From 9a71fae5d7ae8bd68d9e6ed6a04e7b1515866427 Mon Sep 17 00:00:00 2001 From: Rambaud Pierrick <12rambau@users.noreply.github.com> Date: Fri, 18 Oct 2024 07:15:18 +0000 Subject: [PATCH 1/3] docs: prebuild the documentation notebooks --- .github/workflows/documentation.yaml | 44 -- .pre-commit-config.yaml | 12 +- docs/conf.py | 17 +- docs/usage/asset.ipynb | 404 ++++++++++++++++--- docs/usage/export.ipynb | 10 +- docs/usage/plot/map-featurecollection.ipynb | 52 ++- docs/usage/plot/map-image.ipynb | 85 +++- docs/usage/plot/plot-featurecollection.ipynb | 179 ++++++-- docs/usage/plot/plot-image.ipynb | 25 +- docs/usage/plot/plot-imagecollection.ipynb | 25 +- docs/usage/template.ipynb | 62 ++- 11 files changed, 712 insertions(+), 203 deletions(-) delete mode 100644 .github/workflows/documentation.yaml diff --git a/.github/workflows/documentation.yaml b/.github/workflows/documentation.yaml deleted file mode 100644 index 02d7146a..00000000 --- a/.github/workflows/documentation.yaml +++ /dev/null @@ -1,44 +0,0 @@ -name: Documentation - -on: - push: - branches: - - main - workflow_dispatch: - -env: - EARTHENGINE_SERVICE_ACCOUNT: ${{ secrets.EARTHENGINE_SERVICE_ACCOUNT }} - EARTHENGINE_PROJECT: ${{ secrets.EARTHENGINE_PROJECT }} - -jobs: - docs: - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v4 - - uses: 12rambau/setup-pandoc@test - - uses: actions/setup-python@v5 - with: - python-version: "3.10" - - name: Install nox - run: pip install nox - - name: build static docs - run: nox -s docs - - name: Upload static files as artifact - id: deployment - uses: actions/upload-pages-artifact@v3 - with: - path: docs/_build/html/ - - deploy: - permissions: - id-token: write - pages: write - environment: - name: github-pages - url: ${{ steps.deployment.outputs.page_url }} - runs-on: ubuntu-latest - needs: [docs] - steps: - - name: Deploy to GitHub Pages - id: deployment - uses: actions/deploy-pages@v4 diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 76ad97ae..a0d891ea 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -40,8 +40,10 @@ repos: additional_dependencies: - tomli - - repo: "https://github.com/kynan/nbstripout" - rev: "0.5.0" - hooks: - - id: nbstripout - stages: [pre-commit] + # waiting for https://github.com/gee-community/geetools/issues/337 + # so notebooks can again be executed from the documentation + #- repo: "https://github.com/kynan/nbstripout" + # rev: "0.5.0" + # hooks: + # - id: nbstripout + # stages: [pre-commit] diff --git a/docs/conf.py b/docs/conf.py index 7d720433..17f494e6 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -11,8 +11,6 @@ from datetime import datetime from pathlib import Path -import pytest_gee - # add . to sys to import local extensions sys.path.append(str(Path(".").resolve())) @@ -126,17 +124,4 @@ autosectionlabel_prefix_document = True # -- options for myst-nb ------------------------------------------------------ -nb_execution_mode = "force" - -# -- Script to authenticate to Earthengine using a token ----------------------- -def gee_configure() -> None: - """Initialize earth engine according to the environment.""" - if "EARTHENGINE_SERVICE_ACCOUNT" in os.environ: - pytest_gee.init_ee_from_service_account() - elif "EARTHENGINE_PROJECT" in os.environ: - pytest_gee.init_ee_from_token() - else: - raise ValueError("Cannot authenticate with Earth Engine.") - - -gee_configure() +nb_execution_mode = "auto" diff --git a/docs/usage/asset.ipynb b/docs/usage/asset.ipynb index c718c60b..33d7e051 100644 --- a/docs/usage/asset.ipynb +++ b/docs/usage/asset.ipynb @@ -11,13 +11,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee_community/geetools/blob/main/docs/example/asset.ipynb)\n", - "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee_community/geetools/blob/main/docs/example/asset.ipynb)" + "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee-community/geetools/blob/main/docs/usage/asset.ipynb)\n", + "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee-community/geetools/blob/main/docs/usage/asset.ipynb)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "tags": [ "remove-input" @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -110,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -128,9 +128,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "ee.Asset('projects/ee-geetools/assets/documentation/image1')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ee.Asset(\"projects/ee-geetools/assets/documentation/image1\")" ] @@ -144,27 +155,60 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "ee.Asset('projects/ee-geetools/assets/documentation/image1')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ee.Asset(\"projects\", \"ee-geetools\", \"assets\", \"documentation\", \"image1\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "ee.Asset('projects/ee-geetools/assets/documentation/image1')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ee.Asset(\"projects/ee-geetools/assets/documentation\") / \"image1\"" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "ee.Asset('projects/ee-geetools/assets/documentation/image1')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ee.Asset(\"projects/ee-geetools/assets/documentation\").joinpath(\"image1\")" ] @@ -178,9 +222,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[ee.Asset('projects/ee-geetools/assets/documentation/subfolder1'),\n", + " ee.Asset('projects/ee-geetools/assets/documentation/subfolder2'),\n", + " ee.Asset('projects/ee-geetools/assets/documentation/subfolder3')]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# a public folder created for this docuemntation\n", "folder = ee.Asset(\"projects/ee-geetools/assets/documentation\")\n", @@ -208,18 +265,48 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[ee.Asset('projects/ee-geetools/assets/documentation/image0'),\n", + " ee.Asset('projects/ee-geetools/assets/documentation/image1'),\n", + " ee.Asset('projects/ee-geetools/assets/documentation/image2'),\n", + " ee.Asset('projects/ee-geetools/assets/documentation/image3'),\n", + " ee.Asset('projects/ee-geetools/assets/documentation/image4')]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[a for a in folder.iterdir() if a.is_image()]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[ee.Asset('projects/ee-geetools/assets/documentation/image0'),\n", + " ee.Asset('projects/ee-geetools/assets/documentation/image1'),\n", + " ee.Asset('projects/ee-geetools/assets/documentation/image2'),\n", + " ee.Asset('projects/ee-geetools/assets/documentation/image3'),\n", + " ee.Asset('projects/ee-geetools/assets/documentation/image4')]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[a for a in folder.glob(\"**/image*\")]" ] @@ -244,18 +331,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "folder.exists()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fakeImage = folder / \"image6\"\n", "fakeImage.exists()" @@ -281,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -290,18 +399,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "folder == ee.Asset(\"projects/ee-geetools/assets/DOCUMENTATION\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "folder in { ee.Asset(\"projects/ee-geetools/assets/documentation\")}" ] @@ -315,9 +446,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "ee.Asset('projects/ee-geetools/assets/documentation/image1')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ee.Asset(\"projects/ee-geetools/assets/documentation\") / \"image1\"" ] @@ -331,9 +473,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'projects/ee-geetools/assets/documentation'" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import os\n", "\n", @@ -350,9 +503,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'projects/ee-geetools/assets/documentation/image1'" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = ee.Asset(\"projects/ee-geetools/assets/documentation/image1\")\n", "str(a)" @@ -369,9 +533,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "('projects', 'ee-geetools', 'assets', 'documentation', 'image1')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = ee.Asset(\"projects/ee-geetools/assets/documentation/image1\")\n", "a.parts" @@ -402,9 +577,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "ee.Asset('projects/ee-geetools/assets/documentation/subfolder1')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = ee.Asset(\"projects/ee-geetools/assets/documentation/subfolder1/image1\")\n", "a.parent" @@ -412,9 +598,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[ee.Asset('projects/ee-geetools/assets/documentation/subfolder1'),\n", + " ee.Asset('projects/ee-geetools/assets/documentation')]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = ee.Asset(\"projects/ee-geetools/assets/documentation/subfolder1/image1\")\n", "a.parents" @@ -435,9 +633,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'image1'" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = ee.Asset(\"projects/ee-geetools/assets/documentation/subfolder1/image1\")\n", "a.name" @@ -466,9 +675,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = ee.Asset(\"projects/ee-geetools/assets/documentation/subfolder1/image1\")\n", "b = ee.Asset(\"projects/ee-geetools/assets/documentation\")\n", @@ -490,9 +710,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "ee.Asset('projects/ee-geetools/assets/documentation/subfolder1/image2')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = ee.Asset(\"projects/ee-geetools/assets/documentation/subfolder1/image1\")\n", "a.with_name(\"image2\")" @@ -513,9 +744,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "ee.Asset('projects/None/assets/documentation/subfolder1/image1')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = ee.Asset(\"~/documentation/subfolder1/image1\")\n", "a.expanduser()" @@ -536,9 +778,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = ee.Asset(\"projects/ee-geetools/assets/documentation/subfolder1/image1\")\n", "a.exists()" @@ -546,9 +799,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = ee.Asset(\"projects/ee-geetools/assets/documentation/subfolder1/image10\")\n", "a.exists()" @@ -569,9 +833,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = ee.Asset(\"projects/ee-geetools/assets/documentation/subfolder1/image1\")\n", "a.is_type(\"IMAGE\")" @@ -586,9 +861,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a.is_image()" ] diff --git a/docs/usage/export.ipynb b/docs/usage/export.ipynb index 7cb703b2..9c64c645 100644 --- a/docs/usage/export.ipynb +++ b/docs/usage/export.ipynb @@ -15,13 +15,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee_community/geetools/blob/main/docs/example/export.ipynb)\n", - "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee_community/geetools/blob/main/docs/example/export.ipynb)" + "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee-community/geetools/blob/main/docs/usage/export.ipynb)\n", + "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee-community/geetools/blob/main/docs/usage/export.ipynb)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "tags": [ "remove-input" @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ diff --git a/docs/usage/plot/map-featurecollection.ipynb b/docs/usage/plot/map-featurecollection.ipynb index 0dd03fa9..930f4c26 100644 --- a/docs/usage/plot/map-featurecollection.ipynb +++ b/docs/usage/plot/map-featurecollection.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "tags": [ "remove-input" @@ -33,8 +33,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee-community/geetools/blob/main/docs/usage/map-featurecollection.ipynb)\n", - "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee-community/geetools/blob/main/docs/usage/map-featurecollection.ipynb)" + "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee-community/geetools/blob/main/docs/usage/plot/map-featurecollection.ipynb)\n", + "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee-community/geetools/blob/main/docs/usage/plot/map-featurecollection.ipynb)" ] }, { @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -71,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -91,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -120,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -153,9 +153,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# you can then customize the figure as you would for any other matplotlib object\n", "fig.colorbar(ax.collections[0], label=\"Upstream area (km²)\")\n", @@ -179,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -196,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -212,9 +223,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# you can then customize the figure as you would for any other matplotlib object\n", "ax.set_title(\"Borders of the HydroATLAS basins of level4\")\n", diff --git a/docs/usage/plot/map-image.ipynb b/docs/usage/plot/map-image.ipynb index 4348963d..dc0bd74d 100644 --- a/docs/usage/plot/map-image.ipynb +++ b/docs/usage/plot/map-image.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "tags": [ "remove-input" @@ -33,8 +33,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee-community/geetools/blob/main/docs/usage/map-image.ipynb)\n", - "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee-community/geetools/blob/main/docs/usage/map-image.ipynb)" + "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee-community/geetools/blob/main/docs/usage/plot/map-image.ipynb)\n", + "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee-community/geetools/blob/main/docs/usage/plot/map-image.ipynb)" ] }, { @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -71,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -91,9 +91,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/vscode/.local/lib/python3.11/site-packages/ee_extra/QA/clouds.py:328: UserWarning: This platform is not supported for cloud masking.\n", + " warnings.warn(\"This platform is not supported for cloud masking.\")\n" + ] + } + ], "source": [ "# load the vatican\n", "level0 = ee.FeatureCollection(\"FAO/GAUL/2015/level0\")\n", @@ -132,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -150,9 +159,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/vscode/.local/lib/python3.11/site-packages/xee/ext.py:685: UserWarning: Unable to retrieve 'system:time_start' values from an ImageCollection due to: No 'system:time_start' values found in the 'ImageCollection'.\n", + " warnings.warn(\n" + ] + } + ], "source": [ "image.geetools.plot(\n", " bands = [\"NDVI\"],\n", @@ -175,9 +193,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# as it's a figure you can then edit the information as you see fit\n", "ax.set_title(\"NDVI in Vatican City\")\n", @@ -201,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -219,9 +248,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/vscode/.local/lib/python3.11/site-packages/xee/ext.py:685: UserWarning: Unable to retrieve 'system:time_start' values from an ImageCollection due to: No 'system:time_start' values found in the 'ImageCollection'.\n", + " warnings.warn(\n" + ] + } + ], "source": [ "image.geetools.plot(\n", " bands = [\"B4\", \"B3\", \"B2\"],\n", @@ -241,9 +279,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkgAAAG+CAYAAABoPfs2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAD3FUlEQVR4nOy9eZxcVZn//7m1L11L7/uWjSQQEpJICIZVNDDqGERABmUdkFH4gVFQHFYBQRAGEWciOjjigDCsbsgXRFAwMQESAgGyd6e70/tSXft6z++P7q7089xKVWftJDzv16tfybl1l3PPOffUqXM/n/NoSikFQRAEQRAEIYtpsjMgCIIgCIJwqCEDJEEQBEEQBIYMkARBEARBEBgyQBIEQRAEQWDIAEkQBEEQBIEhAyRBEARBEASGDJAEQRAEQRAYMkASBEEQBEFgyABJEARBEASBIQMkQTiAXHLJJWhqajqg13j99dehaRpef/31A3od4eDU5xiapuG22247KNfa3zQ1NeGSSy6Z7GzsF0499VSceuqpk50NYRKQAZJwxPD+++/jS1/6EhobG+FwOFBbW4tPf/rT+MlPfnJAr9vZ2YnbbrsN77777gG9zr7y1ltv4eqrr8bRRx8Nt9uNhoYGnHfeedi8efNkZ+2wJRqN4rbbbjukB6epVAplZWVYsmTJbvdRSqG+vh7z58+f8HlXrlyJ2267DYFAYD/k8uDT09ODb3/725g5cyZcLhfcbjcWLFiAO++8M+89HS7Pu7AfUIJwBPD3v/9d2Ww2NW3aNHXHHXeon//85+qWW25Rn/nMZ9TUqVMP6LXfeustBUD98pe/NHyWTCZVPB4/oNd/7bXXFAD12muv5d3vnHPOUVVVVeqaa65RP//5z9Udd9yhKisrldvtVu+///4BzeORAq/Pvr4+BUDdeuut+/1asVhMpVKp/XKuq666SmmaplpbW3N+/vrrrysA6v7775/wOe+77z4FQLW0tBg+i8fjKplM7m12Dzhr1qxRZWVlyuFwqH/9139V//Vf/6X+67/+S11++eXK7XarT3/609l9E4mESiQS2XS+5104srBM5uBMEPYXd911F3w+H9566y34/X7yWW9v7+RkCoDVap20a3OWL1+OJ554AjabLbvt/PPPx5w5c3DPPffgf//3fycxd4cHB7M+HQ7HfjvXhRdeiBUrVuA3v/kNvvvd7xo+f+KJJ2AymfDlL395v1zPbrfvl/McCAKBAM4++2yYzWasW7cOM2fOJJ/fdddd+PnPf55Nj39ehI8Zkz1CE4T9wVFHHaVOPfXUCe//61//Ws2fP185HA5VXFyszj//fNXW1kb2OeWUU9TRRx+tPvjgA3Xqqacqp9Opampq1A9/+MPsPmOzN/xv7NflxRdfrBobG7P7t7S0KADqvvvuUz/72c/UlClTlM1mUwsXLlRr1qwx5POjjz5S55xzjiouLlZ2u10tWLBA/fa3vyX7THQGaXfMnz9fzZ8/f0L7fvTRR+rcc8/N/vqeMWOG+t73vkf2Wbt2rTrzzDOVx+NRbrdbnX766WrVqlVkn1/+8pcKgHrjjTfUNddco8rKypTP51NXXnmlSiQSamhoSH31q19Vfr9f+f1+df311ytd17PHjy/HBx54QDU0NCiHw6FOPvnknLNhr776qlqyZIlyuVzK5/Opf/7nf1Yffvgh2ScYDKprr71WNTY2KpvNpsrLy9UZZ5yh3nnnnew+4+tzLA/8b/xs0kTqb3fwc916660KgNqyZYu6+OKLlc/nU16vV11yySUqEonkPZeu66qpqUnNmTPH8FkymVQlJSXqU5/6lFJKqfXr16uLL75YNTc3K7vdriorK9Wll16q+vv7DXnhf2OzSY2Njeriiy8m1xkaGlLXXXddtnxra2vVV7/6VdXX16eUGpmpufnmm9X8+fOV1+tVLpdLLVmyRP3lL38h59nTZ4hzzz33KADq8ccfL7ivUiP9wCmnnKKUyv+833LLLcpisaje3l7DOa644grl8/lULBab0DWFQwOZQRKOCBobG7Fq1Sps2LABxxxzTN5977rrLtx8880477zz8K//+q/o6+vDT37yE5x88slYt24dmYEaGhrCmWeeiS9+8Ys477zz8Mwzz+A73/kO5syZg7POOguzZs3C97//fdxyyy248sorcdJJJwEATjzxxLx5eOKJJxAKhfC1r30Nmqbh3nvvxRe/+EVs3749O0vxwQcf4JOf/CRqa2vx3e9+F263G//3f/+HZcuW4dlnn8XZZ5+9b4WGEe1JT08Pjj766IL7vvfeezjppJNgtVpx5ZVXoqmpCdu2bcPvf/973HXXXdk8n3TSSfB6vbjhhhtgtVrxs5/9DKeeeir++te/YtGiReSc11xzDaqqqnD77bfjH//4Bx555BH4/X6sXLkSDQ0N+MEPfoAXX3wR9913H4455hhcdNFF5PjHHnsMoVAI3/jGNxCPx/HjH/8Yp59+Ot5//31UVlYCAP785z/jrLPOwpQpU3DbbbchFovhJz/5CT75yU9i7dq1WdH1VVddhWeeeQZXX301Zs+ejYGBAbz55pv46KOPcmpzysvL8V//9V/4t3/7N5x99tn44he/CAA49thjs2VxIOrvvPPOQ3NzM+6++26sXbsWv/jFL1BRUYEf/vCHuz1G0zT8y7/8C37wgx/ggw8+IPX90ksvYXBwEBdeeCEA4JVXXsH27dtx6aWXoqqqCh988AEeeeQRfPDBB/jHP/4BTdPwxS9+EZs3b8ZvfvMb/Md//AfKysqyZZKLcDiMk046CR999BEuu+wyzJ8/H/39/fjd736Hjo4OlJWVIRgM4he/+AUuuOACXHHFFQiFQvjv//5vLF26FGvWrMG8efPIOSfyDOXid7/7HZxOJ770pS9NtMiz5HvelyxZgu9///t46qmncPXVV2ePSSaTeOaZZ3DOOefs11lB4SAw2SM0QdgfvPzyy8psNiuz2awWL16sbrjhBvX//t//M+ggWltbldlsVnfddRfZ/v777yuLxUK2n3LKKQqAeuyxx7LbEomEqqqqUuecc052Wz5Nwu5mkEpLS9Xg4GB2+29/+1sFQP3+97/PbvvUpz6l5syZQzQvuq6rE088UU2fPj27bV9mkH79618rAOq///u/C+578sknK4/Ho3bs2EG2j5/ZWbZsmbLZbGrbtm3ZbZ2dncrj8aiTTz45u21sBmnp0qXk+MWLFytN09RVV12V3ZZOp1VdXV32V7xSu8rR6XSqjo6O7PbVq1crAOqb3/xmdtu8efNURUWFGhgYyG5bv369MplM6qKLLspu8/l86hvf+EbeMuD1mU+DNNH62x38vGOzNpdddhnZ7+yzz1alpaUFz/fBBx8oAOrGG28k27/85S8rh8OhhoeHlVJKRaNRw7G/+c1vFAD1t7/9LbstnwaJzyDdcsstCoB67rnnDPuO1X86nSZaH6VGZp0qKyvJPe/JM5SL4uJiNXfu3Lz7jGf8DJJS+Z/3xYsXq0WLFpFtzz333D7N8AqTh7jYhCOCT3/601i1ahX++Z//GevXr8e9996LpUuXora2Fr/73e+y+z333HPQdR3nnXce+vv7s39VVVWYPn06XnvtNXLeoqIifOUrX8mmbTYbjj/+eGzfvn2f8nv++eejuLg4mx77JTp23sHBQfzlL3/Beeedh1AolM3nwMAAli5dii1btmDnzp37lIeNGzfiG9/4BhYvXoyLL7447759fX3429/+hssuuwwNDQ3kM03TAACZTAYvv/wyli1bhilTpmQ/r66uxr/8y7/gzTffRDAYJMdefvnl2eMBYNGiRVBK4fLLL89uM5vNWLhwYc4yX7ZsGWpra7Pp448/HosWLcKLL74IAOjq6sK7776LSy65BCUlJdn9jj32WHz605/O7gcAfr8fq1evRmdnZ96ymAgHsv6uuuoqkj7ppJMwMDBgKFvO7Nmzcdxxx+HJJ5/MbotEIvjd736Hz33uc/B6vQAAp9OZ/Twej6O/vx8nnHACAGDt2rV7lednn30Wc+fOzTlrNlb/ZrM5q/fRdR2Dg4NIp9NYuHBhzusWeoZ2RzAYhMfj2av7KMRFF12E1atXY9u2bdltjz/+OOrr63HKKacckGsKBw4ZIE0CiUQC8+bNg6ZpBa2ijzzyCE499VR4vV5ompbTfrp27Vp8+tOfht/vR2lpKa688kqEw+E9ytPf/vY3fP7zn0dNTQ00TcMLL7ywR8cfCnziE5/Ac889h6GhIaxZswY33ngjQqEQvvSlL+HDDz8EAGzZsgVKKUyfPh3l5eXk76OPPjIIuuvq6sgXOAAUFxdjaGhon/LKBxljHf3Yebdu3QqlFG6++WZDPm+99VYA+yY+7+7uxmc/+1n4fD4888wzMJvNefcf+9LJ9/qyr68P0WgURx11lOGzWbNmQdd1tLe3k+28HHw+HwCgvr7esD1XmU+fPt2wbcaMGWhtbQUA7NixAwB2m6f+/n5EIhEAwL333osNGzagvr4exx9/PG677ba9HggfyPor1HbyceGFF6KlpQUrV64EALzwwguIRqPZ12vAyODu2muvRWVlJZxOJ8rLy9Hc3AwAGB4e3qs8b9u2reCrbwD41a9+hWOPPRYOhwOlpaUoLy/HH//4x5zX3dty8Hq9CIVCe5D7iXP++efDbrfj8ccfBzBSXn/4wx9w4YUXGvoR4dBHNEj7mVNPPRWXXHJJ3kXSbrjhBtTU1GD9+vUFzxeNRnHmmWfizDPPxI033mj4vLOzE2eccQbOP/98PPzwwwgGg7juuutwySWX4JlnnplwviORCObOnYvLLrssq6U4XLHZbPjEJz6BT3ziE5gxYwYuvfRSPP3007j11luh6zo0TcOf/vSnnIOCoqIikt7dwEEptU95LHReXdcBAN/+9rexdOnSnPtOmzZtr649PDyMs846C4FAAG+88QZqamr26jz7g92VQ67t+1rmhTjvvPNw0kkn4fnnn8fLL7+M++67Dz/84Q/x3HPP4ayzztqjcx3I+tuXNnnBBRfghhtuwBNPPIETTzwRTzzxBIqLi/FP//RP2X3OO+88rFy5Etdffz3mzZuHoqIi6LqOM888M3tfB4L//d//xSWXXIJly5bh+uuvR0VFBcxmM+6++24yIzPG3pbDzJkz8e677yKZTO53h1pxcTE+97nP4fHHH8ctt9yCZ555BolEgsxCC4cPMkA6yPzpT3/Cyy+/jGeffRZ/+tOfCu5/3XXXAcBuF6L7wx/+AKvVip/+9KcwmUYmBFesWIFjjz0WW7duzXbCGzZswPXXX4833ngDbrcbn/nMZ4i48qyzztrjL4HDgYULFwIYedUCAFOnToVSCs3NzZgxY8Z+ucaB+GU49orKarXijDPO2G/njcfj+PznP4/Nmzfjz3/+M2bPnr1H+dmwYcNu9ykvL4fL5cKmTZsMn23cuBEmk8kwM7SvbNmyxbBt8+bNWeF1Y2MjAOw2T2VlZXC73dlt1dXV+PrXv46vf/3r6O3txfz583HXXXft9tnYXd0fqPrbV2pqanDaaafh6aefxs0334xXXnkFl1xySXagMDQ0hFdffRW33347brnlluxxucp5T9r91KlT87YdAHjmmWcwZcoUPPfcc+TcYzNu+4vPf/7zWLVqFZ599llccMEFe3x8ofu+6KKL8IUvfAFvvfUWHn/8cRx33HETMkEIhx7yiu0g0tPTgyuuuAK//vWv4XK59ss5E4kEbDZbdnAE7NIQvPnmmwBG1v04/fTTcdxxx+Htt9/GSy+9hJ6eHpx33nn7JQ+HAq+99lrOX45jGpOxVyxf/OIXYTabcfvttxv2V0phYGBgj6899gW7P1cUrqiowKmnnoqf/exn2cHdePr6+vb4nJlMBueffz5WrVqFp59+GosXL57wseXl5Tj55JPx6KOPoq2tjXw2Vo5msxmf+cxn8Nvf/jb7igsYafdPPPEElixZktW57C9eeOEFouVZs2YNVq9enR3QVFdXY968efjVr35F6mfDhg14+eWXszMnmUzG8BqnoqICNTU1SCQSu73+2HPM6/5A1N/+4sILL0Rvby++9rWvIZVKkddrY7My/Nl48MEHDefZk3Z/zjnnYP369Xj++ecNn41vP/zaq1evxqpVqwqef0+46qqrUF1djW9961s5V5Hv7e3FnXfeudvjC933WWedhbKyMvzwhz/EX//6V5k9OoyRGaSDhFIKl1xyCa666iosXLiQfIHsC6effjqWL1+O++67D9deey0ikUh2Ibixjvnhhx/Gcccdhx/84AfZ4x599FHU19dj8+bN+20mZTK55pprEI1GcfbZZ2PmzJlIJpNYuXIlnnrqKTQ1NeHSSy8FMPJL9s4778SNN96I1tZWLFu2DB6PBy0tLXj++edx5ZVX4tvf/vYeXXvq1Knw+/1YsWIFPB4P3G43Fi1alNVt7C0//elPsWTJEsyZMwdXXHEFpkyZgp6eHqxatQodHR0TekU7nm9961v43e9+h89//vMYHBw0LAxZqCN/6KGHsGTJEsyfPx9XXnklmpub0draij/+8Y9ZLd2dd96JV155BUuWLMHXv/51WCwW/OxnP0MikcC99967R/mdCNOmTcOSJUvwb//2b0gkEnjwwQdRWlqKG264IbvPfffdh7POOguLFy/G5ZdfnrX5+3y+bKyzUCiEuro6fOlLX8LcuXNRVFSEP//5z3jrrbdw//337/b6TqcTs2fPxlNPPYUZM2agpKQExxxzDI455pj9Xn/7i3POOQdf//rX8dvf/hb19fU4+eSTs595vV6cfPLJuPfee5FKpVBbW4uXX34ZLS0thvMsWLAAAPDv//7v+PKXvwyr1YrPf/7zZEZujOuvvx7PPPMMzj33XFx22WVYsGABBgcH8bvf/Q4rVqzA3Llz8bnPfQ7PPfcczj77bHz2s59FS0sLVqxYgdmzZ++xpjIfxcXFeP755/FP//RPmDdvHr7yla9k72Xt2rX4zW9+k/fHQ6Hn3Wq14stf/jIefvhhmM3mvZqlEg4RDrZt7kjjrrvuUm63O/tnMpmU3W4n23bs2KF+/OMfq09+8pMqnU4rpXZZVdetWzeh64xZuYeGhgyfPf7446qyslKZzWZls9nUt7/9bVVZWanuuecepZRSX/rSl5TVaiV5crvdCoB68cUXDecDoJ5//vm9LZJJ4U9/+pO67LLL1MyZM1VRUVE27Mg111yjenp6DPs/++yzasmSJdmymDlzpvrGN76hNm3alN1nbKFIDrd6KzViMZ49e7ayWCwTXiiSgxx28W3btqmLLrpIVVVVKavVqmpra9XnPvc59cwzz2T3majNf2zZgt39TYQNGzaos88+W/n9fuVwONRRRx2lbr75ZrLP2rVr1dKlS1VRUZFyuVzqtNNOUytXriT7jNn833rrLbJ9zMo+tnjgGBdffLFyu93Z9PhyvP/++1V9fb2y2+3qpJNOUuvXrzfk+89//rP65Cc/qZxOp/J6verzn/88WSgykUio66+/Xs2dOze7wOXcuXPVf/7nfxrywet+5cqVasGCBcpmsxnqcCL1tzv4uXZXNmNlmctuvzvOPfdcBUDdcMMNhs86Ojqydezz+dS5556rOjs7c7bPO+64Q9XW1iqTyVRwociBgQF19dVXq9raWmWz2VRdXZ26+OKLswtQ6rqufvCDH6jGxkZlt9vVcccdp/7whz/s8zO0Ozo7O9U3v/lNNWPGDOVwOJTL5VILFixQd911V3bJA6WMNn+ldv+8j7FmzRoFQH3mM5+ZUF6EQxNNqQOsfDzCGRwcxODgYDZ94YUX4pxzziFC56amJnzpS1/C73//e/L+OpPJwGw248ILL8SvfvWrvNd5/fXXcdppp2FoaMgQSmOMnp4euN1uaJoGr9eLJ598Eueeey7OOussuFyunAvJVVdXG37xaZqG559/HsuWLZtACQjCwae1tRXNzc2477779njGTxAONOvXr8e8efPw2GOP4atf/epkZ0fYS+QV2z5SUlJC1ldxOp2oqKgwOFQeeugh8l67s7MTS5cuxVNPPWVYXXhvGVs5+NFHH4XD4cCnP/1pAMD8+fPx7LPPoqmpCRaLVLkgCMKB5Oc//zmKiooOe0fwxx35tjxI8DU7xuzkU6dORV1dHQBg586d+NSnPoXHHnsMxx9/PICR9Wq6u7uxdetWAMD7778Pj8eDhoaG7MDs4YcfxoknnoiioiK88soruP7663HPPfdkZ5q+8Y1v4Oc//3nW4ltSUoKtW7fiySefxC9+8QuYzWaEw+HsNQCgpaUF7777LkpKSgx5FwRBEIz8/ve/x4cffohHHnkEV199dU49lnD4IAOkQ4hUKoVNmzYhGo1mt61YsQK33357Nj0mqPzlL3+ZXWtpzZo1uPXWWxEOhzFz5kz87Gc/I9O6NTU1+Pvf/47vfOc7+MxnPoNEIoHGxkaceeaZWffb22+/jdNOOy17zPLlywEAF198Mf7nf/7nQN2yIAjCEcM111yDnp4e/NM//RPpt4XDE9EgCYIgCIIgMGQdJEEQBEEQBIa8YttLdF1HZ2cnPB6PxNgRBEEQhMMEpRRCoRBqamrIIsscGSDtJZ2dnfs9bIIgCIIgCAeH9vb2rEkqFzJA2ks8Hg8A4HOnnwzrbqzzST1F0olEyriTTiVgZisNlppIJ/PmIxCKGrZFExmSPqa5mqSL3Q6SbuvJH15DmY0BHT12O0kPsGX3GxtoANTFU/IHRH2vs9uwzZWggTEjsTjLAx3596bzR6R32qyGbds6aBgIt5XWJS/LjMofrNNsNv4aSWZoHbvMNF1RVoJ8xJM01EUiaFxVuLyyjKRLrbTOekP5VyKuLKHtTkukDftEdVoWfg9tA+HhSN5rfDBA2+q2AWOE9oE4zWdKo2XVUMAVVDv6XI6RyfHjsHMoSNIlHlr+R9VV5r1GkuWpZzho2CcRonVmY+3C6tjVFnWlI5VKIZVKIZlMIpVOQ08mkUwlkUyPbk8lkUymkEqnkUwlkUqlkM7Q+thTTCYTbBYrrFYrrBYrrFbb6J8VSikMBgYRDNE60jQNxf4SlJdWoLysAj6Pj67tZqFtQk/QOu8LDILTPkT7H2XLPyNvSdJn0MnaOm8DAOBm+yhr/q++tqF+kvY6aYgcaw51SiJN6yNRoH5SKdq3m020/8r1ZsI421FAQpyhZWWx0WtYTLS+AGMfp6sc31vj0BTNp91Cr1HsNN5HkZO1kwJNORCJkXRPiPU1OaTUbjvNR/W4fKUyGfzhnXey3+O7QwZIe8lY47VaLLDu5mFT7ItRzxgrUbEBEl+nKINCX8jGa/Mg11YrHRjYWHp3A7xsHs3GgQU/J883v4bTbnwQx2PPEVXbruhTk2YdkN1KOwubln+AlOsaPN+8LKwZ+nBrBQZIlhwDJJ19oVrZAImXleF43mHlqC9+DnuBOuc4WNlourFTy+j03vgxKWv+wTwv21zR2E1m/iXBfkDsJoL77q6Ra/acn8PYdgtEeOf1OVq2mUwGqWQSyVQKkXAYqXQK6VQKqXQKeiaN1OhgJ5VKIa2nkUyODHwy+zjQsVgssFutMFnGBjoj/9rMlnGDn9F/x/3fyepPz9GXxMLDGAgMoX9oAANDA4gl4hgcGsDg0AA2bf0INqsN5WUVqCirREV5JexO+oWjZ+iXqzlH2+V1rsz5B0gmE/2cH59rrTfeLlSBPq9QG7HkGCBl2EAhjfz3obNRgdlEr7FfBkjs+8NwXznqnPdxGT3/NfgAycIGSFaL8T54f5Trhww9J2tHvB/IMUDi92a1GPuOQvIYGSAJgiCMopRCKpVCPJlAIplEPDHybyKZyP4/mkwgkUwgkRjZHovHkUymDF94e4rVaoVtdAbHPvp/m21smwU2q3X0zwab1QqH2QKrxZr90hxKsS/cHD/I9hSb1Ybq8kpUl1dCKYWM2Yzevh709veib6AXyVQSO7s6sLOrAwBQVORFeXk1yiuqUVZaKS4g4bBGBkiCIBxxKKWQzqQRz6RHZm3SI/8m02kMBEPIZDLIpNNIZzLYge3ZmZ50OoW/7sPKJ5qmwWq1wjI6e2MZnbVx2Gy7Zm+sVjjdruxgx2ob2Wf8r1kry4PKMZNs2g8DoD1B0zQUuT0ocnswpWkadF3HUGAQvf096O3rwWBgEOFwEOFwEC0tm7Kv48pKK1BeWgGf139Q8ysI+4oMkARBOGRRSkFlMlB6BiqjI5hOI51JI5NOI5PJID3671h6q9KRTI28ztoXTCYTHDY77HYb7DY7HDYb7HY7HDY7LKPbxj4Lp5JZ7Y7FYoGmaYgHqV7OzjVIzgKv8Q4DTCYTSkvKUFpShlkzjkYylUTvUAB9fd3o7etENBLOvo7bvPUjWC1WFHl88Pr88PqK4XA4J/sWBCEvMkDaR/oGBw3vXMew2WnxpnTjfgmd/jJMpangU6Xza17CCaPuI8GExR19AZIOhun7375AfgFvsd/YTIqKaOfWw0SNLV29JP2J6fnDlexs6zRsc3pcJJ2JUuGrStP3x+WlVIzOcdWUG7b191Bx+MxyqqHoClCRqbMov0g4l3C2jwme3azOIwNDJD1cYGLAbjJ+ub63nd5HSSkVlcYLiLRbmWDaV+Iz7ONgeoc2VjaBqNEwAIwMcnRdx85geNygJo1EauTfzGg6k8kgnoxDz2Sgjw2KWFm15L0LIyaTCWaLBRazZeRfixm6GtGtmM3mkX9t9nFpCyxWKzSTyaBP0AFEAcTjSSARBUYNErrJ+IxWOano/ZTmRpIun5L/eUiGaVl2de007JMIhkg6xl5oqQK6MxfT1TisRj2GlYnih+NULBtL7mrbJgBVHieqPM3AlGZEYlEMDgfQO9CPvoF+pNIpDA31Y2i0r3A7nagoLUOl04FirzerE+oM0+fca2H3wbqjEgc1nfhymDEyrB1ltPwD6EbW93i8tL9zW+k1ASDNZvQ0S/4XjANRKjQeitJBtS2HvsjLRPDJAvqgIWbwcLA69ziMZaWYdsqquQz7jEez0P4oxMw0Cc1o+IgPRdg+eS8BByvLuopSknayawJAJTOuuDy76jCRTAJr1uS/KGSAJAjCfiKVTmN7+w6EY1GkRmdxxl5t6fu4YL9mMkEzm2G1jAx0sgMaiwXmcf+vKiqC1WKBZfQvkuM11HCEDRaZCUHLsy6KMHHcThd8Xj+a65uglMLQcAB9A93o6R/A4HAAkVgMLR3t2f19RUUo8fmgrE44XW5ZX06YdGSAJAjCPqOUwnubP0LvQL4lIzRYRgc0FosFmtkKs3l0gGOxwGy2IKZnYDKboY3O7mRMCprJnP2yLHHmd0P6+TIA++gQE/YPmqahxF+MUp8bM6dMRSqdRv/gIHoHB9DV24toPI7hcBjD4ZHBq8lkgstdhCK3B1Z/CRw2uwyYhIOODJAEQdhnNra2oHdgAJqmYWbzVNhtI04rq8Uyai+3oC+eIl9yyRxLCfB1kJQyTs8Lhz9WiwXVFRWorqhAc3U14okEBoaHMTg8jP7hYWQyGYRDQYRDQXR374TNaoPP44Xf44O3yFtwaRJB2B9IKxMEYZ/oHRzE+i2bAACzp05HQ3XuRUG1HFoEQQAAh92O2ooK1FZUYGcojng8hkg4hHAkhFg0gmQqib7BfvQNjumXXPB5fPB5vPDZbDDLa1HhACADpH0kpsywjIqvi4uosDUaZasCK+NDHE5RsWCGCfNcORbyGk8uQaKyUjF4VzBA0p0RtuCfnr9z8eYQwIWZ6JcvBBlln7+zrTXvNXKJmz/YSVe59rLmai2n5T08FMh7jfhAv2GbYYVpNo2fYMJJS4FHxqEbRfM7g1SQWGWnokYLWzgylmMVa3KNHItuNvvptv4EFdNWV1OBeipGRcDd/TSPAxGjiNUcp4LPNIBEMoE169dCKYWq8kpUldciNbq4Zr+h3dB2Fosb25Vh1V42y1TInJZiKweHc6w0P8BEwMpE86HnWNhuPDaNPnPmHPtn2CKn/BGzZ/IvqplhM2cuu7HdZTz0daLOVu+2Fni9OJW1mSnFRYZ9eP+SYCsYh7T8fUfrIBWSD6SMZXX2sdNJevUwvY/+iI7egT509XWjq7cHgdAwIrEoIrEoOnu7sKV1K2rKK1BXWY36iiq4i3yG13EJ1s8qFk3A4zCKrsfjYosBaxnjM+ouogaP0qoywz7jSQ3TVcU7Ojvy7j9yXVqnLf35V68H61s8TFxushu/P+JML2grsOBlhq1s7mZttcLnN2aLLbZqd+UXglcz12eE5fH9rUb7RihCy8bm2vW8pAutTDmKDJAEQdgrdKVjw+YNSKaScDvdmDVlpuhEhP2OxWJBTWU1aipHXKqDQ4PoHexD70Afegb6kUgm0NbdhbbukR9ULocTtRVVqKuoQk1FFVyynICwl8gASRCEvWJ723YEggGYTWbMmTmnYBgQQdgfOB0ONNbUo7GmHkopWFQG7b3d6OjpQmdfH6LxGLa0tWBL28isQonPj6qyCtSUV6GipAwWaafCBJEBkiAIe0zvYB927NwBAJg1bRbcTjcKx4UShP2Lpmko9RWj1F+MeTNmIZ3JYGdfHzp6u7CzpxsDw0MYHA5gcDiAD7dthtlkQkVJOapra1FdVY1if7HMegq7RQZIgiDsEdF4DO9v+RAAUFddh8qyyknOkSCMYDGbUVtRhdqKKuCYEZ3bzr5utHV3oquvB9F4DF39Pejq7wHWAw67A1VVVZhS34j6mlq4XfkXghU+XsgASRCECZPRM1i/6X2kM2l4i7yY3ji98EGCMEk4HQ5Mq29CfVUtlFIYDofQ1deDzqE+9PT2IJ6Io3VHK1p3tAIASvzFqKupRX1NHWoqq2AtsBq5cGQjA6R9xGIvhmV0TQ6Llxan10tdIva0UTk/fwq1RPf10hAdLR00PRQyOn84ZuYiCDO3UChJHRgeJmJ02ajTIZoyumH6mZslFaeunASLbD4UoOE0OHW1FYZtkU5aXvEgdbcMDNP7sJnzh9MIacb7CDLXUyZIzzHMnFiRAvfR4DG6MXzMQWOz0VdRA0matmTyh5fxm4yPLXfZ7AjSkDUfsdWj02x/3hNkho2Ov5k1VXjrvfUIRkKwWW1YfMyxcDl2HZhh2g5PgVjuQzlcbBorCxdzSZWwtJWtgp2O0bIzw/gFV2RlISH4G5YCb1zczEXodRvdX6UuepIoK/+d7fkdSzEWQiiUNr6+1JmjyarT50HT8mttpjEn0ULNeA1rij5zERdtKMMF1uF0emlfsn7A6LoyFDdzBfpZKAu/m6a9VfUkHYobHYLW0WfKA6DuqKOR1hQymQx6errQ0b4DXZ3t6OnpwmBgCIOBIbz34QaYzWZUV9eiqaEZR009ClWV1TCNLicQiRvdkUPMpexI0vsoc9K0s4S63EoD9JmLpo2Fa03R9s3LIsqeDxto+aejtGwyOUJV2UwsxE6BdhRO03ZXxByCFS5jaKQhdt2qAi7Cmnpax6k4bUcbOqjjGQDMbJ9AcFc4pWRqYrEaZYAkCMKEaGlvx7YdI7qjxfPniztIOKwxm82oqalDTU0dihx2xGIxtLfvwI62FuzY0YJgKIiOjjZ0dLThzZV/hdPhRHPjFExpmoqq6hp4vcZ4hcKRhQyQBEEoSCwWxfsbPwIAHD1jBqorKpAIxQocJQiHD06nEzNmzMSMGTOhlEIgMIQdba3YsaMFHR1tiMVj+HDTB/hw0wcAgGJ/CRobmtDY0IS62gZYbPKD4UhDBkiCIOQlk8mgddtWZPQMqsrLcfSMoyY7S4JwQNE0DcXFJSguLsG8ufPhMNvQ2bUT21u3YfuObdjZ2YGhwCCGAoN49721MJlMqKqsQUNDMxoamlFZUT3ZtyDsB2SAJAjCblFKoX1HCxKJOJwOB044bj5MYosWPmaYzWbU1zWgvq4Bpyw5DYPDQ2jv2DEyw9TWisDwEDq7OtDZ1YF/rH4DNpsd06dMw/Sp0zF96jSUlpRO9i0Ie4EMkPaRUCIF86iAMtNtFO6Nx5JjnZgNSSpW8zlolTjcdNo2nZxAdHIm6CxhYkB9MEDSSSaM1bX8YRAAIBOh+6SZQDTMhN1TWayF4iIqZtYTxvtSGVoWNicVC8aZgDSVyb8OTyrHxw4matRBr1Fko7ZftyX/Ncw5woAkk7RdpEBFi6Vmeu/xHALQ8YTixjAHGrs5h4WWb3uQhnwI9A0jH2WjYROGBnoQGBoEoKGpeTo6A2EAo4JjFsagmMXDcpjzl9WMYqMwczhKyz/KDAVFLJxDfzR/qIX+lLEs7U4q3HaZaT5K3LTsvM783WQybRSxakwEX1lC9Sp9TEQ/HMv/XCfNxkFpo42WdzkLgbIjnX8g28/CGL3OQrAAwFQXbc9FrI47CpT/2yxkjSOHEJyLzXXWt2R8+a33FjCjRY5r8C1FVvoMOixGIfF4NAtr224Xph81C9OPmgUAGB4OYEdry4h+qa0ViUQcH2z8AB9sHH0dV1yCWdOn4qhpUzF96hS4nDlexzFxdFEOj0OCCaY9NppvT4EIGjGNllVpDgG1i4WXeY+FM+FCbye7Zt8QbdtlZmN/tXk4QNKvb9ySM79jlK9dR9InTqGmnjTr3wBgB3sejq3bNUhNJAt/xwEyQBIEYTfEomH0dY24rcqr6+DxeCc5R4JwaOLz+XHsnONw7JzjoOs6enq70d3dgW3bt6K9ow1DQ4NYuWYQK9e8BU3T0FBXi6OmTcNR06aiqaFeVqE/RJEBkiAIBtLpFLratgFQKPIWw19iXIZBEAQjJpMJ1VU1mDljBk49+XQkEgm07mhB+47N2Lh1K3r7+rGjvQM72jvw8muvw26zYdqUZjSX+TGtrhZlfq+s7n2IIAMkQRAISil0d7QgnU7BarOjsrZJOmxB2EvsdjuOmjETnzh2ZFHVocAwNm3dik1bt2Hz1m2IRKP4YOMmfDC6v6/IjWl1NZhRU4WptVVwF1gjSDhwyABJEARCfHgAsXAQmmZCTcM0mf4XhP1Isd+HExYuwAkLF0DXdezs6samrVvx4YYN2NHVg+FwBO9s3IJ3Nm6BBqCmrATTaqsxva4GVcXFEmz3ICIDJEEQsiRjEcQCAwCAyppG2GUxSEE4YJhMJtTX1qC+tgaLp9QhmUpjR1cPtnTsxLb2negeDGBn/yB29g/ir+s/gNViRmNlBaZWV2FKTRWsjiKZ3T2AyABpH0lGwtlf2H630cE0HncO50Jr/yBJN5dSIazTQn8t+HOENeDs7KXndLMvuebyYpJuZ2EQzFr+UBfASJDH8aSYE8jEXAI6a2rtffnDggCAlqbnUMxBZmL2CZ0tw29mbpZcE9U8bESShYMx2WjnE1fUcROO0TwmU8bFE3XmPByMUFeHy0FdU6pAiI5Y0HiNYie7O+ZuKbfTNsDdSACQTCaxpX0rAKCktAzlFdSabNFovpNpWt7KTq9pK9Bvm23GX8K8nVSX0bKpZaEuTMn8XdhzLUaXlQ5aH7wk0iwkjc2Z3+GUChjdX6kB6hJ0+ek5pvroc+wqy38fibQxNEKchaLgpRnsonk4sTF/UOHjzEYnXVqndayx9NHu/K9/4sxRuyFHGJ3ODHNvMcfYjhzuuvG4/Mz1lsMQaDHTc7KoINBzPA8ENgjJ5LgPCwuaklK0zhKDRqfVeExuLxwAjvKX4KhZs3DitGoMDAfx9kdb8dZHW/DOR1swGAxj684ubN05ElrD7bCjqbwcTZXlaCwvh8eRv616HdTZNX/GNMM+7ooSku549R2SHjTnj08X7W0n6V5rjhA2DlreCRstz7oUa80p2veEMswV7TJ+9w6HaPm3fbR93OmMzrpcyABJEATouo62tu3IZDJwOl2ormuY7CwJwseeUp8XS0+Yj6UnzIdSCs+8/Aa27uzGtp1daOnuRSSewAftHfhgNLZfudeD5opyNFWUo66sBFZ5HbdPyABJEAR0de1ENBqB2WxGY+OUbFBOQRAODTRNQ1VJMapKirFkziyk0hl8tLUVrb39aO3tRe9wEH3BEPqCIazZuh1mkwl1pSVorihDU0U5KnyyTMeeIgMkQfiYEwgMYmCgFwBQX98Em82eY0lTQRAOJawWMxorytFYUY5TMAuRRALtvX1o7e1HS28fwvE4dvT1Y0dfP/DBRrhsNkyprsCUqgo0V1XA6xJ9YSFkgCQIH2Pi8Tg6OnYAAMrLq+D1+ic3Q4Ig7BVuux2z62sxu74WSikMhMJo7etHa08f2voHEE0msWFHBzbsGHkdV+b14ITWDsyb1oyjmxrgsOXXL30ckQHSPtIXCEMzjbznDYTyC49n1hkDGIYzVIC4M0rT5Yr+lrfZCzfiZIYK0IYHqGg77aO/HDRFRY7uCQjBp1RRwaclSQVxkTgV3SVY2IMeJgxXGaOiV2Oi0TQTRtYyoauTLZG/LZA/DAIAKCYENwi7HVT852JvnoKW/AJSADAz0Wk0zY5hIVJKi+h9mEz0votyyM2tOtUahJmo12alZWlxWJHJZLB163boug6v14vp0xuzjpjOoDFER5y9dtOZ0LE/ScXjVpVfpW02GbufSgcNJVLEhNzOinKS9qfyl/8XzMay2jjAQtSwUBUeJjy2MvGtYqJTleORNMVpuxoM0/ALzS4qhLUVKKu+cNywraWXirDtDtYGWEiIv7T25L3G5hzfBooJ8S0shIrOwmOEzPm/UuLK+Pm6QZrPufW0bNa9v4OknS4q3N+2aRtJm53G0CTFRXSbpYQaVTRT/vLXef3kqC+LiZa/JUGfjyDym1/6N28naW/GGA5D2el9bArQOrWQfNngK6nB3JIazNF1DAQDSOhx7OjsRk//APqDIfxh1Vv4w6q3YDGbMKu+DsdNbcacBcdiSkMtzKPPu2LZTkTz34fdRuvYbTWKurldoN5Ln3t7gVf8PtYv2P3G7yyLlfaB8cSu8jTnMD3kYtKFBj/96U/R1NQEh8OBRYsWYc2aNXn3f/rppzFz5kw4HA7MmTMHL774IvlcKYVbbrkF1dXVcDqdOOOMM7BlizHOyx//+EcsWrQITqcTxcXFWLZs2f68LUE4pFFKYdu2FkSjMVitVhx11DSxCwvCEYrJZEK5vwSfXDAP//L5M/Fv//IlfPa0k7B0wTxU+n1IZ3S839qGx179K66/9ye45Dvfx72/+F+88vfVCEUK/9A8UpnUGaSnnnoKy5cvx4oVK7Bo0SI8+OCDWLp0KTZt2oSKCmNog5UrV+KCCy7A3Xffjc997nN44oknsGzZMqxduxbHHHMMAODee+/FQw89hF/96ldobm7GzTffjKVLl+LDDz+EY3RF0meffRZXXHEFfvCDH+D0009HOp3Ghg0bDuq9C8Jk0tPTi76+fgDAUUdNh02m1wXhY4PDbseMpgac0dwApRS6BoewdlsL3t3WivUtbQhFoli59j2sXPseAMBX5EFtZRXqKqtgdhXDaslv9T9SmNQB0gMPPIArrrgCl156KQBgxYoV+OMf/4hHH30U3/3udw37//jHP8aZZ56J66+/HgBwxx134JVXXsHDDz+MFStWQCmFBx98EDfddBO+8IUvAAAee+wxVFZW4oUXXsCXv/xlpNNpXHvttbjvvvtw+eWXZ889e/bsg3DHgjD5hMIRbN/eCgBobGyAT9wtgvCxRdM01JSWoKa0BJ87fgHixV5saW3Huo82Y/3GLdjU0obhcAjD4RA+3LYFmqah2FeC8rIKlJdWwu8rPmJdr5M2QEomk3jnnXdw4403ZreZTCacccYZWLVqVc5jVq1aheXLl5NtS5cuxQsvvAAAaGlpQXd3N84444zs5z6fD4sWLcKqVavw5S9/GWvXrsXOnTthMplw3HHHobu7G/PmzcN9992XnYXKRSKRQCKxS7sQDAZ3u68gHKqk0ml8tGULlFIoKSlGba1RFycIwscXs9mMmVObMHNqEy743Gfwwv9bjc7eXnT0dqOjpwvBcBiDgQEMBgawaetHsFisKCstR3lpBSrK8i9GergxaQOk/v5+ZDIZVFbSAq2srMTGjRtzHtPd3Z1z/+7u7uznY9t2t8/27SNCuNtuuw0PPPAAmpqacP/99+PUU0/F5s2bUVJCBYJj3H333bj99tv38C4F4dBBKYXNW7chkUjAbrdj+vSpojsSBCEvNqsNTbV1aKqtAwBs7x1C30Avevt70D/Yi1Qqhe6eTnT3dAIYCc5b7C2G3+uH/zB3xX7sXGz66FL5//7v/45zzjkHAPDLX/4SdXV1ePrpp/G1r30t53E33ngjmb0KBoOor69HNBGHNjq9mEgwN1IxVdZv6zW6SFi0DGQczIHGnBHBAk45wBgOI5hgYT8CVMHvZyFQ3NbCLjaWTZgS9JwtAXpNj502tXJ34abXG6TniKXofQ1Z6Of9zEkXThZeTl7pzOnArmFj52jwUleb21R4pdogWyZfMadckrnzQnGahwwK30c8Tu8jxNxHmgKG+noxGAhA0zS4y6vQ2r8r9EF8AisfmbiRimVL52EpWJicMivVOaVz3JeVRQyw6jRfKVDtQ4eful84ibRx6l+Fekmah6jh7czJ65hlu67UmIeyaj9Jtwdo4a3c0EHSpgKhDxSPjQEgzQa3qRR9jl1mWt6xgDFEzXjazDmcpMyBFI9QB6CJxfWYOz3/CuzTS40Os/XbukhasVe+3NX2flf+kB2RwVbDthgLsaG6fSRdVUzTdk/+PlDl+OrUiugxPjt122GItjtOiJVl30DAsE9zOS2LxKypJJ0JUGcjx1dEyzbD7hsA+npoPrujVKSdzCj4/OXw+csxTSmEwsMIBAYwFBhAMBRAIpFAd183uvtGJiXaSkvQVFWJpqpK1JaWwmw2QddpWzMxv1janr9fbW6gbtbXNrYb9rGF6Xelp2hXfSRNE1vpbdIGSGVlZTCbzejpoYOGnp4eVFVV5Tymqqoq7/5j//b09KC6uprsM2/ePADIbh+vObLb7ZgyZQra2tp2m1+73Q67PX+sNUE4VImGwxjoGemwyqprYLLnj6ElCIJQCE3T4PX44fX40VA/FZlMGgOhAQwPDSAwNIhYLILOgUF0Dgxi5QcfwWaxoL6iHE2VVWiqqkSJx3NIz2JPmrLKZrNhwYIFePXVV7PbdF3Hq6++isWLF+c8ZvHixWR/AHjllVey+zc3N6OqqorsEwwGsXr16uw+CxYsgN1ux6ZNm7L7pFIptLa2orGxcb/dnyAcKqRTKfS0jwz+Pf5ieItzv0YWBEHYF8xmC0pKytE8dSaOW3giFhx/Ev5p0ULMaqiH025DMp3Gts4uvLpuHf77Ty9hxR/+iD+teQsftu1ANFF4TbmDzaS+Ylu+fDkuvvhiLFy4EMcffzwefPBBRCKRrKvtoosuQm1tLe6++24AwLXXXotTTjkF999/Pz772c/iySefxNtvv41HHnkEwMho9rrrrsOdd96J6dOnZ23+NTU12XWOvF4vrrrqKtx6662or69HY2Mj7rvvPgDAueeee/ALQRAOIEop9LS1IZNJw2Z3oLym9pD+xSYIwpGD3e7AsXVVOHZK80hfNBRAa3cPWrp70NHXj1A0ivdbWvB+SwsAoLK4GM2VVWior0FNRTkskxxsd1IHSOeffz76+vpwyy23ZN1kL730UlZk3dbWRuyDJ554Ip544gncdNNN+N73vofp06fjhRdeIO6zG264AZFIBFdeeSUCgQCWLFmCl156KbsGEgDcd999sFgs+OpXv4pYLIZFixbhL3/5C4qL6eqqgnC4M9jdjXg0As1kQlVD4xFrxxUE4dBmfLDd42fOQiqdRkdfP1p7utHa3YO+4WH0DA2hZ2gI/9j4ESxmM+oqK9BUU43G6mqU+X0H/cfdpIu0r776alx99dU5P3v99dcN284999y8Mz2apuH73/8+vv/97+92H6vVih/96Ef40Y9+tMf5FYTDhcjwMAL9fQCAyto62ERDJwjCIYLVYkFzdRWaq6tgggnhWAytPd1o6e5Ba283IrE4Wju70No5IuJ3O51orK5CU001akpc8BUZBf/7m0kfIB3uOB3WbCw2G4vZlIgVdh85WQwar5umKzzUmVIcousvbeqlcdYAwGul05J+E3WzVLIYZnOPmU7SwRhV+Pe0GMXrfXHqiIkxl43VSa/pc9E8BaKFfwnoLIaZl0nmzBp1H5m4U85WeLYkmKD72NkCsWHmzts6QJ0RyQLxlQDAYabXcLjpQCWUpu6V3hB1PMWSheMGZZgTK51MItY94uyweHyIaTbExsVXSzKnltlSuD4y7D5YSDJYNPq5T6OFWT6BGH/OItreUzymXA91f20GLUtbqvAzpzEHS4qVRX+M1nHQkX+avy5HXK4SF733Y8ppZ25z0nyv30Hvi5NSxvtiZlXYMrTdWN3MsZTK31ZtvPEDsDvpNg+r8xRz1foKuL90p3HFdnuK5nu4P0DSFbXUtOMZMsalG49Vcxm2VXvodaPMmRVgLkN91LK+Oxw5YmIOO2l5p8v89BiNum472o3Oq/HEEkbXYbGX3tsJU2jEiXSEOvw6O/vzXsMRNjoCW/poncaitO2ZLPmfh6EBes7BRqNTzmWhz0PK6gbcQGNZHRqPBjZvbUU4EsLAUD8GhvowNDyASCyGD7e34MPtLXjxzZUo9/nQVFmB5qpK9MZ0mJnbNBal5ZcY2FXnmUzhfgKQAZIgHHEoXUeivwtQOkw2B2z+ssnOkiAIwoTRNA2eIi88RV401U9BRs8gMDyEgaE+DAz1IxQeRt/wyN9bm7fApGnweXwo9flR4itGkWv/zC7JAEkQjjASQ33QU0nAZIK9rEpE2YIgHNaYTWaUFpehtHjkx95RPqC1txet3T1o7elFKBbDUDCAoWAAaG+F1WKFz+2Br8gLv8cLu3XvYk3KAEkQjiBS4SBS4ZHXsI6yKpgs8ogLgnBk4XLYMbuhHrMb6qGUwt827cDg8BAGh0cGSal0Cv3Dg+gfHpGgOO0OeEbXayoqmnjsSek9BeEIIZNMID44sgqu1VcCs8OoxRAEQTiS0DQNbqcLbqcL9VW10HUdw+EQevv7EAgHEY5FEEvEEUt0o7e/G5qmweUsrIcEZIC0z9g0K0zaiDgslaKCUmUq/GojEqXiwK2tdNn9SAVd1K+YiQ1LJ+BMsrIQEEWKCi8DQSpYiyVoniKWwtOTOhPo+m1UzRmMUcHcUJwKFgMsHEouklbWXJlg1M5CeFgnMHtSzcrPpNFj4gladj2RKEkHcogcOTx0BSy0vHWmtg0zkbbdUlhsbtYUAn1dgFKwOd1w+krIqzV/Ea3DABMpOvTC10iyUBRWVt4+K33vX8cMCBNZYiDFwvUMJGh5+0x00JccZvXBwjXkwmKnQvA4E4KHg1TAm07R56WKxWvsjxnFtCVWeq/1rKy8rM4TrO+IorAw387E4YEQLYvewQBJOwq4fpqsRjGt1USfjyR7ztPsGUwODuS9RtxqXErFxcJdqAht/xkLLf9oKv+Cgn2BiGGbkwnz08xwMByhdTiTmQUM5OhaNvZ2k3Q4SA00SSYiTvbnD3g+EDT2ienUdpI+/lh6zgSrn00fbc17jUi01rCtr2+IpKOKtkUTa5o2Fo6mptRP0j19xvuwO2kdlZpoPzq3Mf8sz9s7+kja6qD1VeFyo6JiRNyfTKUwGBhAd28vhoJDSCQTiEQL99uADJAE4bBHKYVQbzcy6RRMZgs8FdXIQHRHgiAINqsVVeVV8Lp8UEqho7sDLTtbJ3SsrBonCIc58WAAyeiINddbWQPTJK8+KwiCcCiiaRpseyDYlgGSIBzGpOIxRAZHppuLSisMU82CIAjCLjJ64dfwY8gASRAOU/RMGqHekQXt7G4PHF7/5GZIEAThECejF17cdwwZIAnCYciY7kjPZGC22uApl/WOBEEQCpGZgJFjDBFp7yOJZDIbagSKOiXs1gk4zFh4jHCajm5buqhaP5Sgjo/MBMKZJFLUReBh2WrZQpe8d9moK8FhK6xpMZloo0uy++gNUZdIb4w6VXxFDhRCZ6FFQhHqZrG4qGvKbKJlG0kbnUERFpoixdx0w1G67H4adH/uPspFykzbhYmZOrgrxAxa3kUuWmEOC9DX1Y1UPArNpKFhShMy7L26XafXtHlo+VqYU6jU7c93CwCAeIZm3MJshJVm6jDzepgrKlO4rAJhmq+gTgd9kSGaB8WccZrNGC6DwwxNhrARZR7q9tKYe09PFnZcaoqew+lk5c/CN6STrF1l8ju1AEAxV1Sadfxm5tTivVFjeXnBazgs9Cg36DXa3fS+Yixsjp05nHpyOLf6g9R9Zymmz63VRa9R7sn/GnlnnzH80tpuui3N3KkujZZ/vYuG8OCUpI1zCz4WQijIygIZ2o5UUf7g6INxoztyVRv9PljTS8szFaVlaUrmb0cbk8YfVR5WZ2b2DDpsNF1bnt9xVu02PpNWLcPSLFQSc2hqzJ138lQafibMncIAwJ7TEl8lAOCPiX60dRl3z4XMIAnCYUY4GMRA78h6R1V1dbA7Cg8uBUEQBCA5gXiNY8gASRAOI9LJJDrbRmb8/KWl8BXn/xUqCIIg7CKR403C7pABkiAcJihdR2/HDuiZDBxOJypqqic7S4IgCIcVMoMkCEcggz1dSMZiMJnNqGlqnNDK1IIgCMIu9mSAJCLtfSSeSmQFZDYzFaO5nYVF2iYmdFWKLeWvUSFmb5AK9+xa4S/JNKgI1Wzm1U7FbOVM6Gq3FrZFhhJMMG2jsW6sTCYTG2JiTUOejBR76UncZnpfJubiGgrSa/QywXUuWKQLmHSar6IiWjYWFmshlsgxfcuLj4lndb4DC1ORSuuIBgMIjYZxqJraDLOniMhleUuLMbHmEBPCOmy07NQEQlv4WagXOwtZY2dtNcME7/YJhMWx2Jh4k4nN08wIwaOw2MyFnXzc5mtiYUA0Cz1HWNH99UThDlZj9654u2AZ15go1WsqrCtLs1t1MdF2eSl9/ep3MOH4BOojzcpGZ4NyJ3vugw7aJpLBwiEdokwI7nJTEXbRaAT3Mfz+/CE6PC5juJMUE8UrB23LLhZSBQWMThmfMZZXbYaWjYqykDUG40T+eGAW5TFsC7Ly1lnIIHsRNUqEU/nrOJRD3GxloV1srL+qZP1wuSu/icdsUYZtgRDN91Cc3tdghD4/0WT+Z86SMX5HmVglugdGymIobBS/7w75CSoIhzipRByB7pH1jjwl5XD7/ZObIUEQhMMU7vbMhwyQBOEQRuk6BjvboZQOu8sNT1l++7EgCIKwe9IZ0SAJwmGPUgrRvi6kkwmYLBYUV9fLYpCCIAj7gMwgCcIRQDI4hFRkRG9RUl0Ps0Ukg4IgCPuCDJAE4TAnHY8hNtADAPCWV8Huchc4QhAEQciHruvQ9yAWm/wk3UcyupZ97RFn7zbbO+my8DxURi6sLKyHr4g6GUpYaBKnrfArl3CYOpjAXtNkFB1RJ3TqcEonC+dbZw6+imLqpqixshApLGwFd+flIhyjTqAwc9ikmZMhzvZPJo1uCo7Ofl04vLQs3Gbm1GKzOroqXB8qzcJMWLirLYNI704AgNXtgctXAn2cAyaeyynHCIfpNdxOeh/FzMFUbKH1ZTPR/XPhsDPHJXN3pVhHpCYQRVtlaB25WLsCC9uicZebwTJoJJKmz0N/mLqNhsPU7aiYq63MQ11VueiP0HO+30nPETTT8i9hA2C7q3D5W5mrMBKjz5SNucPM3CypF9Zi1Ptou2iu8pN0tIaGmVjbRx1m2gTaqjVO8x2K0GPe2rSVpHfsoHEiLKzPLHIbf0w4nfQ+hoLDJG3SaFn2szz4mTFiIERD4gBAsZ+50qI0XxpzYBbZ8n/9DieMIW0U61+cLMSQy0/v3R3P3+clk8b7iLMwUR7Wd9QU02u4rPn7vL6g8RrbBugzGGDthEWugkXL33eYLEbXZ0TRc8biKaT3YJFIQGaQBOGQQimFaHcnVDoFk9UGV2WN6I4EQRD2A3sSqBaQAZIgHFLEBvqRjoYBTYO7ug6auXCgYEEQBKEwYwMk8wT7VRkgCcIhQjISRrR/5LWss7waZrsEoRUEQdhfZHQZIAnCYUcmlUKoc0R3ZPP6Yff5JzdDgiAIRxjZGSTTxAZIItLeRzRtl0jbzMIcaKBpLlrNhZ2Fz3DbqUhVs6RZmolYAWhMdO31UbGmkwm9LWyJ/GSSCtmiqvA4OpOmS8VXuKjQtZkJGOtZOjUBmU1vjAr7YkzEmGEhISysPrxFNIRBLqrYrE3KSh+kWJyWjWJqQo+98IMXS7P34JkkQp0dUJkMzHY7iioroZl2iSt56IukTss6F0VFtB35mYjRbWKPvkHnVLitxpNM3J+hZZNmzSbVT4XLEa2wSLjEQduJgxWvYkL9VIrmYSCaPywFAIRSVESqWGgFMxOOx1NG0SnngyQt351M9OvxMCExa2e0pHJTxvS3Rayv4O2/qpQaJZpKCzsjq1y0LLhAVyumJhIPS+/oGip4jW2tPSSdidHydXpoyJQSL20TE4gugwQz0FiUn6STrL3Pn0YDQS+oo8L8zR3UgAMA1pISkp5ZSfvAFOtng6z+IsPUqFLlMn49Gww0zExhdlMxuqVA3LG+wKBhW5SFZaktpt8ffpateAFDRw/rtwEgwYTgNhYyy8T6UQuM33Pj4SFwAMCp03PYi3yIjIZqsdrsiMULG4NkBkkQJplIXy/SsRg0kwm+mjpoEoRWEARhv5MZHSjLKzZBOAyIBYcRGxr5FeepqobZVtjeLQiCIOw56fTYAGliL89kgCQIk0Q6mcBwVzsAwFlcArvHW+AIQRAEYW/JjA6QLBOMSiADJEGYBJSuY6hjB5Suw+J0wl0uQWgFQRAOJOmMzCAJwiGNUgrD3TuRTsRhMlvgramVxSAFQRAOMGMaJItFXGwHBbNplwHIxhxl3NXm0QqHunA5qNvIzMKT8KgfrhwOMze3+jDSLNRFW5q6Rvhio3rKmG8ucsuwjL29mToXOv3UTRRjhrLhuNFtEUobl9ofDy8LFoUCdT7qdql2sVAAOZhbTvfpy9A6/OvWdpJOZKijzMbdYTlIBocRGx5x95TXN0GxcAFcP6ixUApuHn4jB2UadRs5Wdu0sWbDf1HFVOEVZ3tDIZIOM1eIzjqhTJiFfrEWdsrx6DzFzKXjZSE5eLif4QmEukgxZ2IqQRuS10VdPAl2nzarsc4jYKETbLRd2Vk74SFsEijcV2gsPMZc5rTyuGid+zy07Kwx6rLKRWSY7jPE3F48ek+xiX5ePrOp4DWqXLTPc7lpncZYWJZiE63jRKJwWe0M0vuwslcscdYnKtYJdsfpfXnLSg3XCA5Sx967Hf30GNZ2NebcOm/JTMM5OTsGqb9xYx9NNxTRspxVS2emdwxzV2e54Rp9vTTf0Si9houFchlO0LJ5fxt1JeYiw/obi4nWYYaFjYIlfx3bLMbvQZXmIbOSSCVHvlMm+nNUZpAE4SCSiMUwOKo78ldUw8Fi7QmCIAgHhjENkklesQnCoUUmk0F3WxugFJweL7zllZOdJUEQhI8N6WyoERkgCcIhg1IKvR0dSKeSMFttKK1tFN2RIAjCQSSrQZJ1kATh0CHQ349oKAhoGsobmmGeoM1UEARB2D9kZB0kQTi0iEUiGOzpBgCUVVfD7nQVOEIQBEHY32RfsYmL7eBg0SzQtJHCdlip28Jqp8p7p2UCr1TMzD1kpeeo9NK4RE63cXHBYI74OuMZYK6dYRZDy8YaTy5jlom550zMFuW10UFAmjkfEiyPKZPRNWUuMH436/QYGyveObXUoXF8tdF5UmTO76TSB6hjyaKYm4IZ7SxOmol0KoWe9jYAgMfvR0lJKRIazbeJ5dvOYoHp7D65OywXmoW5jZgdbDjFzsnii8VUfgchAAQi9BjuIrQyZ0mS3ZdVK/z7zMuOaSyi964xB5nPTt1i/UOFnVpJO23/Xju95tQS+sz1snMGU4WdckmNOoHMbFFQi5U6zqzMxWbi8fsAgDn26mpprLUyHguPuSUjGdpfRXq6jNdgpNhznma/xHsUTZcGhgues66UlkWcuaZatm6j56yk91leUjimnM1B8z3E3HkdA/SaGst37wSCmzYzx5i9nLoKebuxsDp+YX1HwWv0RqhrNhai59zK4lF29FBHWjUru1wo1iGFw7QPZGEF0RWm7XAiYTxsrP/R2HNuYe3KxPtMW+GhC+9e0npm3Cu2ic0NyQySIBwglFLobG9DJp2GzW5HVW2d6I4EQRAmiczYDNIElmMBZIAkCAeM/p5uxCIRaCYTahoaYZIgtIIgCJOGBKsVhEOAcDCIwb4+AEBVbR3sbAFQQRAE4eChlNoVrFZisQnC5JBMJtHVProYZGkpvH7/5GZIEAThY46u79JnTdTmLyLtfcRiM0MbFfA5mRCw2E2Lt6Ks8KrJdjsVa84+4RMkfcKMKSTdHaICOgD4w2//lPcaO7fuIGlTmooF7exVkNNtDG0RjRhDg4wnEKOix0oWEqLYTWONxMN0fwBwOPM3z8EoFSw6HPQaVkX1PnY7i28CoDOaX4y8iYkcY3wJfLZEvsliQte2HdD1DJxuF6ob6mFlQmIqjQXiis4u2XWmU2KhFRw5XHA6qw5eO4kkbSdBHsaFiTvNPBZJDrxFNraF5tvCQqKU2tl9WQrPqnlYPzabhVJQzPiwPUHTtSX+gtcI91OxeTJJS68rSkOqWJgboNJc+LlurKCCXR5JJMLSJhamKDHEQ0QY2baDhniI2aiw1e2mAnYXKxtnudHEwDGxX94eO23N8UEaYuivH9LQPFUlRlMJ59gyWsdVXnrN7cO0r/BlCuv6fCxESomLNqxSMy0bTaNtV8VpX5OL2hpaftMdtL/Z2k7rJ8nK0pwsHN4HTMy/vb2bpFt6AyTdxhTVXdtpf5aLSIY2xtAgFYI7PLS8NWbYsVsL9x0a6H0kmQlBY/2qVbGwRRMoKoMHZJypwXY4vWL76U9/iqamJjgcDixatAhr1qzJu//TTz+NmTNnwuFwYM6cOXjxxRfJ50op3HLLLaiurobT6cQZZ5yBLVu2kH2ampqgaRr5u+eee/b7vQkfL7rbOxCPxmA2m1E3ZYrojgRBEA4BMukxgbZ5wmaZSe+9n3rqKSxfvhy33nor1q5di7lz52Lp0qXo7e3Nuf/KlStxwQUX4PLLL8e6deuwbNkyLFu2DBs2bMjuc++99+Khhx7CihUrsHr1arjdbixduhTxOP2l+P3vfx9dXV3Zv2uuueaA3qtwZBMLDmOof+QXWm1zE2w2PsMiCIIgTAbpMYH2BNdAAg6BAdIDDzyAK664Apdeeilmz56NFStWwOVy4dFHH825/49//GOceeaZuP766zFr1izccccdmD9/Ph5++GEAI7NHDz74IG666SZ84QtfwLHHHovHHnsMnZ2deOGFF8i5PB4Pqqqqsn9ud+H1NAQhF+lEAqHRxSDLq6vg8RVeb0QQBEE4OOxaA2niyqJJHSAlk0m88847OOOMM7LbTCYTzjjjDKxatSrnMatWrSL7A8DSpUuz+7e0tKC7u5vs4/P5sGjRIsM577nnHpSWluK4447Dfffdl1W45yKRSCAYDJI/QQBGFnIc7twJKAW3x4Py6urJzpIgCIIwjl2Baic+gzSpIu3+/n5kMhlUVtKo5pWVldi4cWPOY7q7u3Pu393dnf18bNvu9gGA/+//+/8wf/58lJSUYOXKlbjxxhvR1dWFBx54IOd17777btx+++17doPCEY9SCqHubmRSSZgsFtQ1N8likIIgCIcYezOD9LF1sS1fvjz7/2OPPRY2mw1f+9rXcPfdd8Nu5z4j4MYbbyTHBINB1NfXQzOprOI+qdEZKKuTvrJrrqs1nLepyOgQG8+SOUeR9EkLaLqtxxhW5MMPmvKe891N20naztxfHuakiyvjRGNRAadCyknPMRCiS/c3eqjzx6GMo3otv1EOFU7qEokxJ9Dq7dThsbLF6OAYjOWfCSy10zoMJmimUqEgEuERl1NpXQNcbqNTTlP5B0ypNFu7nzmYHBoLERE3FkwwETVsG4/OQo1Y7LS8nSaa70TC6NpJcwcfw8IGhhZF8+1y0WuYLfnbPgCkwlQ3qGLUfVdTSh19ncyc53Man2WOm7WjRJK6dsIsLEIqRcvBVqihAlBMUllSSh1Pxcw1eEwNDW/SeHRdwWtwM9dQgrYrO3NVJXX2zLkKvxbOmGidFdlo+TaycCedLBSGLW10q3ISGs2njT2DCz30ayvCLE1dQ4WvYWIhgxIm2lYVc5KakrQdnvWpE40nZc4qEyurTb0DJB0P0me2vLRkt/kdY95U2g76g7RsVBe9BtgzZrYUfmlkYaGoSlioHRPT8MTZm5eMTuvHBmP/p7FBipm52JKsTs3M7GJB/r4IANKsPxoz51msVpjMhfseYJJfsZWVlcFsNqOnh9ofe3p6UFVVlfOYqqqqvPuP/bsn5wSARYsWIZ1Oo7W1NefndrsdXq+X/Akfb1KxKAKjs5K+ymrYXaJhEwRBOBTJjC0SebhokGw2GxYsWIBXX301u03Xdbz66qtYvHhxzmMWL15M9geAV155Jbt/c3MzqqqqyD7BYBCrV6/e7TkB4N1334XJZEJFRcVu9xGEMfRMGsHudgAKTo8XRSWF15ARBEEQJocxF5tlgqtoA4fAK7bly5fj4osvxsKFC3H88cfjwQcfRCQSwaWXXgoAuOiii1BbW4u7774bAHDttdfilFNOwf3334/PfvazePLJJ/H222/jkUceAQBomobrrrsOd955J6ZPn47m5mbcfPPNqKmpwbJlywCMCL1Xr16N0047DR6PB6tWrcI3v/lNfOUrX0FxcXHOfArCGEopBLs7oKfTsNhsKK6RILSCIAiHMmMmrImuog0cAgOk888/H319fbjlllvQ3d2NefPm4aWXXsqKrNva2shieyeeeCKeeOIJ3HTTTfje976H6dOn44UXXsAxxxyT3eeGG25AJBLBlVdeiUAggCVLluCll16CYzQelt1ux5NPPonbbrsNiUQCzc3N+OY3v0k0RoKwO6KDfUhFI4CmobSuEaY9eOAEQRCEg09mzMV2OM0gAcDVV1+Nq6++Oudnr7/+umHbueeei3PPPXe359M0Dd///vfx/e9/P+fn8+fPxz/+8Y+9yivHbrHAZBr7gqSzCHEWzqEnYBRUB2L533K6treR9JwT55J0KodwVrPRav3t718mad4+EmxN9rROz5lUOdZ1LyA8djnooKEvRgWJ/XGaiVwyVz2RPwyI30XPoelUMJpgqsl4yCjINgikGYMmmm+biqFvcDQIbUMd6iqpsHIwbAz9Eo3TfBS5aT6jMSoA5cJKi42WZTBmFGQPxsOGbeOxsjbhSNBzmp20DcRyCMETqfxiZI+HhohwWOk1NCbEt6eNbT+RonWeYXqBISaerWFtVzez8BoO42KdXUEaOqTeS4XFLJIC4hrNdyA4RNLJCayWntCo6D3BhN9Wdh9eMy1rd3ICwmM7FayH2Kzm3z5oJekIE2k3lhcWCTuZgcXjoGlVRWfg509vJmlrMlDwGknWj6aZYDfO+6skfYadOYwSHI9GRdpD7JrRGL1mggmRk5H8pggAKPPTdqWx57qcxWi0+uhr+s/PKrxciJ0tRtvbS80wg1HaH2mmwjPdJjNrzzz0EVPmaKzsFAtblOBxdQBoabqP3Urvw2Gh5W0x03PoqvDQJcW+xzKj8ZhsVivM5onN+B8SAyRBOBxIp1LoaxmJY+crLYF3Aq4TQRAEYfLJhhrZgxn/SV9JWxAOB5TSMdjRDj2Tgd3pRHm9cckGQRAE4dAkfbitpC0IhwvDPT1IxWIwmU2ontIoQWgFQRAOI7Ii7T3QIEkvLwgFiA4PIzI4oh+ramyALcdCooIgCMKhy65gtTJAEoT9QiqRQKCrEwBQVFqGIr8EoRUEQTjcyKQl1MhBJ63pMI26RawsJEQwRJ0Q727qMhxvchkV/uMJxVaTtMVOnUKxfhbDAMCmbdtI2mzP7+rQUtQF0hemac1kFLXF2HLzfKQdGqQujyQLz9AP6upxmoxuI0uKNk/uUAowp4lupvnmRjuTw9jcK6wOw7bs+TIZtGzeDKXrcHs8mDKlCVYLPWmQOe0SaWN92ph7JZmgZaFlaOn5nTRPi1l4gc3d1EUFAP6oy7BtPGnmGlEs9Mgwc7sk9BzOxQKr+/tZ23Sb6UxbEXPjWR3GdqlHC7hL/FQYH7fTdlNkYm03hz+ykB8sqdOycFlp2XqZ468nbAzLojMHa1yn7WIgylxQQZrvCgtNx4vz1y8AWDSa78EozcP2fupwslhZqJ5MX8FrVDGHU6SinKQDzJ03o4K2AXM8v2sUADLMmWt30jo2MVdUkYuFtMnRXxmvQdtFOfu8i4VpSbH6i8eNblWOk7k6vSxkyqLpTTQPLMi1K0PrKxcnlvtJensndUq/8RH7LmCPdTppdArz0tOZixPMCWflzrjCVYwUO0Rnzjcz+75w+2jkCrdWONTIziFaR2MzSDar1RC6ZHfIDJIg5EAphc72dsRjMVisVjROnSqLQQqCIBymiAZJEPYTQwMDGB7VHTVOnQKrbWLBDQVBEIRDDxkgCcJ+IBaNoru9HQBQXVeHIglMLAiCcNiiKx366MKRYvMXhL0kk06jfft2KKXg8flQXl012VkSBEEQ9oGxRSKBwyxY7eHOcCgObVTwZbNTwZvbSYWVbrvxNY1K5BDDjmPL9k6SfvSZ35N0LGVUxOkJJhpN578GDyuhmK41xTcAgEbvtZDozWyl+p0YEwemLUbRXbmNiUhzhKYYTzRKQ3akWaiRXFm0jsuXUgo7d+xAKpmE1WZDVXMzkgqA2iXQjLDQJCwyBpxW4xIAyUKqRUUFoE4mdK3wUedcTQ6xeXvAbdg2Ho+ftsXWPirmfL91J0lbncb7KKSL5Kv3Z3g7ZO2/utQo0u7qyy8UDqb8JO1w0fue4i0i6cFeY3ifHdta814jwATrxX56jdoyKhQPRHoM5+iL5A+TkzTTsDdDLBwN8wLg6Bz1Mac0f50nhuk1ohF6XxkmYNdshQN197CvjNAwlbxXMoH1kJfub4kVVvBG41TAnmEhavhz7GAi4kyBMEjArrATY/BwGUMs/I/JRNtuWuU31wBAmomXzUla/m2D1Gzh9tLnwe/ZvYFkjEEmHk9EaZ1zwTsP45KzU2SYWGgXjT3oJlY/sLG+PpMj1AiTgvMAsqkU7Tvae+hzXG5l7TCVv3OKjYrqNU2DpgCVI0RXLmQGSRBGGezpRWR4GJqmoXbq1D1aL0MQBEE4NBm/ivaemG1kgCQIAKKhMPo7uwEAlQ0NcLjz/zoXBEEQDg/2RqANyABJEJBOpdA5GoTWW1oKX1nZJOdIEARB2F+kM3seqBaQAZLwMUcphc6WHcik07A5HKhqaJD1jgRBEI4gsq/YZAZJECZOf2cXYuEITCYTaqc0wbSHvzAEQRCEQ5v0XoQZAcTFts/ouoI26mjQmaMgyRxPmjIq580F4jckrHQZfa0/RNIuq/ELvZQ5eWKW/M4RP3NbdIWpwyOZw76kMxeHp0AA1yIHvY8Qc3QEcyx5H7LR5mnK5J/ZMbMQBLw+Muz4RCSEUO+Ia8pTU4MozIiHwnmvkWQ/KUoc1B1WZDU6s7hDKZ5mYQrYOSMZWhb9A9TtcnSlMeyEFfkXsuxiIVE0Zmy0ez0krdLUxQMAih/EiDK3i9VE29Egc1HVJYztsr7Kn/ca7w/R8At1RfS+p5ZRx58qpvcFACVWY1ib8Qy66PPjZG29LURdVr0R6hwCAE3lL6uMovWRZI/YhzsHSNqiGX/LfmFOQ95rNLFnbt0wdQat66BlGe81Pud+F3VSRVmglvIkfUYd/lqSNrPnurjIqO0zsW+hUtB9Xt3QTtI6C+dTxkKRpFyF3V/eNG2bMe7EYl+N3PGnLIWvEQvT9h5mltet72wk6Q0t9D4v+eS8gtfYEKJtb0t7N0lzdx7/CpqIl8vKjW+sLcbYWTLsIqYCLuqRjNFzWqz0uXbq9Jxh5r5TpvyuwrQ+9orNAl0BemETIgCZQRI+pmRSSYT7R5ZQcJWUwOGVILSCIAhHIvKKTRAmiNJ1BHs7oHQdVqcTRZWVk50lQRAE4QCxt6/YZIAkfOwID/Qgk0xAM5nhq6uHluP1hSAIgnBksGsGSVxsgrBb4qEAEuEAAMBTUQOzVYLQCoIgHMmMDZDMMoMkCLlJJ+MID4yIGF3+MticRQWOEARBEA53xmKx7akGSVxs+4iCnvVOKZ3K/TWm7i/O8YXsLlBhilk8wnHqWnBajed02eg2h5k6MNKs2htK6cKIqo06IYaY4wwAUibqHHE78o+1y9zUeaVY2YQSxnhvSeYEMudwAY7HwuL7VLp2OesymQw2tG8HlILDVYSyimpomoaE4jGw8jvlEiyfcRtz8+XIo43FcbJq+eN0aVZallu7aH0c5TYG0DXb6DX+vt0YH2w8XTHqaIqzOubx+QDAzgKEOezUyaNi9L5Mbj9J60nadlt7qTsPAOb687uDTCGaz1CalrdiLsTuKIsHB8BRYGBcbaFtOxCi+eweoml7jmfY7ch/H+kkdfCVuqj7McJilm3pMZbVn7f35r3GLCfN19x6Gmut1E4//7Df6OB02vM/D80l9LkusdNnsKWXuvE6TMZXHPW+/K5CW5LWYZQ9o8EEfQbNutE1lQF3XlGGo/Tea1gctMoKWnbWCayVFonS58Fup/dZ4mFtoJi2S30Cy7GFg9RVmGRt0Zxk8ShZU02kC18kze7Vxl1tBfbHBJZOSbLYeIr1ozo7RYbZ0HgcSE5qbAbJaoUymaAmEIMOkBkk4WOAUgqtO3cgnUrCbLGirFoWgxQEQfi4ICJtQdgNvQO9CAQDADSU1zRKEFpBEISPERmx+QuCkXAkjI7unQCA4opq2J3GRRYFQRCEIxcRaQsCI5VOYXt7CwCg2FcMj790knMkCIIgHGyyr9hEpH1wMWnm7Do6GaZrSaWo0CwSMwpGdSvdx5VjKf7xOJjQL5M2Cn7LTUwsa6EC3s44FQcGozTt8tA8OHRjntoGqfgyEs+/nHwyQ0WQkSQNZaGUce33KBMKW/QCIu1x51BKob+tHal0CnabHXUVdSNL4rPLDLOySBdQ+9ky9ASpBK3TYNoobk4zYapZz/+7RGehXdpYyILXtnYYjglYqai0tTO/SDusmPDSSu9LSxvzmGThAPzu/GWlQNtEgAmqYzlCdLwSp6JTFc8vaN/eQZ+HYh8NLRIdNF4jphvraDw21sx6A7TtxsP58wQAiRxC4fGkmAjVaqHpkiIq2B1OGZ+P/s4Bw7bxBJtKSLrRR8/5maNqSPqv24yi72Asf1mVsFAuphR9HroHAySdSBnLxe6qznsNO+uP+lmol55hmu7oodcEgHTCGDpnPFXFXpouokYILUWPX7+zy3COEBNEo4U+pzp77htYWByHi85ur283XqOru8+wbTxWjX6la2wVkwxv++nCwUZMLBSVg/VnOvs8w/rydIF+e2QnFt4qQ4/hAxUeKiR/K901QDIpDXoqDT1HP50LmUESjkgiQ30IR8MwaSY01TbBLEFoBUEQPpbIQpGCMEoiEkJkqB8AUFdVB6fdGEBWEARBOPJRSiGTGV0HSTRIwseZTCqJ4d6RILSl/lKU+EoKHCEIgiAcqei6npVw7KmDWQZIwhGDUjoCPR1QegYWuwO1FbWTnSVBEARhEhmz+AMygyR8jAn19yCdiEMzmeCvrINpgqulCoIgCEcm6dHXayaTaY8XCBYX2z5i0RQ0bWT6Ls2cJnHmYutPGx0cPFRqsUoZ9iGfW2mVDeUIbRFnDoByK20Utdymwyhh69EP5hhHm0x+kg5FqMsjHKPOEpWhzh+r3U7SKe4AAQAWQsBiNjp5xoiFg4gFR8Ix+KrqYLHb0cYcam4Yr+FlU666Pf8jwWPbxnTq2okkjXm0O9iy+db8oRVUijss6PFrB4whIRJm6v7KmPJ3BON/VQGA3+cn6Savcb2obX3UERbOER5mPC4rLW+dOQAHEzTPAKCxtqblcD2NpzVKHX4LWFkpaw433hA9piVkdLqNZyhK27YNzLVjNl7DkqH7RAw+Gxb6IkXbqsdGxaQZpzGocmt/KGd+x+hidTxVo9d0sLKy5Pg9YUb+viISp2WZGKbpIDu8vdvovOsLGUMZkXxFaV/iZGVTVUVDJVUXU3ceAPT2Dee9RpLVYZg9gx1DtKxneah7DwDsxflD2LgUzbeFhe7hTrl42tgX1fh8hm3j2Rmm7aiMhx5hPxqtOdqurUAfyF1pySB7PjL0mQ3H8n+nAQB4aBH2PZhiZaeYjS2d2X07TcZH8mc2W5AaDfGTSk8gT5AZJOEIIJ1MINQ3Ymt3F5fB4TZ2XoIgCMLHj6yDbS+czDJAEg5rdF1HoKcLSinYnG4UlVZMdpYEQRCEQ4QxB9uerqINyABJOIxRSiHU14NMKgmT2QxfVZ0EoRUEQRCyZGQGSfg4EgsNIx4Z0Qb4KqolCK0gCIJASO/DDJJ8o+wjmskCbVT45mGCN5OVhZjIIYiLMQGow5p/UUOHk4qbIzGjUNPHdK2DSSpgi4eN4tjx1DppHsw5BKLxFBXxOkqo7sfa3533Gj1MJKdyiIptNrrNbN4lbk7GoggNjCy77yorh6nIDcWEfg47zbczY7yGhYVhUUzImkrvXhgOAGkmJrTncM6pDN2mtPzCV7OV1jGYuH84ZhS1stvIWZ7kGixsiJ2pz4+pqzQcM8BMB609/Xmv4WSqXyvo8xDMIWhPsdA5Fmv+X328LffE6PFpGMshkKD7DA3lF2nXNJTT4wP0mv05wpkkMrRdZDR6Hy4u0NVp+fdGqfhfZYxl1Ran9ZFKs3tlgul1LCzO6x1UMD2zkYqdAaDGYTdsI7D7ijLhfixMBdb98RwhPwrU8SfqadgPj5uFPmJt32s3nq88x7bx9EZo2bjZistmB/2qPLbKaLQIF/gC7hqibUJj9VUMWjbWHM9wOp5fXLzARA0cOgv7oZL0PjcPGcPmTDm6Oe81glF6TID9MI2xfFtzrF7Nw5EY5mrYrVtYn6mYgSecI3SIebQvT44aIDSTCclR00c6h2EqFzKDJBx26Ok0htrbAaVgdRfB4S+e7CwJgiAIhyDZVbRNokESjnCUUhja2YFMKgWT1YqiyirRHQmCIAg5GdMg7U08ThkgCYcV4f4+JMJhQNPgqa6BSYLQCoIgCLsho4uLTfgYkAiHEertBQD4qqthsTsmOUeCIAjCocwum7/MIAlHKJlUCkMd7QAAp98Pl+iOBEEQhALsyys2cbHtI+U+d/Y1j89OnQ0mM7NXmI1amZ1p6gSKRHK4PMbhYMvAl7uMLpMgc8gMsnAMqZjRuTAeC3OmeJ3GmRoXc56EYtQd4fMypwnDFqFuiy258jSqLVJKYbhzJ/RMBiarDSZXCULBBCwm6mTgvgSTjW4pdhuX6fc6qPtuaj118vzl/Y35bgOxJMu3w+huyTC3ltlEHRduQx2yzz20/HmYEAAIcrddKn8d6w5af30hWh+vb9puOCbEHEqaJb/2azBKz+m00/K35DAIZhQ9p82Wv1NL6dTVs3ZLG0kXOY1dXDBJnVUxLb8zKNzeSa+ZoI4aM7cQAnDaaJ0OJ+k1wixUAiLUCWfVaDsy54gD4vJRt2mpzRgehlwzTPuW3n56Tb3V6EocYuEzDM91jNZxeTV9fmaU+km6PUf/xpvRnAbqoOSt3aLTtl3OXJ9ul7E+ks784X0cdtpHxln1xDR6zg/6jU7gjC3/M7ejZZCkUyyMTnONl55PM7bd/o6evNeo1ek57awsdObgjPIbBfDb97bkvcYxblreR9dXk3Sfk7aZtVF630DhwYodNF9J9pzr7PnRtBzu4VGnXHYGyWTObjOY6HbDHs8gtbS04LHHHsMdd9yBG2+8EQ888ABee+01xHPZNyfIT3/6UzQ1NcHhcGDRokVYs2ZN3v2ffvppzJw5Ew6HA3PmzMGLL75IPldK4ZZbbkF1dTWcTifOOOMMbNmSu9ITiQTmzZsHTdPw7rvv7vU9CAeO8GAvUvEYoGlwlFRll1UQBEEQhHykszNIB1CD9Pjjj+P444/H1KlT8Z3vfAcvvPAC3njjDfziF7/AmWeeicrKSnz961/Hjh079igDTz31FJYvX45bb70Va9euxdy5c7F06VL0jmpNOCtXrsQFF1yAyy+/HOvWrcOyZcuwbNkybNiwIbvPvffei4ceeggrVqzA6tWr4Xa7sXTp0pyDuBtuuAE1NcbghsKhQTwSRDQwsl6Lo7gSpgKBXgVBEARhjPEzSHvKhAZIxx13HB566CFccskl2LFjB7q6uvDOO+/gzTffxIcffohgMIjf/va30HUdCxcuxNNPPz3hDDzwwAO44oorcOmll2L27NlYsWIFXC4XHn300Zz7//jHP8aZZ56J66+/HrNmzcIdd9yB+fPn4+GHHwYwMnv04IMP4qabbsIXvvAFHHvssXjsscfQ2dmJF154gZzrT3/6E15++WX86Ec/mnB+hYNHOpVEsHfk9YbLVwKLK3+0bEEQBEEYzwG3+d9zzz1YvXo1vv71r6O+vt7wud1ux6mnnooVK1Zg48aNmDJlyoQunkwm8c477+CMM87YlSGTCWeccQZWrVqV85hVq1aR/QFg6dKl2f1bWlrQ3d1N9vH5fFi0aBE5Z09PD6644gr8+te/hsuV/909MPIqLhgMkj/hwKF0HcPdHVC6DqvDiaJS48rOgiAIgpCPXTb/AyTSXrp06YRPWFpaitLS0gnt29/fj0wmg8pK+uVXWVmJjRtzi2O7u7tz7t/d3Z39fGzb7vZRSuGSSy7BVVddhYULF6K1tbVgXu+++27cfvvthu2lnqLdvtu0sCXY7VbjeFRnIsjuYNSwz3gGggGSTriMAmovUyvPLKXCykiB6AE7majYajMe4HLQexkKD5F0psCqpVY3FZj6mGCxr6sD6WQcZrMZ9XVNsFptsFvo67W0KX/IjiIbzUOx12vYJxFn4sw0Pee5ixfkvcaHHV0kvW5ri2EfndW7nqHX4CE5OCYbC2HjMpatT9Hyc5r89JqW/GWVZKFfhhLGpfhTUSqXtdtofdh4CBXWHzlZuAaXZmy7vSEq9i/UpZmZ2HwgPkzSfcEc981Oarfmb6tDLLRLiik8S3KEsahkQlVTyBgeZjyDaSr6zTADAhf0AsAQM1+Ek/nF5pYMPUdlDTUoBIaMeYwN0FBGtTnEsCQPoP2AnqJtxpmjRl3MdBBJ5W+rXmZ2ydhoXxLJUVZ2jZZngoVdcbPbirFzRHWa7z/vpMcDgMthNE+Qz1kYqWoT7euVnX7+fo76aOnN//1Qx8wzTSxLStENVptR0O4u8NBt6aGTA2Y/besVRTT9qelGCUtXgZApvX30Oe4K0Taha/Q+HDnC1aRHhd76aLu3Omwwj5o+VIHvjjE+lmrXn/zkJwiFQrjxxhsnfMyNN96I4eHh7F97e/sBzOHHm1BgEKHAiPOhuqYRVtEdCYIgCHvBWLBay4EUaa9ZswZHH300pk6diieffHKPL5SLsrIymM1m9PRQ62JPTw+qqqpyHlNVVZV3/7F/8+3zl7/8BatWrYLdbofFYsG0adMAAAsXLsTFF1+c87p2ux1er5f8CfufRDyG/u6dAIDSskq4izwFjhAEQRAEI0op6Pvwim3CA6R/+7d/wx133IE///nP+Nd//VfDFOXeYLPZsGDBArz66qvZbbqu49VXX8XixYtzHrN48WKyPwC88sor2f2bm5tRVVVF9gkGg1i9enV2n4ceegjr16/Hu+++i3fffTe7TMBTTz2Fu+66a5/vS9g79EwGvTt3QCkFp7sIpWWiOxIEQRD2jsy418p7Y/Of8BEDAwOoq6tDZWUlEokEotEo7PYCYpYJsHz5clx88cVYuHAhjj/+eDz44IOIRCK49NJLAQAXXXQRamtrcffddwMArr32Wpxyyim4//778dnPfhZPPvkk3n77bTzyyCMAAE3TcN111+HOO+/E9OnT0dzcjJtvvhk1NTVYtmwZAKChoYHkoWj0nenUqVNRV1e3z/ck7DlKKfR1dSCVTMJssaKipkGC0AqCIAh7zfhFdU17sX7ehAdI//7v/46vfOUrKC4uxsUXX4zi4v0T6uH8889HX18fbrnlFnR3d2PevHl46aWXsiLrtrY2cmMnnnginnjiCdx000343ve+h+nTp+OFF17AMccck93nhhtuQCQSwZVXXolAIIAlS5bgpZdegsMhsbsOVYJDA4iERoR5lXUNMFtkkXdBEARh7xmvP9qbH9yaUhNddBtob29HMBjE0UcfvccXOtIIBoPw+XyYPuPY3b7bVGw59Moyo7svnaavKrf1D5B0Im10ZOS7BgBUualr7ahyet1SHx18tA0bl80fzwlNxqUdiivLSfq19zaT9EAgv2tHw677DoVC2PDRBwCAyupalJSNnLuoiLo6XDaqR4ok8js6FHN2FfuMurFYhJZ/mLlu5tbX5r1GCXNwvLfFGKJjaz9dat/FwmcMF3hujyqn+Q6EjfdtAwt/UcRCVcDoVhlPLERDEPTEjK/Qi1kzN+UIsZGPIh6yJm10knQw94rO3FxF7vzXjLKAM+lh432YmOssVaD8EwnquOG/RKf4/YZjyj20rbYxNxinZyBA0mkzLZtUji7GZKIZNxVQTDATIZwsNFImh3sszdbWtfOTMCqL/CStMTdYXBmvkYrS9pzOFPhK0uk5PMzVlsrxRWhlTlGHKX+/Wl9J+0wbe1vyTqdxmZfaCjppMKMiv37y6BK6vEyng6bf20RD3ABAqJ8+H5kCkyIO5phtZH6XWVXGteXCBYr/7Z0shJCTPpNTymhIodpS4zWc7vxr2iWZW7I3RBtiIk77K4fZmGk7gJ39A/iPZ34Lr8uFWy76cvazeDKJmx79XwwPD+fVE+/Rz/RcayAJwr6QSqWwedtIGBiPz4/i0rICRwiCIAhCYRKpkR83hZby2B0TeikXieSfYdjX/YWPJ0opbNm2FclkEja7HdW19aI7EgRBEPYLYwMkm3XPZrvHmNAAadq0abjnnnvQ1dW1232UUnjllVdw1lln4aGHHtqrzAgfLzp2dmA4OAyTyYTahqa9smEKgiAIQi6So5IJ217OIE3oqNdffx3f+973cNttt2Hu3LlYuHAhampq4HA4MDQ0hA8//BCrVq2CxWLBjTfeiK997Wt7lRnh40MgEEBH58h6R1OammF1OAscIQiCIAgTJ/uKbQ/1kmNMaIB01FFH4dlnn0VbWxuefvppvPHGG1i5ciVisRjKyspw3HHH4ec//znOOuusj90sgM/p2O0KnYMJKvgttRsn7PqYVlAxEWO6wBsne44IxTq7zM5Buvx/WFGxbNtQfrFzRUncsG22I0DSNS6q/mMRIzAwvEt8nkomsG3bVgBAcWk57N4SRGPG17LpKA9dwUSpmfxCyyT7PJBDeGxlr/SGmfD7w87uvNc4zkGXjGisMS5w2halgsJglAp2Y1Fj+Y7nPRbqot5ndGNamOgxzs7pZCE5bCyteWm61GRcwiMZ4WJlWr4WU/7GmkrQPKkc+9eUU4EnWKiEeIFXsJk4FZCarcb7SDDhapKFXzD4VphgtIiFWPHbjbEcvSyshNNN29UACynk8dP9g1HaVlMp2oYA43NeKC5LnCl6nRlWlsrYP7mYWLzOn19cW19MDSIaE4KHwsZwHDZ7BUnzPba10jcXwTgLR8O++8I5xOZ+VocZd35HszlF24C3lN6HJWnsMy1Mh1/T6M97jRSLAdobps8XF68DgGIGAVeO8FU0U7Qsihy0ztMxY7uKMeNPb4Z+v5V7aVttD9P+6d1uajTqCRn79ipPftOCndcPW3fRyUKLqBxDmcFYGoGxcDwmEwZju/qfRIGwPGPs0bxTQ0MDvvWtb+Fb3/rWnhwmCFl0XUd76zZkMmk4nC5U1TYUPkgQBEEQ9pBket9esX0sY7EJk0dPZwdi0QhMJjPqm6bu1eJdgiAIglCIrAZpL9fVk28n4aAxHBjEYP9IjLzaxmbY7LJwpyAIgnBgSMkMknA4kIjH0NnWAgAoraiC17d/VmIXBEEQhFyMvWKz7qVIWwZIwgEnk8mgvXUbdF2Hy+1BZbXEuxMEQRAOLMnsOkgH0OYv7J5Sv3e3o1M3c0L0RI1q/uEgdQAoZskww+gyGI9FM1pXLMxV42GOJcXCadgyRmfJeLZ19xm2WcPULcSdQeFRB4ZSCjtatiERj8FktsBfXo1QxBiGJAOjO8llp2WR4GELmAOjkJxJDxrLP5Skzqo0c76lmSNmalklSW9u7yVpR5FxuYJEjJZVmDkyTAY7Ej+eOi5acrj3GhSt46n1NBRMOErzAHaOMDP4KS2Hy8NJy8Jmot1HgJ+Ewd1huerLyZ4lj4u+hi2ysFgJDJ+dhndIasYuLhCgYSJiLNSO3ZH/16adLToXyhjdRtY0rY8iG30mE9b8ZZVijlezbryPJOtfuK3NamYFzMxd3NlYWV5iuEZVCS3PWmf+tqqxdghF21FFqTGsQ5rZ73YyB+b0KdTI0bZpG0kf00xdcCUu4zNoYv1TRZXxXglB6rJiTw9OP6rRcIjO3ZB6fpdtP3sGu7up2zgSM/bLZuZayxFpiuBmz4/TS9tuR44+sZ+Vf8KU/3nwshBCrKjRETT294EI+17jbbWPPqMu1nhtNupOzWHAhNJMCI86l+PJDHoCu+51bOBUiL2aQXrjjTfwla98BYsXL8bOnSNr2fz617/Gm2++uTenE45gBvp7MTgwMsAqrayDeS+nOgVBEARhTxjTIFkOlkj72WefxdKlS+F0OrFu3TokRn8NDw8P4wc/+MFeZUI4MolGwmjfMaI78pVWwOFyFzhCEARBEPYP6awG6SANkO68806sWLECP//5z2EdN9X8yU9+EmvXrt2rTAhHHul0Gtu3bYZSCl5fMTx+CUIrCIIgHDxSo68xLXu5gPUeD5A2bdqEk08+2bDd5/MhEAjsVSaEI4sR3dFWJBMJ2Gx2NE2ZKkFoBUEQhINK6mDPIFVVVWHr1q2G7W+++SamTJmyV5kQjiw2tbdhODAETdPQPG0GLKI7EgRBEA4y+/qKbY+PuuKKK3Dttdfi0UcfhaZp6OzsxKpVq/Dtb38bN998815l4nDGCsCK3FaCwSRV75tyOM78Xj9Je0zUuWDJ5I/TtbF32LBNJVg8KuZCSDLXSGNR/vhKwYTRTdFvoi6ESs+Ic6R7cBDvtYy4TGqbmuH0eqEDsNvyzyDFUsZB1MAgdQdZmNPN4qRulXQBZ0IsaSzLeJLem91GHwkeC29nJH8MIa8yOjasNvo7xJai10ixOFGK3YeZPabJpDHWVFeA5ovHOfPZ87u/yhzUFTKQNLonU8w1FddpPsMF4huVMw2aL0ectG7mttMVdXsl9fzPg1WjziCVo2M0m2j5Oay0rHicJ47bxlw7ZmN9DOq0HTjYM+hw5l8ktZjFHUzbjddIKuaS0tkx+Q2wSLLbNMFYfyYWv3CAtb1kMr9TK8Di79UWGV1sXg99jq2Z/O2otIQ6Apm5FaGI0SH4t5adJG1bvz3vNYZ0ep9RFm/sSwumG45xsx+Cg9H8FZCw0c9jw7Ttm3K54HRaaQktv43N5qLPmMlDy66pxNj3l7I+sTtk7NPGkwzSOrbaaR77TMa+J8bKs9SVv38ys+dhmMWB9CSMZa2cjl2v2Kwa3mvd1QYyBeJ4jrHHA6Tvfve70HUdn/rUpxCNRnHyySfDbrfj29/+Nq655po9PZ1wBBFNJPD6e+uhlEJxWTlKK4yBWwVBEAThQKPrenZpkYM2g6RpGv793/8d119/PbZu3YpwOIzZs2ejqMAshHBko+s6/vreesSSCfjdRahrFt2RIAiCMDmk0rtmifZWpL3XC0XabDbMnj17bw8XjjDWbduK7qFBWMxmnDZvHloyBVYwEwRBEIQDRGp0AWSzybTXQdEnNED64he/OOETPvfcc3uVEeHwpWdoAO+1jLzT/+TsY+B3FxlWohUEQRCEg0V6dAZpb1+vARMcIPl8vuz/lVJ4/vnn4fP5sHDhQgDAO++8g0AgsEcDqSMF8+gfAAynqFDMbaPTeoG4UXzYHwyQdImdVklQM4ozx2O3GcVtU2prSXqGleZrazcVyMULCOQiOQY7Q8GRcyaTCWzfthEAUFdVA6vHh/ZwFFqcXrN6XBvKRSpjbIo7B5hQMkHzbbbQtC2dfxo1yRXXABQzcqaZENzMBPixZP6wLB6L8RoOFu4ibqH3lU5QwaC9gOtPyxEaJpmm5+Si7ZidijXry6hYNpmmbbPSS0NMAMZoAEPDVJxZ6Feaz0LrJ5cWurmylKRdLCxLzbyFea/hYeL05994w7BPjAmLTfzGLPnvI6VoWaukcbbU7KTlraXofWQK/KDlZekyGdtVgrXNaJzWR4yHc2BYFX3ut+ZoV+19AyRtt1NBdTELa8QZZuGA+oZ7DPuUs5BCKRNtGKkCr+oTaVq26Zixny320/ZcxCpAY42RqyfHh6kAgBfe32G4hsbyPXVqrWGf8cytpVeprqLPZGDI+IBwcXO0wFe4tYjWTxd7ZjtiRgF2pYcaCJpzCLnHE3fSPLzXQUOmfNDRbzimmH3P1RTnX0Q4wcIYmZy07ZrdRsOHeWik7dksFrjMZqhxYYqUlr8fH2NCA6Rf/vKX2f9/5zvfwXnnnYcVK1bAPPpeL5PJ4Otf/zq8XqNDQThy0XUdHe0t0PUMvEUezGiSZR4EQRCEySe1H2aQ9vjF3KOPPopvf/vb2cERAJjNZixfvhyPPvroXmdEOPzo6e5APB6F2WzGnBmz9vo9ryAIgiDsT8Y0SFbL3gm0gb0YIKXTaWzcuNGwfePGjdD1/K+DhCOH4cAghoZGpk5rapvgdORf10UQBEEQDhb7uoo2sBcutksvvRSXX345tm3bhuOPPx4AsHr1atxzzz249NJL9zojwuFDPB5DZ2cbAKCsrAoeT359kSAIgiAcTCZlgPSjH/0IVVVVuP/++9HV1QUAqK6uxvXXX49vfetbe50R4fAgk8mgpXU7lNLhdntQXlE92VkSBEEQBEIyve+v2PZ4gGQymXDDDTfghhtuQDAYBICPtTh7e+dAVo9VVp5/JqXIZnQnFZfSY5JseflAgC4/7y8tIWlnDoOB00kdAWHmilq8YCpJv9ZudGSMp7N9ZCCslEKwvwuJRBxmiwXljfVIWUdeqzpLaBuYUkwzNjwUyHsNl8vYFHXlJ+mhMHUuDCVpKBKzNX9zLnMaHTdhFlLDxBYUszGnkNWcf4l6zWysYwtzC9md9JxpxV5PFnBYOHK4jXgYEDNz9NmZayQeyR/OwekxOhudLByJ2UfdRUUsXEw0nt9FpeVY7j+lU7eKxUPdRz3bNtPPWf1QzxUwo6QUnKEwdSRFWUwOi5mFdmHKAXuGbjA5jXVuZ84sM9PnOdP5wzeEmGvNnCOciSlFt1lNLBRMDufbeDKszUQ1Y32YWOgdG/s1PhjPH/plmIX3yejGtptRNJ9ujbbNTDz/mmruGvojLZMr3E+M3RufVTDnL6tSP+1TtRx9Tf8QdY5GUrTOK730mdr2YQdJc8emvcrYdn319F6dNuZe7aHfFx4mewkzV2HLtk7DNbaw5/yEGTWGfcZT7KJtfYBdozdK+2kAUA76XHsLhELqYWF1XEHm5svRt3ORdvG4vmQsRlsh9n7uCR/vgdHHkVgogMRoLLKqpiZYrBKEVhAEQTj0mJRXbM3NzXlDSGzfnj8IoHB4kkrEEB7sBQAUFZfD6c6/boUgCIIgTAbpTAatXSNrbjntxjWSJsoeD5Cuu+46kk6lUli3bh1eeuklXH/99XudEeHQRc9kMNw7MhVrdxXB6S2e5BwJgiAIQm7WvvcBhkIhuBx2zG5q2Ovz7PEA6dprr825/ac//Snefvvtvc6IcGgypjvSM2mYLVZ4yqokCK0gCIJwSNLR2Y3N21oBAJ9euODgziDtjrPOOgs33ngjWXX740A8lYQ5MyKIHYrkF142lxs1W41+uq2PhaWw2XtJenACg5OBoT6STpZRYV+9mwrDlUbFhOs+2pb9fywwgGQsAmga3OXV0E0m6FAYjlFB4YaWNpK2snANMyqo4HDujOkF72OYhcvoD8VYmor/tnQbl7Qfj6aMwmQHmNAVVLxnVizsQQFtXzQYMWwzc+G3YqJTNxUYair/RVLDOdYbY+3C5aDtqI6J6JMFFvXM5AifEWci4KRO0wHW/vtj+QW8VW6jsNLH1tMqZWJnLhTf3kfDGnC6h41hcngdppnoPaJYCBUmyKUtH3AkjM9krCtA92H3ZU7nXzMuqTOhco7dTcydYwENA2JL5hfJJ9nnWg6hMg/DEmHC+1icioI5CRa02mHKYcZg4ZJMzFBQZChxis9MyzaR4+2/HqLtIAoq+s2hgSco1vbtOaLD83AlGmgdDsXzX6SftWVHyFi2Xh81v1T4aV9ey0JwMA8DHDZan1Om1xuuMTxIy8rhoOd0sD5SMWNRIxNtB8vKDNfQWJ3X5jDpjCfppG8twkEqLjdHR8o6lkhg1dvrAADHzpiGmprqbG6LxrW9lGliwdT329LHzzzzDEpKSgrvKBw2pGJRxAIjviB3SQUsdlkMUhAEQTj0UErhzfXvIZFModjjwQlzjtnnc+7xDNJxxx1HXrEopdDd3Y2+vj7853/+5z5nSDg00NMphPtG7P22Ii/sshikIAiCcIjyUWsrOvv7YTaZcPK8uYaZ+71hjwdIX/jCF8gAyWQyoby8HKeeeipmzpy5zxkSJh+lFMJ93VB6BmarDe6SisnOkiAIgiDkZDAYxDubNgEAFs6aCT9bP21v2eMB0m233bZfLiwcusSG+pFOxKBpJhRV1ECTILSCIAjCIUg6k8Hf3l0PXVeoq6jAUQ1771rj7PE3n9lsRm9vr2H7wMDAfpnSEiaX3u5uxIMjYkF3WSXM1vwrnAqCIAjCZLFm+3YMh8Nw2u345Jxj9qvLeo9nkBR34IySSCRgs338vkyLfEUwj4YmKGCEQFQZ9/Bq1KGxpTtA0ppGy9s/gbqfVltL0gOKugpWr/47SfdGRpxXiUQCW7eMhHLwlZWjrGr3r9bSio6tA2w5eT9zPhSl6f7bNlPXWy6sLupyKnVRkfhwnF6zxkedWrpW2KlgZ84dW4Y6TzZ30R8DkQLuo0SOVVsdRbT8TWmaL6UPk7SvQDiThNNoW3WzgWyatbUy1m5qyvOvZTUUzRGKhP3+CbBdEoqFDzDlF/VrOcJOVGv0PsqYi8pKjVrwWPL3OVabsT6KXPSY4SQtb1uSPpNxUyGLk3GT3UyvkWJVOsAcfnomf+iXXL9kNSttB4q1K7eT3ruJn4U5nhJpYx4U69WSLLRIKJG/rXpYu6z0GI08DhMLUcNCVSQKuLT9zPHXa87xtcbCmfC+waTn71jTJtr4Mzl213lRMFebrcBM/PZB2p+lMwHDPhUl1ClqStBnqLTUn/cabid9Jh2xoGGf6hoW4iRB63wwmN+5OMNH+22/z2gr7OikTjkT69sTOnPhsuNXjdZHV38/PuoccbSdftQslOgaMNZ+PKyzGO/gm+BbkQkPkB566CEAgKZp+MUvfoGiol12w0wmg7/97W+iQTqM0XUdbTtaoes6HC4XSqskCK0gCIJwaBJPJPDOxo8AAMfW1aOh1Bi7bl+Z8ADpP/7jPwCMzCCtWLGCvE6z2WxoamrCihUr9nsGhYND586diMfjMJstqGxoksUgBUEQhEMSpRTe3vgRkqkUfO4iLJoytfBBe8GEB0gtLS0AgNNOOw3PPfcciosl3MSRwuDgIIaGBgEADQ0NMEkQWkEQBOEQZVtHB3oHB2EymfCJo4+G5QDpn/dYg/Taa68diHwIk0QwEkHnzg4AQEVlFYo8HkQntsioIAiCIBxUOgcGsWHbVgDAnGnT4D2AgdMnNEBavnw57rjjDrjdbixfvjzvvg888MB+ydjhQm88CtPo6LXImn8Uy/TXAIC/xKgwzxylr7bcxVR4HIvnD2cCAEjRc8wopirH9tpKAEAylcIbr66HUgqlPh/mNjRA0zQECgiRAaCXhRpJZZhCkYkiewJU2NeP/OJOAKhkQu8kW6m92E2FfbY0veZgJH+IAgCIsnz6HFRg6GJL+QcHaDgAnYk7U1yNC0CL0X248D7NwnroLE+z6soN5+RUeGgIgp5BKvwOh2lZRGvzt9UimzFMhY0JVauZAHcLa8uhAqF3+pPG+glG6DkUC1VhZ69+bTlE2OPx+f2GbRb2A6AtQsPD1LJ2Fy0goI7muI+kiW5Lp+gzpUy0neQK8zEeG1fIw2iYMdvpPiYLFalqqfzPg81mVEMnmAJds9B82lnReJ1MGMvI9UtfZyJ4K+tL4lr+tppkYXUQNLZdq5U9g0xlbSpQ/hbWDnW7cZbdzkLW6Irmy+XKrzavraemmK4eo1t8mIXOeT9MBdTVw/S555SV0n6irWvQsI/TQeuwlBVNuoCzuc5LyyqUw9jVy77HXnq/naRrmdB7dv3od1Y6jd+8+lfoSqGysgKNR01FRtOgpY2GD8UMBOO7jokKSCY0QFq3bh1SqZEnYe3ataJPOQJQSmHl22sRCkfgsNkwZ8pUqVdBEAThkOX3/3gb3UMB2O02HDdvzgH/zpqQ1+21116Df/SX2Ouvv47XXnttt397w09/+lM0NTXB4XBg0aJFWLNmTd79n376acycORMOhwNz5szBiy++SD5XSuGWW25BdXU1nE4nzjjjDGzZsoXs88///M9oaGiAw+FAdXU1vvrVr6KzkwbAO5L5aOs2tO3shEnTcOy06bCJ7kgQBEE4RPlgRzve3DDiWpt/3FzY7QXWf9gP7PFCkZdddhlCIWOE7Egkgssuu2yPM/DUU09h+fLluPXWW7F27VrMnTsXS5cuzbkYJQCsXLkSF1xwAS6//HKsW7cOy5Ytw7Jly7Bhw4bsPvfeey8eeughrFixAqtXr4bb7cbSpUsRH7eGx2mnnYb/+7//w6ZNm/Dss89i27Zt+NKXvrTH+T8c6e0fwDvvjZTXwrlz4C8qKnCEIAiCIEwOwWgUT772JgDg5DmzUVFRWHawP9jjAdKvfvUrxGJGbUEsFsNjjz22xxl44IEHcMUVV+DSSy/F7NmzsWLFCrhcLjz66KM59//xj3+MM888E9dffz1mzZqFO+64A/Pnz8fDDz8MYGT26MEHH8RNN92EL3zhCzj22GPx2GOPobOzEy+88EL2PN/85jdxwgknoLGxESeeeCK++93v4h//+Ef2VeKRSiQWw99Wr4FSCk11tThq6pTJzpIgCIIg5EQphd+89ibC8ThqSovxuUULDtq1JzxACgaDGB4ehlIKoVAIwWAw+zc0NIQXX3wRFRV7FtQ0mUzinXfewRlnnLErQyYTzjjjDKxatSrnMatWrSL7A8DSpUuz+7e0tKC7u5vs4/P5sGjRot2ec3BwEI8//jhOPPFEWHfzqimRSJB7DgaNK5Ae6ui6jt++9hdEY3F4PUVYvOA40R0JgiAIhywftO7AxvadsJrN+MqnToE1R7SCA8WEr+T3+6FpGjRNw4wZMwyfa5qG22+/fY8u3t/fj0wmg8rKSrK9srISGzduzHlMd3d3zv27u7uzn49t290+Y3znO9/Bww8/jGg0ihNOOAF/+MMfdpvXu+++O+f9JRIpmEZdGMV2qu6vKim8VpSNuUKGggMkXabT119VXqruz0VngDoTArEAAOD9zZvR0rkTFrMZpy74BGy6GUjoKHbTa5TbC4eMKU5R90SyizoVnMzNYnLTc8a76X3mIslcgRYWEqLMT0NblLip4y++o6PgNXqZg0nP0PfaSXZN/osiM4EnKMxcOTxyhd1Oz+ouorbViSy70NLTQ9KRNC27ZJTWV2ArfRaKldEFwomlmSuEOYNaItSp2Bc2uonI+RLGa2qscDTmgLGZaIFb7fkdTuU5HDReO3U/lrppWw2y0BWBYaPTZzwu3dgI9CIWOoE5nKxsorqxnLolOc4cVuahCK3TIJvZTyl2kRxOn/Hk+rGUYHWUVLQNmJmbK6Pld8AOxIYM25zMFWVnP1I9LOzN8Z9oJmlaCkAsZXzDkWKhjlwOeq8ZFnoimWBlxx/8lPE+UzZWFiz8UleK55RiV/R5acjRJoJxWv6DzB3cNpy/jgfjVB4zEDTmyeOkZTPM+m49kt8pF4zS+7D7jBIO7gIMxGl5J9MjZReOhrHmoxHd0ZT6KVjbFgDaAoawXSm3UY9U7qB9gz6uH9b1ia1lM+EB0muvvQalFE4//XQ8++yzKBlnubbZbGhsbERNTc1ET3dIcP311+Pyyy/Hjh07cPvtt+Oiiy7CH/7wh5wdxY033kiWOAgGg6ivrz+Y2d0nuvp68cHWEaH6CXPmotjjLXCEIAiCIEwOGT2D97d8CF0plPlLUFd58McXEx4gnXLKKQBGXmHV19fDNMFgb/koKyuD2WxGD/v129PTg6qqqpzHVFVV5d1/7N+enh5UV1eTfebNm2e4fllZGWbMmIFZs2ahvr4e//jHP7B48WLDde12+0FRzR8IIrEYVr37LgBgan0Dph5GAztBEATh48fWtu2IxKKwWa2YPXXmpMhB9niU09jYCJPJhGg0io0bN+K9994jf3uCzWbDggUL8Oqrr2a36bqOV199NecgBQAWL15M9geAV155Jbt/c3MzqqqqyD7BYBCrV6/e7TnHrguMaI2OJHRdx8p1a5FMpVDs9WL+7NmTnSVBEARB2C39QwNo794JAJg9dSZsBRanPFDssdqpr68Pl156Kf70pz/l/DzDV1QuwPLly3HxxRdj4cKFOP744/Hggw8iEong0ksvBQBcdNFFqK2txd133w0AuPbaa3HKKafg/vvvx2c/+1k8+eSTePvtt/HII48AGHmPft111+HOO+/E9OnT0dzcjJtvvhk1NTVYtmwZAGD16tV46623sGTJEhQXF2Pbtm24+eabMXXq1LyDqMORD7ZsxEAgAKvFgk/OX0CCDAuCIAjCoUQylcSH20c0yPVVtSjzl05aXvZ4gHTdddchEAhg9erVOPXUU/H888+jp6cHd955J+6///49zsD555+Pvr4+3HLLLeju7sa8efPw0ksvZUXWbW1t5HXeiSeeiCeeeAI33XQTvve972H69Ol44YUXcMwxx2T3ueGGGxCJRHDllVciEAhgyZIleOmll+BwjAgnXS4XnnvuOdx6662IRCKorq7GmWeeiZtuuumwfY2Wi509XWjp2AEAOGHuPBS5Cgu8BUEQBGEyUEpha8tWJFMpFLncmNYwucvQaIoH9ClAdXU1fvvb3+L444+H1+vF22+/jRkzZuB3v/sd7r33Xrz55psHKq+HFMFgED6fD7OPPgFm88g4s9RP1fruHPF6OBYTiwkUpS4DN4uLU+WjaWsmt2thIBTC/7z+VyTTGcxqbsa86buch7EwdXmYXNRxs/CY6QXzXeWiY+vHVm4gaZdO397OnUF1T1u6+gpeY3MXdVod5aauwKpimu+ggzp9PmxtLXiN7gR1cfhNtHzTzDU1OEjdd6FkfmcKANhZrCgb0++5rfRzjdlYi0yFp5cjGerq6BuibqEUe5le66Jl5ZmAO3I4Rp0mA1HqAEyxstQ1dtFM4a5G4z/ZmNvE66DPlNlJ8x1jzqFcuB30R5CDxTlL2ugzmWD3yckkjfelW3id0zp0MbfXcXXUdctpLPMYtnWG6HPcFab3PhCnaYs5/4+/XMaeAbacSZL1NwlWpzzOHcfrNsZq81po+UdAy6qOOedOPqou7zW2RYxr2fUMUumE00/LYpqXlu/GYeNiyOMZ6DC6cHt0ms8aL33GBphTy5LJ7/L0uI3uryR7Bk2sbFSBNwQu5lAO5oiXqJhbtayY5qOxOH9f4bbQZ9RiMSp5bGl6H5lRtc+6bVvx2vr1MJtM+OfTTkexN7e7c9MQddI12Iz3PbexjKS7h3f1T4lUCv/1/O8wPDwMr3f3hqU91iBFIpHsekfFxcXo6xv5opszZw7Wrl27p6cTDgDJdBrPrX4LyXQGDWWlOHbqtMnOkiAIgiDslr7hYfzt/fcBAJ84Zs5uB0cHkz0eIB111FHYtGkTAGDu3Ln42c9+hp07d2LFihXENSZMDkop/L9316M/FILbbscXPrFwvzgOBUEQBOFAkMpk8OJba5DRdTRXVWHWlKmTnSUAe6FBuvbaa9HV1QUAuPXWW3HmmWfi8ccfh81mw//8z//s7/wJe8i7rTuwob0DGoBlxy9EkcOB/kjh10CCIAiCMBm8ueF9DASDcNntWDp/AZKHSISHPR4gfeUrX8n+f8GCBdixYwc2btyIhoYGlJWV5TlSONB0DQXwynsjU5SnHD0bDVIfgiAIwiHM9u5urNu2DQCwdMFCuBwO5JD1TQr7HNTE5XJh/vz5+yMvhyWVXi8so6K0lJkK4AaC+UV4AJC2UAFohZm+DqtjS6h3sdmgBowI6mKpFF5YPTJFOa2iHCfU1wPxEWFiuYcKIwedVNysM+FfX4QKGl05Guu2MN3HbBBrUjFnOBAgaQ97u/tuH138EwDMTLwZMNNraGG6zP729l6S7gkZBYgcm4teg62yj4yVln/URtPDOUSOnAzTWHPBdDxFRZE6E17GJhAGJKN46ASa1pkouJeJmQOJwvfh9TMxI8u3MjGhJAsHYBBt54B3SOy2EGXhMkxRmm+VKtyzRlk4k6RG78Npoc+Hg63BEoqxtdJy3FaahehwualwtZyFX7AWENdGh43icycTph5TTk0MGQuNjZku4MfZsKPLsK0rRe+D10eamQNUJn+oEWcOwa7OQnT4kvSamqLPnObMLzb3x4wi7S72DGk6rePiUj9JF6Xzl1WPySjSViy0jqOKln+NneYrHM9f56YckygeN31CdEXTZo3mW2dliTRtu8Vu40VcTGStJel9NSuj0H48pTbWT1uN1xirw2AsjhWj2uUlM6bhkw0jq2Xb4/n7vO2s7UfSxvULt+2kIYKUbVedJ3OEisnFhAZI40NsFOKBBx6Y8L7C/kEphT+89x4CsRj8Tic+d+yxEoRWEARBOGRRSuHXf1+NUDyBap8Pn5177GRnycCEBkjr1q2b0MnkS3lyWN3Sgq29fTCbTDj7uHlwWgsvLyAIgiAIk8VfN27BBzu7YDGZ8C+LFxWcRZ0MJjRAeu211w50PoS9pG1gEK9vHglC++lZs1Dlm3xrpCAIgiDsjs6hAJ57+10AwNkL56Haf2h+b4n/+zAmlojjhfXroZTCMTU1mFeffwE1QRAEQZhMUpkMHv3bKqR1HUfXVuPUmYUXJp4sZIB0mKLrOv7+7jpEEgmUFRVh6dGz5RWnIAiCcEjzwtr16AwMw+Ow46JPLjqkv7f22cX2cae8pCQbaVgx19WAs3DYg3CIOhsG49RRk45QR0BJ0cjy9es/eA89g4OwmM2Y/4lPoNWxe2eBI0bPOf/kRSQd+PBDkv5HSxtJe0yFm0lNOQsomKD5XtdLQ1/oaerGK59AOA0TC18SYQ+WnbkvytwshAQKu8HSOt3HzJxYZuZi0ybwCKWZI0aZaX1oiubbxMyPUb2ww0zT6L1ys1CK5SEFmk7nijPByASp49LKXIXMYAY/C2tQliPMBKc9RJ+ZDMsnM5xBZ5/bc7ikOBpzZkV15mgxsVAJZuYQnEB0JpOZtgsL6xvs7JkaTvAbo3mkgRVGd2F2yCYnvY9PTGsi6YiW37mzo8/ozPImaViJOAtGnjHT/stR4MvO6TbqI1PMERs1U4dZqc5caQUdSMY8mFgdhkPUAfu39ZvpJcBdufR4ZTE+916N1pmXuSUzBlen4RQEzWEsK5Wgz0eChS+x+6jT1G/L3z+Vm4xt2emjdb5jgIZd0ZK0vopKaEiVJHbvpPuoqxuvbxyRhFy4aCGcZjPSyRRM7JmKsvafYn3/bBttI4kSY1iWvh761FjGnTKVNjodcyEzSIchO7s68dHmkWjH8+fOhafI2DgEQRAE4VAhFI/j/9a8DQA4ecZUzK6pmuQcFUYGSIcZ4UgY/3hnNQBg+pRpqK+tneQcCYIgCMLuUUrhqTXvIBRPoMrnxRfmzZnsLE0IGSAdRmQyGfx9zSqkUimUFpdg3py5k50lQRAEQcjLyq3bsbGrGxaTCReecPwhaenPhQyQDiM2bX4fQ4Eh2Gw2nHj8Ypj5ysWCIAiCcAjRPRzE79e/BwD43Nw5h6ylPxci0t5HHMU+2GwjYlQTmFDWVViU6nPQKggzwWIsPSKK7O5uQ0dHKwBgzsxjkUrqCCRDSJkLL5m+sJzGZOtpb6fXZALR2RV0ifxcoS76AkGa7g+QtN1BxcwqSIV+NhZeoNpPhX65MLPyDLBQFw4mxDTHqRC8ZwKhX+Jpuo/PRgWLFhYKxmaldZ5SOeqD6W+5VjzDxLMmJnIEE1DbnIXblZflK8gE1vEULSsuSs2FxkNsmPMLw/ltD4SM4QA4it1rgomCdSbANaVZG7AWFvvrrNczRWmFJJNUFJ9mAmvF423kwMLErxb2Y2aYLeY6HKVtNZoqHGDayfJVXVlO0gEWsmZgmD6zazftIOlcv5YdXIzMQlcMs9AiLhZWorKYhj/J1cwyFma2SNN0zE3r1Knnf44zOYTiFnbhBGi+NVanXPzPhcd+s7G0IqX0i3+an9bP9kFm1kjnN/HYc/QlMRsti1SE9quuFO2vQvb8z4MpHjZuY3XUn6SC5lYWzmcKC11F8pfJ4PFVa5DO6JhZXYWTZkyHpmnQWdsNs+ejvYfeV0MpC3PEmGUx1nmPl5bF+9Fd/U9qAkYLQGaQDgvC4SA2bnwXADC1aRrKS8vzHyAIgiAIk8zLH3yIruFhFNntuGDRJw5pS38uZIB0iJNOp7Bhw2roegbFxeWY1jRtsrMkCIIgCHnZ3NODVdu3AwC+vOgT8Dh2P9N0qCIDpEMYpRQ2bnwX0WgY9v+/vTOPr6o69/5vT2c+SUhCEkKYQQjzJAhSQaWCVSsdsNp6HWptb996X6u3raV1uFfba1/f1mtbbbXvrVo7qG1VaquiqFgHkHkMiowJkJlMZ97j+0dCzHr24ZwIgRPg+X4++cDeZw9rPXvtfdZZ+/mtn9eHCRNOvx44wzAMc3YRTaXw/KZOD9d5Y0ZjfPmgHJfo+OAOUj+m+uBeNDYegiRJmDBhFjxkkkKGYRiG6U84joMXNm1GNJVCaV4Yl0+ZnOsiHTfcQeqntLYdwc5dWwEAo0ZNREFBUZY9GIZhGCa3rN2/H7saGqDKMpbOmAmPevqqrVnFdoJoHgmap7Of6SH2Ah6itpDiopIIAPLC4j5+j4xkKoW33l0Lx3EwqGwwJow7p/vVWiIuZt+3xLMrg3Y3ilOuF8viazrTEI9hE9Wak2Zq/2KiUou0ieeIkq53HrEYUIj1RcLMrsYrKhTVeKVJUW2kt4j10GSxEAN78Q7cglgvjah4VHKNlQJRXVHf4b7GbmhdiQUBUVhQvYWpZ58mP0pUbAXEPiARFa8xVQTKvZiK3yIWHTZR9sRIu9HN7CpC0jQhUdUatRYh56SWHulIGmLd/H5i9UIsa2IpsV1Z2ZuqS+2ok3jqLaKth0MqbvUi/h3EpmhfnagE7SBK07p28R41TaozdGMT2xXLEa+hSq6xo4kKS1PPbu8TJwEdSO8PU4wlfeLVESulNE4jkCTxGBppRzL53JdF5JRI08zyomJsdDLi75PEzx1v5jcCqTT3i98Sy5kkbdVvi9GR/eGM57D97mC1HhbbZoq05YRfLLenh3y1vr0DK3ZUAQA+M2kihhYVwCwocJ0jFRef3e1JsdySj5wzlfmm29ThNuMJSmJsej7ijOxNHwCPIPU7HMfBO++/i1g8jnAojOlTZ3LeEcMwDNOvMSwLT69bD9O2Mba0FOePHpnrIp0wPILUz9i2czsO19VCURRcOG8+ZM1tWMgwDMMw/YlXtlehrr0DQa8HV507/Yz4Yc8jSP2ImtpabN7emXd03ozZKCwYkGUPhmEYhsktu+ob8O6evQCAq2bOOC0l/engDlI/IRqL4bV33gHQaUI7ZuSoHJeIYRiGYTITTaXw7PqNAIC5o0aiclBZjkvUd/ArthPEpynwdiXEuhJIbXGIUTuGRYFl23jhn28jkUyiZEAhLp9zfndycFARj9lqictGyt3HtW0xAa4lISYOt+xqEZYL8sTkzokjhwvLkZQ47Xs6PGXiTWGkxDJ0JMVfFPkkCc80sydz1lfvF5ZD4ZCwHEuIU/dT24qxRdk9gKidSVNMTB5sI7YseSRZ06Dz9KehNSpeD4kkfrusRkgCu9mLDEMpJlpVxMhU/o4sHjMUEMuQ782c3AkAJqlrS7toW5BMkURjVdxectxtl0bPJveMRO4HmpSd78n+Stomvwt1IlIAaYshhQgSiBVJOiyVWFloYnx1R4wNcZuBpmV/NKvkFUaM2BQdioj3rW6JSb95avZf+aZFbFdIuwkQm4k8Ym0RSWW/r2myeDIgXp+CpBgrSxbP4XWyCyO8XjGepi22Gyro8FGbFkuMdYD66gCQDXFdMCHG6jARTvgS4vUwXdfcnQkuua6h2DZ1STzGwHhmO5PPl7otPGqniOs+qBOT/Q/qH9fLcRw8sXYjoqkUBoTCOGd0JT6Ki7FTGtvcJyZfhR0d4jlMRbyPg+HMlinNuvu+H0LsqxI97nvdyC6CAHgEqV+watNGHGpqhFfTcOWCi13KKYZhGIbpb9QcrsHBxgYosowFU6dDVU5fSX86uIOUYz6srsbanZ2yyMvPn4cBeZlN+RiGYRgm10SiEXy4+0MAwLljx6MoL/sI/ekGd5BySEtHB/6x+l0AwOzxEzBu6LAcl4hhGIZhMmPZFrZWbYVt26gYWIIJw0fkukgnBe4g5QjDNPHcP1chZRioGFiCC6fPyHWRGIZhGCYrH+35CJFoBB7NgwsmTz0jJP3p4A5Sjnh13Vo0trYi6PPhc/PnQ5H5UjAMwzD9m6YjTThw8AAAYNL4SQh4zwxJfzo4G/gECSgavF3TvceTonKICCFgKp0NacdHH2Lrnt2QJAmXzl8ILVyEo1oR1RSPESaqkGCFqNyyW0RFGgC0NGVWOcWIsmRvu3hO7/4DwnJBSFR2AcC4oUPFFQXi4sCoqGjacOCQsGzbYodQ8WZP7gvqoiokSOxOgsQWQSLT7u8+Ik6hn44yR1RveQNivP10xntZvIWKfNkNheNEYWZYRNFE1GEKUbeYyK7AcIh9Q4Io+kB+8WnE3sFy2aG4UcmPxoBHbKsmtY8h9ZJomdKQIpY0siKeVCG/8Tp0se1HktkVZ7ZDFGckNhaRmMnEekHrxWSuqQSx8yGxoyqqhJ1dqUiFVI1JoiK0xfvcQ1RU2Y1fgBhR9CVJPbxUUEKuj9wLXxY/2YfeUzZRvBZ4xHqEirPnbQaCYm09REblIZYdhiS2u0gi+z13SBRNQSNKRYcosxRZfA5ITvb7QSLPFzUmKvgconxrJM/6oX4xli83tbnO8Sm/eB9PGlzQ/f9IIonfvbEdADBy8DAMLSxFC1Gjesl9PsCTRoFG1KaRmHifVpBOV1MaxWtPfDG35dagIYXCsu39+AKl9N60fh5BOuU0tTTjjfc75zuaO20mhpZX5LhEDMMwDJMZx3Hwp3feR0pPIRwMYeKocbku0kmHO0inkJSewt/ffA2WZWH44CGYNXl6rovEMAzDMFl594Pd2FFzGLIk49zxU6GcYZL+dHAH6RThOA5effcttEU6EA6GcOkFF5+xiW0MwzDMmUNdazteWLsJADBh1Fjkh86O6Wi4g3SK2LR9K/ZU74csy7j8wk/Df4Z41TAMwzBnLoZl4Xer3oNhWaisGIRRFcNzXaRTBneQTgGH6+vw9to1AIAFs+Zi0MDSHJeIYRiGYbLz9/VbcLilFSGfF9deMOesevPBKrYTJOjxwufpVBZYtqhasHUTsXgc/3jjVdiOjXNGjsbE8RNhZWhgsiOqDhpbxez+0nxxttLJZUWuY+wxMmfoHyKnN3VRdVDVLPriFCfdx7M9DRnP4bNF9cq0SnEiMT0iHrMxIp6zcxsxniZ55d3cJu7jJcorhXhoeUrcajzNIMoRspiwxFtEIoqMiCF+rua5vaeomCtgi+VIdIgbxHXxGJJX/B2jytlVUw6RSZnkp5BKFE4WKeQR4quWDpsolGwia3PI9ZAlsRAeTy9yGGRRzWWR6+XI4jlTxGPJ7oVSjpbL5QdH/N8khXhNye52RaE1pcekXoQ0dqrf/VuWljNqivdUKiYe0yZqO1nNruRJEVWgRbwgZY8Y/wTxtbOTvfG8EusWdkT/MIN4RWqk3fg8vfidT57NPk28j2Xih5giHoD5abzXKMEgUQkSZVUwLsY7QZS7HjO7clFWxDcPpiLGSlHEdlPmF2NXPmJQ1nNYLR8/23fWNWLVjs7Zsm+edx6G+HxYr4rfSUWkHuUlA7Ke44NaUVGcIv6U3gLx2R3XxetXW5v5+wcANtSI22hDP/4O0vXszwWAR5BOKrZt4++vr0Q0FkNhwQBcfP78s6r3zTAMw5yeRFMpPLF2IwDg4nFjMG3o4ByX6NTDHaSTyHsb1qP68CFoqoolixbBk24+CIZhGIbpRziOg6fWbUZHMoXBBfm4Zta0XBcpJ3AH6SSx98B+rN64AQCweP6FGFjofhXGMAzDMP2Nt/ccwNbD9VBlGd+cPxceOiHoWQJ3kE4C7R0dePHVVwAA0yZMxPhzzslxiRiGYRgmO7XtHfjLls7Zsj8/ZQKGFmXPKTpTOTu7hX2Iz++Dr0uybzopmJaFF1e8hGQyifKSElw+/wKoXQl+ltmLpEhDTNTraBUTkZubxWS28ePdM3FXFIRc64RjxsWEt5aEmJB7xBQT/+IkgQ4Amva41/UkRPINRybF5MGpw8uE5WDQnei6y27OeA69Q7RZIfm6CA8QE9oNxf2K0+/L/BvB7wkIy1GabpuICIt2mgT5FEleDuaLdW1qaheWrRbxGIZEk4KzJ3PS5GWFJAHTcpr0t1IvbA9sQ7ymDmiSNtmeWHqYVvZ8POLyAYlYQCRoUjZJIu7NL19aCmqB4k4zFtuARj1X0hAKkMR8ctSETq8psW9Qe5GYT7yN5KBYDy+xM7GJbYgWFNs6AOSRhGiPLCYJyx7xHCQXGjFJbGe2lO5+I9dUFi96Pkn0ThEBSFur22aCsrtWfFbYKrmPieBAIvYnRd7s8R8eEhOiDZII7pdEa5Eykvid8mef+kVJidfYExCvGTV28fnEeg5NG/+PMUwTP35/IwzLxpjyMkycUAnNIs8Ocg96UmK95FT26wEiRAlpYrmSxGLIJPeH4c2erlLVJn5HjQq1fby/0RvxAI8g9TkrVq3Cobo6+H0+XPWZS6HSG5FhGIZh+iHL31+LhtZ2BH1efH7u7LNeVNQvOkiPPPIIhg8fDp/Ph9mzZ2PdunUZt//LX/6CcePGwefzYdKkSXj55ZeFzx3Hwd13341BgwbB7/dj4cKF2L17d/fnBw4cwE033YQRI0bA7/dj1KhRuOeee6D30sDuWGz/4AO8v6kz6/8Ln7kMA/LOjtlGGYZhmNObquoavLl1GwDg83NnIdSLEa0znZx3kJ599lncfvvtuOeee7Bp0yZMmTIFixYtQmNjY9rtV69ejWuuuQY33XQTNm/ejCVLlmDJkiXYsWNH9zYPPPAAfvGLX+DRRx/F2rVrEQwGsWjRIiSTnUOBH374IWzbxmOPPYaqqir893//Nx599FH84Ac/OO56NDQ14oUVKwAAF5x3HsaNHn3cx2IYhmGYU0VHPI7fvfEmAOC8cWNwzuDyHJeof5DzDtKDDz6Im2++GTfeeCPGjx+PRx99FIFAAI8//nja7X/+859j8eLF+O53v4vKykrcd999mD59Oh5++GEAnaNHDz30EO68805ceeWVmDx5Mp566inU1tZi+fLlAIDFixfjiSeewCWXXIKRI0fis5/9LL7zne/g+eefP646pHQdT/z5T9ANHSOGDMXF8z51XMdhGIZhmFOJ4zj4/ZurEEkkMLioEJdMn5LrIvUbctpB0nUdGzduxMKFC7vXybKMhQsXYs2aNWn3WbNmjbA9ACxatKh7+/3796O+vl7YJj8/H7Nnzz7mMQGgvb0dhYWFx/w8lUqho6ND+AM6G9ef//4C6hsbEAoGcdUVV0CRc97vZBiGYZisvLV9B3ZU10BTFNz46YXQFM6bPUpOVWzNzc2wLAulpaI3WWlpKT788MO0+9TX16fdvr6+vvvzo+uOtQ1lz549+OUvf4mf/vSnxyzr/fffj//8z/90rd9ctQkbt22BLMv48pVXYEBeAEe1BJYkZuqHg9mVEDBEtYuP5DEpKaI+SrgVA6262+5CPIjYgcvzis2g3SB2GhFR1QYARiCzksp2xHMcbmkTlocWi4oPjz/sOoacRYHUSmRSdBr+gFdctjpEtQUAaAGva11P8gLESkQSHx5+WVzuaHPHJZbIHCufIraLskIx/qZO7Rvc1yNJlSNEzpKiShRyfRIg9iZpFH96irQrNYtFB1lBxHhI9UaNRzRmfiJ6UEiREkR9F/Zkf8SZxGZCIvGmaaomUYv15gvFQ9qJRC8Qabs2xHN45ezncEhsiGsRQkFR3UqcR2BI2ZWLFrFZ0XVSD6I2solS0ZSyPJsAxGyx7dlUnSeL5aTK3xc/qsl6DliiiikgUcsUcfOhgez5OOVlYjlUn/hsCZP7RSXLMS27Zc0RXVTNDiSWQapfvKj1RGm6v6ZOWG7qaMdz760GAMyvnAA9psOht36x2G685NlhkNzd9ohYxnRQdWrIJ560pUN8xhUExe+L+RPHZj0HcVtCrP1ji5RUL/ONz/qhjsOHD2Px4sVYunQpbr755mNut2zZMrS3t3f/HTx4EADw3EudCeKfu3QxRg4dckrKzDAMwzAngmFZ+PumDbBsG6NKSzFt+IjsO51l5LSDVFxcDEVR0NAgmso1NDSgrKws7T5lZWUZtz/6b2+OWVtbiwsvvBBz587Fb37zm4xl9Xq9yMvLE/4AwLJtTJkwHpfMvyBLbRmGYRimf/DWzh1ojkQQ9Hpx6ZTpZ72kPx057SB5PB7MmDEDb7zxRvc627bxxhtvYM6cOWn3mTNnjrA9AKxcubJ7+xEjRqCsrEzYpqOjA2vXrhWOefjwYSxYsAAzZszAE088Afk484YKBwzAjV+6ihsXwzAMc1qwp6Eemw/sBwB8ZuoMBLyZUw3OVnI+k/btt9+O66+/HjNnzsSsWbPw0EMPIRaL4cYbbwQAXHfddRg8eDDuv/9+AMCtt96K+fPn42c/+xkuu+wyPPPMM9iwYUP3CJAkSfj2t7+NH/3oRxgzZgxGjBiBu+66C+Xl5ViyZAmAjztHw4YNw09/+lM0NTV1l+dYI1fHYsI5YxDwZ393zDAMwzC5JppM4pUtmwAAM0eOwoiSkhyXqP+S8w7Sl770JTQ1NeHuu+9GfX09pk6dihUrVnQnWdfU1AijO3PnzsWf/vQn3HnnnfjBD36AMWPGYPny5Zg4cWL3Nt/73vcQi8Xw9a9/HW1tbZg3bx5WrFjRbQmycuVK7NmzB3v27EFFhWjV4fTCYqEn76xdB9gSvnTFldBIkmNDfZOwnIJ7Kv+ZlYPFFQXEHsMUswUPtorL7W2iTQUAtJjiaJiHWDwoZLRreuUoYXmBItbj5ferXOfYF+1wreuJo4pJdyqxWfmwWrQRyStxJ2/KauZrMXqg6BHUnhDrXdcolrE4jZVC2Je5c2uZJJuQJIj6SHuJpslBNRPUAEAkQJKEPaq4fYQkYnZY7uRmK/MpoJskWZYkz0oQkzutNAm7KrWqIO3KJrGQiO2HTNqdlDbvmIzkkoFZD4mVQiwKTJJI7si9uJ+JP4bmFY+pkFjFSfi9vbAz8ZJyeEi8QawtJCmzOCAdPg85hldMrlWpF4+H2GtY2ROoadK8olGBh5hcmySWDpI3e6yCKTFWfr/4LIkS0YNGEvHnjXTP4bO1TpxXT9LEEZMQqYdMsrQLibXFjFB2qwu/Jl6zmEdMNE5ERIsniYgWDsTSWXaQduARn195Y4YLy4d3HRKW6/UkXt+0AQldR2E4D+NGjUYDSVgeR+QWKU1sRwHyeZy0CU8yewI0batU6JBsE61hmohVUkMa+yvKqMGiUMuwP46n6fTOaiTnHSQAuOWWW3DLLbek/eytt95yrVu6dCmWLl16zONJkoR7770X9957b9rPb7jhBtxwww3HU9S0vLN+LQ7W1eLaKy/l2bMZhmGYfsnO6v2oPdIMRZZxweSpUHqhjjybOetVbCfKN778Lwj4/Thw6CAeeuL32H2gFxJThmEYhjmFtLS3YdNHuwAAs8aNR34os6k5wx2kE6Zy9Bj88Fu3YsigckTjCTz2zF+w6v11n/hVHcMwDMOcDEzLxOrN62E7DoaWlGJMBU9J0xu4g9QHFBcW4nv/+i3MnDQBjuPgH6vexlPL/w7d6N17ToZhGIY5WWzauR0dsSj8Xi/mTJjEqutewh2kPsKjabj6ssX4wqKFUGQZ2z78CE+//iZaOjInMzMMwzDMyeJgfS321BwAAHxq0hT4PNkTzJlO+kWS9umMqTgwu1RfiqZh3qyZqCgfhCf/uhwtHRE88/oqLFm4EONHjYKTptPe3BJ1r+xBSBOnuC8dIB6ktdW9f4lHzPgv92RWapnkhlFi4jEvGU2UdgDebxCtQao6xOnl6QvGFFE8tRKLArXHNPBHKcjLbM0ygEzln+cTt1eIUiIQcKvYPIGga11PLPJLy7aJlQKJrep1W6Z4dLc1SE98JE8ypIixSaWIOklN87uGqu0opO0FiO0N/UFpG+7j6SZVz4kFN4lKSiUHpQ+bwiK39+Hh+kbXup4kiNKKKuMM0vLaTLcyK1taqtcjtiuVtF3iAgJPmutRUpTvWteTaEJsEymiVrXIOWk906GRCOcT65GoJaqLbJmcoxe/l2ko/OQeHOgV74d4RJywl6rg0hEh50jERMXSvnpRuZsisQkH3R2A6WWilL2IiGm8ATEfp75OtKVKtIvnpDYW6QiR+IfIOXVyzQ2iEpUzfzUAAJrIPWkfEK1EWiPtWLutU9J/zvCRKCkZKDTfSVKatxz0GhP7GJXUq40oZFU9u4VQgU9sq1HyHVQ4QLweRkos1M5eWIUUtZHvJPXjZ55u9C4FhkeQTgLDKwbj3792A4aXlyNlGHj2lVewcvVqWHaWLzGGYRiG6QMcx8GGHVuhGwYK8vIwfvQ5uS7SaQd3kE4S4VAQ1y1ZgjlTpwIA3t20CX/424uIJdwjJQzDMAzTl2zc/RGaWo5AURScO2nqcbtFnM1wxE4iiixj8bx5WLpoETyahv2HDuGxZ57FYeITxzAMwzB9RUNrC9ZU7QAATBk3HuEgS/qPB+4gnQImjhmDm7/4RRQW5KMjGsXjf30OG6vcs1MzDMMwzImgmyZWrF8H23EwuLQMw8orsu/EpIWTtE8Qx0jA6UqqtRJiMqGvhy3C0JJS3HLDjfjLSy/hg9278fc3V6Gu+QhmT58NNYNVQYJMeV+cLyYap7MYrKoWJ6tUBmZOdq6AmMi6/rBokWLBnfR44djh4orazKNidU1ibCKKWPKA4i5jUBcT6UpDJMma5Nl1EGsLvy32/x1XkjHQQqas9+XTRG5iESETqwuS0Gva7nPorpR1EUMXLQVsW9w+KIuJr1qpe7b2xrom17qexM2ksKwqYmx8GrGQ8LjbZEeWWSskknQ6MCiW2x8SY+XxuX/VTi5xJ273ZBexZ6ipqRWWHZVaqLjz/hwp82MvQRO7TWrVI+6f53ffH4X+zPdcTCfxJlYjFvntaqWph0buIdryHL94jESb2AZiZA+1F5nHNilHql1su3l+sW0q5BxSL75ygsSORA+IsVRJrBpIaKLN2bObraR4jfOCYupDW0KMVYcplqkqlT1WQ4glyr7Gg8JyiNj50HvOm8ZSiEJTlR3bxD+3bEJbNIqQ34/Zk6fCo30cP40k5ncEsvuI+sjtoJK27YuJx2wkbdcbc4tU2pPisyIlapFwTp74HC4ij+V60pbT0UGe90U9bYp6OU8hjyCdQnxeL77yuc/hkgsugARgw7Zt+Ms/lqMjGsm6L8MwDMNkYvfhw9hZ0/kD+ZIZM+DRWNJ/InAH6RQjSxIWzJmDG666Cn6fD43NTXhm+V9Rc/hQ9p0ZhmEYJg2xRAJvbtkCADj3nHNQUVyc2wKdAXAHKUeMGTECt9xwA0qKipFIJrF8xT+wfusmtihhGIZhPhG242Ddjq1IGQZKBwzArHHjcl2kMwLuIOWQAfn5WHrF5zD+nHFwHAer16/FS6+/ilQvJsFiGIZhGAD4cP9eNLW1QFNVLJo5EwpL+vsEjmKOUVUVCz+1ABedfwFkWcbe6v149m/PoaW1NddFYxiGYfo5R9rbULVvNwBgweTJKAhmdgdgeg+r2E4Qw3SgdE1b3pEUX485ZF7+eExUfABAp1BLwthxE1BQWIxX33gVre1teObF53Dhpy7EtLHi7Kd+RbxkgbDbOGFAnmhzsOlgZoVTXkBUw0wYJL67bkkzLXtdShzlGqSl09N9TP7QAcJybZuoNLEk9znqU6J8IujP/PrRSxRMUVncPqq7lUCKIaohTCVzPUJEYaP4xHOEiRoDAEyvWI+WNtGfj96EukEsPCCqRrxpVIVlRUXpivvxMRWxwx1PiG0xbmduuwDgSJl/T0lkF4fYuMycPFFYbkhzPzj19a51PRlRJkqW9Q5RIXM4KlpCqGmMRQLZfl37xPjGOsQ2QgV+muw+h5PlHBpRQ2pEDekn9hlymtj7vZnbariQqARN8RprhtguzTQqT8Bt1dITnyOWy6+KZSoKic8iNZDN6AUIE/Wph6hXBw4QlXL1UaI464XopbVNVFEFiKrNJtdYlcTYJOzsYwst5Br6ScNpJwplk1yPRBb1KwCU6HGs274ZjuNgVGkpZo4cKhjRHiG2H+XEQqjA67Zfotik7vlEtZmXJyrhGqNiPQ6nsqvxDKIaPELqbueLD9Y8TXwmmmpm1SgAJHvY3Oi9sLwBeASpX1FaUoovLvkiygeVwzAMvPbma1i15j3YbFHCMAzDEFbv2oVIIoGQz4d548YJnSPmxOEOUj8j4A/gisVXYMqkKQCAdVs249m//w2xeGbDU4ZhGObsobauFrvr6yEBuHDCBHgyzKfHHB/cQeqHyLKMubPm4pKLLoGmaqipPYzf/fXPqGWLEoZhmLOeeCKOqg873RimjRiBsoKC3BboDIU7SP2YUSNG4bovLEVhfgEisSj+tPw5rN+xnacCYBiGOUuxbRtbt2+FaZoozc/HtOHDc12kMxbuIPVzigsLcd0Xr8I5I0bCsm28+NYbWP7m6zCoHQLDMAxzxrN3/160tbdBVVVcOGECZJb0nzT4peUJYlmdfwAQt8SGmiIKAk11Z/MXBjNn33tlGUGviq989gq8u2EDXl+9Gps+qMLhxnp89qL5yA+6VQhjBosqtNaIWy3Uk3Xb9grLQweIyhOzsMC1T5KoW/xS5intC4nyoTAgnqM95vbWIeIU1MRirm16ck6BGAtPHvX6SuM7pItKEq8nszeR4xWvl26JZVJ0d66YnBS30bL8LgkFRcVGc1wsY0fSHSsP8VazDaIyDIXFYxJ1V3O7qP5KpBEGhIKZVVMOUYaEFfGaz540U1i2hg92HeOvj/464zmSTaIic9LooWIZa+uE5dqYqBgEgMFZrnE7Ue3YIfEx6dfo/mkeo7p4PahHX4Jcw4gheoFp5EvPSaNoSrnc10Q8HeI+7bbYJnSyLKdpl1qWrwiqpBtIFLHDS0cJy47iPkdbfWPGcyhJsZztJJYdMeLPl3Sr2EJZVLZRS2y7kZh4PxSSNlNgZvcwkyXy/PGL97VE6qWSWy7P45bENrUcwd59ewAAMydOhb9skPAkLg+J++QTH7vWiHjOuqj7maqS760a4nGZksRYFo8U/RMLbPG7QSordZ2D0tJ+RFimCtdETHwGGo54vYxI5u8GALB6NOXeDjBw1/M0QZIkfOrcc/GFSy6Gz+tFw5Ej+P2LL+EA+UJgGIZhzjx0w8D7WzfAATBs8BAMKx+S6yKd8XAH6TRjWHk5/uWzl6G0uAjJVArPrXwTa7ft4LwkhmGYMxTHcbBxxxbEE3EEA0HMGD8l10U6K+AO0mlIXiiEqy9djEnnjIbjOHhn0xb8bdXbbFHCMAxzBlJdexA1dYcgSRLmTJ0JTcs+MSJz4nAH6TRFVRVccv5cXDJ3NhRZxp6ag/jDP15Bc2tbrovGMAzD9BHRWBQbq7YCACaOqURRQWGWPZi+gpO0TxDbSsLuSmJTiV2DRWbVdyx3cq1Jks80kuxMx4Q64mIy58C8YiycNQfvbNmI1o4I/vCPV3D5vPNROWJ49zaTRoo2FFt3HBCWJTIF/q64eNZ8xZ30GPCRxNVw5qRF+oNnAEl6DKWxTThM8mtjbZktBKqaxfiXl4hJkoPy3UmPlkNvgczJe6qHVMQUy21E3cnNMZJknbAyJ4zm+cWGU+oX929JYzvRTmxUJCnzrT0wv0BY9jskMTPqTuy3TTExMkAn7VXEclcMFm1BVNJGWrdsdp2jgNjFWAkx6Z02M79PvB6zh4jnfKv2kOscyJKgGUuKsaDXT/WLsbV09/H8Jm0HYr0uGiImqB8hCdd1xHrBdh0PONCR+X6IxcVraJjifW0Sex+JesUAMKTMieABcv/4ieVDgFjzmIYYSwCw/ZkFHtQOyCCWKAlLrFfEcZdZS7OuJzJJWI8Sqx365LDS3INDwyQpm7SLhFdsvA55KFok1iFYsG0ba7du6JT0FxZh6qhRkHu0FZnccxMKxWeLRqxELJKA7c1iHwQAy+vEdna4QbwnvUfEhHaDTFgZpnFJg4dcn5hPbCeyX6xXol0sk7cXSj61R/tWelFvgEeQzgiKCwpw6dx5KC0sgmlZWP7Pt/HG+g1sUcIwDHMas3XPR2hua4VH1TBvyjTIbCVySuEO0hmCz+PFRTNnYfyIkQCAdVU78fSrKxFLJLLsyTAMw/Q36luOYNuejwAAcyZNQcif3ViW6Vu4g3QGIcsypo2txOcWzIdHVVHT0IAn/v4Sahubc100hmEYppfohoF3t2wCAIyuGIrhg8pzXKKzE+4gnYGMGz4M11/+GRTl5yMSj+PPK1Zi64cf8VQADMMw/RzHcbCpajtiyQTyAkHMGj8x10U6a+EO0hlKcUEBrr/8Mxg7bChs28Yb76/Hq+++zxYlDMMw/Zjqw4dwuL6uc3LgqTOgqaylyhUc+RNEjxuQuyxGvIoYTlUVOyPRDrcy6GBzi7Bc4M38nnlgqahIS+Tlu7bRU52KAElRcNkFF6Fo+xas2boVO/fuQ1NLK6ZNnYlgIHjMc3hSxH4jTWJgIVEmOJaYEN5IVVDtJBeKuE+XDnNPR28SJdZhM/PcHymIapi4JKpGbMWtHgv4iCUElR4SFEWMhc8vxrGhxa3I8fnEWJmpzNYvzWT6//ICcX+/4u7kOsTGJhrJMicW+Wk0rFS0p/H7RGUKAByOi+oVTxpFkkA4T1jU21qF5ZqdH7h2Kc4X2//AgmO3UwBoIDYTzVGxTGUet4KmjdjDHGpudW3TE8V1X4vBUz3uNpO0Mv8QaU2JxwyRek8dKc6SrKQZ/R3Z4LZR6YlXEe+XkF8s90s7qoTlQBprC4/fvU74nNgrGYb4HGgnFhCxNHO1GfHM7cghilkqtlNl8Z7Mp0pTAH5P5nbkJfENk2dP0Bavsay57/MYMotiHBILjaietVAIHZEItn6wEwBwwfRpmDh2uLBNtI1YapjiMZocsZwjiFqrXRG3lw23uu+VZvEcVCB2JCLec3lBMVYeotiU8sRnSzp8A8Vy12/fJZYhLFolqeT7xpKzJ6+rPWNl9e5tCo8gneFIkoQZE8bjyosuhM/rRVNrK1a9+xYamhpyXTSGYRimC8u28N66NTAtE6UDSzB70oRcF+mshztIZwlDyspw9aWLUVJUCMMwsHrdGuzavYvzkhiGYfoB26p2oKW1FR6PB3NnzYbEkv6cwx2ks4hwMIgvfPrTGD5kGABg50cf4P2Na2Fke1XCMAzDnDTqm5uxc9eHAIDzZpyLAEv6+wXcQTrLUBUF0yZPw7RJUyHLMuob6rHqvbfQEcmcz8AwDMP0PSldx+qtnbPKjx4xEkPIDPRM7uAk7RPEVjTYXcmQKrELoCMzeQEx0QwAmlUx8bWmIXPC6MjBYvJm2Ygy1zbbdu0Vz9EgJtXZjoyhQ0YiHB6A9ZveRywWw1vv/RPTJs3A4PIKDNBIYl/EPcKkaGJS3aAi0R+oyW7LWI/qVvGYvhJ38mZxvpjkayliYmQH2YX+5vIRSwgtjZ2JoojXTMkyqi2TV5IySYLMK3AnzR9qERPx26Juy5meBBXxmIeJxcrIkNvWpTxfrNveVOYkYdMQ65GUxcTWcwYOcO0TiIrxP1jblPEcH3ZNcneUoCG2w2Cbu63bQTGp+kiWxFcPSfq1iUozZbrbbiwpxt/UM59DIjm/riThNEnBNrFO8ITEekXJm+0kSSJWfGLb9/vcydLRI6Lwwc7SeAdUiHPpfHHUCGG5JU273O/LPJJRfrhOWN6zc5+wXF1Pch0l9yv9/CxfQyFZbHcmuec00nZ9mjtWQTmL+IIkFucp4j3mlcX7S01j/WJ5M483xKJiW02aFhzHwfodW5BIJREKBDF22EhEWzsFEoc19z2opjKP9jckxHYXJtY9R+JiuQMed5mLkNn6JUWeT0liqeIlNi0d9bWuYzjBzNZUErWo6RB/wDvkJgwqma8vAMg97kmrl2puHkE6ixlQMADz512EgUUlsCwLG7asw46d29iihGEY5hRQXXsI9U0NnWKaiVOgKjxm0Z/gDtJZjtfjxZxZ52PMqHMAAHsP7MGb69Ygkco8ysEwDMMcP5FYFFW7O6e6GD/qHBSQaTGY3MMdJAaSJGH82Ik4d/psqKqKxtYWrHjvHTS1tmTfmWEYhvlEWLaFjVVbYdk2BhYWYeSQ4bkuEpMG7iAx3ZSXDcYFcy9EfiiERCqJN9auxkfV+3kqAIZhmD5k++5d6IhG4NE0TKucxJL+fgp3kBiBcCiMS+Z8CkPLBsF2HGzYuQNbP9oOy3LPuMowDMN8Muqbm/BR9X4AwNTKSfB5M89WzuQOzgg7QQxbhmx3WY04oiKtlWTvyx63ImTEoAJheaeR+ZfEuh27heVQnVtJ1NQq2kQUkGnax5SIijOKV7MxZuRgrN22HW++vw6Hm2oRTURx3pRzEeqyKPnwkPj6rXC0WI8pgwdmPMfedjHHqT3uznnyaGLzLCLqLb+dOVb0Yy2N0EElyjiHqKZowrpDjmkSuwCvz21tUVYqqoeOGPXCcjkyK1OiRJ10oNGt/gpXiFYt/oBYrxSZxsEmt35CJ8oUyf1oGBUWH+S+LNe4yRSv6f69B8T9qRwMwIB2YnPgd8dTOAa5qB4fUeDE2lz7tBM1UTqLjZ54PaQdEkWZ13H/zqRjrrqe+Rq31jYKyw1NR4RlU3GfQ06KljVaFmXQhqRYBpnETlHccXCIpdBAR4ydTtrmYNLuZIgqW8MVGcAwxHoYVBVlied0yGhLgqiF20xiawTAm0V4kkcsaYIkNv6AqGKTDbcKKmBnHm/o0FQkUymsq9oKAKgoG4y8UAHiyc76WZZYj3AaRWxpYeZnN4jFTUdS/GGbJ4tt+UjS3S6PxGOudT2hViJeVbzmwbD4PRdLuK2VUo2NrnU9CZHnLLX3sUyxXpE09k2tiWNfczOLFdBReASJSYskSThvymR8+fLPwKt50B7twJtr30Z9M1uUMAzDfFIcx8H6bZuRTKWQFwpjzLDRuS4Sk4Wcd5AeeeQRDB8+HD6fD7Nnz8a6desybv+Xv/wF48aNg8/nw6RJk/Dyyy8LnzuOg7vvvhuDBg2C3+/HwoULsXu3OOry4x//GHPnzkUgEEABMU1lRIYPLsdF583HgLwCGKaB9zavxQd72aKEYRjmk7Cn+gBqGxsgyzLmTJsBpRdz9zC5JacdpGeffRa333477rnnHmzatAlTpkzBokWL0HiM4bfVq1fjmmuuwU033YTNmzdjyZIlWLJkCXbs2NG9zQMPPIBf/OIXePTRR7F27VoEg0EsWrQIyR6Tw+m6jqVLl+Kb3/zmSa/jmUDA58f8c8/HiMFdFiX7dmHHjo0w2aKEYRgmK0faO7D1g87vqSnjxqMgz/36jOl/5LSD9OCDD+Lmm2/GjTfeiPHjx+PRRx9FIBDA448/nnb7n//851i8eDG++93vorKyEvfddx+mT5+Ohx9+GEDn6NFDDz2EO++8E1deeSUmT56Mp556CrW1tVi+fHn3cf7zP/8Tt912GyZNmnQqqnlGoMgKpo+fghnjOy1KWo40YuPG9xCNskUJwzDMsTAtC6+sWQvLtjFoYAnGDB+Z6yIxvSRnSdq6rmPjxo1YtmxZ9zpZlrFw4UKsWbMm7T5r1qzB7bffLqxbtGhRd+dn//79qK+vx8KFC7s/z8/Px+zZs7FmzRpcffXVx13eVCqFVI9EsI6uqc89mgFvtzWHmMg3bIg4lX8kTSKyBjGxctII9/TyPdm2e4+wfKTd3UEJBMSp9wtD4nJAy3zZm2wx4a1yRLnw/6ljR+FPK15BIhHH5k1rMGXSudh6uEjYZ9Y5mf2Exg4WkyKNpDux0iDT+UsqmV7em3lKfEcWk049svv3gKaIyXpUqydlsW+QiaWEbrktU3zE5qCsWEy0tLIkRfoUsd4tMXeskhFRIDB7sJgYXuUTrzn9/drSILajw2lGB5sccd3APLd1Tk/Ki4qFZd0WY1Vd6x4p3k5sVdQsHoFFPvGe0wJigqjf627rZQPE2gcUtwVNTwYWi/UsJcnQkTSvm424eD0CWawuQqRtSiQpNZ7m/tAt8bxG3L1NT6wmMbk/RpLPVbjbukaSkeMFma+5TxOP4dji/tSaBwCCttiu/GF6zcR407T9gEeMrZomDAlSt3KNCGZILPN94jlV8lVp+d2xksz0St/3tmzDkfYO+LxezD/v/G7bmLgs3tfxdlFcY6d5lsSz5BbXNIuxPOgRy1lCrnlbmjzmqmwnIfWMRcWA55FnpjeNAjqexQqphShskoZ4jnhcrGeCqmcASPKxv+esLAKfo+RsBKm5uRmWZaG0VFTflJaWor6+Pu0+9fX1Gbc/+u8nOWZvuf/++5Gfn9/9N2TIkOw7naEMGjgQF5y/CMXFpbBtC5u3vo+dO9ezRQnDMEwP9tfVY8veTn+6T806L62nHtN/yXmS9unCsmXL0N7e3v138ODBXBcpp3g8Xpx37nyMHjUeAHCg+kOsXbcSyWQ8y54MwzBnPrFkEis3bgYATB09EhVl5Vn2YPobOesgFRcXQ1EUNDSIsvGGhgaUlbkd6gGgrKws4/ZH//0kx+wtXq8XeXl5wt/ZjiTJqBw7GefOmAdV1dDa2oj3Vr+MltbMc1wwDMOcyTiOg9c2bEI8lUJxfh7mTZyQ6yIxx0HOOkgejwczZszAG2+80b3Otm288cYbmDNnTtp95syZI2wPACtXruzefsSIESgrKxO26ejowNq1a495TObEKSutwNy5n0EolI9UKoG1a1/D2i0beCoAhmHOSrbs2YfqhkYosoxLZ82EypL+05KczqR9++234/rrr8fMmTMxa9YsPPTQQ4jFYrjxxhsBANdddx0GDx6M+++/HwBw6623Yv78+fjZz36Gyy67DM888ww2bNiA3/zmNwA6Jzf89re/jR/96EcYM2YMRowYgbvuugvl5eVYsmRJ93lramrQ0tKCmpoaWJaFLVu2AABGjx6NUCjzzL1MekLBPMydcym271iDurpqvPLPlThUX4srLr4UHk3LfgCGYZgzgKb2dry7owoAcMHkiSjitw2nLTntIH3pS19CU1MT7r77btTX12Pq1KlYsWJFd5J1TU0N5B7qjrlz5+JPf/oT7rzzTvzgBz/AmDFjsHz5ckycOLF7m+9973uIxWL4+te/jra2NsybNw8rVqyAr0dy3N13343f/e533cvTpk0DAKxatQoLFiz4RHWINh2C4UnfAcgPiGqluO0eUTnQKFqF5JErMma0KAmdN3OysFwbj7qOuWdDlbBcOFx89224xRECpilm+Fs+d/0qh5UIy7ubLXgBzD7/MuzdvRU7tq3G9l1VqG1uwmWLv4D8fFGdN5IogUyfW0nU3iYqmHRTVD4E5MzqIw9JiFQ9aZQOFlEPQVTwWUaWnCpiD+BaBuCYYsBLPGLdY1bmkba9LaLAoK6l3bWNn1gK1BP7DMNyKygFyFhyOpVHnMT/o0Ni2y0cJFqPNDc2C8thTVQd+tK0K5NYUUhEnWIQy43DxJbCb4oqOEd11yNJ1JH5cuYOfKggKCxrRIsQNN2KHKpCy8simlFk8frJXnHEwZvvnjdHJfdps5L5ce4nKsIUUSOZKXcbicTEc3iymKr6ZfHzIYVi7BJpbFk0m1i3eDOfwyQWK0UeMTZFRW6lnZdYh+hS5nvOINYwkQ7xORscINYLAKIqYJoWXlq3AZZtY2hZOUYPH4d4172kERGLRFS4SYjtSI+61a0xJXO5W1Pi56mUGO86VawXtW0BAE+W52ooJLabIxHxnmuNic9MQ3LfX4bstgYR0MU2oZHv2EBIjF1ATdP2pWOP2plm7+bwy7kX2y233IJbbrkl7WdvvfWWa93SpUuxdOnSYx5PkiTce++9uPfee4+5zZNPPoknn3zykxaV6QWSJGH0OVMxZvhwvPLaCzhypBHP/vUJfPriz2LEcJ5an2GYM5e1W3egrSMCv8+L+dPPhZSlQ8n0b1jFxpwUBg8ehquX3oSy0sFIpZL4x8t/xtp1b3NeEsMwZyTVh+vwwZ79AID5s2fA72VJ/+kOd5CYk0YoFMbnl1yLSROnAwDWbXgXf3/pz0immfSOYRjmdCWeTOLtdZ2S/kljR6OirCTLHszpAHeQmJOKoihYcMFiLLzoCiiKiuqavXj2r0/gcF1trovGMAxzwjiOg/c2bUJK11FUkI+ZkypzXSSmj+AOEnNKqBw3CUs/fx3ywvno6GjDz3/za2zYsjnXxWIYhjkhPti7F/XNzVAUBRfOmQmFJf1nDDlP0j7dOby/CVq6DHoAh/LFTHnV4/YO8xLPH434ChXlZ1YUDKpwS0iP1NQJy2v2iGqjSeWiRxZUUSFQQPx6mhPuG77YL+YSjSwRp0eQiOogHNBQPGAkhg35Fp5b/hfs2bcbf/zrs9h9oBqLFi7u4WfX8yDiomOL5bDtzM1XU8V4+33uc9iWeEw5KSrOYu2ZJX+JlHiNLbgVG44i5iI4lqhW8Xgz52X5NHF7VXVfjzjxTtveICrIxqdR3fQkNFBsR4ca3QoaheRUeGKieiWZyhyr4oC4v4+o+QBg5gjRw0/tIJ5maZSgPdlHvMD0NGqVqCyuixmiKic/XyxXfZ0YywaicJLTKOUGB0UlleLJknuXFBVkFp2RPo1/okPUeMMqBmc8hULi33FAfE4YsruM+eSeaUdmD62g10uWxXb3UZtbvZRoaxOWh5Zmdrr3hcR6BPPE+6FAdd+Dg4nCMqFnVlE1tYqqtXriN+bEO7q2a8PmDz4AAFw8cyqGF37sSbk/Lt4PeR4xlj7iR6Z5xXLLabzx9ARR16VRBfbET+6XhCPGKpHm/tBTmWNDP3cgHjNKFLBqGq/DLIJLkK9BeMizwkOegUYaG7xUGj/Jo0i9zIXlESTmlBLwB/CVL/0L5s9bAABYt+F9PPmHx9GRxZSUYRimP2GYJt5Ytwm242BEeRkmjRqZfSfmtII7SMwpR5ZlXDR/Ib689Fr4vD4cPFSDX/3PozhQcyDXRWMYhukVq7dWoS0aRdDvw/zpU1nSfwbCHSQmZ4w9Zxy+/tV/RcnAUkSjUTz++yexeu0angqAYZh+zb7DtfjgQDUA4KKZ0+HzutMnmNMf7iAxOaWosBg33/ANTJ4wCbZt4+XXXsFflj8HXc8y3TfDMEwOiMZi+OfGrQCAaWNHY3BJcZY9mNMVTtI+QepSMlTzGP1MWUy0HFzgHoIN2GJiXltETA7cvml7xvOXDClzrQsOEBPa7KR4zDqS6De0xJ0s25OBfvevI41M4y4TuwYfsYRQFfFzs8cokc+n4itf+AqGV7yHf7z2Erbt2IbGxkZcveRLKO6R9Gja4jFtYk+SFxbr4RDbCk8adQm1onDsgLBsaZkTFhMpkjuVZpSd/rqMpsTkWiPlTojuiZ/YaXjTJAWrZHhfI/53hpr5F26pn1yfkLtNVMfEcoZJUq9lEQ8OgkOsLqw010PRxW1UMpgoK5l/080sFC1tagz39esg1ggHyT13qOFIxnOkTGJ1EXYLJbxeUbRgQYyNlmUuMM0Wr3lHyp0crZBrXtgkljuBzCOxJhEL2DG31YhXEuPdgcwKLZ2c00qIy+22ux2qEK95ayzz/TCC2JcEySH1hHh9ASDfK85LJBlZrEZIm0C081luOw7eeG81UoaBsoICXDx2HJSu4rfLYjwNsnyEXEJZF8swQBHrZacZSd9O7Huy3HIo84nPMypI0K002c02fZZkvubUBkQiZQqlcfKh5Y6TctDW7shiO9RcQhV3PRwcOzj0u+FY8AgS0y+QJAnzzpuHr19/M0LBEOob6/Ho7x7Dh7s/zHXRGIZhAABbd+9BbXMzNEXBFTOnQ5H5K/RMhq8u068YOWwkbv3GrRhWMRTJVBJ/eO5PeP3tN2DbWX4qMQzDnEQaW1uxrkvSv3DyJBSGQln2YE53uIPE9Dvyw3n4xg3fwOzpswAAb63+J37/1z8gnohn2ZNhGKbvMUwTr2/YCNtxMGpwOSYNHZLrIjGnAM5BYvolqqLiiksuR0V5BV5c8Xfs3rcHv37ilxhUWo5gIIhAIIhg/gAEgyEEAyEEgyHY9kCEgiGox5i4k2EY5nh4d9t2tMdiCPn9mD9lCkv6zxL4m4Tp10ybOBVlA8vwpxeeRmtbKyLRXVn38fn8CIfCCIZCCIXCnX/BEAYOGIC8UBjhcBh5oTyEw2EEQwG2BmAY5pjsrK7BhzU1kABcPGMGvB4P0MskX+b0hjtIJ4jt98FOM7U9ACQSZLp62Z1pr5Pp6NU8UcmQyqI+amlzq2FKB4hT9Qd94rvyxgix04hnltSHQ26bCovUWVHF6f8VhUw3T5RXtOFpaZRZ3lCnAiNcNADLRv0QH+3Zi0i0A9FoBNFoFG2RdkRjEcSiUcRinX+2bSOZTCCZTKCpuTFjvYDO5PBgwI+8UAjhUAihUADhUBDhUAh5oSAUzYtQKIhwMIhgMICEbgq/HqlbhpFIowohI1oaxFhZdpGwXF9zUCwjRCWKIbnPURoSt/FaYjzbEpmvsUbkYiHJ/QVAVTXtJC1MTWRW/LV0kDh43feNRb54IkQxNjK/MOM52oNiW43Ut7u2iUTFV7UmUYiZaRQxPWmLiPu3x931rm5qEZbPKRGtLhQrc6yKvGKnXbHd2RDegBjPRKuo3nKy1MMni+eIO+7tQ0TBVE3OUZonPluSHeLzSAuK+zset+2EROyWAnbmtnqwqU1YbiZ2NLE0FhPb68Vye7PkNCb1zs/jyQRWrl8LABg6ZBjaJRXtR9oxNo2yN05sVhpjmd0BQhCP4ZOJolZOY01FPDra06gbe9JmiNdj5rmikW59rWhDBQA2US4GvJntriKGeL1qa1uF5Y40ajwP+S5MpVFQ9kSiHVLyDHSS7rarEvVwzzxWqZc5rdxBYk4LvF4vJk2YIqyLW+KN6ZdNJJIJRKNRRKNRRKJRRLo6U9FoFMlYBJFYFB2RKDqiUcTicTiOg2gsjmgsDjT0rkMV8PsRCPgRCAQQDASE/3sUb+f//X74/YGuX5sMw5xuOI6DdTt3wDBN5IXzMGzosFwXiTnFcAeJOWOQZRnBQBDBQBClJaWuz8OK+CvDtm3E4lFEojF0RDs7Tu3RdnREY4hEoojEYmhtjyAaiyEaiyGRSMJxHMTiccTicQCZ58s5WqaAP4CA39/ZmfIH4PX54Pf7EfD54Q8EoEgS/D4f/D6fa/4ihmFyw4fV+9Hc3gZVUVA5thIyS/rPOriDxJy1yLKMvHAYeeEwjvqgm444PN/R4/WJZVk4WNeAWDyBeDyOeDz+8f8Tnf+PRmJIJBOIxxPQDR22bSMaiyIaIxPPZSiTR9Pg1TzwejzwaB54PZ3LHo8HXs2DmGFC1TSoqgZZUThhlGH6mCPtbdh5YB8AYNo5lfD7M0+my5yZcAeJYXqJoigIhUIIZZj/pGcOkmmaiCcSSKX0zs5UorMjFYnFEE/EkYgnEE8mEI/HkEgmYZpmZw5VKoVkKnOOSjeSBFVVccDjhaZp0DweeDQNfrWzc9X5pyHg98PT1eHiDhXDHBvdNLFu5w44joMhpWUYVjYIzaY7r4k58+EO0glSWOTvfi3SdFDMYaGpbQ0d7lGEhC5Oq19EEvN86bwreqDabgVWkCRpj/CLl9mriQm9De1Zkjkldx5NUBPXeYPiOTxkONqVZOfC/bliiw8lRRNj4fOI50g3a35PWiPuTkeC2LDkechBkmIynyeLRVzPnEkZKkL+MMJ54mszxxHLkdI7lw3TRCKRQOTIESSSqa6OUhKJVArJZKrz31QSsWQSqVQKpmkCjgPTMBBNk5h6LDyaBr/PB5/H0/nn9aLa44HX6+1eV+D3wd+1fPTVQjGxiajtENte52vHY5PUxXrLadSDQR9NYBeTUCMp0WqBkh8RE0Sl/HzXNppPvB6FpBx2R+Z7rlkiAgXDnfCpkra5q1F8NqhS5tc11FGlwOd+9epNiuXWo2JCrieYObk2j9iGWD73fT7QK9aNvmZqy3LTeUkSsSy7Y5VyyLOCJtB6xHJ6yTPRpe9IkwgeT4kbDSob4NrmKK+tfh+xZAKhQAALps+CR9PQQkeA0whfw+Samm1uy5OeNHvFtp7vFZ+hBWlsdbwkYXpAmmezUIaEmPxcROx+/IXukbH2ZlHYkNR8rm168ikiQHi1nYgYIm4hkULalSNlfn45pnj9EqZYL5/mjoNBBB4p8+PvGNPMnNx+FO4gMUw/QVNVaOEwfFn6ks1G581tWRZ0XUcqlUIebMSTnZ2pRDKJjmQcyaOdrGQKiUQCRtdDQTcM6IYBt74rPV5Ng8/rhaxqnaNQXX+JpAlV0aCqKlRVg+MAqqpCyvLlzzD9lV0HDuDDAwcgSVJ354g5e+EOEsOcpiiKAr/fD7/fj4qA+CsvQqTSbYdbYds2dMNAytChakBS15Hs6mAldb2zM9X1b6rrMwBIGQZSn2CESpZlKF0dJ0VRoSoqFFWFV/NAVTvXa4oKzeuDpqqQZZ6Hisk97dEoVq3fCKAz76i0sCjLHsyZDneQGOYsQZZl+Lxe+Lxe5OVlHjYPKDJsx0FK1ztf7ek6qjui0HUduq7DMAy0t0dhWgZM04RpGjC78jRs24Ztp2AYvcujkmW5u+Pk83ihqZ7OfCpNg6Io0NTO/2uqBq9HgiJzYjrTt9i2jVdXr4FuGBg0sBhTxozNdZGYfgB3kBiGSYssSfB7vfB35T3ogbDweW2dmO+j6zps24JpmrCszk6TZZkwLROWacKxLbFDZZlwHKdzZEtPQddTiMfFnLz05ZKhaRo8qtaZhN71r6ZqyA944e1S+3k1Db6AH5qqcYeKyci6HVWobz4Cj6Zh0dw5kB1+TcxwB4lhmD5CkiQoSudrtXR4VfFVmiTL3R0qo2sESpYAwzBgmAYMQ4dudI5WmWbnOtu2YTs2UnqqO7k9G7IkwePxwuv1wuvxQpWlLkWfBq/HA0lWu9V+muaB4zjcoTqLqG1swvqqnQCAi86dibxgELEoq9YY7iCdMOcNq4Cv6xd2lZr5tcX+2jrXugRR6URNMbu/QBVVC0VEwWGZ7ozelmZRRWCHRVm6TFQ4oTxR1UZR00yrr/mo2o58DqJ+UTPnmdhp8lBsXXxI2SQ2Gpma37Yzjz4ocKusFFNc1xQXr0fKFOtpIXOsLMX9pS0RywfNEc+h6kRZEnBbu/SkUHP/ui2WxVu5RRJVHpHqBmE5IWVWOKlJdz38pM/gJXYYBhGGGJZ4vQyqAHSOrpAAyQNZ80CFBFUFurU1pLNlG3rniJRlwuoahbK6/kzLAByrq7PVudzZoXKQTCWRTGW2M+iJonQmnvf8V1E1qIoKVVa7llUoigbZgatD5ZBYSaZMPs/cAQvQWMvuZGFbEdtmfpmo2HOyJMvvPFQjLCu6+xxtRB00vFhUf2lZjKElYjnkWG71UJjc+iUFYj1MJbNqgSrrPHH3OWoiYlu0u3LqUrqOV1evgeM4mDpiGOYOqwAcC8VB8ZgFvjyxHpL7HNGU+Lwq8IjPiih51qvk/tAtsZ627e6kGV7x2eCx3Qox4Rgh8clsQ6xXo+4+R6y5TVhOc8nEMhWK3y8jS8XrV+d1fy86klj3UWSb9/ftF5Zlj9iOSsPiaHbMdreRGLHh8vawNpLRuxFC7iAxDHPaIMsKPLICaOk7eAEirw8HAjAMA7rZORKlGzoSpt49QmUYBpJ6qvN1oGnA6pKtH+10fZJyHR09UxQVcncHqvPPgQJZPvqZgrQ6ceaU4jgO3tq0GZF4HIWhIC6bMS3XRWL6GdxBYhjmjEWRFSheBb4ev1BTxIg3kvx4aMtxbCTiCVhduVLd/x7Np+p61Xe0A2V3daJs24JtW71OTJdkubOzJHd2puQeHStZUQGtS/2X4ZUlc2Lsqq7B7oOHIEsSvjj3PHhZ0s8Q+M5jGIbpQpJkaJoHWpqJ546i93g14jgOzFQS9tFXffbHr/x6/plmZ2fK7nrN4tg2TFsHkH7m0VayLMsytC6ln6qo0FQNitfbqf7rUvhZRgAeT2fZlTSTcDIf0xaN4p+btwAAZk0Yj4qiwtwWiOmXcAeJYRjmOJEkCaqqASqZLZ3kEBld+XOdqj0LlmN1dpiOjkTZPf5vmYDdqfwzLQtAp9LvEyWmy0c7ep2J55qnx/+71uvJBGRFgSwrkM4iI1bbtrFy7ToYponygcWYPo4l/Ux6uIN0gsRSSZhO58OvPJQ5gTeexsOrVRHzHGIJcfjfT5LyAqHsD7KWDjHp1/QTa4SQeMywV5xuPs+XvVl4SOIknRXfcRyyLP6i1TyZE9oBwAiQBOmkmGRrE5sDO5nZ9kBPk7yp62K5TFv8ZvOQnBY188z+SNnuYXqJ+DhFYmI5E5ZoY1CoiddHIQns0YQ72Xx/VFw3Il9MYjxnqGgHsLOtw3WMnjS3uZM/20kepANiI0EsIcZnuR/CYXesaiNirFqj4jUPkKTgTCM9AJCy3EmoUUeMv5ck3BaXFIjHyNIpcdIM1vhJD6kjLo4UxYws06V3vfY72qHSHbP7ld/RUSnJsbqnTDC6OlaGYcB27M4OVSqJVC8T0yVJ6n7Np/bIn7J8ga45qjr/9qdaO0evFBWSJOGCsQUZj6tbYhw+TLnv0aY2cbzsEMTnpJrlkbe38YiwLMfco3JR38fHPFSzFw0trdA0DdMmTkdT3EIgmPl61BO7jI64O64RIragFiq2L7PhLVV5JtO0kVSTWNc2khgeDGV+roaC4udFkrtMNV6x3COyTOQaHjJIWPaRe7Z4oPt7r4IkwQ8gQqHJ54jHLA+Kz8QaYhWyfcsHrnPkjSoTlr15H5cjpetYt9G1iwvuIDEMw/RTjk6d4JFVeEhfMOARH9/5AR8cx4FlWzAMA5bXA11PdU6XoKdgdE3yefT/iUQcpmnCcezO/boS1Xt2L9oylE1TNezZ50ega66sgM+DgNfb+efrXKdpPTz9+sHUCZH2VtQfrgYAzJw4FQF/5k4Lc3bDHSSGYZgzBEmSOqciUFQo+XkZt6092DntiG3bsCwDSUPvTka3uib3lIDuWdK7lX5dhqeGaaC5vffzBfk9HsgeHzxeLzyerj+vF5Jl9nj9pyEWUOHzeKD08Ws/0zCwb0/nfEcjKoaiYlB5nx6fOfPgDhLDMMxZjCzLkGWva84pAAj5xVcb3q58qKNqvspBIcSTKcRTKSRSOuKprv93rYunPvb0S+g6oOuIRV2nETj65qPTJLlzVMrv8XTN6t71b4/lRCoFj6Zl7FA5joPqfR/C0FPw+gKYOn7SJ4oRc3bCHSSGYRim18iy3D0CNLysNOO2uiXBsm0kuzz9dkWMblsZPZWCrieRiEa656QyDB2mYcDBxybJ7dHs9jMAoCoKPJoGj6zAo2rwqmqnDY2qogUSWluaIEkSRo4ZDzXLBJcMA3AH6bg5moSc0j9+Y2/omZOEDdM9HG2SZDOTzIyt62LCYUrPPuysG2I5JJJkKqfEpDsPmZ072YtJ7GySpE1/vEkO/VxsaqaVJUkVgEFmW7VIwqklk5mak5kTUpMpd7JtkiSNpmzxmIpFkrgd8XOKbrs/l0zxvClyTXUym21KFj+nSdp0f+DjmYGPkqTthnxu0GmvCY7p/pxO2m6RmYEtck2NNMfoiW64c1Lo/UAnazRJHouUZbZo03bfkxZJ0nadw3VPZolVmqZskiRteg4aK3chSRnTbE42cZXTSfO8Efcn50gXKxobiAWh7YpyNElbVRSEAwHkp5l+INEuJh6fUxBASjeQMjo7VXrXZJ6JrtGohK4jmUohoRtd/3a2ddOyYFpWmvnyP6Zs8HD4fJ2Th4r1yNyOaFtO17ZNk4hjSBuw07geCNuT2NLvAiBdO8rclimu50KambRpO9KztKMkmXVfJ7FN97VIv8eSqcxdkTjp0CZd18NdRloO9Kj70c+omIgiOdm2YNJy6NAhDBkyJNfFYBiGYRjmODh48CAqKiqO+Tl3kI4T27ZRW1uLcDh8TGPLjo4ODBkyBAcPHkReXuaESSY7HM++g2PZd3As+xaOZ9/BsUyP4ziIRCIoLy93efn1hF+xHSeyLGfsefYkLy+PG2cfwvHsOziWfQfHsm/hePYdHEs3+fn5Wbc5e6ZPZRiGYRiG6SXcQWIYhmEYhiFwB+kk4vV6cc8998Dr9ea6KGcEHM++g2PZd3As+xaOZ9/BsTwxOEmbYRiGYRiGwCNIDMMwDMMwBO4gMQzDMAzDELiDxDAMwzAMQ+AOEsMwDMMwDIE7SF28/fbbuOKKK1BeXg5JkrB8+fLuzwzDwB133IFJkyYhGAyivLwc1113HWpra3t9/J/85CeQJAnf/va3037uOA4uvfRS17mP8uSTT2Ly5Mnw+XwoKSnBt771rU9Yw1NHf47l+vXrcfHFF6OgoAADBgzAokWLsHXr1uOo5akhV7FcsGABJEkS/v71X/9V2KampgaXXXYZAoEASkpK8N3vfjerb1mu6a/x3Lp1K6655hoMGTIEfr8flZWV+PnPf36i1T2p9NdY9uTIkSOoqKiAJEloa2s7jlqeGvp7LE+n75++hDtIXcRiMUyZMgWPPPKI67N4PI5NmzbhrrvuwqZNm/D8889j165d+OxnP9urY69fvx6PPfYYJk+efMxtHnrooWNaljz44IP44Q9/iO9///uoqqrC66+/jkWLFvWuYjmgv8YyGo1i8eLFGDp0KNauXYt3330X4XAYixYtcplX9hdyGcubb74ZdXV13X8PPPBA92eWZeGyyy6DrutYvXo1fve73+HJJ5/E3XfffXwVPUX013hu3LgRJSUl+MMf/oCqqir88Ic/xLJly/Dwww8fX0VPAf01lj256aabMj4r+gv9OZan2/dPn+IwLgA4L7zwQsZt1q1b5wBwqqurM24XiUScMWPGOCtXrnTmz5/v3Hrrra5tNm/e7AwePNipq6tznbulpcXx+/3O66+/fhw1yT39KZbr1693ADg1NTXd67Zt2+YAcHbv3v1JqpUTTmUsjxXfo7z88suOLMtOfX1997pf//rXTl5enpNKpbJVpV/Qn+KZjv/1v/6Xc+GFF36ifXJFf4zlr371K2f+/PnOG2+84QBwWltbs+7TH+hPsTzdv39OFB5BOk7a29shSRIKCgoybvetb30Ll112GRYuXJj283g8ji9/+ct45JFHUFZW5vp85cqVsG0bhw8fRmVlJSoqKnDVVVfh4MGDfVGNfsGpiuXYsWNRVFSE3/72t9B1HYlEAr/97W9RWVmJ4cOH90FNck9fxRIA/vjHP6K4uBgTJ07EsmXLEI/Huz9bs2YNJk2ahNLS0u51ixYtQkdHB6qqqk64Hv2FUxXPY527sLDweIrdLzmVsdy5cyfuvfdePPXUUxnNSE9XTlUsz4bvn0ywWe1xkEwmcccdd+Caa67JaAD4zDPPYNOmTVi/fv0xt7ntttswd+5cXHnllWk/37dvH2zbxn/913/h5z//OfLz83HnnXfi05/+NLZt2waPx3PC9cklpzKW4XAYb731FpYsWYL77rsPADBmzBi8+uqrUNXT/1boy1h++ctfxrBhw1BeXo5t27bhjjvuwK5du/D8888DAOrr64XOEYDu5fr6+j6oTe45lfGkrF69Gs8++yxeeumlE65Hf+BUxjKVSuGaa67B//2//xdDhw7Fvn37+rw+ueRUxvJM//7Jxun/rXCKMQwDV111FRzHwa9//etjbnfw4EHceuutWLlyJXw+X9ptXnzxRbz55pvYvHnzMY9j2zYMw8AvfvELXHLJJQCAp59+GmVlZVi1atVp/S74VMcykUjgpptuwvnnn4+nn34almXhpz/9KS677DKsX78efr//hOuUK/oylgDw9a9/vfv/kyZNwqBBg3DxxRdj7969GDVqVJ+WvT+Sy3ju2LEDV155Je65557ue/505lTHctmyZaisrMS1117bp/XoD5zqWJ7J3z+9Ipfv9/orOMY7YF3XnSVLljiTJ092mpubMx7jhRdecAA4iqJ0/wFwJElyFEVxTNN0br311u7lntvIsuzMnz/fcRzHefzxxx0AzsGDB4Xjl5SUOL/5zW/6qsonjf4Uy//5n/9xSkpKHMuyuo+dSqWcQCDgPP30031Z7ZPCqYplOqLRqAPAWbFiheM4jnPXXXc5U6ZMEbbZt2+fA8DZtGnTcdXvVNOf4nmUqqoqp6SkxPnBD35w3PXKBf0pllOmTHFkWe4+hizL3ce9++67T7iuJ5v+FMvT/fvnROERpF5ytOe+e/durFq1CkVFRRm3v/jii7F9+3Zh3Y033ohx48bhjjvugKIo+P73v4+vfe1rwjaTJk3Cf//3f+OKK64AAJx//vkAgF27dqGiogIA0NLSgubmZgwbNqyvqndKyVUs4/E4ZFkWFG5Hl23b7qPanVpORizTsWXLFgDAoEGDAABz5szBj3/8YzQ2NqKkpARAZ75CXl4exo8ff4K1yh25iicAVFVV4aKLLsL111+PH//4xydWkX5ArmL53HPPIZFIdH++fv16fPWrX8U777xz2o5+5iqWZ+L3zyci1z20/kIkEnE2b97sbN682QHgPPjgg87mzZud6upqR9d157Of/axTUVHhbNmyxamrq+v+66nYueiii5xf/vKXxzxHb9QXSPPr4corr3QmTJjgvPfee8727dudyy+/3Bk/fryj6/qJVPmk0V9j+cEHHzher9f55je/6ezcudPZsWOHc+211zr5+flObW3tiVb7pJCLWO7Zs8e59957nQ0bNjj79+93/va3vzkjR450Lrjggu5tTNN0Jk6c6FxyySXOli1bnBUrVjgDBw50li1bdlLi0Ff013hu377dGThwoHPttdcK521sbDwpcegL+mssKatWrer3Krb+HMvT7funL+EOUhdHbyL6d/311zv79+9P+xkAZ9WqVd3HGDZsmHPPPfcc8xzH20Fqb293vvrVrzoFBQVOYWGh87nPfU6Qqvc3+nMsX3vtNef888938vPznQEDBjgXXXSRs2bNmuOv7EkmF7GsqalxLrjgAqewsNDxer3O6NGjne9+97tOe3u7sN+BAwecSy+91PH7/U5xcbHz7//+745hGH0cgb6lv8bznnvuSXveYcOG9X0Q+oj+GstjlbM/d5D6cyxPt++fvkRyHMf5hINODMMwDMMwZzRn3gQRDMMwDMMwJwh3kBiGYRiGYQjcQWIYhmEYhiFwB4lhGIZhGIbAHSSGYRiGYRgCd5AYhmEYhmEI3EFiGIZhGIYhcAeJYRiGYRiGwB0khmFOGQsWLMC3v/3tM+q8N9xwA5YsWXLCx9m1axfKysoQiUSybrtixQpMnTr1tPUQZJjTAe4gMQxzxvP888/jvvvu614ePnw4HnroodwVKA3Lli3Dv/3bvyEcDnev+3//7/9h2LBhmDZtGtauXdu9fvHixdA0DX/84x9zUVSGOSvgDhLDMGc8hYWFQsejv1FTU4N//OMfuOGGG4R1DzzwAJ555hn88Ic/xI033ijsc8MNN+AXv/jFKS4pw5w9cAeJYZic0draiuuuuw4DBgxAIBDApZdeit27d3d//uSTT6KgoACvvvoqKisrEQqFsHjxYtTV1XVvY5om/vf//t8oKChAUVER7rjjDlx//fXCa6+er9gWLFiA6upq3HbbbZAkCZIkAQD+4z/+A1OnThXK99BDD2H48OHdy5Zl4fbbb+8+1/e+9z1QO0vbtnH//fdjxIgR8Pv9mDJlCv76179mjMOf//xnTJkyBYMHD+5e19HRgYKCAkyePBkzZsxAIpEQ9rniiiuwYcMG7N27N+OxGYY5PriDxDBMzrjhhhuwYcMGvPjii1izZg0cx8FnPvMZGIbRvU08HsdPf/pT/P73v8fbb7+NmpoafOc73+n+/P/8n/+DP/7xj3jiiSfw3nvvoaOjA8uXLz/mOZ9//nlUVFTg3nvvRV1dndDZysbPfvYzPPnkk3j88cfx7rvvoqWlBS+88IKwzf3334+nnnoKjz76KKqqqnDbbbfh2muvxT//+c9jHvedd97BzJkzhXUTJ07E5MmTkZ+fjwkTJuBHP/qR8PnQoUNRWlqKd955p9flZxim96i5LgDDMGcnu3fvxosvvoj33nsPc+fOBQD88Y9/xJAhQ7B8+XIsXboUAGAYBh599FGMGjUKAHDLLbfg3nvv7T7OL3/5Syxbtgyf+9znAAAPP/wwXn755WOet7CwEIqiIBwOo6ys7BOV+aGHHsKyZcvw+c9/HgDw6KOP4tVXX+3+PJVK4b/+67/w+uuvY86cOQCAkSNH4t1338Vjjz2G+fPnpz1udXW1q4MEAL/97W/xwAMPIBAIwO/3uz4vLy9HdXX1J6oDwzC9gztIDMPkhA8++ACqqmL27Nnd64qKijB27Fh88MEH3esCgUB35wgABg0ahMbGRgBAe3s7GhoaMGvWrO7PFUXBjBkz+lzh1d7ejrq6OqG8qqpi5syZ3a/Z9uzZg3g8jk9/+tPCvrquY9q0acc8diKRgM/nS/tZUVHRMffz+/2Ix+OfpBoMw/QS7iAxDNOv0TRNWJYkyZX30xfIsuw6bs9Xfb0hGo0CAF566SUhnwgAvF7vMfcrLi5Ga2vrJzoXALS0tGDgwIGfeD+GYbLDOUgMw+SEyspKmKYpyNePHDmCXbt2Yfz48b06Rn5+PkpLS7F+/frudZZlYdOmTRn383g8sCxLWDdw4EDU19cLnaQtW7YI5xo0aJBQXtM0sXHjxu7l8ePHw+v1oqamBqNHjxb+hgwZcszyTJs2DTt37sxa354kk0ns3bs348gUwzDHD48gMQyTE8aMGYMrr7wSN998Mx577DGEw2F8//vfx+DBg3HllVf2+jj/9m//hvvvvx+jR4/GuHHj8Mtf/hKtra3d6rR0DB8+HG+//TauvvpqeL1eFBcXY8GCBWhqasIDDzyAL37xi1ixYgVeeeUV5OXlde9366234ic/+QnGjBmDcePG4cEHH0RbW1v35+FwGN/5zndw2223wbZtzJs3D+3t7XjvvfeQl5eH66+/Pm15Fi1ahK997WuwLAuKovSq3u+//z68Xm93rhPDMH0LjyAxDJMznnjiCcyYMQOXX3455syZA8dx8PLLL7teq2XijjvuwDXXXIPrrrsOc+bMQSgUwqJFi46Z0wMA9957Lw4cOIBRo0Z1v6KqrKzEr371KzzyyCOYMmUK1q1bJ6jlAODf//3f8S//8i+4/vrrMWfOHITD4e7k8KPcd999uOuuu3D//fejsrISixcvxksvvYQRI0YcszyXXnopVFXF66+/3ut6P/300/jKV76CQCDQ630Yhuk9knMyXuYzDMPkCNu2UVlZiauuukqYPbu/88gjj+DFF18UVHHHorm5GWPHjsWGDRsydrwYhjl++BUbwzCnNdXV1Xjttdcwf/58pFIpPPzww9i/fz++/OUv57pon4hvfOMbaGtrQyQSyTrr94EDB/CrX/2KO0cMcxLhESSGYU5rDh48iKuvvho7duyA4ziYOHEifvKTn+CCCy7IddEYhjmN4Q4SwzAMwzAMgZO0GYZhGIZhCNxBYhiGYRiGIXAHiWEYhmEYhsAdJIZhGIZhGAJ3kBiGYRiGYQjcQWIYhmEYhiFwB4lhGIZhGIbAHSSGYRiGYRjC/wfEZjXXY7xnLgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# as it's a figure you can then edit the information as you see fit\n", "ax.set_title(\"Sentinel 2 composite in Vatican City\")\n", diff --git a/docs/usage/plot/plot-featurecollection.ipynb b/docs/usage/plot/plot-featurecollection.ipynb index bd61f7c9..b13b6fdd 100644 --- a/docs/usage/plot/plot-featurecollection.ipynb +++ b/docs/usage/plot/plot-featurecollection.ipynb @@ -13,13 +13,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee-community/geetools/blob/main/docs/usage/plot-featurecollection.ipynb)\n", - "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee-community/geetools/blob/main/docs/usage/plot-featurecollection.ipynb)" + "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee-community/geetools/blob/main/docs/usage/plot/plot-featurecollection.ipynb)\n", + "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee-community/geetools/blob/main/docs/usage/plot/plot-featurecollection.ipynb)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "tags": [ "remove-input" @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -90,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -111,13 +111,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "tags": [ "remove-input" ] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -182,9 +193,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", @@ -216,9 +238,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", @@ -250,9 +283,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", @@ -283,9 +327,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeMAAAFeCAYAAAC2I3eTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABV90lEQVR4nO3dd3gU5drH8e9sS++FQIAkJPTepfcuCFIUUXpRBBQPiuUo2PDYsR2OehQQscErotJRQJr0XkMgdBJaetnszrx/hOwhJEAqk3J/risXZHbKvbuT/e0z88wziqZpGkIIIYTQjUHvAoQQQojyTsJYCCGE0JmEsRBCCKEzCWMhhBBCZxLGQgghhM4kjIUQQgidSRgLIYQQOpMwFkIIIXQmYSyEEELorNjCWFEUJk2aVFyr10VMTAyDBg3Cz88PRVGYPXu23iXl2ciRIwkNDS3QsjNnzkRRlKIt6A46duxIx44d79n2sqxfvx5FUVi/fv0937aeRo4cibu7u95llAmKojBz5ky9yxClUL7D+MCBAwwaNIiQkBCcnZ0JDg6mW7dufPLJJ8VRX4kydepUVq1axQsvvMCCBQvo2bOn3iXpZtasWfzyyy8FXv7w4cPMnDmT6OjoIqupJAoNDeX+++/Xu4wSITQ0FEVRcv0pz39LQgAo+RmbesuWLXTq1ImqVasyYsQIgoKCOHv2LH///TdRUVGcOHHifytWFJ588kk+/fTTYilcD0FBQXTt2pVvv/1W71LyLSMjA1VVcXJyyveyNpsNm82Gs7OzY5q7uzuDBg1i3rx5Bapn8eLFDB48mHXr1uVoBVutVgAsFkuB1l1QqqpitVqxWCwYDEVz0Cg0NJR69erx+++/F8n6isPIkSNZvHgxSUlJxbqd0NBQfHx8+Mc//pHjsUqVKtG5c+di3f69kJaWhslkwmQy6V2KKGXytce8+eabeHl5sWPHDry9vbM9FhsbW5R15UlycjJubm73bHuxsbE5nndxKI7nZTabC7zsvf5wudchnMVgMGT7wiGKXnBwMI8++qiuNRTn54bsP6Kg8vX1Pyoqirp16+YaSIGBgbku88svv1CvXj2cnJyoW7cuK1euzPb46dOnmThxIjVr1sTFxQU/Pz8GDx6c4/DlvHnzUBSFDRs2MHHiRAIDA6lcubLj8RUrVtCuXTvc3Nzw8PCgT58+HDp0KE/P6+TJkwwePBhfX19cXV257777WLZsWY5ta5rGZ5995ji0djvR0dEoisJ7773Hhx9+SEhICC4uLnTo0IGDBw9mmzfrfF1UVBS9e/fGw8ODYcOGAZkttdmzZ1O3bl2cnZ2pUKECEyZM4Pr16zm2uWLFCjp06ICHhweenp40b96c7777Ltt2bj5nnJ8abz1nrCgKycnJzJ8/3/FajBw5Esjb+zlv3jwGDx4MQKdOnRzryDpXm9s549jYWMaMGUOFChVwdnamYcOGzJ8//7av+xdffEF4eDhOTk40b96cHTt23Pb9ypLbOeOOHTtSr149Dh8+TKdOnXB1dSU4OJh33nnnruvL6zZurv3mIw1Z+8b58+fp378/7u7uBAQEMG3aNOx2e7bl87Ov3M7Jkyfp0aMHbm5uVKpUiddee42sA2eaphEaGsoDDzyQY7m0tDS8vLyYMGFC3l+Iuzh69ChDhgwhICAAFxcXatasyUsvvZRtnj179tCrVy88PT1xd3enS5cu/P3339nmKarPjUWLFlGnTh2cnZ2pV68eS5YsybUfRm7njPNT5+bNm3nmmWcICAjAzc2NAQMGcPny5QK8gqK0yVdzJyQkhK1bt3Lw4EHq1at31/k3bdrEzz//zMSJE/Hw8ODjjz9m4MCBnDlzBj8/PwB27NjBli1bePjhh6lcuTLR0dHMmTOHjh07cvjwYVxdXbOtc+LEiQQEBPDKK6+QnJwMwIIFCxgxYgQ9evTg7bffJiUlhTlz5tC2bVv27Nlzx45LMTExtG7dmpSUFKZMmYKfnx/z58+nX79+LF68mAEDBtC+fXsWLFjAY489Rrdu3Rg+fHieXq9vvvmGxMREnnzySdLS0vjoo4/o3LkzBw4coEKFCo75bDYbPXr0oG3btrz33nuO5zxhwgTmzZvHqFGjmDJlCqdOneLTTz9lz549bN682dHanTdvHqNHj6Zu3bq88MILeHt7s2fPHlauXMkjjzxSJDXebMGCBYwdO5YWLVowfvx4AMLDw4G8vZ/t27dnypQpfPzxx7z44ovUrl0bwPHvrVJTU+nYsSMnTpxg0qRJhIWFsWjRIkaOHElcXBxPPfVUtvm/++47EhMTmTBhAoqi8M477/Dggw9y8uTJAh0huH79Oj179uTBBx9kyJAhLF68mOnTp1O/fn169eqV7/Xlh91up0ePHrRs2ZL33nuPtWvX8v777xMeHs4TTzzhmC+v+8qdttOzZ0/uu+8+3nnnHVauXMmMGTOw2Wy89tprKIrCo48+yjvvvMO1a9fw9fV1LPvbb7+RkJCQpxZvRkYGV65cyTHdzc0NFxcXAPbv30+7du0wm82MHz+e0NBQoqKi+O2333jzzTcBOHToEO3atcPT05PnnnsOs9nM559/TseOHdmwYQMtW7bMtv7CfG4sW7aMhx56iPr16/PWW29x/fp1xowZQ3Bw8F2fb37rnDx5Mj4+PsyYMYPo6Ghmz57NpEmT+PHHH++6LVHKafmwevVqzWg0akajUWvVqpX23HPPaatWrdKsVmuOeQHNYrFoJ06ccEzbt2+fBmiffPKJY1pKSkqOZbdu3aoB2jfffOOYNnfuXA3Q2rZtq9lsNsf0xMREzdvbWxs3bly2dVy6dEnz8vLKMf1WTz/9tAZoGzduzLbOsLAwLTQ0VLPb7dme05NPPnnH9Wmapp06dUoDNBcXF+3cuXOO6du2bdMAberUqY5pI0aM0ADt+eefz7aOjRs3aoC2cOHCbNNXrlyZbXpcXJzm4eGhtWzZUktNTc02r6qq2bYTEhJSoBpnzJih3bqruLm5aSNGjMjx3PP6fi5atEgDtHXr1uWYv0OHDlqHDh0cv8+ePVsDtG+//dYxzWq1aq1atdLc3d21hISEbM/Jz89Pu3btmmPepUuXaoD222+/5djWzdatW5ejpg4dOuSoPT09XQsKCtIGDhx4x/VpmqaFhIRoffr0ueM2bq597ty5jmlZ+8Zrr72Wbd7GjRtrTZs2dfye133ldrK2M3nyZMc0VVW1Pn36aBaLRbt8+bKmaZp27NgxDdDmzJmTbfl+/fppoaGh2fa33ISEhGhArj9vvfWWY7727dtrHh4e2unTp7Mtf/P6+/fvr1ksFi0qKsox7cKFC5qHh4fWvn17x7Si+NyoX7++VrlyZS0xMdExbf369RqQ7W9K0zI/I2bMmFHgOrt27ZrteU6dOlUzGo1aXFxczhdUlCn5OkzdrVs3tm7dSr9+/di3bx/vvPMOPXr0IDg4mF9//TXH/F27dnW0mAAaNGiAp6cnJ0+edEzL+jYMmd+ar169SkREBN7e3uzevTvHOseNG4fRaHT8vmbNGuLi4hg6dChXrlxx/BiNRlq2bMm6devu+JyWL19OixYtaNu2rWOau7s748ePJzo6msOHD+ftxclF//79s317btGiBS1btmT58uU55r25lQOZh8W8vLzo1q1btufVtGlT3N3dHc9rzZo1JCYm8vzzz+c4X5WXy5HyU2Ne5Pf9zIvly5cTFBTE0KFDHdPMZjNTpkwhKSmJDRs2ZJv/oYcewsfHx/F7u3btALLtd/nh7u6erdVnsVho0aJFgdeXX48//ni239u1a5dt23ndV+7m5ksRsy5NtFqtrF27FoAaNWrQsmVLFi5c6Jjv2rVrrFixgmHDhuVpf2vZsiVr1qzJ8ZP13l6+fJm//vqL0aNHU7Vq1WzLZq3fbrezevVq+vfvT7Vq1RyPV6xYkUceeYRNmzaRkJCQbdmCfm5cuHCBAwcOMHz48GyXf3Xo0IH69evf8bkWpM7x48dnex3btWuH3W7n9OnTd9yWKP3y3SunefPm/Pzzz1itVvbt28eSJUv48MMPGTRoEHv37qVOnTqOeW/9YwLw8fHJdh4rNTWVt956i7lz53L+/HnHOSqA+Pj4HMuHhYVl+z0yMhLgtj0xPT097/h8Tp8+neNQEfzvkOnp06fzdEg+N9WrV88xrUaNGvz000/ZpplMpmznsSDzecXHx9/2XHxWh7moqCiAYq8xr/L7fubF6dOnqV69eo4ezje/Rze7db/LCub8nD+9WeXKlXMEjY+PD/v37y/Q+vLD2dmZgICAHNu++bnkdV+5E4PBkC0wIHM/ALKd7x8+fDiTJk3i9OnThISEsGjRIjIyMnjsscfy9Hz8/f3p2rXrbR/P+pJxp/358uXLpKSkULNmzRyP1a5dG1VVOXv2LHXr1nVML+jnRta+FRERkWOeiIiIO37BLEidRb3vitKjwF1kLRYLzZs3p3nz5tSoUYNRo0axaNEiZsyY4Zjn5m+iN7v5A3ry5MnMnTuXp59+mlatWuHl5YWiKDz88MOoqppj2ZtbXoBjngULFhAUFJRj/tJwiYGTk1OOoFFVlcDAwGytkJvd+gFdUuT3/SwOednv9Frf7VqPt3bIutu2b3Yv95WHH36YqVOnsnDhQl588UW+/fZbmjVrlmvglCSl5XOjqPddUXoUyR7XrFkzAC5evJjvZRcvXsyIESN4//33HdPS0tKIi4vL0/JZh8EDAwPv+I37dkJCQjh27FiO6UePHnU8XlBZ375vdvz48TyNhBUeHs7atWtp06ZNjg+SW+cDOHjwYK7f3ourxtuFSl7fz/yM6BUSEsL+/ftRVTXbl5aieI/utayWzq2vR2EOQ+Z1X7kTVVU5efKkozUMmfsBkG1f8PX1pU+fPixcuJBhw4axefPmIh2JLqt1fmuP/psFBATg6up6279bg8FAlSpV7ridvH5uZO1bN4+hkCW3aUVdpyg/8nXOeN26dbl+Q8s6v1iQb8dGozHHOj/55JPbthRu1aNHDzw9PZk1axYZGRk5Hr/bZQG9e/dm+/btbN261TEtOTmZL774gtDQ0GyH3fPrl19+4fz5847ft2/fzrZt2/LUA3fIkCHY7XZef/31HI/ZbDbHh3n37t3x8PDgrbfeIi0tLdt8efk2XdAa3dzccv3ClNf3M+s6z7x86erduzeXLl3K1qPUZrPxySef4O7uTocOHe66jpIiJCQEo9HIX3/9lW36v//97wKvM6/7yt3cPECPpml8+umnmM1munTpkm2+xx57jMOHD/Pss89iNBp5+OGHC1z7rQICAmjfvj1ff/01Z86cyfZY1n5lNBrp3r07S5cuzXYIPSYmhu+++462bdve9fRUXj83KlWqRL169fjmm2+yDYqyYcMGDhw4cMdtFEWdovzIV8t48uTJpKSkMGDAAGrVqoXVamXLli38+OOPhIaGMmrUqHwXcP/997NgwQK8vLyoU6cOW7duZe3atY5Ln+7G09OTOXPm8Nhjj9GkSRMefvhhAgICOHPmDMuWLaNNmzZ3HAXs+eef5/vvv6dXr15MmTIFX19f5s+fz6lTp/i///u/Qo3EFBERQdu2bXniiSdIT09n9uzZ+Pn58dxzz9112Q4dOjBhwgTeeust9u7dS/fu3TGbzURGRrJo0SI++ugjBg0ahKenJx9++CFjx46lefPmPPLII/j4+LBv3z5SUlJyXItbVDU2bdqUtWvX8sEHH1CpUiXCwsJo2bJlnt/PRo0aYTQaefvtt4mPj8fJyYnOnTvnet5z/PjxfP7554wcOZJdu3YRGhrK4sWLHa0yDw+Pu76eJYWXlxeDBw/mk08+QVEUwsPD+f333ws1aE5e95U7cXZ2ZuXKlYwYMYKWLVuyYsUKli1bxosvvpjjMHefPn3w8/Nj0aJF9OrV67bnqnNz/vz5XEewc3d3p3///gB8/PHHtG3bliZNmjB+/HjCwsKIjo5m2bJl7N27F4A33niDNWvW0LZtWyZOnIjJZOLzzz8nPT09T9eA5+dzY9asWTzwwAO0adOGUaNGcf36dT799FPq1at311HLClunKEfy0/V6xYoV2ujRo7VatWpp7u7umsVi0SIiIrTJkydrMTEx2eblNpcBhYSEZLsk5vr169qoUaM0f39/zd3dXevRo4d29OjRHPNldf3fsWNHrrWtW7dO69Gjh+bl5aU5Oztr4eHh2siRI7WdO3fe9XlFRUVpgwYN0ry9vTVnZ2etRYsW2u+//55jvts9p1tlXaby7rvvau+//75WpUoVzcnJSWvXrp22b9++bPOOGDFCc3Nzu+26vvjiC61p06aai4uL5uHhodWvX1977rnntAsXLmSb79dff9Vat26tubi4aJ6enlqLFi2077//Ptt2cru0KS815nZp09GjR7X27dtrLi4uGuB4r/L6fmqapn355ZdatWrVNKPRmO1yn1svbdI0TYuJiXGs12KxaPXr1892GdCtz+lW3HLJSW5ud2lT3bp1c8x76+t5O1WrVtX69euXbdrly5e1gQMHaq6urpqPj482YcIE7eDBg7le2pTbvpHb+6Fped9Xcnsubm5uWlRUlNa9e3fN1dVVq1ChgjZjxoxsl/bdbOLEiRqgfffdd3d9DbLc6dKmW1/LgwcPagMGDHD8TdasWVN7+eWXs82ze/durUePHpq7u7vm6uqqderUSduyZUu2eYrqc+OHH37QatWqpTk5OWn16tXTfv31V23gwIFarVq1ss2X235WmDpvdymcKHvyNTa1yJvo6GjCwsJ49913mTZtmt7l5Ko01FgWZJ1jXbBggd6lFKmpU6fy1VdfcenSpRwD85QXjRo1IiAggDVr1uhdiigD5H7GQhSTqKgorl+/Xqh+ByVRWloa3377LQMHDiwXQZyRkYHNZss2bf369ezbt0+XW32KsqnkX/cjRClz8uRJli9fzpw5c7BYLEXawUlPsbGxrF27lsWLF3P16tUcw5CWVefPn6dr1648+uijVKpUiaNHj/Kf//yHoKCgHAOyCFFQEsZCFLG//vqLZ555hrp167J06dIcA06UVocPH2bYsGEEBgby8ccf06hRI71Luid8fHxo2rQp//3vf7l8+TJubm706dOHf/3rX3nuaCrE3cg5YyGEEEJncs5YCCGE0JmEsRBCCKEzCWMhhBBCZxLGQgghhM4kjIUQQgidSRgLIYQQOpMwFkIIIXQmYSyEEELoTMJYCCGE0JkMhymEECWE3W4nIyND7zJEEbFYLBgMeWvzShgLIYTONE3j0qVLxMXF6V2KKEIGg4GwsDAsFstd55WxqYUQQmcXL14kLi6OwMBAXF1dURRF75JEIamqyoULFzCbzVStWvWu76m0jIUQQkd2u90RxHIXqLIlICCACxcuYLPZMJvNd5xXOnAJIYSOss4Ru7q66lyJKGpZh6ftdvtd55UwFkKIEkAOTZc9+XlPJYyFEEIInUkYCyGEEDqTMBZCiBJI0+5+nlHv7Y0cORJFUVAUBbPZTIUKFejWrRtff/01qqoWQ5V5Fx0djaIo7N27V9c68kp6UwshRAmkKEZSdo7Enni02Ldl9KiFa7N5BVq2Z8+ezJ07F7vdTkxMDCtXruSpp55i8eLF/Prrr5hM9z5mrFbrPd9mYUnLWAghSih74lHU+L3F/lOYwHdyciIoKIjg4GCaNGnCiy++yNKlS1mxYgXz5s0DIC4ujrFjxxIQEICnpyedO3dm3759jnXs27ePTp064eHhgaenJ02bNmXnzp2Oxzdt2kS7du1wcXGhSpUqTJkyheTkZMfjoaGhvP766wwfPhxPT0/Gjx9PWFgYAI0bN0ZRFDp27Fjg53gvSBgLIYQoUp07d6Zhw4b8/PPPAAwePJjY2FhWrFjBrl27aNKkCV26dOHatWsADBs2jMqVK7Njxw527drF888/77guNyoqip49ezJw4ED279/Pjz/+yKZNm5g0aVK2bb733ns0bNiQPXv28PLLL7N9+3YA1q5dy8WLFx21lFRymFoIIUSRq1WrFvv372fTpk1s376d2NhYnJycgMzg/OWXX1i8eDHjx4/nzJkzPPvss9SqVQuA6tWrO9bz1ltvMWzYMJ5++mnHYx9//DEdOnRgzpw5ODs7A5lfAP7xj384ljMajQD4+fkRFBR0L55yoUgYCyGEKHKapqEoCvv27SMpKSnH6GKpqalERUUB8MwzzzB27FgWLFhA165dGTx4MOHh4UDmIez9+/ezcOHCbOtWVZVTp05Ru3ZtAJo1a3aPnlnxkDAWQghR5I4cOUJYWBhJSUlUrFiR9evX55jH29sbgJkzZ/LII4+wbNkyVqxYwYwZM/jhhx8YMGAASUlJTJgwgSlTpuRYvmrVqo7/u7m5FddTuSckjIUQQhSpP//8kwMHDjB16lQqV67MpUuXMJlMhIaG3naZGjVqUKNGDaZOncrQoUOZO3cuAwYMoEmTJhw+fJiIiIh81ZCfoShLAunAJYQQosDS09O5dOkS58+fZ/fu3cyaNYsHHniA+++/n+HDh9O1a1datWpF//79Wb16NdHR0WzZsoWXXnqJnTt3kpqayqRJk1i/fj2nT59m8+bN7Nixw3H4efr06WzZsoVJkyaxd+9eIiMjWbp0aY4OXLcKDAzExcWFlStXEhMTQ3x8/L14OQpMWsZCCFFCGT1qlfjtrFy5kooVK2IymfDx8aFhw4Z8/PHHjBgxAoMhs723fPlyXnrpJUaNGsXly5cJCgqiffv2VKhQAaPRyNWrVxk+fDgxMTH4+/vz4IMP8uqrrwLQoEEDNmzYwEsvvUS7du3QNI3w8HAeeuihO9ZlMpn4+OOPee2113jllVdo165drofKSwq5n7EQQugoLS2NU6dOERYW5ugZDJkjYimK8Z7Vca+3Vx7c7r3NjRymFkKIEuheB6MEsb4kjIUQQgidSRgLIYQQOpMwFkIIIXQmYSyEEELoTC5tEmWOqqmomoamadx8qYACjt8VQFEUjIoBRVHufZFCCHETCWNRKthUO6qmYTIYMdwUnknWVC4lXScuLZnUDCspGWmk2TJIs1lv+jfzJ91uw2I04W5xxs3sjJvFGQ+LC55Orng6uWZOt7jgZnbCzfK/yxDsqopdUzEbjBLcQohiIWEsSpQMuw3jjcC1qXZikuI4Ex/L6fhYziVc5VzCFcfP+YSrJFpTi6UOd4szIV6BhHgHEupdgRCvQMJ8KhDuU5HKnv44mTJv75bVCjcZ5LIQIUTBSRgL3dwavEevnGPnhUj2XjrJ3ksnOXz5DFa7TZfakqxpHLp8hkOXz+T6eAU3b8J8KtCgQhhNK1anVZVaVPUKACDDbsdoUDAo0iVDCJE3Esbinsmw2zAbTSUueAsiJjmOmOQ4/j53DFgJgK+LB00rRtCsUgTNg2vQrFJ1PJ1cgczD7NJ6FkLcjoSxKDZ2VUVRFAyKwqnrl1gdtYc/T+1j89nDJFnT9C6vyF1LTWTNyT2sObnHMS3cpyItK9ege3gTuldrjKvF2fGlRIg7sasqRsO9O7pSkO2NHDmS+fPn55geGRmZ77ssFYWRI0cSFxfHL7/8cs+3XVjyiSCKVFbQWO02NkQfYFnkDv44uZezCVf0Lk0XUdcvEnX9It8d2IDFaKJNlTr0qt6UvjVaUtHDF5tqx6AYsnVKEwLAaDAw7tePOX71fLFvq4ZfMF/2y3m/4Lzo2bMnc+fOzTYtICAg3+uxWq2O2x6WRxLGotCyDsEmpqey9NjfLI/cwfroA6RkpOtdWolitdtYF72fddH7eW7NXOoFhtArohn312hOw6BqqJoKIOeahcPxq+fZF3NK7zLuyMnJiaCgoBzTN2zYwLPPPsu+ffvw9fVlxIgRvPHGG5hMmbHTsWNH6tWrh8lk4ttvv6V+/fqsW7eOgwcP8uyzz7Jx40bc3Nzo3r07H374If7+/gAsXryYV199lRMnTuDq6krjxo1ZunQp7777rqOVnnXVw7p16+jYseO9eSEKScJYFIimaaiahqIobDx9iG/2/cHyyJ2k2zP0Lq3UOBh7moOxp3l3y/8R5O5D3xotGNGwC/UqhMo5ZlGqnT9/nt69ezNy5Ei++eYbjh49yrhx43B2dmbmzJmO+ebPn88TTzzB5s2bAYiLi6Nz586MHTuWDz/8kNTUVKZPn86QIUP4888/uXjxIkOHDuWdd95hwIABJCYmsnHjRjRNY9q0aRw5coSEhARHS93X11ePp18gEsYiXzLsdsxGI2cTrjB/71p+OPgX5xOv6l1WqXcp6Tpf7l7Fl7tXUS8whGH1OzK0fke8nd0kmEWJ9vvvv+Pu7u74vVevXtSoUYMqVarw6aefoigKtWrV4sKFC0yfPp1XXnnFcZ/j6tWr88477ziWfeONN2jcuDGzZs1yTPv666+pUqUKx48fJykpCZvNxoMPPkhISAgA9evXd8zr4uJCenp6ri31kk7CWNyVqqkoKKTZMvj5yBa+3f8nW88d1busMutg7Gle+GM+M9YvpE/15kxo1ov7KteSUBYlUqdOnZgzZ47jdzc3N5588klatWqVbZCcNm3akJSUxLlz56hatSoATZs2zbauffv2sW7dumzhniUqKoru3bvTpUsX6tevT48ePejevTuDBg3Cx8enmJ7dvSNhLG4rq3fluYQrfLD1FxYd2kiynAe+Z6x2G0uObmXJ0a3U9q/CqMbdeLR+R5xNFkfLQgi9ubm5FbjntJubW7bfk5KS6Nu3L2+//XaOeStWrIjRaGTNmjVs2bKF1atX88knn/DSSy+xbds2wsLCClRDSSF/0SIHm2oHIPLaBUYvnU3j/0xh3t61EsQ6OnLlLM+t+Zqan07gjY0/Ep+W7OjwJURJU7t2bbZu3Yqm/W90+M2bN+Ph4UHlypVvu1yTJk04dOgQoaGhREREZPvJCm5FUWjTpg2vvvoqe/bswWKxsGTJEgAsFgt2u714n1wxkZaxcMg6DLo/Jpp3Ni9m1YndZL/VgtBbojWVD7Yu4YtdKxjbpAdP39cfTycXFBQZN7sMquEXXCq3M3HiRGbPns3kyZOZNGkSx44dY8aMGTzzzDN3PKrz5JNP8uWXXzJ06FCee+45fH19OXHiBD/88AP//e9/2blzJ3/88Qfdu3cnMDCQbdu2cfnyZWrXrg1AaGgoq1at4tixY/j5+eHl5YXZbC7S51ZcJIyFI4S3nD3Cu5v/j41nDuldkriLJGsas/9eype7VjK6cXeeaTUAL2dXCeUyxK6qBb72t6DbK6pBRoKDg1m+fDnPPvssDRs2xNfXlzFjxvDPf/7zjstVqlSJzZs3M336dLp37056ejohISH07NkTg8GAp6cnf/31F7NnzyYhIYGQkBDef/99evXqBcC4ceNYv349zZo1IykpqVRd2qRoNx9HEOVK1h/fmqg9/GvTInZdPKF3SaKAXM1OjG7cjWdaDcDb2d1xi0hR8qWlpXHq1CnCwsJwdna++wKi1MjPeyst43Io6z6/0XExPLvma/48tU/vkkQhpWSk8+n23/lq92pGN+7GC+2G4GyySO9rIUoJ6cBVzthUO8kZabz0x3xa/vcZCeIyJtVm5bMdy2j0n8n8dGgj8L8OeUKIkkvCuJywqXZUTePb/eto9J/JzNm5XD6ky7ArKQlMXPZveix4mcirFzKPhsgZKSFKLDlMXcapmopBMbDnYhTTVn9V4se5FUVr2/ljtP36WcY26cErHYbiZDLLoWshSiBpGZdhNtXOtdQkxv76Ed0W/FOCuJyyayqf71pB488n8/PhLYAcuhaipJEwLoOyDkeujNxJiy+nsvjwZp0rEiVBbHI843//hN4LZxAdF4NdlUFDhCgpJIzLGJtqJyUjnSd+/4xHl7zPtdREvUsSJcyWs0do+/WzzN2zBkBG8hKiBJAwLkM0TWPXhRO0+uoffH9wg97liBIszZbBtDVf8cj/vUNieqocthZCZxLGZYBNtWNT7cxYv5BeC1/hTPxlvUsSpcTyyJ3c999n+PvsUeltLYSOJIxLOVVTOXn9Eh3nPc/H235FlQ9UkU8Xk67T74fXeHXDd44vdkKUZvPmzcPb27vYtxMdHY2iKOzdu7fQ65IwLqWyWjFf715Du6+f42DsaZ0rEqWZqmnM/nsp3Rf8kwuJV7FLIOvuXp/LL+j2Ll26xFNPPUVERATOzs5UqFCBNm3aMGfOHFJSUoq4yrJLrjMuheyqiobGtFVfMW/vWr3LEWXI7otRtP5qGrN7TmBQnTZ6l1OuGRQD3+95h9jEs8W+rUCPKgxt/Fy+lzt58iRt2rTB29ubWbNmUb9+fZycnDhw4ABffPEFwcHB9OvXL8dyGRkZpeZuSveKtIxLmQy7nSRrKv1/eF2CWBSLJGsaY3/9iDf/+hFATn3oKDbxLBcSoor9p6CBP3HiREwmEzt37mTIkCHUrl2batWq8cADD7Bs2TL69u0LZN60ZM6cOfTr1w83NzfefPNN7HY7Y8aMISwsDBcXF2rWrMlHH32Ubf3r16+nRYsWuLm54e3tTZs2bTh9OvMo4L59++jUqRMeHh54enrStGlTdu7cmWudUVFRPPDAA1SoUAF3d3eaN2/O2rXZPz9DQ0OZNWsWo0ePxsPDg6pVq/LFF19km2f79u00btwYZ2dnmjVrxp49ewr0uuVGwrgUsal2ouNiaD93OpvOHNa7HFHGvbvl/xiz9CPsql2uSRY5XL16ldWrV/Pkk0/i5uaW6zw33zls5syZDBgwgAMHDjB69GhUVaVy5cosWrSIw4cP88orr/Diiy/y008/AWCz2ejfvz8dOnRg//79bN26lfHjxzvWOWzYMCpXrsyOHTvYtWsXzz///G1b20lJSfTu3Zs//viDPXv20LNnT/r27cuZM2eyzff+++87QnbixIk88cQTHDt2zLGO+++/nzp16rBr1y5mzpzJtGnTCv06ZpHD1KWEqmn8eXIfY379iERrqt7liHLi/45s5lzCFX4YNB13iwtmowylKTKdOHECTdOoWbNmtun+/v6kpaUB8OSTT/L2228D8MgjjzBq1Khs87766quO/4eFhbF161Z++uknhgwZQkJCAvHx8dx///2Eh4cDULt2bcf8Z86c4dlnn6VWrVoAVK9e/ba1NmzYkIYNGzp+f/3111myZAm//vorkyZNckzv3bs3EydOBGD69Ol8+OGHrFu3jpo1a/Ldd9+hqipfffUVzs7O1K1bl3PnzvHEE0/k/UW7A2kZl3BZHbU+3vYrD//f2xLE4p7bdv4Ynea/wJn4WOlpLe5q+/bt7N27l7p165Kenu6Y3qxZsxzzfvbZZzRt2pSAgADc3d354osvHK1VX19fRo4cSY8ePejbty8fffQRFy9edCz7zDPPMHbsWLp27cq//vUvoqKibltTUlIS06ZNo3bt2nh7e+Pu7s6RI0dytIwbNGjg+L+iKAQFBREbGwvAkSNHaNCgQbb7Erdq1Sqfr87tSRiXYHZVxa6pPP77p8xcv1DO3QndRMfF0Hn+i2w9e1RG7BIAREREoCiK4zBulmrVqhEREYGLi0u26bceyv7hhx+YNm0aY8aMYfXq1ezdu5dRo0ZhtVod88ydO5etW7fSunVrfvzxR2rUqMHff/8NZB72PnToEH369OHPP/+kTp06LFmyJNdap02bxpIlS5g1axYbN25k79691K9fP9u2gByHuRVFQb1Hp2gkjEuorCB+aNG/+OHgX3qXIwTx6ckM+PENFu5fr3cpogTw8/OjW7dufPrppyQnJ+d7+c2bN9O6dWsmTpxI48aNiYiIyLV127hxY1544QW2bNlCvXr1+O677xyP1ahRg6lTp7J69WoefPBB5s6de9ttjRw5kgEDBlC/fn2CgoKIjo7OV721a9dm//79jkPwgOOLQVGQc8YlkF1Vsal2Bi96i79OH9S7HCEcbKqdySv+Q2xyPP9oPUDvcsq8QI8qJXo7//73v2nTpg3NmjVj5syZNGjQAIPBwI4dOzh69ChNmza97bLVq1fnm2++YdWqVYSFhbFgwQJ27NhBWFgYAKdOneKLL76gX79+VKpUiWPHjhEZGcnw4cNJTU3l2WefZdCgQYSFhXHu3Dl27NjBwIEDb7utn3/+mb59+6IoCi+//HK+W7yPPPIIL730EuPGjeOFF14gOjqa9957L1/ruBMJ4xLGrqpY7RkM+mkWm88e0bscIXL1+l/fY1AUprbqr3cpZZaqqQW69rcw2zMo+TtYGh4ezp49e5g1axYvvPAC586dw8nJiTp16jBt2jRHZ6jcTJgwgT179vDQQw+hKApDhw5l4sSJrFixAgBXV1eOHj3K/PnzuXr1KhUrVuTJJ59kwoQJ2Gw2rl69yvDhw4mJicHf358HH3wwW4ewm33wwQeMHj2a1q1b4+/vz/Tp00lISMjXc3V3d+e3337j8ccfp3HjxtSpU4e33377tl8A8kvRZEDaEsOm2km3ZfDgj2+y7fyxuy8ghM5mdhzG0/c9oHcZpVpaWhqnTp0iLCwsW+cgUfrl572VlnEJYVPtpNms9Pv+NXZfvH2vQCFKkpnrF2JQFKa0zDnKkhAi7ySMSwCbaifZmka/719jX8wpvcsRIl9eWfctCgqTW/bVuxQhSi0JY53ZVDtJ6an0+W4mhy6fufsCQpRAL69bgKLApBYSyEIUhFzapCNVU7GrKgN+fFOCWJR6//xzAf/esUzvMoQolSSMdaUwaumH7Lkk54hF2fDiH/P5Zt8fMjBIAUhf2rInP++phLGOXlg7j+WRud9lRIjS6plV/2Xr2aMydGYeZY36JPf+LXuyRvgy5mFMd7m0SQeqpvGfnct58Y/5epciRLHwdnZj/ch/UdnDH5PcXOKuLl68SFxcHIGBgbi6uma725EonVRV5cKFC5jNZqpWrXrX91TC+B6zqyqronbx6M/vyVjTokwL96nIupFv4WZ2xmiQg3B3omkaly5dIi4uTu9SRBEyGAyEhYVhsVjuOq+E8T1kU+0ciImm98IZpNqsd19AiFKuXdW6LHn4nxgVg7T28sBut5ORkaF3GaKIWCwWDHn8IiphfI/YVDuXkq7Tad4LXE6J17scIe6Zxxp05pPej+tdhhAlmhw7ugdUTSXdlsGAH94oF0H89H0PEPf8T7zVZYRj2oiGXfj9kRmcmTqPuOd/wsvJ9a7rcbc481aXERx44jMu/uNbVj36Oo2DwrPNM6lFXyInf0nk5C+Z1OL+bI81rRjB+pH/wpjP8XZF0Vqw/08+3varnJYR4g7kU+oeMCgGJi77N5HXLuhdSrFrHBTOqEbdOBgbnW26q9mJtSf38sHW3O83mpuPez1Ox9AGTPj9U1p/9Q/WRe/nl4dfpqK7DwB1A6ryYrshjPl1NmN+/YiX2j1MnYDMu88YFQMf9hzH1JVfYpfLbHQ3c/1CVp3YJT2shbgNCeNipqoqX+xaydJjRXffy5LKzezEl/0mM2XF58SlZb+/6Zydy5n991J2XojM07qcTWb61WzJjPXfsuXsEU7FxfCvTYs4FXeJ0Y27A1DdL5hDsaf56/Qh/jp9kEOXT1PdNxiAKS37seXsEbmGu4RQNY3Hf/+U2OQ4CWQhciFhXIxsqp0Dsaf555/f6F3KPfFe97GsjtrDhtMHCr0uk8GIyWAkzZa9M0tqhpVWVWoBcPjyGSJ8K1HZ048qnv5E+FbkyJWzhHpXYFiDjrzx1w+FrkMUnfj0FMYs/QiDdOQSIgcJ42KSdZ54+JL3sdptepdT7B6s3ZoGFcJ4df13RbK+JGsa284d47k2Awly98GgKAyp244WwTWo4JZ5mPr41fO8tuF7ljz0Mj8/9E9eXf89x6+eZ3bPccxYt5DOYQ3ZMuY9/hr1Nq2r1C6SukThbD13lPe3LJHzx0LcQm4UUUwMioGnVn7O6fhYvUspdsEefvyr60gG/PAG6faiuyxjwu+f8lnvJzg66XNsqp19l06x+PBmGgWFOeaZu3cNc/eucfw+tF4HkqxpbD9/nJ3jZ9Np/gsEe/jxVb+naPifSeXii1FJ9/bmxXSt1oj6FUIxGWRAECFAwrhY2FQ7Px/ewuLDm/Uu5Z5oFFSNQDdvNox62zHNZDDSukptxjXtSeC7jxSoJRQdF0Of72bianbCw+JCTHIcXz/wNNFxuX/B8XXxYHrbQfReOINmlSI4ce0iJ69f4uT1S5iNJiJ8K3L48tkCP09RNGyqndFLZ7N5zHty/bEQN0gYFzGbaicm6TrT1vxX71LumQ2nD9Dqv//INu2zPk8QefUCs/9eWuhDkikZ6aRkpOPl5EaXsIa8su7bXOd7q8sI/r1jGRcSr9GkYjjmm4ZhNBkMcolTCXIqLoZpq//Lv/s8qXcpQpQIEsZFzKAYGL30IxLSU/Uu5Z5JsqZx5Er2FmdKRjrXUhMd0wPdvKjg5k2YdxAAdQKqkmRN5WzCFUfP66UPv8zvx7fz5e5VAHQOa4gCnLh2gTCfIF7v9BjHr55n4YH1OWroGFqfcN+KPP77ZwDsvhhFdd9gulZrRLCHH3ZVLReXlpUm3x3YQI/wpvSp0VwOV4tyT8K4CNlVO3P3rGXb+WN6l1LijG7cnefbDnb8vuLR1wCYuOwzvjuwAYAwnwr4uXo65vF0cmVGh6FU8vDjeloSvx7bxht/fZ/j0hhnk5l3u41h9NIP0chshV9IvMZza77ms94TsdozeGLZZzl6Zgv9PbXyc1pWrkmAq5eMXy3KNRkOs4iomsr11CSafD6F+HS5FZoQedU5rCE/P/SS3mUIoSv5KlpEDIqB59fOkyAWIp/+PLWPpUf/lsFARLkmYVwEMux2Np0+xKLDm/QuRYhS6fm1c7HabciBOlFeSRgXAUWBqau+1LsMIUqti0nXmbXxJ73LEEI3EsaFpGoqH279RXrqClEID9ZuzeQWfVE1DU2VgVlE+SNhXAh2VeVC4jXe3/qz3qUIUSrVCajCimGv8vUDT+NnTMF66HkUg1zkIcof2esLwWgwMHXll3LJjBD55OXkygvthjCuSU9U1UraoZdJj3wXAJNvK0wV+0ooi3JF9vYCyrDbWR+9nzUn9+hdihClhoLCI/U78Ebnx/B0ckWNXUXK9mGg/u8qhNRDz+NRsY+OVQpx70kYF5DZaJRb9AmRD42CqvFBj3E0qRiOLTmalA3dUeNzfpnVUk5jjfoMS/hkaR2LckP29ALIsNtZe3IP+2JO6V2KECWer4sHr7QfyvBGXbDbUknZ9wwZp/59x2XSIz/AUu0J5CNKlBeypxeA2Whk1sYf9S5DiBLNoCiMbNSVmR2H4Wp2wnZhCam7RoJqveuymvUy1qhPsUQ8La1jUS7IXp5PNtXOysidHIg9rXcpQpRYLYJr8GGPcdQNDMGWeJzUjUNQk47max3pJz7EEv4k8jElygPZy/PJZDDy1qZFepchRIkU6ObFqx0fZWj9DmRkJJGyewIZZ+YXaF2a9SrpJz7BqcY/UBS5q5Mo2ySM8yHDbmd55A4OXT6jdylClCgmg5HxTXvyUruHcDKaSD+zkLTd44HCjTdtPTEbp/AnweRWNIUKUUJJGOeD0WDgX9IqFiKb9iH1eL/7WMJ9K6ImHCRl2xC0lKLp3KhlXCM96mOcajwnrWNRpkkY55HNbue349s4cuWs3qUIUSIEe/jxZpcR9K91HzZrPKk7H8N2fnGRbyf9xEc4RUwFo4SxKLskjPPIZDTy3hYZ9lIIi9HEpBZ9ea7NQIyKQvqpL0jbN6X4NpgRh/XMAiwho6RntSizZM/OA7tqZ8+lk3KuWJR73ao15r3uY6ji5Y8at5vkbYMh7WKxb9d6cg5OYeOKfTtC6EXCOA+MBiNf7lqpdxlC6CbUuwJvdx1Jj4im2NKvkrptELZLy+/Z9tXEw9iubMLoe5+0jkWZJHt1HsSnJfPL0b/1LkOIe87FZGFqq/48fV9/FFTSIj8k/dALutSSHvUJbv5tddm2EMVNwvgubKqdb/b9Sbpd7swkype+NVrwdrfRVHDzRru+leRtD4H1im712C79jpp6EcU5CEVRdKtDiOIgYXwXJoOReXvX6l2GEPdMdd9KvNd9DB1C62NLiyF1S2/sV9brXRZodqwnP8OpzquA9KwWZYuE8R3YVDtbzx4h6nrxd1ARQm/uFmeeazOIic37oKk20o68Sfqx1/UuKxvr6bk41X4F5JpjUcZIGN+ByWDky92r9C5DiGI3uE5bZnUZga+LO+qV9aRsHwq2BL3LykGzXsV2cRmmivejGMx6lyNEkZEwvoMrKQksj9ypdxlCFJt6gSG8330sLSvXxJZyjpSNfVGvb9e7rDuynvsBc/AAvcsQokhJGN9GZsetP7CphRtbV4iSyMvJjZfaD2Fskx7Y7VZSD76I9cQHepeVJ7aYlWi2JBSTu96lCFFkJIxvw2QwslQuZxJljILCow068lqnx/B0csF+aTkpO4aDmqJ3aXmnppNxYQnmyg/LoWpRZkgY38alpOvsiymawe6FKAmaVAzngx7jaBRUDVvSKVLWD0FNOKB3WQWSce5HLFUf07sMIYqMhHEuMuw2aRWLMsPPxYMZHYcxvGFnMjKSSdn3NBmn/qN3WYViu7wO1XoNg8VX71KEKBISxrkwG00siyzZnViEuBujYmBU427M6PAILmYz1nM/kbp7LKhWvUsrPM1OxrmfsISOkUPVokyQMM5FQnoKm88c0bsMIQqsVeVafNBjHLX8K6MmHSdl42DUpON6l1WkMs79hFO1x/UuQ4giIWF8iwy7jWXHd2DXVL1LESLfgtx9eL3Towyu244MayKpu8eScXah3mUVC/u1v9Ey4lHMXnqXIkShSRjfQg5Ri9LIbDAyoVlvXmw3BIvBSPrp+aTteQIoy18qVTIurcQc/KAcqhalnoTxLdJtGfxxcp/eZQiRZx1D6/N+97GE+QShxh/IvMdw6mm9y7onbLGrsFR5SO8yhCg0CeOb2FQ7f5zaS6qtDHRwEWVeFU9/ZnUZQd+aLclIjyN1xzBsF37Wu6x7yhazRu8ShCgSEsY3MSgKa0/u1bsMIe7IyWhmcsu+PNt6IAYF0k/OIW3/VL3L0oVmvYw94TBGzzp6lyJEoUgY38SgGNh27pjeZQhxWz0jmvJut9EEe/qhXt+VeUg6/ZLeZenKFrsag3t1OW8sSjUJ45ukWNM4cuWs3mUIkUM1nyDe7jqKbuGNsaVfIXVrf2yxq/Uuq0Swxf6JU8TTepchRKFIGN+gaio7LkSiaprepQjh4Gp24plWA3iqZT/QVNKOv0v64Zf1LqtEsV3djKbZUeQex6IUkzC+QVU1tp47qncZQjg8UPM+3u42igBXL7Rrm0ne/hBYr+ldVsljT0ZNPI7Rs7belQhRYBLGN5iMRjlfLEqEmn7BvNd9LO1C6mJLvUjK5iGoVzfqXVaJZr++DYN7hJw3FqWWhPENqqax62Kk3mWIcszD4sL0toN4vFlvNNVG2pHXSD82S++ySgX79V2Yqw7XuwwhCkzC+IYT1y6QkJ6qdxminHqobjtmdRmBt7Mb6uU/SdkxFGxJ+ViDAafaL2OpPBTFuQJq2kUyziwg/dhbt13C6N8e97Y5O4ElrAhBS48BwFz5YZzrvIFicsN65hvSDk53zKe4huDW+neS1rcGW2I+ai169rjdKIpB1xqEKAwJYzLHo9585rDeZYhyqEGFUN7rPpYWwTWwpZwlZWMf1Os78r0epxrTsISOI3X3WOyJRzB6N8G18RdoGfFYT/77jssmrqmHdlOYaumxACgWP1wazyF19zjU5FO4tlqC7fJ6bDErAHBp8BFph/6pexAD2BMOoKkZcphalFoSxoDJYGTHhbJ1RxtRsnk7u/Fy+6GMatwVuy2d1APTsUZ9VOD1GX3vw3bpd2wxKwGwpZzGVnkIRp/md11WtV6GjPgc0w2uYWgZ8WScX5y5zssbMHjUgpgVmIOHgJaB7eLSAtdcpFQrauIRjF4N9K5EiAKR4zqAoigcij2jdxmiHDAoCiMadmHv458yolEXbBd/I2VFxUIFMWTewcgU0AmDW0TmdjzrY/RtjS1m1V2X9ei0HY+ep3BtvQyjb6v/rTP5BIrRFYNXQxSzDyafZqgJB8DsjVPtGaSWsFG/bNe2oZWFezWLcklaxjeciivfoxiJ4tesUnU+6DGOBhVCsSedIGXzw6iJB4tk3enH3wWTB+5d94NmB8VI+uEZZJz74bbLaGkXSd07Cdv1XShGJywho3Bru5qkDe1Q4/dCRhwpu8fi2uQrMLpgPbsQW+xaXBr/B+upORhcQ3FpuRgMZtKOvoHtwpIieS4FZY/bC6Fjda1BiIKSMAaupyZJ5y1RbPxdPXm14zCGNehERkYyKXsnkRH93yLdhjl4EJbKQ0ndOQJ74mGMXg1xrv9uZkeus9/muoyaFIk16X9XEKRe+xuDWzWcIqaQums0ALaLv5J08VfHPEa/dhg865G6fyoeXQ+RsnMEWvol3DtsIvHKJjTr5SJ9XvmhJkeiKIpu2xeiMCSMgZPXpVUsip5RMTC2SQ9e7vAwziYz1rM/kLprLGAr8m05132L9Mh3yTi/CAA14RAGl6o41Xj2tmGcG/v1HRj9Wuf+oMGCS8OPSNk1GoNbOBhM2G9c/2xPisTo2xzbpeWFfi4FpSaf0m3bQhRWuQ9jm91O5LXzepchypg2VWrzQY9x1PALxp54hNRtQ1CTTxTfBk0uoKnZp2l2yOflPgavhmhpuX85dar5ArbY1ajxezF4NQTlfx8fisEMOg9HqaWelx7VotQq92GsoUnLWBSZSh6+vN7pMQbWaYPNmkDKzlHYzt/+vG1RsV1ajlPN6aipZzMvbfJqiCViChmn5zvmcarzOgbnSqTuHgOAJXwSanI0auJhMDhjCR2FKaAjyZvvz7F+g0ctzMGDSFrXEgA18RhoKuaQkWhplzC418R+fVexP887U9FSz6G4helchxD5V+7D2Gw0SRiLQjMbjExsfj/Ptx2E2WAgPXouaXufBNS7LlsUUvdPxbn2DFwafoziFICadhFr9FekH33TMY/BOQiDa5X/LaRYcK73NgaXSmj2FNT4gyRv7o39yoYc63dp9G/SDjwH9pTMCWoaqbvH4dLwIzBYSN0/FS3tQnE/zbuyJ0WiuIbKuWNR6iiaJrcp6jz/BXZfjNK7DFFKdQ5ryPvdxxDiXQE1fi/Jfw+GtHN6l1UuOTf4EEvoGBSDRe9ShMiXct8yBoi6Ji1jkX8hXgG81XUkvas3x2a9Tuq2h7Bd+vXuC4pioyaf0v3ctRAFUe7DOCE9hfj0ZL3LEKWIs8nMUy0f4JlWAzAokB71CWkHntW7LAGoKafkvsaiVCr3YXwlJUHvEkQp0rt6M97tNpqKHr6o13dkHpK2xupdlrhBS9fvOmchCqPch3F8mrSKxd2F+1Tk3e6j6RzWEFvaZVK29MN+ea3eZYlbaNbrepcgRIGU+zCOS8vPbepEeeNmduIfrR9kSst+mfcYPvY26Udm6F2WuA0tI07vEoQokHIdxnZVJS4tRe8yRAn1YO3WvNVlJP6unqhXN5Ky7SGwxeldlrgDLUNaxqJ0KtdhrGoqCekSxiK72v5VeL/HWFpXqY0t9QIpmweiXt2sd1kiL1Qrmj0NxeisdyVC5Eu5DmMNJIyFg5eTK8+3Hcz4pr1QVStph18h/fg7epcl8knLSJAwFqVOuQ5jBUi0ShiXdwoKQ+u3543Ow/FyckWNXU3KjmFgl859pZGWcR2cA/UuQ4h8KddhbFAM0jIu5xpWCOODHuNoWikCW/JpUjb0QI3frXdZohA06zW9SxAi38p1GBsNEsbllY+zO690GMqIRl2x21JJ3f8PrCc/07ssUQQ0u/xNi9KnXIcxyDnj8sagKIxo2JWZHR/BzeKM7cIvpO4aAapV79JEUdHselcgRL6V+zC22ov+Ru+iZGoRXIMPeoyjXmAItsRIUjcNQU06ondZoqhp8jctSp9yH8bGfN58XRQdZ5MFN7MzbhYn3C3OuJqdcDO74GrOnO5idsLFbMHZZMHFZHH838lozvzXZMbJaMZiNOFkMmE2mLAYzViMRkwGE2ajCZPBiNlgwMlkxt/VC1XT0OxpGMweuLVdofdLIIqBYvZB0zS5jaIoVSSMDWU3jF1NFtydXHA1OeNuccbtRuC53gg5V1Pmvy5Z/5otOBktON8IOUfYmcw4GU2YbwSf2WDEfONfU7YfBaNiwGBQMCgGDIqCAQVFUTAomf8qGG78qxT6w9Ku2rBrdlTVhl2zYVNtmdPUDGxqBjY1FZtqJSUjg8RUG7EJcviyPKji44SHk5PeZQiRL+U+jA0FbBkrKJktOrMLbpbM1p2b2QlXs/ONsHPC1RF0TjibMltzmT/Zw87JlBVypsx/jUbMN7XsTAYjJsWA0WDAeCPojDcFnCEr4G4KuYI+r5vZs8JNs2X7v82egU2zYrdnkGHPID3DelMAZoah/ab/225azq5lzpe1vv/9/8Z0x3w3P37rujKXESI3o1u8Rs3AZnqXIUS+KJqmaXoXoacrKQlk2G0YDQZH4BluBJ3hRqhlC7kb/yqFDDtNU7FrduyqDVWz5xJQWeGWgc2eQYaani0MM1uCGTeCz5Zzee2WAMs2300Becv0rP+r0glGlFJjW75J9YDGepchRL6U+5axqsaTkBqLTbXm3hLTsh/6/N9jNwXgTa29HC29bAH5v/Wrmqr3UxeiTDIayv3HmiiFyvVeq2kam04uZduZ5XqXIoQoIgbFqHcJQuRb2e29lAeapmIxSkcPIcoSo1Ku2xiilCrfYYyGxSQDygtRlriY3fQuQYh8K/dhbJaWsRBliruTj94lCJFv5TqMATlMLUQZYjKYcTa76l2GEPlWrsPYoBhwtXjpXYYQooh4OPnqXYIQBVLOw9iIn2uQ3mUIIYqIp7OEsSidynUYA/hKGAtRZkjLWJRW5T6M3SxeMkiAEGWEh7OPDKgjSqVyH8aKouDtHKB3GUKIIuDp5CdDuYpSqdyHMYCPawW9SxBCFAFPZ18U5NaJovQp92GsaRo+LhLGQpQFns5+MhymKJXKfRirmh0fl0C9yxBCFAEvZ/9C3ydbCD2U+zAGOUwtRFnhIaNviVKq3Iex0WDCz7Wi3mUIIQrJ1eyBq8VD7zKEKJByH8YgLWMhyoJKXuF6lyBEgUkYA+5O3nLbNSFKuWCvCFRVLmsSpZOEMZljVAd6VNW7DCFEIVT2qo5c1SRKKwljQNNUQnxq6V2GEKIQqvrUlMuaRKklYQyomkpVn9p6lyGEKCAXszvecomiKMUkjMnsUV3Nt77eZQghCqiSp3TeEqWbhPENPq6BuMm9jYUolYK9ImRMalGqSRjfJEQOVQtRKlX2ikDT9K5CiIKTML7BrtqoKp24hCiVqvjUxGiQzlui9JIwvsGgGAnzrat3GUKIfHI2ueLrGqR3GUIUioTxDYqiUNmrulwaIUQpE+xVXe8ShCg0CeObmIwWKnpW07sMIUQ+1Ahsil216V2GEIUiYXwTVVOlE5cQpUy9oNYYDTKcrSjdJIxvommanDcWohTxc62Iv1slvcsQotAkjG9iNBipFdgck8GsdylCiDyoXaElqqbqXYYQhSZhfAuLyZnq/o31LkMIkQd1g1rpXYIQRULC+BZ21Ub9im31LkMIcRcuZndCfetiUORjTJR+shffwmgwUa9iG7m/sRAlXI2AphLEosyQPTkXTiYXIgIa6V2GEOIO6lRoKZc0iTJDwjgXdtVGgyA5VC1ESWVQjNSq0EIuaRJlhoRxLrIOVctoXEKUTKG+dXE2uepdhhBFRsL4NpzNboT7NdC7DCFELuQQtShrJIxvw67aaFCpnd5lCCFuYVCMNAruKIeoRZkiYXwbRoOJ+hXbSm9NIUqY2hVa4uHko3cZQhQpSZo7cDG7U00OVQtRorQOvR9VtetdhhBFSsL4DuyqjZZVe+tdhhDiBj+3SkT4N8JgkM6VomyRML6DzF7VrfF2CdS7FCEEcF/V3tilVSzKIAnju9A0jdah9+tdhhDlnslgoUXVHhilVSzKIAnjuzAajNwX0geL0VnvUoQo1xpWao+z2U3vMoQoFhLGeWAxOtO0Sle9yxCiXGsd2ldulyjKLAnjPNFoX+1BFBS9CxGiXKrkGU5l7+pyqaEos2TPzgNFMeDrGkStwOZ6lyJEudQqtI+MuCXKNAnjPFJVO+3DB+pdhhDljrPJlcbBnWXELVGmSRjnkcFgpJpffSp6hOldihDlSpuwBySIRZknYZwPdtVG22r99S5DiHLD1exBh/BBcq5YlHmyh+eD0WCicXAnGRdXiHukY8RgzEaL3mUIUewkjPNNoWuNYXoXIUSZ5+XsR5uwB+S+4qJckDDOJ6PBSIuqPangEaJ3KUKUaV2qD0ORjyhRTsieXgCapnJ/nXF6lyFEmeXvFkzzqt1l6EtRbkgYF4DRYKJGQBNqBDTVuxQhyqQeNYejyWhbohyRMC4gVbPTt+546eUpRBGr5BlOg0rt5HImUa5IkhSQQTES6F6FZlW6612KEGVKr9qjZLQtUe5IGBeCpqn0rDUSJ5OL3qUIUSZU86tPjYAm0ioW5Y6EcSEoigEXszsdwwfrXYoQpZ6CgT61x2JX7XqXIsQ9J2FcSAbFQPvwgXi7BOpdihClWpuwvlT2ri49qEW5JGFcBBQM9Ko1Uu8yhCi1/Fwr0qvWKL3LEEI3EsZFwGgw0ii4I9X9G+tdihCljoLC4EbPoMiVCaIck72/iKianYcaT8PF7K53KUKUKveF9CHMt6502hLlmoRxETEoRtzMngyo96TepQhRavi4VKBPnTFomqZ3KULoSr6KFiGDwUjD4A4cjtnG3gvr9S6nTOkYPphetUex6eQv/Hb4CwB8XYPoU2csoT51MRnMHL+8i6UH55Bkjbvjujyd/ehVaxQ1A5thMTpxJfkii/Z9yPn4SADaV3uQDuGDAFgftYiNJ5c4lq3iXZP+9Sby2eapqDJCVKENbvg0BsWEoih6lyKEriSMi5iqqTzYYDKnrh0kPu2K3uWUCZW9qtMypBcXEk46ppmNToxt+SYXE07y5d8vANC95mOMbDGDzzY9g0buLS0XsztPtH6Pk1f38/X2V0hOj8ffrRKpGYkABHmE0q3mo8zb/ioAo1rMJPLyHi4lRmNQDAyoP4mf938sQVwEWlTtSbh/Q73LEKJEkMPURcygGDAZLDzUaBoK8m2/sCxGZx5u/Bz/t/9jUjOSHNNDferg4xrIT/s+4FJiNJcSo/lp7/sEe1W/4wd8h/BBxKdeZtG+DzkXd5zrqTFEXtnDtZRLAAS6V+FSQjRRV/cRdXUfFxOiCXCvDED7aoM4de0g5260oEXBeTsH0LfOeDk8LcQNEsbFwGgwEu7fgDZh/fQupdTrX28iR2O3c+LK3mzTTQYzmgY2NcMxLUO1omkaob51b7u+OhXu41x8JMOavMDL3b5jSrtPaFG1h+PxS4nR+LsF4+0cgLdLIP5ulYhJPI2vaxDNqnRj1dFvivw5lkcDGz6F0WCWw9NC3CCHqYtRr9qjiby8h5ikM3qXUio1rNSeSl4RfLrpqRyPnYk7SoY9jd61RrPy6HxQoFetURgNRjydfG67Tl/XIO4L6cPGk0tYd+JHKnvXoF/dx7GpNnaf+4PYpLOsPDqfsfe9CcDKo/OJTTrL2JZvsvzI19QMbELX6sOwa3Z+O/Q5p64dLLbnX1a1rNqLGgFN9C5DiBJFwrgYKSgMbTKdTzY+hV2Tge/zw8vZn751J/Dfv1/K1vrNkmxN4NtdsxhQfxKtw/qhaRr7LmzgXFwk6h0OfSqKwvm4SFYdmw/AhYSTBHmEcF9Ib3af+wOAbWeWs+3McscyTSp3Id2eypnrR5jW6Qs+2fQ0Xs7+PNJkOv/6U25qkB8hPrV5oN5ENE2TVrEQN5EwLkZGg4kKHiF0q/koK4/O07ucUiXYqzoeTj5MafeJY5rRYCTMtx6tQvvy0vIHiLyyh3fWjcHV7Imq2UmzJfPPrt+y78b539wkpl0nJulstmmxSWepV7FNrvO7mj3pWv0RPt/6HFV8anIl+TxXky9wNfkCBsVEgFtlLiVGF8lzLuu8nP0Y0fwVFAUJYiFuIWFczAyKgU4RQzgff4IDFzfpXU6pceLKXj7Y8ES2aYMbTuVy0jnWRy1C43+9mVMyEgAI92uIm5M3h2P+vu16o68fJsAtONs0f7dg4lJic52/b93xbDr1C/FpV6nsXQOD8r8/GYNikFGj8shkMDOi+QycTe4YFBl7WohbySfJPaBqKg83fpYq3jX1LqXUsNpTiUk8ne3Hak8jxZpATOJpAJpV7kZV75r4ugbROLgTw5q+wKaTv3Al+bxjPePum0Wr0Psdv286uYSqPrXoFDEEP9eKNKrUkZZVe7Hl9O85aqju3xh/t2C2Rmc+di7uOIHulakZ0IwWVXuioXI56VwxvxJlw8AGT1HRs5rcBEKI25CW8T1gUAygaYxq8SqfbJzC9dTcW2Eif/zdg+lZawQuFg+up8SyLvJHNp5akm0eX9eKuFm8HL+fi4/km51v0LPWSLpUf4TrKZf47fDn7D2/PttyJoOFB+o9wcLd/3JcsxyfdpWlB//D4IZPY1Nt/LT3A2yqtdifZ2nXNqw/TSp31rsMIUo0RZML/e4Zu2rjaspFPts0lTRbit7lCFHsIvwbMablG5lfSIUQtyV/IfeQ0WDC37USjzZ9ST6cRJnn6xrEY01f0rsMIUoFSYR7zGAwEuHfkAfqPnH3mYUopSxGF0a1eBWz0Um+eAqRB/JXogNFMXBfaB/ahvXXuxQhipyCgYcbT8PfrZLcFlGIPJIw1tH9dcZRu0JLvcsQokgNqD+JOhXuk0uYhMgHCWNdaQxr8gKVPMP1LkSIItG3znhahvSUQT2EyCcJYx0pigGDYmTcfbOo4F5V73KEKJTuNYfTtlp/vcsQolSSMNaZ0WDEyeTK463fpYJHiN7lCFEgHcOH0KX6w3qXIUSpJWFcAjgCudU7Esii1Glf7UF61R6pdxlClGoy6EcJYlftpNtS+HzrdLn5gCgVOkUMoWetkXqXIUSpJ2FcwthVO1Z7Kl/+/SLn40/oXY4Qt9W1+iN0q/mo3mUIUSZIGJdAqmrHpmbw9fZX5Ob1okTqXnO4nCMWoghJGJdQqmZH1VQW7HyDo7E79C5HCCDzpid96oyjbdgDepciRJkiYVyCqZoKaPy45332XlivdzminHM2uTKs6YtU928s1xELUcQkjEu4rLdn+ZGv+OvkzzpXI8orP9eKjG7xGr6uQRjknsRCFDkJ41Jk/4WNLNr3IVZ7mt6liHIk3K8hw5v9E7PRScaaFqKYSBiXIqpm50rSBebtfJWryRf0LkeUAy2r9qZ//ScARe6+JEQxkjAuZeyqDZuawXe73+Zo7Ha9yxFllEEx0LfOBFqH9UXTNDlHLEQxkzAuhVRNxaAYWHt8IWuPf4eGvIWi6LiY3Xm06YuE+zVAkdawEPeEhHEppmkaxy/v4vs975CakaR3OaIM8HcLZnSL1/BxCZSOWkLcQxLGpZyq2olPu8K8Ha/KEJqiUFpU7UnfuhMwKiaMEsRC3FMSxmWAXbWjanYW75/N3vPr9S5HlDJezn4MajiVGgFN5PywEDqRMC4jNE1FUQwcurSVJQc+IzH9mt4liVKgcXBnBtR/EpPBIq1hIXQkYVzG2FU7NtXK74e/ZMeZVdK5S+TK3eLNwAZTqBN0n+OLnBBCPxLGZVDWocZTVw+yeP9HXEk+r3dJogSpX7ENAxs8hcXoIq1hIUoICeMyzK7a0VBZc2whf538P1TNrndJQkeuZg/615tIw+AO0hoWooSRMC4HNE0jJvE0P+37kPPxkXqXI3RQN6g1D9afjKvZXS5ZEqIEkjAuJ+yqHUVR2HjyZ9YcW0iGmq53SeIeqOpdi/vrjiPEp7ZjsBghRMkjYVzOqJpKQtpVVh37hr3n1924TaMoa/zdgulVaxT1KrbGrtrl3LAQJZyEcTmU1UK6knyB1ce+Yf+FjdLruoxwt3jTtcYjtAzpjaZpEsJClBISxuVYVijHJp5h5bH5HLq0Ve+SRAFZjM60r/YgHSMGY1RMcl5YiFJGwligqnYMBiMX4k+y6th8jsbu0LskkUcGxUjzKj3oUesxXMweck5YiFJKwlg4qJodg2LkbNxxVh6dx4kre/UuSdyG2ehE4+BOdAwfjK9rEKDJpUpClGISxiKHrA4/p64d4s/I74m8vEfOKZcQvq5BtArpQ4uQXjgZXdDQpDUsRBkgYSxuKyuU41Iv8/fp5ew8u0bGvNZJdf/GtAnrR63AFqiaKh2zhChjJIzFXWma5mgZH43ZzrYzKzgWuwsNuSyqOFmMLjSt3IW2YQ/g7x6MXbVhNJj0LksIUQwkjEW+ZLWWE9Kusu3MSnacWUV82hW9yypT/N2CaRV6Py2q9MBsdAKQ2xoKUcZJGIsCyxzrWiHy8m7+Pr2co7HbZRCRAqrgXpW6Qa2pX6ktlTyryUAdQpQzEsai0LKCIy0jmaOxOzkau4Pjl3eRbI3Xu7QSS0GhindN6lZsTYOK7fB1rYB6Y8hS6RUtRPkjYSyKVNZ5TU3TuJAQxeGYbRyN3cH5uMhy3yPbqJgI92+Q2QIOaoObk5ecBxZCABLGohhpmubo+ZuakcSRmO0cjd1B5OXdpGQk6l1esVMwEOAeTFXvWlQPaEztCi1xMrlIAAshcpAwFvdMVgipmsqF+BOcvn6UiwknuZBwipjE09hUq94lFoqXsx+VvWtSxbsGIT61qexVHYvJ+caXErsEsBDitiSMhS40TcOu2TEqRhRFQdVUriZf5Fz8cS4mnOJCfBQXE06RZI3Tu9RcOZvcqOxdnSreNajiXYsQn9q4O3kBmV86DDeelxBC5IWEsShRMu+7nDnmMkCyNYHz8SeISTxNYvp1ktLjSLLGkZQeT/KN/9vUjCKtwWSw4OXij5dz5o+3S9a/gfi4BuLl7I+L2R3IHNebm+oVQoiCkDAWJV7WYV5Qcr3cJ92WSoo1gcT0OBLTr5KUHkdqRjIaGpm7942uYzd2daPRjNlgxmQwYzJYMBnMOJlc8L4laLPYVRuAtHaFEMVGwliUKVnBnbPn9s0hqt2YkjlNURQUDBK0QgjdSBgLIYQQOpPRBYQQQgidSRgLIYQQOpMwFkIIIXQmYSyEEELoTMJYCCGE0JmEsRBCCKEzCWMhhBBCZxLGQgghhM4kjIUQQgidSRgLIYQQOpMwFkIIIXQmYSyEEELoTMJYCCGE0JmEsRBCCKEzCWMhhBBCZxLGQgghhM4kjIUQQgidSRgLIYQQOpMwFkIIIXQmYSyEEELoTMJYCCGE0JmEsRBCCKEzCWMhhBBCZxLGQgghhM4kjIUQQgidSRgLIYQQOpMwFkIIIXQmYSyEEELoTMJYCCGE0JmEsRBCCKEzCWMhhBBCZxLGQgghhM4kjIUQQgidSRgLIYQQOpMwFkIIIXQmYSyEEELoTMJYCCGE0JmEsRBCCKEzCWMhhBBCZ/8P5AmOV5CKOV4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", @@ -314,9 +369,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", @@ -345,13 +411,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "tags": [ "remove-input" ] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -416,9 +493,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", @@ -451,9 +539,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", @@ -485,9 +584,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", @@ -523,9 +633,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", diff --git a/docs/usage/plot/plot-image.ipynb b/docs/usage/plot/plot-image.ipynb index a8032e0c..b116a1c3 100644 --- a/docs/usage/plot/plot-image.ipynb +++ b/docs/usage/plot/plot-image.ipynb @@ -14,7 +14,30 @@ { "cell_type": "markdown", "metadata": {}, - "source": [] + "source": [ + "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee-community/geetools/blob/main/docs/usage/plot/plot-image.ipynb)\n", + "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee-community/geetools/blob/main/docs/usage/plot/plot-image.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [ + "remove-input" + ] + }, + "outputs": [], + "source": [ + "import ee, pytest_gee, os\n", + "\n", + "if \"EARTHENGINE_SERVICE_ACCOUNT\" in os.environ:\n", + " pytest_gee.init_ee_from_service_account()\n", + "elif \"EARTHENGINE_PROJECT\" in os.environ:\n", + " pytest_gee.init_ee_from_token()\n", + "else:\n", + " raise ValueError(\"Cannot authenticate with Earth Engine.\")" + ] } ], "metadata": { diff --git a/docs/usage/plot/plot-imagecollection.ipynb b/docs/usage/plot/plot-imagecollection.ipynb index 7e7326f8..28ca3ce1 100644 --- a/docs/usage/plot/plot-imagecollection.ipynb +++ b/docs/usage/plot/plot-imagecollection.ipynb @@ -14,7 +14,30 @@ { "cell_type": "markdown", "metadata": {}, - "source": [] + "source": [ + "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee-community/geetools/blob/main/docs/usage/plot/plot-imagecollection.ipynb)\n", + "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee-community/geetools/blob/main/docs/usage/plot/plot-imagecollection.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [ + "remove-input" + ] + }, + "outputs": [], + "source": [ + "import ee, pytest_gee, os\n", + "\n", + "if \"EARTHENGINE_SERVICE_ACCOUNT\" in os.environ:\n", + " pytest_gee.init_ee_from_service_account()\n", + "elif \"EARTHENGINE_PROJECT\" in os.environ:\n", + " pytest_gee.init_ee_from_token()\n", + "else:\n", + " raise ValueError(\"Cannot authenticate with Earth Engine.\")" + ] } ], "metadata": { diff --git a/docs/usage/template.ipynb b/docs/usage/template.ipynb index e823f80a..186d81c3 100644 --- a/docs/usage/template.ipynb +++ b/docs/usage/template.ipynb @@ -11,8 +11,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee_community/geetools/blob/main/docs/example/template.ipynb)\n", - "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee_community/geetools/blob/main/docs/example/template.ipynb)" + "[![github](https://img.shields.io/badge/-see%20sources-white?logo=github&labelColor=555)](https://github.com/gee-community/geetools/blob/main/docs/usage/template.ipynb)\n", + "[![colab](https://img.shields.io/badge/-open%20in%20colab-blue?logo=googlecolab&labelColor=555)](https://colab.research.google.com/github/gee-community/geetools/blob/main/docs/usage/template.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [ + "remove-input" + ] + }, + "outputs": [], + "source": [ + "import ee, pytest_gee, os\n", + "\n", + "if \"EARTHENGINE_SERVICE_ACCOUNT\" in os.environ:\n", + " pytest_gee.init_ee_from_service_account()\n", + "elif \"EARTHENGINE_PROJECT\" in os.environ:\n", + " pytest_gee.init_ee_from_token()\n", + "else:\n", + " raise ValueError(\"Cannot authenticate with Earth Engine.\")" ] }, { @@ -26,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -36,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -46,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -75,9 +95,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3.14159265359" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# initialize your GEE object\n", "pi = 3.14159265359\n", @@ -87,9 +118,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3.141" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# truncate the number to 3 decimals directly in GEE\n", "ee_pi_truncated = ee_pi.geetools.truncate(3)\n", From 411f06dd0bc456f84f3df22854ec53cf22fd94e8 Mon Sep 17 00:00:00 2001 From: Rambaud Pierrick <12rambau@users.noreply.github.com> Date: Fri, 18 Oct 2024 07:25:37 +0000 Subject: [PATCH 2/3] docs: drop the version switcher --- docs/conf.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/docs/conf.py b/docs/conf.py index 17f494e6..794f7dd5 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -86,10 +86,11 @@ "page-toc.html", "edit-this-page.html", ], - "switcher": { - "json_url": json_url, - "version_match": version_match, - }, + # remove the switcher for now as the version management is not satisfying + # "switcher": { + # "json_url": json_url, + # "version_match": version_match, + # }, "navbar_start": ["navbar-logo", "version-switcher"], "show_toc_level": 2, } From 5cf78e71b00fdc230b8355463637bd45a6ab8a81 Mon Sep 17 00:00:00 2001 From: Rambaud Pierrick <12rambau@users.noreply.github.com> Date: Fri, 18 Oct 2024 07:39:09 +0000 Subject: [PATCH 3/3] docs: drop the switcher --- docs/conf.py | 1 - 1 file changed, 1 deletion(-) diff --git a/docs/conf.py b/docs/conf.py index 794f7dd5..d49c97ec 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -91,7 +91,6 @@ # "json_url": json_url, # "version_match": version_match, # }, - "navbar_start": ["navbar-logo", "version-switcher"], "show_toc_level": 2, } html_context = {