbOmjusZ3A/uvVZe/uGGNXzaNs2C/5POr+7vd8u4mS8aNknPR4YWvAhOzFdOm1dle9e7y/2L72YMb0kvW9tgobYT5KHWPXKbLbrGF/+jEf6woxY1U2ZrzLyckJSaKm5O9BPNtxnKov33VzIZgasvil/PQwcKFfv34EAgGee+650nmFhYVMmDCBLl266LlKIiIiIiIiUiWigm7IJqkedOvcYW7cuHFkZ2eXfnPcjBkzWLduHQA33ngjycnJdOnShf79+zNixAg2b95My5YtmTRpEqtWreLFF1+MZPgiIiIiIiIicghRoukw99hjj7F6ddkF5tOmTWPatGkADBw40Fy6CLz00kvcc889vPzyy+zYsYMOHTrwzjvv0L1794jELSIiIiIiIoefKFycEDzBx8XFX+WlysFQoukwt2rVqnKtFxcXx5gxYxgzZkxoAxIREREREZG/rBhcHEKTaCqo8lLlYOgZTSIiIiIiIiIiUiV0RZOIiIiIiIiIhEU8xXgorvJygxSTW+WlysFQoklEREREREREwiKBIjwUVXm5wRCUKQdHt86JiIiIiIiIiEiV0BVNIiIiIiIiIhIW0fjxhuDWuYC+c67aUKJJRERERERERMLCix9vSJJCSjRVF7p1TkJu/PjxpKenk5GREelQRERERERERCSEdEWThFxmZiaZmZnk5uaSnJwc6XBERP6/vTuPr6K6/z/+mtzsCQGDQELZREB2UETABVCsRUGwKIiVgi1fcYmCVq0/ixYVd74WFRFFKVrqioqFYv2KVJGKAloQWRQXwIVdJDf7cu/n98fMvXBNgEu8CSS+nzzmccmZM2eZM3NmcnJmroiIiIgcIfHVNKPJ0Yymo4YGmkRERERERESkRvgoq5Z3NFEtaUpV6NE5ERERERERERGJCc1oEhEREREREZEa4SOIj0A1pByshjSlKjSjSURERERERERqhEM5cdWwhN7R1LNnTzp27Mj06dOPcE1/vjSjSURERERERETqhJUrV5KRkXGki/GzpoEmEREREREREakRcQSIq4ZH56ojTakaDTSJiIiIiIiISI0IPepWHenK0UHvaBIRERERERERkZjQjCYRERERERERqRE+yvFVw+wj04ymo4YGmkRERERERESkRsQRrKZ3NAVjnqZUjR6dExERERERERGRmNCMJhERERERERGpEQ4BnGqY0VQdaUrVaKBJRERERERERGqEvnWu7tOjcyIiIiIiIiIiEhOa0SQiIiIiIiIiNUIzmuo+DTSJiIiIiIiISI3wUUx8NTxcZRTHPE2pGj06J9Vu+vTpdOzYkZ49ex7pooiIiIiIiIhINdKMJql2OTk55OTk4Pf7qV+//pEujoiIiIiIiBwhPkrw4Yt5ukFKYp6mVI0GmkRERERERESkRsSTSzylMU/XKIp5mlI1enRORERERERERERiQjOaRERERERERKRGuDOaYv+Ym14GfvTQQJOIiIiIiIiI1JCAt1RHunI00KNzIiIiIiIiIiISE5rRJCIiIiIiIiI1JOgt1ZGuHA000CQiIiIiIiIiNUSPztV1enROaty7e7/AnMFM7RiHnewAYM6pFD4UR2nx8/zDHO4BWv8F4sfhrX+LYGI9BmwEv1OMNXeYMg+C1w3EXnU41zEGOQaAY/cdoZrVoGbD+fNv4ujvGOa8TJdw/etT0ACeBHqeDdcCgWRwmhrJ8afiq2cUj4KMaeC7DDovhNsbQ1EGtMqH36RDQh6wAHjc+zwdeBPoBWwAPoWvgsBLwCr4bCbwd6AVfHUpsBMYCQwFzgT7KzDZK/e7wAXAR1DwLrAX2AQsBBoCQ4AU4AfgGSh9F9jo5l86EcgEfgl0AxoBDjALuAY4BvAD2cB3EN8Xcr0o+IBBXhlaA1fiXofmAEVgAA3A8UF8U6Ap8IIb1+kHy//trudE+OjvwMlAoleOrbhfzroFdgNc72YTuszFhep9MdAEgkuAeUAHN43cgFe+FsBoL91zgJXeNuOBzt6+aQD2d698l4MFgGVeRh8AWV784719epG3rjdwKmzaC+wCxrrpBf7ttlNpwCt7M6AA4q4E2rtFiV8DthDIgOIyL7297uIAdPIq+xhwFQQ3u3UITgSGAZu97QH2QPkaoBD34PwYeM2rWy+v7jOBcuAb4CPgfLc+Zb/0wmcAt3htUB8YAZwBPAPODOBpSL8OKAG+wj0I3of4ieDc4u6uvo/Bw6ngvO7u219fC8nx1+A8Drvrg2MPwhfwi49gkGNM5GOCzhaCu9djlzqY7xekAsFWcdg8B756FnOmcfqYOG5gAbCVpY4xghJskYNT/gP2fRzwGb5pmfDB6bRoFY9NdTCnH/W4yusLe2JOP4xu/C09HotrT0vzEewSx910I5A7kNLixZhzA/Yfh2A/9xJuExymfATBv8Qx+VkwZzBrOI3yAoc3HMMpKSKw82t+Pj7DnHH4nWLgNuBYAn+O428sYw3X8E+eJzl+AQ2AnsC/68N5L8LfWEAfYPNfgpQ2grhySB0Pk1+EP/w/4H+g0XiYegywHlgOdMU9bhuD/w54eSzETdgDjwLp3nKGl9GXXvG+AwqAq731fwPKgDHA98AVwIvACUA9IAHI8H6+0v3ZuRqSANvqpbkO99y/AsoXgq2BuATc8/008I0CRrldjQXczzLg2N+7fVT9pu757OvnnlYpQP1Wbrwe49wuKAWonwDHXelmGdfK7Tfiurp9qANwDazAPcUTG3jhCW51S3FPSx+Q2NuLjxtg3i6hDAoC4LSCxASgFTgN3C6mDW6X2xBITnB3RyJut9cGtwvpj9s1nA+09z4HeOsuwv3ramtvNzfF7dbXASd66ZYDbYGWXh3WAMXebtyKe3nrBrzn1ec04HOg31mwDbd9coE0YK2XXpK3rwtD9d0MLAHuxz1+8BIfhFvRaV7YNcCv3Lj2LvD/vAo28Cox1M2Py72CXe6FD8a9tr0HwZuACcBS4Ap4/dfezloDDIdf8h7Oh8BscP4ErICvAbrDVy2BLZBcCIOZS6NTIXjDejKBvdzCD14x/1QOvX0QXPhXevEGE3meydvgHR/8r2MMzIffOsZQxygrbkZzvmWQY3xzTRzBPSfzlGM04Hwmcgswhz/3jyM478/s4BWucwxI4J88yh5zCG68hcdZhjn30hNoQJDvATiPic3iMOciOO9N8vcmAvDSm3GYMx9z1uFsM8yZhTnPcbZjBJ0t2IcOFn8M/zD3aHSuN+o6G+cAx2FTHMxZRx6Dgcbu/nCWcC8fQ9Zd0OcuFgHErSK4cxkN9rq3Fcf9AAnfQ6kP+u2E1i9CWnwDGu3EPSnKgABszQBnAdAWnJUQuATIx71nA5gOWxsA/8A9Cefi3hMci3uv9wugFe4xfRywCvekLcM9uWcDe4Bkb9mIe++Y4W23BHjT7QsZjVv4FNx7i5u8MpzmfTbAvYfZ5fVZV4OvAe79Dd592nigCe452xQYhXtv1deN4+D2Lw7efJp+bl9Xv7e33wHHuydz+kLcILc/dHD7iIQftdM2IBhw46R5VXRw+6Zy3H6xwIv7Jm4/XuJVP3G/dLK8z/Zemrne+u24t5mp3i7dAaT1g/jemoUisaNjSURERERERERqSLm3VEe6cjTQQJOIiIiIiIiI1AgjiFXDY26mdzQdNfTonIiIiIiIiIjUCT179qRjx45Mnz79SBflZ0szmkRERERERESkhpTjvsmqOtKFlStXkpGRUQ3pS7Q0o0lERERERERERGJCM5pEREREREREpEYY5Vg1zGgyvQz8qKGBJhERERERERGpERpoqvv06JyIiIiIiIiIiMSEZjSJiIiIiIiISI0wAtUy+8gIxDxNqRoNNImIiIiIiIhIjQhSTrAaHq4K6tG5o4YenZNqN336dDp27EjPnj2PdFFEREREREREpBppoEmqXU5ODuvXr2flypVHuigiIiIiIiJyBLmPzlXPIkcHPTonIiIiIiIiIjWiugaFNNB09NCMJhERERERERERiQnNaBIRERERERGRGhEkQLAaZh9VR5pSNRpoEhEREREREZEaYZRj1fBwlelb544aenRORERERERERERiQjOaRERERERERKRGGGVYNaUrRwcNNImIiIiIiIhIjSilgCAJMU+3XANNRw09OiciIiIiIiIiIjGhGU0iIiIiIiIiUiOK8BNfDUMR5XoZ+FFDA00iIiIiIiIiUiNKKKQcX8zTDRCIeZpSNXp0TkREREREREREYkIzmkRERERERESkRpRTimlGU52mgSYRERERERERqRFllBEkGPN0NdB09NCjcyIiIiIiIiIiEhOa0SQiIiIiIiIiNSJAOVYNM5qqY5aUVI0GmkRERERERESkRpRTTlw1PFylgaajhx6dExERERERERGRmNCMJhERERERERGpEe6jc5rRVJdpoElEREREREREakSAAIbFPF0NNB099OiciIiIiIiIiIjEhGY0SbWbPn0606dPJxAIHOmiiIiIiIiIyBGkGU11nwaapNrl5OSQk5OD3++nfv36R7o4IiIiIiIicoSUEySuWgaaYp+mVI0enRMRERERERERkZjQjCYRERERERERqRFBAhhOzNOtjsfxpGo00CQiIiIiIiIiNSJAEEcDTXWaHp0TEREREREREYmBXbt2MWjQINLS0jjhhBNYvHjxkS5SjdOMJhERERERERGpEQECdXpGU05ODllZWezatYu33nqLESNG8Pnnn5OZmXmki1ZjNNAkIiIiIiIiIjWiLg805efn89prr/HVV1+RmprKkCFD6NKlC//4xz/43e9+d6SLV2P06JyIiIiIiIiI/Ozk5+czadIkBg4cSGZmJo7j8PTTT1cat6SkhJtvvpmmTZuSkpJCr169WLRoUUSczz//nPT0dJo1axYO69KlC+vWravOahx1NNAkIiIiIiIiIjUiUI3/Dtfu3bu588472bBhA926dTto3Msuu4y//OUvXHrppTz88MP4fD7OO+88/vOf/4Tj5Ofnk5GREbFdRkYG+fn5h1222kyPzomIiIiIiIhIjQhi1fDgXNUencvOzmbbtm1kZWXx4Ycf0rNnz0rjrVixghdeeIEpU6Zw4403AjB69Gg6d+7MH//4R5YtWwZAeno6fr8/Ylu/3096evphl60204wmEREREREREfnZSUpKIisr65DxXn75ZXw+H+PGjQuHJScnM3bsWN5//32++eYbANq2bUt+fj7fffddON7atWvp1KlT7At/FNOMJqkxZt4Is78Iv+On2MDv7BvtLSqH+DIoLIVywF8MlILjjQgbQP5+PxcCJUDhvjB3RXFEunWSlVECFetpZfgN8h3wl0OhH/yFEB/wg5Xjd/wUlUNpMVAGFEKJH/xBKC2EsiD483D3ax5Q6n2WA0XeZwnkedsQhHzAjxs3zw/+Mi9uqEjg/sWiFDdykRtYAO7k1jwvYhkQKlecG6cUSCx3w0qBxFKvbF4YpV4GpV4mpfuFlbvlckKFKPPKUu7FwStLKNy8eEFvXaGXT8Atqz/oxs0H/KVevHI3aimQGHSrkljiplOO28GG6+8dz0EgzrzKB70yhuqwf91CYaHj3KuHAU7QXWeAU7BffULlCs0aDrVZqZtmHu5xESpLAPCV7WvmxP3zDe2HfC+fUm+zH/+haP8ZyqH6lXifpeFi45S468uB+PL99l+ZV79Q+4XyD3ifBe76Mj8keMcOoe2LvfUp7Dt+QsdCnPf/UJhXviK/u3kx4C9yK17mHcD+YvcYhmL8BW4DOn4/JV5fZXngJLnnXL6554rj94O5fVq5hZqqEL/jpzTUx5X78cf7wIq8v7SVE8TC56+Z9/9Q32VlFOFuGzRzy+IP4PdDIAkSyvyYV2/H78dK3HYKnaeO3++WL3TulxS5ZU2p4/1iiNce7v8DQDF+PxTFubupEIBCCnBPkQLcfVXk986RYij1g6/UXcLnYD5QCsV+rw8o9tZ5x5zf76Ud8Lv9hXfskuf9P3Ss739+ef0FeOGh8zXU//74nIzb93NoMwPigl5aATcJH16/EsojdA6wr08qAAKh8FB5ftSnhX4IdY9xobJ42+QBiQGvL/HiFuD2awHb198VeOsDXhZO+X59o9evFXrrC4BAkH39sbe91x1H1C2Pym9k4711cd52oTIVAMneZx77jod8Lyze2yaRfU1b4P0/Ea/f2C+90GXNX+4dO6X7rjuha2MSbjOWEdldUvSjgDLvM3TtKSV8LTW/14eGrhEl7LsGxnmVCR2nBfu2D/q9vyh7x2+hH7c/CRe8YN/PuGmF7hvyvM+gHwgWuteOEm+9l6QfKC2HQLwbF3+BG54HhWluHxbIA5+552N5AQTL3f4uL9SHJvjD9zQQcLf38k923HuXQi8vX757nvodP0Xm7r5Cb2eG74msAL8f4hw/hfvfZ+YZ/rTI+RPm3VOG45UYfn91zLE4ykT0kWWAE/652MA90kPdQSH+PLAEtw/1e8eiP43wcWd+c+8di3BPlALv+PGusRRAwA++Qi/pIvbdSxbhniShfip0XQ/FDZ2Iof6zzCtY6F4gdOyGzp/AfmGhe6aS/eIEwtVzfw71Nd79Uuh+h9B9Gt45XcK++yvvHoxyIqZshLroYtzzYr+d6KZbtl9YmRsvyUvSwetDvXTygNAuDl25Q/FKce/FQqd66Pwo8dJz2NdXhj5DfV6Qff1TqB8L3fb7ywnfO8N+v7dVE/e6Un15/HhGUVJSEklJST8pzVWrVtGuXbsKj8WdcsopAKxevZrmzZuTnp7O0KFDmTRpEtOmTWPx4sWsWbOGoUOH/qT8ax0TqSHffPNN6F5VixYtWrRo0aJFixYtWrQchcuXX35ZLb8PFhUVWVZWVrWWPT09vULYpEmToirfypUrDbDZs2dXWNepUyc766yzKoSvW7fOAHv88cfDYTt37rRzzz3XUlJSrG3btrZo0aKq7rJaSzOapMY0bdqUb775hnr16uE4P4O/GNURfr+f5s2b880331QYwZejk9qsdlK71T5qs9pJ7Vb7qM1qJ7Vb7ZObm0uLFi3IzMyslvSTk5PZtGkTpaWlh45cRWZW4XfNnzqbCaCoqKjSdJKTk8PrQxo1asTrr7/+k/OszTTQJDUmLi4u4msepXbJyMjQTUItozarndRutY/arHZSu9U+arPaSe1W+8TFVd+rnJOTk8ODM7VJSkoKJSUlFcKLi4vD62UfvQxcREREREREROQAQt9O92OhsKZNm9Z0kY5qGmgSERERERERETmA7t27s3HjxgovGl++fHl4veyjgSYROaikpCQmTZoUk2ebpWaozWontVvtozarndRutY/arHZSu9U+arMDu+iiiwgEAsycOTMcVlJSwuzZs+nVqxfNmzc/gqU7+jhm1fzdhSIiIiIiIiIiR6FHH32UvXv3snXrVmbMmMGwYcM48cQTAbj22mupX78+ACNGjGDevHlcf/31tGnThmeeeYYVK1awePFi+vbteySrcNTRQJOIiIiIiIiI/Cy1atWKLVu2VLpu06ZNtGrVCnBf/H3bbbfx97//nR9++IGuXbsyefJkfvWrX9VgaWsHDTSJiIiIiIiIiEhM6B1NIiIiIiIiIiISExpoEhERERERERGRmNBAk4iIiIiIiIiIxIQGmkTqkJKSEm6++WaaNm1KSkoKvXr1YtGiRRFx7rnnHnr37k2jRo1ITk6mbdu2XHfddezatSvqfPbu3cu4ceNo1KgRaWlpnHnmmfz3v/+tNO78+fM56aSTSE5OpkWLFkyaNIny8vKfVM+6JJo2AygtLeWee+6hffv2JCcn06RJEwYNGsS3334bVT7fffcdI0aMoEGDBmRkZDB06FC++uqrSuPOmjWLDh06hI+PadOm/aQ61kXRtFtZWRl33HEHrVu3JikpidatW3PXXXcd1vGvdoud/Px8Jk2axMCBA8nMzMRxHJ5++umIOMFgkKeffpohQ4bQvHlz0tLS6Ny5M3fddRfFxcVR5xXteQ2wbNkyTj/9dFJTU8nKymL8+PHk5+f/lKrWGdG0GcBll12G4zgVlvbt20edl65rsRNtuwG89NJL9O7dmwYNGtCwYUP69evHwoULo85L7RYbK1eu5JprrqFTp06kpaXRokULRowYwcaNGyPirVixgquvvpoePXqQkJCA4ziHnZf6x59u3bp1jBo1il/84hckJSXRtGlTLr30UtatW3fYaa1fv57bb7+dzZs3R73Nm2++ydixY+ncuTM+ny/8ouwfu/322yvtm0PLe++9d9jllVrERKTOGDlypMXHx9uNN95oTzzxhPXp08fi4+Nt6dKl4TjDhg2zK664wqZOnWpPPfWU3XDDDZaRkWFt2rSx/Pz8Q+YRCATs1FNPtbS0NLv99tvt0UcftY4dO1q9evVs48aNEXFff/11cxzHzjzzTJs5c6Zde+21FhcXZ1deeWXM615bRdNmpaWldvbZZ1tqaqpNmDDBZs2aZf/7v/9rw4cPt7Vr1x4yj7y8PGvbtq01btzY7r//fvvLX/5izZs3t2bNmtnu3bsj4j7++OMG2IUXXmgzZ8603/72twbYfffdF/O612bRtNuIESPMcRwbO3aszZgxw8aMGWOAXX755VHloXaLrU2bNhlgLVq0sP79+xtgs2fPjoiTl5dngPXu3dvuuusumzlzpv3ud7+zuLg469+/vwWDwajyiub4MDNbtWqVJScn24knnmgzZsywiRMnWlJSkg0cODBW1a7VomkzM7MxY8ZYUlKSzZkzJ2KZP39+VPnouhZb0bbbI488YoANGjTIZsyYYVOnTrVu3boZYK+88soh81G7xc6FF15oWVlZdu2119qTTz5pkydPtiZNmlhaWpp98skn4XiTJk2yhIQE69Gjh7Vr186q8quk+sef5pVXXrHExETLysqyiRMn2lNPPWW33nqrZWdnW2Jior366quHld7cuXMNsLfffjvqbcaMGWPJycl26qmnWrNmzaxly5aVxvv4448r9Mtz5syx5s2b2zHHHGMlJSWHVVapXTTQJFJHLF++3ACbMmVKOKyoqMiOP/5469Onz0G3ffnllw2w559//pD5vPjiiwbY3Llzw2E7d+60Bg0a2CWXXBIRt2PHjtatWzcrKysLh02cONEcx7ENGzZEW7U6K9o2u//++y0hIcGWL19epXzuv/9+A2zFihXhsA0bNpjP57NbbrklHFZYWGgNGza0QYMGRWx/6aWXWlpamu3Zs6dK+dc10bTbihUrDLDbbrstYtsbbrjBHMexjz/++JD5qN1iq7i42LZt22ZmZitXrqz0l9+SkhJ77733Kmx7xx13GGCLFi06ZD6H0xefe+65lp2dbbm5ueGwJ5980gD7v//7v8OpXp0UTZuZub/0pKWlVTkfXddiK9p2a9u2rfXs2TNiADc3N9fS09NtyJAhh8xH7RY77733XoVf+jdu3GhJSUl26aWXhsO2b99uhYWFZmaWk5Nz2ANN6h9/mi+++MJSU1Otffv2tnPnzoh1u3btsvbt21taWpp9+eWXUadZlYGm7777zkpLS83MbNCgQQccaKrM119/bY7jRP1HN6m9NNAkUkfcdNNN5vP5Ii7IZmb33HOPAfb1118fcNsPP/zQAJsxY0ZE+BdffGFffPFFRNjw4cOtSZMmFggEIsLHjRtnqampVlxcbGZm69atM8CmT58eEe+7774zwCZPnnzYdaxrommzQCBgTZs2tREjRpiZWVlZmRUUFBwwzQ0bNtiWLVsiwnr27Gk9e/asEPecc86x448/PvzzwoULDbCFCxdGxFu2bJkBNmfOnMOuY10UTbs9+OCDBti6desi4oR+6frTn/4UEa52q1kH++W3MmvWrDHAHnnkkYjwLVu2VPglNdq+ODc31+Lj4+2mm26KiFdSUmLp6ek2duzYw6xV3RbNQFN5eXmF/f5juq7VrIO1W5MmTSoMkJuZZWVl2cUXXxwRpnY7Mk466SQ76aSTKl13qIEm9Y+xd8UVVxhg7777bqXrlyxZYoBdccUV4bBvv/3Wfv/734dnPLVq1cquvPJKKykpsdmzZxtQYTmcQafDHWgK/RHtnXfeiXobqZ30jiaROmLVqlW0a9eOjIyMiPBTTjkFgNWrV4fDzIzdu3ezfft2li5dyvjx4/H5fPTv3z9i2wEDBjBgwIAK+Zx00knExUV2H6eccgqFhYXh5/lXrVoFwMknnxwRr2nTpjRr1iy8/ucsmjZbv349W7dupWvXrowbN460tDTS0tLo2rUrb7/9doU0O3TowOjRo8M/B4NB1qxZU6EdQvl8+eWX5OXlhcsDFdusR48exMXFqc080bRbSUkJACkpKRFxUlNTAfjoo48iwtVuR7ft27cDcOyxx0aEjx49mg4dOkSERdsXf/LJJ5SXl1dot8TERLp37652O0yFhYVkZGRQv359MjMzycnJqfRdLrquHT369+/PG2+8wbRp09i8eTOffvopOTk55ObmMmHChIi4areaZ2bs2LGjQr8XLfWPsbdgwQJatWrFGWecUen6vn370qpVq/B7zrZu3copp5zCCy+8wMUXX8wjjzzCb3/7W5YsWUJhYSF9+/Zl/PjxAPzpT39izpw5zJkzp0K7xdKzzz5L8+bN6du3b7XlIUcHDTSJ1BHbtm0jOzu7QngobOvWreGwHTt20KhRI7Kzs+nbty9ff/01zz33XFQvTo02n23btkWE/zju/uX5uYpmX37++ecATJ06lXfeeYcnnniC2bNnU1xczMCBA1mzZs1B89izZw8lJSVRt5nP56Nx48YR8RITE2nYsKHazBNNu51wwgkAFV50uXTpUsB9yffBqN2OLg888AAZGRmce+65h4yrPrLmZWdn88c//pHZs2fz/PPPM2TIEB577DEGDhwY1cue1WZHxiOPPEL//v0ZP348xx13HB06dOCll15i8eLF9OnT55Dbq92q17PPPst3333HxRdfHLM01WZVl5uby9atW+nWrdtB43Xt2pVvv/2WvLw8brnlFrZv386SJUuYOnUqV1xxBXfeeSfr16+nfv36tG7dOjxo9ctf/pJRo0YxatQomjRpUi11WLduHWvWrOGSSy6p0ovkpXaJP9IFEJHYKCoqIikpqUJ4cnJyeH1IZmYmixYtori4mFWrVvHqq69W+pffyr6BItp8Qp8Hiuv3+6OoVd0Wzb4MtUteXh6rVq2iefPmAJx11lm0adOGBx54gL///e/hbc2sQh5w4HbYP05RURGJiYmVljU5OTniGPo5i6bdzjvvPFq2bMmNN95IamoqPXr0YPny5UycOJH4+PgK+1LtdvS65557eOutt3jsscdo0KBBxLp33nmnQvxY9ZFqt+jde++9ET+PHDmSdu3aMXHiRF5++WVGjhwZXqfr2tEjNTWVE044gWbNmjF48GDy8vKYOnUqw4YNY+nSpbRp0yYcV+1Ws0Kzy/r06cOYMWOqlIb6x9gKzWKuV6/eQeOF1vv9fl577TXOP//8SmdHH4mBnmeffRaASy+9tMbzlpqngSaROiIlJSX8uM7+Ql/Jvf8jPImJiZx99tkADB48mAEDBnDaaafRuHFjBg8eHJN8Qp8HivvjR4p+jqLZl6H9dNppp4UHmQBatGjB6aefzrJlyw6ZBxy4HfaPk5KSQmlpaaXpqM32iabdkpOTWbhwISNGjODCCy8E3BvmBx54gLvvvpv09PRD5gFqtyPtxRdf5NZbb2Xs2LFcddVVUW2jPvLocP3113Pbbbfx1ltvRQw0VUZtdmQMHz6c+Ph4FixYEA4bOnQobdu2ZeLEibz44osH3V7tVj22b9/OoEGDqF+/Pi+//DI+ny9maavNqi40gBQacDqQ0Pry8nL8fj+dO3euUn65ubkRA3qJiYlkZmZWKS1w/6D23HPP0blzZ7p27VrldKT20KNzInVEdnZ2eKrx/kJhTZs2PeC2p556KtnZ2eG/NMQin9B05wPFPVh5fi6i2Zeh/VTZNObGjRvzww8/HDSPzMxMkpKSom6zQCDAzp07I+KVlpby/fffq8080Z4DnTp1Yu3ataxdu5alS5eydetWLr/8cnbv3k27du0Omofa7chbtGgRo0ePZtCgQTz++ONRb6c+8uiQkpJCw4YN2bNnzyHjqs1q3ldffcUbb7zBkCFDIsIzMzM5/fTTKzx2XBm1W+zl5uZy7rnnsnfvXt54442Y7xu1WdXVr1+f7OzsQ74yYc2aNfziF78IzxKrqgkTJpCdnR1ehg0b9pPSe++999iyZYtmM/2MaKBJpI7o3r07GzdurDAFfPny5eH1B1NcXExubm5U+fz3v/8lGAxWyCc1NTX8C3Qovw8//DAi3tatW/n2228PWZ6fg2jarEuXLiQkJFT6Tp+tW7fSqFGjg+YRFxdHly5dKrRDKJ/WrVuH/0p2oDb78MMPCQaDajPP4ZxrjuPQqVMnTj/9dDIzM3n77bcJBoPhGYUHonY7spYvX86vf/1rTj75ZF566SXi46OfAB7t8dG5c2fi4+MrtFtpaSmrV69Wu/1EeXl57N69+5B9JOi6diTs2LEDgEAgUGFdWVlZVO/WUrvFVnFxMeeffz4bN27kn//8Jx07dox5Huoff5rBgwezadMm/vOf/1S6funSpWzevJnBgwfTqFEjMjIyWLt27UHTPNAjdH/84x9ZtGhReHnwwQd/UtmfffZZHMfhN7/5zU9KR2qRI/qddyISMx988IEBNmXKlHBYcXGxtWnTxnr16mVmZvn5+VZQUFBh25dfftkAu+222yLCK/s64RdeeMEAmzt3bjhs165d1qBBgwpfR9y+fXvr1q2blZeXh8NuvfVWcxzH1q9fX/XK1hHRtJmZ2dChQ83n80V8TfD69evN5/PZ1VdfHZHmhg0bbMuWLRFh9913nwG2cuXKcNinn35qPp/Pbr755nBYYWGhZWZm2uDBgyO2HzVqlKWmptr333//0ypcR0Tbbj9WWFhoJ510kmVnZ5vf749Yp3arWQf7yvX169dbw4YNrVOnTrZnz56DplPZ13cfzvExcODACsfDU089ZYD961//qkLN6q4DtVlRUVGF88nM/Rp1wF599dWIcF3XataB2m3nzp0WFxdn/fv3t2AwGA7/5ptvLD093QYOHBgRX+1WvcrLy23IkCEWHx9vCxcujGqbnJwcO9ivkuofY2/jxo2WkpJiHTt2tN27d0es+/77761jx46WmpoaPldGjx5tcXFxEfcRIaHz7l//+pcBNm/evCqVadCgQdayZcuDxiktLbWGDRvaGWecUaU8pHbSQJNIHTJ8+HCLj4+3m266yZ544gk79dRTLT4+3pYsWWJmZqtWrbKGDRva1VdfbY888og9+uijdtlll1l8fLy1atWqwkWrZcuWFS4e5eXl1rt3b0tPT7c77rjDpk+fbp06dbJ69erZp59+GhF3wYIF5jiOnXXWWTZz5kwbP368xcXF2eWXX16t+6E2OVSbmZmtW7fO0tPTLTs72+6991679957LTs72xo1amTffvttRHqA9evXLyLM7/fb8ccfb40bN7YHHnjApk6das2bN7emTZvazp07I+JOnz7dALvooovsySeftNGjRxtgd999d7Xtg9oomnYbPny4TZgwwZ544gmbMmWKdejQwZKSkuytt96qkJ7arWZMmzbNJk+ebFdddZUBNmzYMJs8ebJNnjzZ9u7da36/35o3b25xcXF233332Zw5cyKWZcuWRaTXr1+/Sn/Riub4MDP76KOPLCkpyU488USbMWOGTZw40ZKTk+2cc86p1v1QmxyqzTZt2mQNGjSwq666yh5++GF7+OGH7bzzzjPABg4caIFAICI9XddqxqHazczsf/7nfwywM88806ZNm2b33HOPNWvWzHw+X4VzRe1WvSZMmGCAnX/++RX6vTlz5oTjbd68OdyOvXr1MiD889/+9reINNU/Vo+XXnrJEhISLDs722699VabNWuW3Xbbbda0aVNLTEy0V155JRz322+/taysLEtNTbXrrrvOnnjiCbv99tutU6dO9sMPP5iZ2bZt28zn81nv3r3t6aeftueff9527Nhx0DJ8/PHH4XY/4YQTrEGDBuGf58+fXyH+ggULDLDHH388pvtCjm4aaBKpQ4qKiuzGG2+0rKwsS0pKsp49e9obb7wRXr9r1y4bN26ctW/f3tLS0iwxMdHatm1r1113ne3atatCepXd2JmZ7dmzx8aOHWsNGza01NRU69evX6V/LTEzmzdvnnXv3t2SkpKsWbNmduutt1ppaWnM6lzbHarNQj766CM7++yzLS0tzerVq2dDhw61jRs3VohX2YCFmftX4osuusgyMjIsPT3dBg8ebJ9//nmlZZo5c6adcMIJlpiYaMcff7xNnTo14i/OEl273X///da+fXtLTk62Y445xoYMGWKrVq2qND21W81o2bKlAZUumzZtsk2bNh1wPWBjxoyJSO9Av0hFe16bmS1dutROPfVUS05OtkaNGllOTk6lM3R+rg7VZj/88IONGjXK2rRpY6mpqZaUlGSdOnWye+65p9Jrja5rNeNQ7WZmVlZWZtOmTbPu3btbenq6paen25lnnmn//ve/K01P7VZ9Qn3ZgZaQt99++4BxfnwNU/9YfdasWWOXXHKJZWdnW0JCgmVlZdkll1xin3zySYW4W7ZssdGjR1ujRo0sKSnJWrdubTk5OVZSUhKO8+STT1rr1q3N5/MZYG+//fZB8589e3bU10kzs5EjR1pCQoJmWP/MOGY/+k5lERERERERERGRKtDLwEVEREREREREJCY00CQiIiIiIiIiIjGhgSYREREREREREYkJDTSJiIiIiIiIiEhMaKBJRERERERERERiQgNNIiIiIiIiIiISExpoEhERERERERGRmNBAk4iIiIiIiIiIxIQGmkRERERERKRWuffee+nZsyf16tWjcePGXHDBBXz22WcRcYqLi8nJyaFhw4akp6dz4YUXsmPHjog448ePp0ePHiQlJdG9e/cK+WzevBnHcSosH3zwwSHLGAgEmDp1Kl26dCE5OZljjjmGc889l/fee++w6tqqVSseeuihQ8bbtm0bv/nNb2jXrh1xcXFcd911FeL079+/0voMGjTosMokcjAaaBIREREREZFaZcmSJeTk5PDBBx+waNEiysrKOOeccygoKAjHuf7661mwYAFz585lyZIlbN26lWHDhlVI6/e//z0XX3zxQfN766232LZtW3jp0aPHQeObGSNHjuTOO+9kwoQJbNiwgXfeeYfmzZvTv39/XnvttSrV+2BKSkpo1KgRt956K926das0zquvvhpRj7Vr1+Lz+Rg+fHjMyyM/X46Z2ZEuhIiIiIiIiEhV7dq1i8aNG7NkyRL69u1Lbm4ujRo14rnnnuOiiy4C4NNPP6VDhw68//779O7dO2L722+/nddee43Vq1dHhG/evJnjjjuOVatWVTrj6UBefPFFRo4cyfz58zn//PMj1l144YUsWbKELVu2kJaWBsCCBQu48847+eSTT0hPT+eMM85g3rx59O/fnyVLlkRsH82v8P3796d79+6HnAn10EMP8ec//5lt27aFyyLyU2lGk4iIiIiIiNRqubm5AGRmZgLw0UcfUVZWxtlnnx2O0759e1q0aMH7779/2OkPGTKExo0bc/rppzN//vxDxn/uuedo165dhUEmgBtuuIHvv/+eRYsWAbBw4UJ+/etfc95557Fq1SoWL17MKaecArgzkJo1a8add94ZnoUUS7NmzWLkyJEaZJKYij/SBRARERERERGpqmAwyHXXXcdpp51G586dAdi+fTuJiYk0aNAgIm6TJk3Yvn171Gmnp6fz4IMPctpppxEXF8crr7zCBRdcwGuvvcaQIUMOuN3GjRvp0KFDpetC4Rs3bgTg7rvvZuTIkdxxxx3hOKFH3zIzM/H5fNSrV4+srKyoyx2NFStWsHbtWmbNmhXTdEU0o0lERERERERqrZycHNauXcsLL7wQ87SPPfZY/vCHP9CrVy969uzJfffdx6hRo5gyZQoAS5cuJT09Pbw8++yz4W2jfUvN6tWrGTBgwGGVa/88r7zyysPaNmTWrFl06dIlPHtKJFY0o0lERERERERqpWuuuYZ//vOfvPvuuzRr1iwcnpWVRWlpKXv37o2Y1bRjx46fPDOoV69e4cfeTj755Ij3OjVp0gSAdu3asWHDhkq3D4W3a9cOgJSUlMMuw/55ZmRkHPb2BQUFvPDCC9x5552Hva3IoWhGk4iIiIiIiNQqZsY111zDvHnz+Pe//81xxx0Xsb5Hjx4kJCSwePHicNhnn33G119/TZ8+fX5S3qtXryY7OxtwB4natGkTXurVqwfAyJEj+fzzz1mwYEGF7R988EEaNmzIL3/5SwC6du0aUc4fS0xMJBAIRITtn2fjxo0Puw5z586lpKSEUaNGHfa2IoeiGU0iIiIiIiJSq+Tk5PDcc8/xj3/8g3r16oXfu1S/fn1SUlKoX78+Y8eO5Q9/+AOZmZlkZGRw7bXX0qdPn4hvnPviiy/Iz89n+/btFBUVhWcKdezYkcTERJ555hkSExM58cQTAffl3H/961956qmnDlq+kSNHMnfuXMaMGcOUKVMYMGAAfr+f6dOnM3/+fObOnRt+AfekSZMYMGAAxx9/PCNHjqS8vJzXX3+dm2++GYBWrVrx7rvvMnLkSJKSkjj22GMPmG+o/Pn5+ezatYvVq1eTmJhIx44dI+LNmjWLCy64gIYNG0a/00Wi5Fi0D46KiIiIiIiIHAUcx6k0fPbs2Vx22WUAFBcXc8MNN/D8889TUlLCr371Kx577LGIR+f69+/PkiVLKqSzadMmWrVqxTPPPMP999/Pli1biI+Pp3379tx0001cdNFFhyxjeXk5Dz30EE8//TSff/45ycnJ9OnTh9tuu43TTjstIu6rr77K5MmTWb9+PRkZGfTt25dXXnkFgA8++IArrriCzz77jJKSkoO++6my/dKyZUs2b94c/vmzzz6jffv2vPnmm+FZVSKxpIEmERERERERERGJCb2jSUREREREREREYkIDTSIiIiIiIiIiEhMaaBIRERERERERkZjQQJOIiIiIiIiIiMSEBppERERERERERCQmNNAkIiIiIiIiIiIxoYEmERERERERERGJCQ00iYiIiIiIiIhITGigSUREREREREREYkIDTSIiIiIiIiIiEhMaaBIRERERERERkZj4/5zOonPwxcAHAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "plot the O+ flux for all channels" + ], + "metadata": { + "id": "Rg8T2Z1ERnvl" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('rbspa_rbspice_l3_TOFxEnonH_oxygen_omni_spin')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 398 + }, + "id": "y7f1LGwnRcWN", + "outputId": "ddef95f8-87c0-42c0-c4fd-e4fd45e9cc13" + }, + "execution_count": 12, + "outputs": [ { - "cell_type": "code", - "source": [ - "pyspedas.rbsp.rbspice(probe=probe, trange=trange, datatype='TOFxPHHHELT', level=level)" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "jGlrJJOHO1NG", - "outputId": "411e8435-11c8-449b-a655-7755d1e9d6d3" - }, - "execution_count": 13, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "04-May-23 21:10:59: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/rbsp/rbspa/l3/rbspice/tofxphhhelt/2015/\n", - "04-May-23 21:10:59: File is current: rbsp_data/rbspa/l3/rbspice/tofxphhhelt/2015/rbsp-a-rbspice_lev-3_tofxphhhelt_20151016_v1.1.12-00.cdf\n", - "04-May-23 21:11:00: Unable to get DEPEND_1 variable Position_SM_Axis_Label while processing Position_SM\n", - "04-May-23 21:11:00: Unable to get DEPEND_1 variable Telescope while processing FPDU\n", - "04-May-23 21:11:00: Unable to get DEPEND_2 variable Channel while processing FPDU\n", - "04-May-23 21:11:00: Unable to get DEPEND_1 variable Telescope while processing FPDU_Error\n", - "04-May-23 21:11:00: Unable to get DEPEND_2 variable Channel while processing FPDU_Error\n", - "04-May-23 21:11:00: Unable to get ydata for variable FPDU_Crosscalib_RMSE\n", - "04-May-23 21:11:01: Unable to get DEPEND_1 variable Telescope while processing FPDU_Quality\n", - "04-May-23 21:11:01: Unable to get DEPEND_2 variable Channel while processing FPDU_Quality\n", - "04-May-23 21:11:01: Unable to get DEPEND_1 variable Telescope while processing FODU\n", - "04-May-23 21:11:01: Unable to get DEPEND_2 variable Channel while processing FODU\n", - "04-May-23 21:11:01: Unable to get DEPEND_1 variable Telescope while processing FODU_Error\n", - "04-May-23 21:11:01: Unable to get DEPEND_2 variable Channel while processing FODU_Error\n", - "04-May-23 21:11:01: Unable to get ydata for variable FODU_Crosscalib_RMSE\n", - "04-May-23 21:11:01: Unable to get DEPEND_1 variable Telescope while processing FODU_Quality\n", - "04-May-23 21:11:01: Unable to get DEPEND_2 variable Channel while processing FODU_Quality\n", - "04-May-23 21:11:01: No VAR_TYPE or PARAMETER_TYPE attributes defined for variable NumAxis, skipping\n", - "04-May-23 21:11:02: rbspa_rbspice_l3_TOFxPHHHELT_FPDU does not contain coordinates for spectrogram plotting. Continuing...\n", - "04-May-23 21:11:02: rbspa_rbspice_l3_TOFxPHHHELT_FODU does not contain coordinates for spectrogram plotting. Continuing...\n", - "04-May-23 21:11:03: Correcting RBSPICE energy tables...\n", - "04-May-23 21:11:08: Calculating omni directional energy spectra; this might take a few minutes...\n", - "04-May-23 21:12:41: Calculating spin averaged energy spectra..\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['rbspa_rbspice_l3_TOFxPHHHELT_Epoch',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_UTC',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_SCLOCK_Full',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_OrbitNumber',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_ET',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_MidET',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_StopET',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_Duration',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_Spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_Sector',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_L',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_Position_SM',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_Error',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_Energy',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_EnergyRange',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_Quality',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_Error',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_Energy',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_EnergyRange',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_Quality',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_Position',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_Position_GSM',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_Position_Quality',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_Alpha',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_ParticleDir_SM',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_Alpha_Quality',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_L_Eq',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_L_Star',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_L_StarArr',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_I',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_IArr',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_K',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_KArr',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_MLT',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_Alpha',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_AlphaRange',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_Alpha',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_AlphaRange',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_omni',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_omni',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T0_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T1_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T2_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T3_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T4_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T5_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T0_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T1_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T2_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T3_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T4_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T5_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_omni_spin']" - ] - }, - "metadata": {}, - "execution_count": 13 - } - ] + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "load TOFxPHHHELT (proton and oxygen) data:" + ], + "metadata": { + "id": "Qx3kNvNhRp9q" + } + }, + { + "cell_type": "code", + "source": [ + "pyspedas.rbsp.rbspice(probe=probe, trange=trange, datatype='TOFxPHHHELT', level=level)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "jGlrJJOHO1NG", + "outputId": "411e8435-11c8-449b-a655-7755d1e9d6d3" + }, + "execution_count": 13, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "plot the TOFxPHHHELT proton spectra" - ], - "metadata": { - "id": "SI2DK8PUSE6s" - } + "output_type": "stream", + "name": "stderr", + "text": [ + "04-May-23 21:10:59: Downloading remote index: https://spdf.gsfc.nasa.gov/pub/data/rbsp/rbspa/l3/rbspice/tofxphhhelt/2015/\n", + "04-May-23 21:10:59: File is current: rbsp_data/rbspa/l3/rbspice/tofxphhhelt/2015/rbsp-a-rbspice_lev-3_tofxphhhelt_20151016_v1.1.12-00.cdf\n", + "04-May-23 21:11:00: Unable to get DEPEND_1 variable Position_SM_Axis_Label while processing Position_SM\n", + "04-May-23 21:11:00: Unable to get DEPEND_1 variable Telescope while processing FPDU\n", + "04-May-23 21:11:00: Unable to get DEPEND_2 variable Channel while processing FPDU\n", + "04-May-23 21:11:00: Unable to get DEPEND_1 variable Telescope while processing FPDU_Error\n", + "04-May-23 21:11:00: Unable to get DEPEND_2 variable Channel while processing FPDU_Error\n", + "04-May-23 21:11:00: Unable to get ydata for variable FPDU_Crosscalib_RMSE\n", + "04-May-23 21:11:01: Unable to get DEPEND_1 variable Telescope while processing FPDU_Quality\n", + "04-May-23 21:11:01: Unable to get DEPEND_2 variable Channel while processing FPDU_Quality\n", + "04-May-23 21:11:01: Unable to get DEPEND_1 variable Telescope while processing FODU\n", + "04-May-23 21:11:01: Unable to get DEPEND_2 variable Channel while processing FODU\n", + "04-May-23 21:11:01: Unable to get DEPEND_1 variable Telescope while processing FODU_Error\n", + "04-May-23 21:11:01: Unable to get DEPEND_2 variable Channel while processing FODU_Error\n", + "04-May-23 21:11:01: Unable to get ydata for variable FODU_Crosscalib_RMSE\n", + "04-May-23 21:11:01: Unable to get DEPEND_1 variable Telescope while processing FODU_Quality\n", + "04-May-23 21:11:01: Unable to get DEPEND_2 variable Channel while processing FODU_Quality\n", + "04-May-23 21:11:01: No VAR_TYPE or PARAMETER_TYPE attributes defined for variable NumAxis, skipping\n", + "04-May-23 21:11:02: rbspa_rbspice_l3_TOFxPHHHELT_FPDU does not contain coordinates for spectrogram plotting. Continuing...\n", + "04-May-23 21:11:02: rbspa_rbspice_l3_TOFxPHHHELT_FODU does not contain coordinates for spectrogram plotting. Continuing...\n", + "04-May-23 21:11:03: Correcting RBSPICE energy tables...\n", + "04-May-23 21:11:08: Calculating omni directional energy spectra; this might take a few minutes...\n", + "04-May-23 21:12:41: Calculating spin averaged energy spectra..\n" + ] }, { - "cell_type": "code", - "source": [ - "tplot('rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_spin')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 398 - }, - "id": "kfPDJpQDSFqp", - "outputId": "0b820331-13a4-4db8-99a0-815fd1f7d453" - }, - "execution_count": 14, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "['rbspa_rbspice_l3_TOFxPHHHELT_Epoch',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_UTC',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_SCLOCK_Full',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_OrbitNumber',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_ET',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_MidET',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_StopET',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_Duration',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_Spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_Sector',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_L',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_Position_SM',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_Error',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_Energy',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_EnergyRange',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_Quality',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_Error',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_Energy',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_EnergyRange',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_Quality',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_Position',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_Position_GSM',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_Position_Quality',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_Alpha',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_ParticleDir_SM',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_Alpha_Quality',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_L_Eq',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_L_Star',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_L_StarArr',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_I',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_IArr',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_K',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_KArr',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_MLT',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_Alpha',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FPDU_AlphaRange',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_Alpha',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_FODU_AlphaRange',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_omni',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_omni',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T0_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T1_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T2_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T3_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T4_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_T5_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T0_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T1_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T2_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T3_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T4_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_T5_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_oxygen_omni_spin']" ] - }, + }, + "metadata": {}, + "execution_count": 13 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "plot the TOFxPHHHELT proton spectra" + ], + "metadata": { + "id": "SI2DK8PUSE6s" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_spin')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 398 + }, + "id": "kfPDJpQDSFqp", + "outputId": "0b820331-13a4-4db8-99a0-815fd1f7d453" + }, + "execution_count": 14, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "plot the TOFxPHHHELT oxygen spectra" + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "plot the TOFxPHHHELT oxygen spectra" + ], + "metadata": { + "id": "0kQbfNfLSNsO" + } + }, + { + "cell_type": "code", + "source": [ + "tplot('rbspa_rbspice_l3_TOFxPHHHELT_oxygen_omni_spin')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 398 + }, + "id": "TIghAC-qSPdC", + "outputId": "fc6acd1e-7e7f-4f54-b85e-2893b7cbf3fe" + }, + "execution_count": 15, + "outputs": [ { - "cell_type": "code", - "source": [ - "tplot('rbspa_rbspice_l3_TOFxPHHHELT_oxygen_omni_spin')" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 398 - }, - "id": "TIghAC-qSPdC", - "outputId": "fc6acd1e-7e7f-4f54-b85e-2893b7cbf3fe" - }, - "execution_count": 15, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "calculate the TOFxPHHHELT PAD for protons" + ], + "metadata": { + "id": "y1WsZOBtSBmF" + } + }, + { + "cell_type": "code", + "source": [ + "rbsp_rbspice_pad(probe=probe, datatype='TOFxPHHHELT', energy=[0, 30], bin_size = 15, level=level)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "B8tPRpXmO6aD", + "outputId": "02a1b957-2336-4fe7-f0d9-ed38f702c5fc" + }, + "execution_count": 16, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "calculate the TOFxPHHHELT PAD for protons" - ], - "metadata": { - "id": "y1WsZOBtSBmF" - } + "output_type": "stream", + "name": "stderr", + "text": [ + "04-May-23 21:12:48: Num PA bins: 12\n", + "04-May-23 21:12:48: PA bins: [ 0. 15. 30. 45. 60. 75. 90. 105. 120. 135. 150. 165. 180.]\n", + "04-May-23 21:12:48: Calculating RBSPICE pitch angle distribution..\n", + "04-May-23 21:12:48: rbspa_rbspice_l3_TOFxPHHHELT_proton\n", + "04-May-23 21:13:35: Calculating spin averaged pitch angle distribution..\n", + "04-May-23 21:13:36: rbspa_rbspice_l3_TOFxPHHHELT_oxygen\n", + "04-May-23 21:13:36: Energy range selected is not covered by the detector for TOFxPHHHELT proton\n", + "04-May-23 21:13:37: rbspa_rbspice_l3_TOFxPHHHELT_proton\n", + "04-May-23 21:14:22: Calculating spin averaged pitch angle distribution..\n", + "04-May-23 21:14:22: The name rbspa_rbspice_l3_TOFxPHHHELT_oxygen_omni_0-30keV_pad is currently not in pytplot\n", + "04-May-23 21:14:22: Error, variable containing valid PAD data missing.\n", + "04-May-23 21:14:22: rbspa_rbspice_l3_TOFxPHHHELT_oxygen\n", + "04-May-23 21:14:22: Energy range selected is not covered by the detector for TOFxPHHHELT oxygen\n" + ] }, { - "cell_type": "code", - "source": [ - "rbsp_rbspice_pad(probe=probe, datatype='TOFxPHHHELT', energy=[0, 30], bin_size = 15, level=level)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "B8tPRpXmO6aD", - "outputId": "02a1b957-2336-4fe7-f0d9-ed38f702c5fc" - }, - "execution_count": 16, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "04-May-23 21:12:48: Num PA bins: 12\n", - "04-May-23 21:12:48: PA bins: [ 0. 15. 30. 45. 60. 75. 90. 105. 120. 135. 150. 165. 180.]\n", - "04-May-23 21:12:48: Calculating RBSPICE pitch angle distribution..\n", - "04-May-23 21:12:48: rbspa_rbspice_l3_TOFxPHHHELT_proton\n", - "04-May-23 21:13:35: Calculating spin averaged pitch angle distribution..\n", - "04-May-23 21:13:36: rbspa_rbspice_l3_TOFxPHHHELT_oxygen\n", - "04-May-23 21:13:36: Energy range selected is not covered by the detector for TOFxPHHHELT proton\n", - "04-May-23 21:13:37: rbspa_rbspice_l3_TOFxPHHHELT_proton\n", - "04-May-23 21:14:22: Calculating spin averaged pitch angle distribution..\n", - "04-May-23 21:14:22: The name rbspa_rbspice_l3_TOFxPHHHELT_oxygen_omni_0-30keV_pad is currently not in pytplot\n", - "04-May-23 21:14:22: Error, variable containing valid PAD data missing.\n", - "04-May-23 21:14:22: rbspa_rbspice_l3_TOFxPHHHELT_oxygen\n", - "04-May-23 21:14:22: Energy range selected is not covered by the detector for TOFxPHHHELT oxygen\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_0-30keV_pad',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_0-30keV_pad_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_0-30keV_pad']" - ] - }, - "metadata": {}, - "execution_count": 16 - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "['rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_0-30keV_pad',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_0-30keV_pad_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_0-30keV_pad']" ] - }, + }, + "metadata": {}, + "execution_count": 16 + } + ] + }, + { + "cell_type": "code", + "source": [ + "tplot(['rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_spin',\n", + " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_0-30keV_pad_spin'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "id": "3NMFu0XRSWG2", + "outputId": "b6c3efb3-20fc-4735-cf89-aeb4d95289fd" + }, + "execution_count": 17, + "outputs": [ { - "cell_type": "code", - "source": [ - "tplot(['rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_spin',\n", - " 'rbspa_rbspice_l3_TOFxPHHHELT_proton_omni_0-30keV_pad_spin'])" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 391 - }, - "id": "3NMFu0XRSWG2", - "outputId": "b6c3efb3-20fc-4735-cf89-aeb4d95289fd" - }, - "execution_count": 17, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [], - "metadata": { - "id": "hyEeZm5kFAlC" - }, - "execution_count": 17, - "outputs": [] + "image/png": 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\n" + }, + "metadata": {} } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "hyEeZm5kFAlC" + }, + "execution_count": 17, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/Swarm_data_in_PySPEDAS.ipynb b/pyspedas_examples/notebooks/Swarm_data_in_PySPEDAS.ipynb index 2086986..d889cec 100644 --- a/pyspedas_examples/notebooks/Swarm_data_in_PySPEDAS.ipynb +++ b/pyspedas_examples/notebooks/Swarm_data_in_PySPEDAS.ipynb @@ -1,168 +1,175 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "Swarm data in PySPEDAS.ipynb", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Swarm data in PySPEDAS.ipynb", + "provenance": [], + "collapsed_sections": [] }, - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# Swarm magnetometer data in PySPEDAS\n", - "\n", - "This notebook shows how to load and plot Swarm magnetometer data using PySPEDAS. \n", - "\n", - "Note: we're using the HAPI load routine in PySPEDAS to access the data from the Swarm HAPI server. For more in-depth access to Swarm data products in Python, please see the official Python client: \n", - "\n", - "https://swarm.magneticearth.org/docs/welcome.html" - ], - "metadata": { - "id": "8FJnyUnXarS-" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "3Kj8JJEGanCi" - }, - "outputs": [], - "source": [ - "!pip install pyspedas" - ] - }, - { - "cell_type": "markdown", - "source": [ - "Get started by importing PySPEDAS:" - ], - "metadata": { - "id": "h91ryH0hbIHb" - } - }, - { - "cell_type": "code", - "source": [ - "import pyspedas" - ], - "metadata": { - "id": "9rc5NGrwa_20" - }, - "execution_count": 2, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Load 2-hours of magnetometer data from probe 'a' on March 27, 2017" - ], - "metadata": { - "id": "4x01MogvbMbs" - } - }, - { - "cell_type": "code", - "source": [ - "pyspedas.swarm.mag(probe='a', \n", - " trange=['2017-03-27/06:00', '2017-03-27/08:00'], \n", - " datatype='hr')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "1Sx5pp5bbLuZ", - "outputId": "0dd653df-f39d-4b4d-ac51-a70cadb9d9cb" - }, - "execution_count": 3, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "['swarma_Latitude',\n", - " 'swarma_Longitude',\n", - " 'swarma_Radius',\n", - " 'swarma_B_VFM',\n", - " 'swarma_B_NEC',\n", - " 'swarma_dB_Sun',\n", - " 'swarma_dB_AOCS',\n", - " 'swarma_dB_other',\n", - " 'swarma_B_error',\n", - " 'swarma_q_NEC_CRF',\n", - " 'swarma_Att_error',\n", - " 'swarma_Flags_B',\n", - " 'swarma_Flags_q',\n", - " 'swarma_Flags_Platform',\n", - " 'swarma_SyncStatus']" - ] - }, - "metadata": {}, - "execution_count": 3 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Create a figure showing the data for probe 'a'" - ], - "metadata": { - "id": "cKr050l4dply" - } + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Swarm magnetometer data in PySPEDAS\n", + "\n", + "This notebook shows how to load and plot Swarm magnetometer data using PySPEDAS. \n", + "\n", + "Note: we're using the HAPI load routine in PySPEDAS to access the data from the Swarm HAPI server. For more in-depth access to Swarm data products in Python, please see the official Python client: \n", + "\n", + "https://swarm.magneticearth.org/docs/welcome.html" + ], + "metadata": { + "id": "8FJnyUnXarS-" + } + }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "3Kj8JJEGanCi" + }, + "outputs": [], + "source": [ + "!pip install pyspedas" + ] + }, + { + "cell_type": "markdown", + "source": [ + "Get started by importing PySPEDAS:" + ], + "metadata": { + "id": "h91ryH0hbIHb" + } + }, + { + "cell_type": "code", + "source": [ + "import pyspedas" + ], + "metadata": { + "id": "9rc5NGrwa_20" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Load 2-hours of magnetometer data from probe 'a' on March 27, 2017" + ], + "metadata": { + "id": "4x01MogvbMbs" + } + }, + { + "cell_type": "code", + "source": [ + "pyspedas.swarm.mag(probe='a', \n", + " trange=['2017-03-27/06:00', '2017-03-27/08:00'], \n", + " datatype='hr')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "1Sx5pp5bbLuZ", + "outputId": "0dd653df-f39d-4b4d-ac51-a70cadb9d9cb" + }, + "execution_count": 3, + "outputs": [ { - "cell_type": "code", - "source": [ - "from pytplot import tplot\n", - "\n", - "tplot('swarma_B_VFM', var_label=['swarma_Latitude', 'swarma_Longitude'])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 606 - }, - "id": "ElYENKFSbwTT", - "outputId": "309ebdc4-faf4-4e49-bcaa-dbe51feade6f" - }, - "execution_count": 4, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } + "output_type": "execute_result", + "data": { + "text/plain": [ + "['swarma_Latitude',\n", + " 'swarma_Longitude',\n", + " 'swarma_Radius',\n", + " 'swarma_B_VFM',\n", + " 'swarma_B_NEC',\n", + " 'swarma_dB_Sun',\n", + " 'swarma_dB_AOCS',\n", + " 'swarma_dB_other',\n", + " 'swarma_B_error',\n", + " 'swarma_q_NEC_CRF',\n", + " 'swarma_Att_error',\n", + " 'swarma_Flags_B',\n", + " 'swarma_Flags_q',\n", + " 'swarma_Flags_Platform',\n", + " 'swarma_SyncStatus']" ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Create a figure showing the data for probe 'a'" + ], + "metadata": { + "id": "cKr050l4dply" + } + }, + { + "cell_type": "code", + "source": [ + "from pytplot import tplot\n", + "\n", + "tplot('swarma_B_VFM', var_label=['swarma_Latitude', 'swarma_Longitude'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 606 }, + "id": "ElYENKFSbwTT", + "outputId": "309ebdc4-faf4-4e49-bcaa-dbe51feade6f" + }, + "execution_count": 4, + "outputs": [ { - "cell_type": "code", - "source": [ - "" + "output_type": "display_data", + "data": { + "text/plain": [ + "
" ], - "metadata": { - "id": "bFSMEXYl_jxQ" - }, - "execution_count": 3, - "outputs": [] + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } } - ] -} \ No newline at end of file + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "bFSMEXYl_jxQ" + }, + "execution_count": 3, + "outputs": [] + } + ] +} diff --git a/pyspedas_examples/notebooks/Working_with_dates_and_times_with_PySPEDAS_PyTplot.ipynb b/pyspedas_examples/notebooks/Working_with_dates_and_times_with_PySPEDAS_PyTplot.ipynb index 8547667..d36ceb1 100644 --- a/pyspedas_examples/notebooks/Working_with_dates_and_times_with_PySPEDAS_PyTplot.ipynb +++ b/pyspedas_examples/notebooks/Working_with_dates_and_times_with_PySPEDAS_PyTplot.ipynb @@ -30,6 +30,15 @@ "id": "dEaXLRwW_Q2G" } }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, { "cell_type": "code", "execution_count": 1, diff --git a/pyspedas_examples/notebooks/pySPEDAS 1.0 tutorial - dry run (1 May 2020).ipynb b/pyspedas_examples/notebooks/pySPEDAS 1.0 tutorial - dry run (1 May 2020).ipynb index 344fdd4..92b6ee4 100644 --- a/pyspedas_examples/notebooks/pySPEDAS 1.0 tutorial - dry run (1 May 2020).ipynb +++ b/pyspedas_examples/notebooks/pySPEDAS 1.0 tutorial - dry run (1 May 2020).ipynb @@ -14,7 +14,7 @@ "\n", "### Requirements\n", "\n", - "- Python 3.5 or later\n", + "- Python 3.8 or later\n", "\n", "### All of this depends on the hard work of the pyTplot developers at LASP\n", "To learn more about pytplot:\n", @@ -57,6 +57,26 @@ "`conda update --all`" ] }, + { + "cell_type": "markdown", + "source": [ + "The following line installs pyspedas, so this notebook can be used in Google Colab. If you're running in an environment where pyspedas is already installed, you can comment out or skip this command." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "!pip install pyspedas" + ], + "metadata": { + "collapsed": false + } + }, { "cell_type": "markdown", "metadata": {}, @@ -255,8 +275,7 @@ " If True, download the data from the SPDF instead of the SDC\n", " \n", " Returns:\n", - " List of tplot variables created.\n", - "\n" + " List of tplot variables created.\n" ] } ], @@ -322,8 +341,7 @@ " in the trange keyword\n", " \n", " Returns:\n", - " List of tplot variables created.\n", - "\n" + " List of tplot variables created.\n" ] } ], @@ -806,8 +824,7 @@ " >>> pytplot.options('Variable1', 'yrange', [2,4])\n", " \n", " >>> # Change Variable1 to use a log scale\n", - " >>> pytplot.options('Variable1', 'ylog', 1)\n", - "\n" + " >>> pytplot.options('Variable1', 'ylog', 1)\n" ] } ], @@ -1002,8 +1019,7 @@ " Time clip the variables to exactly the range specified in the trange keyword\n", " \n", " Returns:\n", - " List of tplot variables created.\n", - "\n" + " List of tplot variables created.\n" ] } ], @@ -1080,8 +1096,7 @@ " Time clip the variables to exactly the range specified in the trange keyword\n", " \n", " Returns:\n", - " List of tplot variables created.\n", - "\n" + " List of tplot variables created.\n" ] } ], @@ -2169,8 +2184,7 @@ " >>> pytplot.tplot_options('title', 'SWEA Data for Orbit 1563')\n", " \n", " >>> # Set the window size \n", - " >>> pytplot.tplot_options('wsize', [1000,500])\n", - "\n" + " >>> pytplot.tplot_options('wsize', [1000,500])\n" ] } ], diff --git a/pyspedas_examples/notebooks/pyspedas_ucla_demo.ipynb b/pyspedas_examples/notebooks/pyspedas_ucla_demo.ipynb index 4940f55..2303ac9 100644 --- a/pyspedas_examples/notebooks/pyspedas_ucla_demo.ipynb +++ b/pyspedas_examples/notebooks/pyspedas_ucla_demo.ipynb @@ -12,13 +12,70 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 1, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pyspedas in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (1.4.46)\r\n", + "Requirement already satisfied: geopack>=1.0.10 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (1.0.10)\r\n", + "Requirement already satisfied: pywavelets in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (1.4.1)\r\n", + "Requirement already satisfied: hapiclient>=0.2.2 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (0.2.5)\r\n", + "Requirement already satisfied: numpy>=1.19.5 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (1.26.0)\r\n", + "Requirement already satisfied: astropy in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (5.3.4)\r\n", + "Requirement already satisfied: pytplot-mpl-temp>=2.1.51 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (2.1.53)\r\n", + "Requirement already satisfied: cdasws>=1.7.24 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (1.7.43)\r\n", + "Requirement already satisfied: netCDF4>=1.6.2 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (1.6.4)\r\n", + "Requirement already satisfied: viresclient in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (0.11.3)\r\n", + "Requirement already satisfied: requests in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (2.31.0)\r\n", + "Requirement already satisfied: cdflib<1.0.0 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from pyspedas) (0.4.9)\r\n", + "Requirement already satisfied: python-dateutil>=2.8.0 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from cdasws>=1.7.24->pyspedas) (2.8.2)\r\n", + "Requirement already satisfied: scipy in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from geopack>=1.0.10->pyspedas) (1.11.3)\r\n", + "Requirement already satisfied: pandas>=0.23 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from hapiclient>=0.2.2->pyspedas) (2.1.1)\r\n", + "Requirement already satisfied: joblib in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from hapiclient>=0.2.2->pyspedas) (1.3.2)\r\n", + "Requirement already satisfied: urllib3 in /Users/jwl/PycharmProjects/pyspedas_examples/venv/lib/python3.9/site-packages (from hapiclient>=0.2.2->pyspedas) (2.0.6)\r\n", + "Requirement 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+ "\r\n", + "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip available: \u001B[0m\u001B[31;49m22.3.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m23.3.1\u001B[0m\r\n", + "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpip install --upgrade pip\u001B[0m\r\n" + ] + } + ], "source": [ "!pip install pyspedas" ], "metadata": { - "collapsed": false + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-12-08T18:54:47.795546Z", + "start_time": "2023-12-08T18:54:47.036513Z" + } }, "id": "adc614d092384de1" }, @@ -34,14 +91,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "09-Oct-23 23:40:18: Downloading remote index: http://themis.ssl.berkeley.edu/data/themis/tha/l2/fgm/2007/\n", - "09-Oct-23 23:40:18: File is current: themis_data/tha/l2/fgm/2007/tha_l2_fgm_20070323_v01.cdf\n" + "08-Dec-23 10:54:49: Downloading remote index: http://themis.ssl.berkeley.edu/data/themis/tha/l2/fgm/2007/\n", + "08-Dec-23 10:54:50: File is current: themis_data/tha/l2/fgm/2007/tha_l2_fgm_20070323_v01.cdf\n" ] }, { @@ -89,8 +146,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-10-10T03:40:20.915500Z", - "start_time": "2023-10-10T03:40:15.017144Z" + "end_time": "2023-12-08T18:54:52.337999Z", + "start_time": "2023-12-08T18:54:47.795469Z" } }, "id": "d3f3c65ca5eebc08" @@ -107,8 +164,32 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 3, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Structure returned by get_data() variable(times=array([1.17460840e+09, 1.17460840e+09, 1.17460840e+09, ...,\n", + " 1.17469467e+09, 1.17469467e+09, 1.17469467e+09]), y=array([[ 16.50905 , -8.597386 , 14.1494465],\n", + " [ 16.497149 , -8.618044 , 14.173288 ],\n", + " [ 16.53812 , -8.73796 , 14.173288 ],\n", + " ...,\n", + " [ 17.318203 , -39.47606 , 31.072771 ],\n", + " [ 18.690683 , -39.38634 , 30.977404 ],\n", + " [ 18.59546 , -39.551605 , 31.764185 ]], dtype=float32), v=array([1, 2, 3], dtype=int32))\n", + "Data times [1.17460840e+09 1.17460840e+09 1.17460840e+09 ... 1.17469467e+09\n", + " 1.17469467e+09 1.17469467e+09]\n", + "Data values [[ 16.50905 -8.597386 14.1494465]\n", + " [ 16.497149 -8.618044 14.173288 ]\n", + " [ 16.53812 -8.73796 14.173288 ]\n", + " ...\n", + " [ 17.318203 -39.47606 31.072771 ]\n", + " [ 18.690683 -39.38634 30.977404 ]\n", + " [ 18.59546 -39.551605 31.764185 ]]\n" + ] + } + ], "source": [ "data_arrays = get_data('tha_fgs_dsl')\n", "print(\"Structure returned by get_data()\", data_arrays)\n", @@ -118,7 +199,11 @@ "print(\"Data values\",data_vals)" ], "metadata": { - "collapsed": false + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-12-08T18:54:52.348077Z", + "start_time": "2023-12-08T18:54:52.339020Z" + } }, "id": "34ed3c71948a59f6" }, @@ -134,8 +219,23 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 4, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Metadata structure:\n", + "{'CDF': {'VATT': {'CATDESC': 'FGS magnetic field B in XYZ DSL (Despun Spacecraft) Coordinates ', 'DISPLAY_TYPE': 'time_series', 'FIELDNAM': 'BXYZ Despun Spacecraft Coordinate, nT units', 'FILLVAL': -1e+30, 'FORMAT': 'E13.6', 'DEPEND_TIME': 'tha_fgs_time', 'DEPEND_EPOCH0': 'tha_fgs_epoch0', 'DEPEND_0': 'tha_fgs_epoch', 'VALIDMIN': array([-25000., -25000., -25000.], dtype=float32), 'VALIDMAX': array([25000., 25000., 25000.], dtype=float32), 'VAR_TYPE': 'data', 'TENSOR_ORDER': '1', 'PROPERTY': 'vector', 'SC_ID': 'a', 'UNITS': 'nT DSL', 'VAR_NOTES': 'Units are in nanotesla', 'AVG_TYPE': 'standard', 'CALIB_SOFTWARE': 'fgm_calibrate, thm_cal_fgm, thm_cal_fit', 'CALIB_INPUT': 'tha_fgmcal.txt', 'SCALE_TYP': 'linear', 'DICT_KEY': 'magnetic_field>vector_DSL', 'SI_CONVERSION': '1e-9>T', 'LABL_PTR_1': 'tha_fgs_labl', 'DEPEND_1': 'tha_fgs_compno', 'COORDINATE_SYSTEM': 'DSL>Despun Spacecraft', 'REPRESENTATION_1': 'Rep_xyz', 'LABEL_1': 'tha_fgs_labl'}, 'GATT': {'Project': 'THEMIS', 'Source_name': 'THA>Themis Probe A', 'Discipline': 'Space Physics>Magnetospheric Science', 'Data_type': 'FGM', 'Descriptor': 'L2>L2 DATA', 'Data_version': '1', 'PI_name': 'V. Angelopoulos, U. Auster & K.H. Glassmeier and W. Baumjohann', 'PI_affiliation': 'UCB, TUBS and IWF respectively, NASA NAS5-02099', 'TITLE': 'Fluxgate Magnetometer Measurements', 'TEXT': 'Sensor and electronics design provided by TUBS (Glassmeier, Auster) and IWF (Baumjohann, Magnes)', 'Instrument_type': 'Magnetic Fields (space)', 'Mission_group': 'THEMIS', 'Logical_source': 'tha_l2_fgm', 'Logical_file_id': 'tha_l2_fgm_20070323_v01', 'Logical_source_description': 'Spacecraft-collected fluxgate magnetometer, Decimated TeleMetry High, DSL, GSE and GSM coordinates', 'Time_resolution': '1/4-1/128s', 'Rules_of_use': 'Open Data for Scientific Use', 'Generated_by': 'THEMIS SOC', 'Generation_date': 'Tue Aug 15 10:43:36 2023', 'Acknowledgement': 'NASA Contract NAS5-02099', 'MODS': 'Rev- 2006-09-18', 'ADID_ref': 'NSSD0110', 'LINK_TEXT': ['THEMIS FGM ', 'Higher resolution data and analysis s/w from ', 'Detailed description of the '], 'LINK_TITLE': ['Processing History', 'THEMIS mission website', 'FGM instrument'], 'HTTP_LINK': ['http://themis.ssl.berkeley.edu/fgm_proc_history.shtml', 'http://themis.ssl.berkeley.edu/', 'http://themis.ssl.berkeley.edu/instrument_fgm.shtml'], 'File_naming_convention': 'source_descriptor_datatype', 'Caveats': 'See THEMIS website for caveats', 'Validity': 'to be validated', 'Validator': 'tbd', 'Validate': 'Compatible with the ISTP CDF Standards', 'Inst_mod': 'THM>xxxx', 'Parents': 'xxxx', 'Inst_settings': 'Not used', 'Software_version': '31980'}, 'FILENAME': 'themis_data/tha/l2/fgm/2007/tha_l2_fgm_20070323_v01.cdf', 'LABELS': ['Bx FGS-A', 'By FGS-A', 'Bz FGS-A']}, 'data_att': {'coord_sys': 'DSL', 'units': 'nT DSL', 'depend_1_units': 'nT DSL', 'depend_2_units': None, 'depend_3_units': None}, 'plot_options': {'xaxis_opt': {'axis_label': 'Time', 'crosshair': 'X', 'x_axis_type': 'linear'}, 'yaxis_opt': {'axis_label': 'THA FGS', 'crosshair': 'Y', 'y_axis_type': 'linear', 'y_range': [-11531.753, 24993.445], 'axis_subtitle': '[nT DSL]', 'legend_names': ['Bx DSL', 'By DSL', 'Bz DSL']}, 'zaxis_opt': {'axis_label': 'tha_fgs_dsl', 'crosshair': 'Z', 'z_axis_type': 'linear'}, 'line_opt': {}, 'trange': [1174608398.175756, 1174694671.971006], 'time_bar': [], 'extras': {'panel_size': 1, 'border': True, 'line_color': ['b', 'g', 'r']}, 'create_time': datetime.datetime(2023, 12, 8, 10, 54, 50, 612201), 'links': {}, 'spec_bins_ascending': True, 'overplots': [], 'interactive_xaxis_opt': {}, 'interactive_yaxis_opt': {}, 'error': None}}\n", + "\n", + "Metadata CDF.LABELS entries: ['Bx FGS-A', 'By FGS-A', 'Bz FGS-A']\n", + "\n", + "Metadata data_att entries: {'coord_sys': 'DSL', 'units': 'nT DSL', 'depend_1_units': 'nT DSL', 'depend_2_units': None, 'depend_3_units': None}\n", + "\n", + "Metadata plot_options entries: {'xaxis_opt': {'axis_label': 'Time', 'crosshair': 'X', 'x_axis_type': 'linear'}, 'yaxis_opt': {'axis_label': 'THA FGS', 'crosshair': 'Y', 'y_axis_type': 'linear', 'y_range': [-11531.753, 24993.445], 'axis_subtitle': '[nT DSL]', 'legend_names': ['Bx DSL', 'By DSL', 'Bz DSL']}, 'zaxis_opt': {'axis_label': 'tha_fgs_dsl', 'crosshair': 'Z', 'z_axis_type': 'linear'}, 'line_opt': {}, 'trange': [1174608398.175756, 1174694671.971006], 'time_bar': [], 'extras': {'panel_size': 1, 'border': True, 'line_color': ['b', 'g', 'r']}, 'create_time': datetime.datetime(2023, 12, 8, 10, 54, 50, 612201), 'links': {}, 'spec_bins_ascending': True, 'overplots': [], 'interactive_xaxis_opt': {}, 'interactive_yaxis_opt': {}, 'error': None}\n" + ] + } + ], "source": [ "md=get_data('tha_fgs_dsl',metadata=True)\n", "print(\"Metadata structure:\")\n", @@ -148,7 +248,11 @@ "print(\"Metadata plot_options entries:\",md[\"plot_options\"])\n" ], "metadata": { - "collapsed": false + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-12-08T18:54:52.354845Z", + "start_time": "2023-12-08T18:54:52.351851Z" + } }, "id": "b221a679aa6f864c" }, @@ -164,15 +268,82 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 5, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "08-Dec-23 10:54:54: Loading pydata/mms1/fgm/srvy/l2/2015/10/mms1_fgm_srvy_l2_20151016_v4.18.0.cdf\n", + "08-Dec-23 10:54:54: Loading pydata/mms2/fgm/srvy/l2/2015/10/mms2_fgm_srvy_l2_20151016_v4.18.0.cdf\n", + "08-Dec-23 10:55:02: Loaded variables:\n", + "08-Dec-23 10:55:02: Epoch\n", + "08-Dec-23 10:55:02: mms1_fgm_b_gse_srvy_l2\n", + "08-Dec-23 10:55:02: mms1_fgm_b_gsm_srvy_l2\n", + "08-Dec-23 10:55:02: mms1_fgm_b_dmpa_srvy_l2\n", + "08-Dec-23 10:55:02: mms1_fgm_b_bcs_srvy_l2\n", + "08-Dec-23 10:55:02: mms1_fgm_flag_srvy_l2\n", + "08-Dec-23 10:55:02: Epoch_state\n", + "08-Dec-23 10:55:02: mms1_fgm_hirange_srvy_l2\n", + "08-Dec-23 10:55:02: mms1_fgm_bdeltahalf_srvy_l2\n", + "08-Dec-23 10:55:02: mms1_fgm_stemp_srvy_l2\n", + "08-Dec-23 10:55:02: mms1_fgm_etemp_srvy_l2\n", + "08-Dec-23 10:55:02: mms1_fgm_mode_srvy_l2\n", + "08-Dec-23 10:55:02: mms2_fgm_b_gse_srvy_l2\n", + "08-Dec-23 10:55:02: mms2_fgm_b_gsm_srvy_l2\n", + "08-Dec-23 10:55:02: mms2_fgm_b_dmpa_srvy_l2\n", + "08-Dec-23 10:55:02: mms2_fgm_b_bcs_srvy_l2\n", + "08-Dec-23 10:55:02: mms2_fgm_flag_srvy_l2\n", + "08-Dec-23 10:55:02: mms2_fgm_hirange_srvy_l2\n", + "08-Dec-23 10:55:02: mms2_fgm_bdeltahalf_srvy_l2\n", + "08-Dec-23 10:55:02: mms2_fgm_stemp_srvy_l2\n", + "08-Dec-23 10:55:02: mms2_fgm_etemp_srvy_l2\n", + "08-Dec-23 10:55:02: mms2_fgm_mode_srvy_l2\n", + "08-Dec-23 10:55:02: mms1_fgm_b_dmpa_srvy_l2_bvec\n", + "08-Dec-23 10:55:02: mms1_fgm_b_dmpa_srvy_l2_btot\n", + "08-Dec-23 10:55:02: mms1_fgm_b_gse_srvy_l2_bvec\n", + "08-Dec-23 10:55:02: mms1_fgm_b_gse_srvy_l2_btot\n", + "08-Dec-23 10:55:02: mms1_fgm_b_gsm_srvy_l2_bvec\n", + "08-Dec-23 10:55:02: mms1_fgm_b_gsm_srvy_l2_btot\n", + "08-Dec-23 10:55:02: mms1_fgm_b_bcs_srvy_l2_bvec\n", + "08-Dec-23 10:55:02: mms1_fgm_b_bcs_srvy_l2_btot\n", + "08-Dec-23 10:55:02: mms2_fgm_b_dmpa_srvy_l2_bvec\n", + "08-Dec-23 10:55:02: mms2_fgm_b_dmpa_srvy_l2_btot\n", + "08-Dec-23 10:55:02: mms2_fgm_b_gse_srvy_l2_bvec\n", + "08-Dec-23 10:55:02: mms2_fgm_b_gse_srvy_l2_btot\n", + "08-Dec-23 10:55:02: mms2_fgm_b_gsm_srvy_l2_bvec\n", + "08-Dec-23 10:55:02: mms2_fgm_b_gsm_srvy_l2_btot\n", + "08-Dec-23 10:55:02: mms2_fgm_b_bcs_srvy_l2_bvec\n", + "08-Dec-23 10:55:02: mms2_fgm_b_bcs_srvy_l2_btot\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Epoch', 'mms1_fgm_b_gse_srvy_l2', 'mms1_fgm_b_gsm_srvy_l2', 'mms1_fgm_b_dmpa_srvy_l2', 'mms1_fgm_b_bcs_srvy_l2', 'mms1_fgm_flag_srvy_l2', 'Epoch_state', 'mms1_fgm_hirange_srvy_l2', 'mms1_fgm_bdeltahalf_srvy_l2', 'mms1_fgm_stemp_srvy_l2', 'mms1_fgm_etemp_srvy_l2', 'mms1_fgm_mode_srvy_l2', 'mms2_fgm_b_gse_srvy_l2', 'mms2_fgm_b_gsm_srvy_l2', 'mms2_fgm_b_dmpa_srvy_l2', 'mms2_fgm_b_bcs_srvy_l2', 'mms2_fgm_flag_srvy_l2', 'mms2_fgm_hirange_srvy_l2', 'mms2_fgm_bdeltahalf_srvy_l2', 'mms2_fgm_stemp_srvy_l2', 'mms2_fgm_etemp_srvy_l2', 'mms2_fgm_mode_srvy_l2', 'mms1_fgm_b_dmpa_srvy_l2_bvec', 'mms1_fgm_b_dmpa_srvy_l2_btot', 'mms1_fgm_b_gse_srvy_l2_bvec', 'mms1_fgm_b_gse_srvy_l2_btot', 'mms1_fgm_b_gsm_srvy_l2_bvec', 'mms1_fgm_b_gsm_srvy_l2_btot', 'mms1_fgm_b_bcs_srvy_l2_bvec', 'mms1_fgm_b_bcs_srvy_l2_btot', 'mms2_fgm_b_dmpa_srvy_l2_bvec', 'mms2_fgm_b_dmpa_srvy_l2_btot', 'mms2_fgm_b_gse_srvy_l2_bvec', 'mms2_fgm_b_gse_srvy_l2_btot', 'mms2_fgm_b_gsm_srvy_l2_bvec', 'mms2_fgm_b_gsm_srvy_l2_btot', 'mms2_fgm_b_bcs_srvy_l2_bvec', 'mms2_fgm_b_bcs_srvy_l2_btot']\n" + ] + }, + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "mms_tplot_vars = pyspedas.mms.fgm(probe=[1,2],trange=['2015-10-16','2015-10-17'])\n", "print(mms_tplot_vars)\n", "tplot('mms2_fgm_b_gsm_srvy_l2_bvec')" ], "metadata": { - "collapsed": false + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-12-08T18:55:03.008305Z", + "start_time": "2023-12-08T18:54:52.360474Z" + } }, "id": "e3c08e85e3f99d70" }, @@ -188,14 +359,654 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 6, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "08-Dec-23 10:55:04: Loading pydata/mms1/feeps/srvy/l2/electron/2015/10/mms1_feeps_srvy_l2_electron_20151016000000_v7.1.2.cdf\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_1: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_2: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_3: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_4: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_5: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_9: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_10: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_11: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_12: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_1: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_2: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_3: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_4: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_5: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_9: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_10: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_11: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_12: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_1: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_2: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_3: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_4: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_5: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_9: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_10: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_11: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_12: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_1: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_2: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_3: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_4: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_5: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_9: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_10: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_11: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_12: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_1: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_2: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_3: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_4: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_5: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_9: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_10: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_11: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_12: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_1: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_2: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_3: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_4: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_5: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_9: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_10: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_11: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_12: lengths of x (20764) and y (16) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_1 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_2 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_9 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_10 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_1 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_2 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_9 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_10 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_1 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_2 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_9 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_10 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_1 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_2 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_9 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_10 contains negative values; setting the z-axis to log scale will cause the negative values to be ignored on figures.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_1: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_2: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_3: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_4: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_5: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_9: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_10: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_11: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_12: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_1: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_2: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_3: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_4: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_5: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_9: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_10: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_11: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_12: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_1: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_2: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_3: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:05: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_4: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_5: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_9: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_10: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_11: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_12: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_1: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_1 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_2: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_2 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_3: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_3 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_4: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_4 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_5: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_5 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_9: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_9 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_10: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_10 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_11: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_11 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_12: lengths of x (20764) and y (64) do not match!\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_12 is currently not in pytplot.\n", + "08-Dec-23 10:55:06: Loaded variables:\n", + "08-Dec-23 10:55:06: epoch\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_spinsectnum\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_quality_indicator_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_quality_indicator_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_quality_indicator_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_quality_indicator_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_quality_indicator_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_quality_indicator_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_quality_indicator_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_quality_indicator_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_quality_indicator_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_quality_indicator_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_quality_indicator_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_quality_indicator_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_quality_indicator_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_quality_indicator_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_quality_indicator_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_quality_indicator_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_quality_indicator_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_quality_indicator_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_centroid_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_lower_bound_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_energy_upper_bound_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_centroid_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_lower_bound_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_energy_upper_bound_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sector_mask_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sector_mask_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_sun_contamination_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_sun_contamination_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_percent_error_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_percent_error_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_percent_error_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_percent_error_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_percent_error_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_percent_error_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_percent_error_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_percent_error_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_percent_error_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_percent_error_sensorid_1\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_percent_error_sensorid_2\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_percent_error_sensorid_3\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_percent_error_sensorid_4\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_percent_error_sensorid_5\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_percent_error_sensorid_9\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_percent_error_sensorid_10\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_percent_error_sensorid_11\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_percent_error_sensorid_12\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_spin\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_integration_sectors\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_spin_duration\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_pitch_angle\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_scpos_ec_gse\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_scz_vec_gse\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_scy_vec_gse\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_scx_vec_gse\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_moon_position_gse\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_radius\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_lat_gse\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_lon_gse\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_l_shell\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_lat_gsm\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_lon_gsm\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_3_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_3_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_4_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_4_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_5_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_5_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_11_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_11_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_12_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_12_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_3_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_3_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_4_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_4_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_5_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_5_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_11_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_11_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_12_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_12_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_3_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_4_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_5_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_11_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_count_rate_sensorid_12_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_3_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_4_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_5_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_11_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_count_rate_sensorid_12_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_count_rate_omni\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_count_rate_omni_spin\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_3_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_3_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_4_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_4_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_5_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_5_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_11_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_11_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_12_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_12_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_3_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_3_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_4_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_4_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_5_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_5_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_11_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_11_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_12_clean\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_12_500keV_int\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_3_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_4_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_5_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_11_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_top_intensity_sensorid_12_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_3_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_4_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_5_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_11_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_bottom_intensity_sensorid_12_clean_sun_removed\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_intensity_omni\n", + "08-Dec-23 10:55:06: mms1_epd_feeps_srvy_l2_electron_intensity_omni_spin\n" + ] + }, + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "pyspedas.mms.feeps(probe='1', trange=['2015-10-16','2015-10-17'],datatype='electron')\n", "tplot(['mms1_epd_feeps_srvy_l2_electron_intensity_omni','mms1_epd_feeps_srvy_l2_electron_intensity_omni_spin'])" ], "metadata": { - "collapsed": false + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-12-08T18:55:15.632244Z", + "start_time": "2023-12-08T18:55:03.008294Z" + } }, "id": "48ad77ffd0539251" }, @@ -211,8 +1022,42 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 7, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "08-Dec-23 10:55:15: File is current: themis_data/tha/l1/state/2007/tha_l1_state_20070323.cdf\n", + "08-Dec-23 10:55:16: Creating spin model for probe a correction level 0\n", + "08-Dec-23 10:55:16: FGM correction variables not available\n", + "08-Dec-23 10:55:16: Skipping FGM corrections, do_fgm_corr False, correction_level = 0\n", + "08-Dec-23 10:55:16: Creating spin model for probe a correction level 1\n", + "08-Dec-23 10:55:16: FGM correction variables not available\n", + "08-Dec-23 10:55:16: Skipping FGM corrections, do_fgm_corr False, correction_level = 1\n", + "08-Dec-23 10:55:16: Creating spin model for probe a correction level 2\n", + "08-Dec-23 10:55:16: FGM correction variables not available\n", + "08-Dec-23 10:55:16: Skipping FGM corrections, do_fgm_corr False, correction_level = 2\n", + "08-Dec-23 10:55:16: tinterpol (linear) was applied to: tha_spinras_corrected_hires\n", + "08-Dec-23 10:55:16: tinterpol (linear) was applied to: tha_spindec_corrected_hires\n", + "08-Dec-23 10:55:16: Running transformation: subgei2gse\n", + "08-Dec-23 10:55:16: ['gse', 'gei']\n", + "08-Dec-23 10:55:16: Running transformation: subgse2gei\n", + "08-Dec-23 10:55:16: Output variable: tha_fgl_gei\n", + "08-Dec-23 10:55:16: ['gse', 'gsm']\n", + "08-Dec-23 10:55:16: Running transformation: subgse2gsm\n", + "08-Dec-23 10:55:16: Output variable: tha_fgl_gsm\n" + ] + }, + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from pyspedas.themis.cotrans import dsl2gse\n", "\n", @@ -222,7 +1067,11 @@ "tplot(['tha_fgl_dsl','tha_fgl_gse','tha_fgl_gei','tha_fgl_gsm'])\n" ], "metadata": { - "collapsed": false + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-12-08T18:55:16.677092Z", + "start_time": "2023-12-08T18:55:15.632642Z" + } }, "id": "8eacd74d73178c01" },