tSNEplots.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Libraries & Seed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "np.random.seed(0)\n",
    "import numpy.random as rng\n",
    "\n",
    "import os\n",
    "import pickle\n",
    "from itertools import permutations\n",
    "from itertools import product\n",
    "from itertools import chain\n",
    "from sklearn.utils import shuffle\n",
    "import sys\n",
    "import importlib\n",
    "import statistics\n",
    "import csv\n",
    "import time\n",
    "import tensorflow as tf\n",
    "import tensorflow.keras.backend as K\n",
    "from sklearn.manifold import TSNE\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_width = 237\n",
    "img_height = 80\n",
    "data = \"Rode/close/test\"\n",
    "data_path = \"%s%s/\" % (\"./data/\", data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from Model import get_triplet_network, get_embedding_cnn\n",
    "model = get_triplet_network((img_height, img_width, 1))\n",
    "embedding_cnn = get_embedding_cnn((img_height, img_width, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Testing Data from Pickle File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "with open(os.path.join(data_path, \"test.pickle\"), \"rb\") as f:\n",
    "    (X, n_samples) = pickle.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# t-SNE plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Before: Raw samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "(155, 18960)\n",
      "KL divergence:  0.4957923889160156\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"578.477344pt\" version=\"1.1\" viewBox=\"0 0 1164.867188 578.477344\" width=\"1164.867188pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-06-29T15:15:04.577922</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 578.477344 \nL 1164.867188 578.477344 \nL 1164.867188 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 35.304688 554.599219 \nL 1151.304688 554.599219 \nL 1151.304688 10.999219 \nL 35.304688 10.999219 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M -0 4.242641 \nL 2.545584 0 \nL 0 -4.242641 \nL -2.545584 -0 \nz\n\" id=\"m3ab35a8e90\" style=\"stroke:#e6194b;\"/>\n    </defs>\n    <g clip-path=\"url(#p0793bb7e4b)\">\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"772.500667\" xlink:href=\"#m3ab35a8e90\" y=\"259.414496\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"802.914226\" xlink:href=\"#m3ab35a8e90\" y=\"233.472749\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"788.794612\" xlink:href=\"#m3ab35a8e90\" y=\"193.487719\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"673.224115\" xlink:href=\"#m3ab35a8e90\" y=\"210.925439\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"763.07249\" xlink:href=\"#m3ab35a8e90\" y=\"244.400611\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"684.812441\" xlink:href=\"#m3ab35a8e90\" y=\"224.549568\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"742.306053\" xlink:href=\"#m3ab35a8e90\" y=\"158.51137\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"726.947061\" xlink:href=\"#m3ab35a8e90\" y=\"147.553747\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"731.855385\" xlink:href=\"#m3ab35a8e90\" y=\"238.689777\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"748.158252\" xlink:href=\"#m3ab35a8e90\" y=\"228.998617\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"706.540872\" xlink:href=\"#m3ab35a8e90\" y=\"174.688195\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"693.79119\" xlink:href=\"#m3ab35a8e90\" y=\"182.942341\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"697.539196\" xlink:href=\"#m3ab35a8e90\" y=\"255.90437\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"748.950552\" xlink:href=\"#m3ab35a8e90\" y=\"217.734004\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"763.38912\" xlink:href=\"#m3ab35a8e90\" y=\"155.26759\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"687.952668\" xlink:href=\"#m3ab35a8e90\" y=\"242.623576\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"676.482462\" xlink:href=\"#m3ab35a8e90\" y=\"175.729168\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"711.262234\" xlink:href=\"#m3ab35a8e90\" y=\"246.342468\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"666.182942\" xlink:href=\"#m3ab35a8e90\" y=\"194.612737\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_2\">\n    <defs>\n     <path d=\"M 0 -3 \nL -3 3 \nL 3 3 \nz\n\" id=\"m41d91daa2b\" style=\"stroke:#4363d8;\"/>\n    </defs>\n    <g clip-path=\"url(#p0793bb7e4b)\">\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"392.594866\" xlink:href=\"#m41d91daa2b\" y=\"314.822693\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"414.245027\" xlink:href=\"#m41d91daa2b\" y=\"321.308422\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"455.955195\" xlink:href=\"#m41d91daa2b\" y=\"354.049295\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"412.317596\" xlink:href=\"#m41d91daa2b\" y=\"340.635086\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"373.341243\" xlink:href=\"#m41d91daa2b\" y=\"349.389911\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"477.785818\" xlink:href=\"#m41d91daa2b\" y=\"321.673379\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"475.288862\" xlink:href=\"#m41d91daa2b\" y=\"333.235339\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"337.936647\" xlink:href=\"#m41d91daa2b\" y=\"326.925798\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"487.275804\" xlink:href=\"#m41d91daa2b\" y=\"340.198911\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"630.129495\" xlink:href=\"#m41d91daa2b\" y=\"233.28821\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"328.868878\" xlink:href=\"#m41d91daa2b\" y=\"344.280251\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"418.054407\" xlink:href=\"#m41d91daa2b\" y=\"355.131634\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_3\">\n    <defs>\n     <path d=\"M 0 -3 \nL -0.673542 -0.927051 \nL -2.85317 -0.927051 \nL -1.089814 0.354102 \nL -1.763356 2.427051 \nL -0 1.145898 \nL 1.763356 2.427051 \nL 1.089814 0.354102 \nL 2.85317 -0.927051 \nL 0.673542 -0.927051 \nz\n\" id=\"m76741eccbe\" style=\"stroke:#006600;\"/>\n    </defs>\n    <g clip-path=\"url(#p0793bb7e4b)\">\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"640.019933\" xlink:href=\"#m76741eccbe\" y=\"140.971972\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"388.625592\" xlink:href=\"#m76741eccbe\" y=\"196.234389\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"898.46186\" xlink:href=\"#m76741eccbe\" y=\"143.767062\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"464.347728\" xlink:href=\"#m76741eccbe\" y=\"119.187979\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"472.136821\" xlink:href=\"#m76741eccbe\" y=\"216.867733\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"598.943144\" xlink:href=\"#m76741eccbe\" y=\"198.956945\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"579.400603\" xlink:href=\"#m76741eccbe\" y=\"92.909317\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"546.506235\" xlink:href=\"#m76741eccbe\" y=\"83.505589\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"572.047076\" xlink:href=\"#m76741eccbe\" y=\"109.544742\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"237.121258\" xlink:href=\"#m76741eccbe\" y=\"256.277965\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"574.571238\" xlink:href=\"#m76741eccbe\" y=\"128.658687\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"579.521091\" xlink:href=\"#m76741eccbe\" y=\"138.367572\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"590.711764\" xlink:href=\"#m76741eccbe\" y=\"172.455389\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"236.775147\" xlink:href=\"#m76741eccbe\" y=\"255.540942\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"606.105283\" xlink:href=\"#m76741eccbe\" y=\"159.218794\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"637.1223\" xlink:href=\"#m76741eccbe\" y=\"121.101423\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"657.780067\" xlink:href=\"#m76741eccbe\" y=\"118.502061\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"669.628118\" xlink:href=\"#m76741eccbe\" y=\"86.531539\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"669.088305\" xlink:href=\"#m76741eccbe\" y=\"89.569465\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_4\">\n    <defs>\n     <path d=\"M 0 -3 \nL -2.598076 -1.5 \nL -2.598076 1.5 \nL -0 3 \nL 2.598076 1.5 \nL 2.598076 -1.5 \nz\n\" id=\"mc8e421b7d9\" style=\"stroke:#a9a9a9;\"/>\n    </defs>\n    <g clip-path=\"url(#p0793bb7e4b)\">\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"909.611685\" xlink:href=\"#mc8e421b7d9\" y=\"217.885399\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"271.789783\" xlink:href=\"#mc8e421b7d9\" y=\"148.315811\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"987.81397\" xlink:href=\"#mc8e421b7d9\" y=\"291.722496\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"921.497545\" xlink:href=\"#mc8e421b7d9\" y=\"324.467014\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"1018.987865\" xlink:href=\"#mc8e421b7d9\" y=\"324.300317\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"1054.567964\" xlink:href=\"#mc8e421b7d9\" y=\"289.676601\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"1027.002438\" xlink:href=\"#mc8e421b7d9\" y=\"303.364874\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"1024.203292\" xlink:href=\"#mc8e421b7d9\" y=\"302.828805\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"868.546554\" xlink:href=\"#mc8e421b7d9\" y=\"335.092742\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"312.825984\" xlink:href=\"#mc8e421b7d9\" y=\"128.176697\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"799.178194\" xlink:href=\"#mc8e421b7d9\" y=\"396.681074\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"986.008348\" xlink:href=\"#mc8e421b7d9\" y=\"279.857262\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"924.841826\" xlink:href=\"#mc8e421b7d9\" y=\"214.92753\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"296.212802\" xlink:href=\"#mc8e421b7d9\" y=\"139.542237\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_5\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m1858464cba\" style=\"stroke:#000000;\"/>\n    </defs>\n    <g clip-path=\"url(#p0793bb7e4b)\">\n     <use style=\"stroke:#000000;\" x=\"879.726073\" xlink:href=\"#m1858464cba\" y=\"271.897822\"/>\n     <use style=\"stroke:#000000;\" x=\"436.649529\" xlink:href=\"#m1858464cba\" y=\"297.747627\"/>\n     <use style=\"stroke:#000000;\" x=\"488.480894\" xlink:href=\"#m1858464cba\" y=\"411.562996\"/>\n     <use style=\"stroke:#000000;\" x=\"486.920736\" xlink:href=\"#m1858464cba\" y=\"418.279785\"/>\n     <use style=\"stroke:#000000;\" x=\"498.87668\" xlink:href=\"#m1858464cba\" y=\"399.199114\"/>\n     <use style=\"stroke:#000000;\" x=\"544.610756\" xlink:href=\"#m1858464cba\" y=\"302.166682\"/>\n     <use style=\"stroke:#000000;\" x=\"565.22969\" xlink:href=\"#m1858464cba\" y=\"275.809934\"/>\n     <use style=\"stroke:#000000;\" x=\"556.159599\" xlink:href=\"#m1858464cba\" y=\"289.06615\"/>\n     <use style=\"stroke:#000000;\" x=\"525.813696\" xlink:href=\"#m1858464cba\" y=\"301.337288\"/>\n     <use style=\"stroke:#000000;\" x=\"534.349227\" xlink:href=\"#m1858464cba\" y=\"318.221482\"/>\n     <use style=\"stroke:#000000;\" x=\"570.815359\" xlink:href=\"#m1858464cba\" y=\"340.212732\"/>\n     <use style=\"stroke:#000000;\" x=\"296.334062\" xlink:href=\"#m1858464cba\" y=\"309.190933\"/>\n     <use style=\"stroke:#000000;\" x=\"508.11237\" xlink:href=\"#m1858464cba\" y=\"377.290598\"/>\n     <use style=\"stroke:#000000;\" x=\"898.42468\" xlink:href=\"#m1858464cba\" y=\"143.780187\"/>\n     <use style=\"stroke:#000000;\" x=\"576.508072\" xlink:href=\"#m1858464cba\" y=\"313.331156\"/>\n     <use style=\"stroke:#000000;\" x=\"572.47367\" xlink:href=\"#m1858464cba\" y=\"347.701106\"/>\n     <use style=\"stroke:#000000;\" x=\"334.666389\" xlink:href=\"#m1858464cba\" y=\"255.533043\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_6\">\n    <defs>\n     <path d=\"M -0 4.242641 \nL 2.545584 0 \nL 0 -4.242641 \nL -2.545584 -0 \nz\n\" id=\"me8e2f33896\" style=\"stroke:#f58231;\"/>\n    </defs>\n    <g clip-path=\"url(#p0793bb7e4b)\">\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"372.734468\" xlink:href=\"#me8e2f33896\" y=\"186.499591\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"897.221134\" xlink:href=\"#me8e2f33896\" y=\"384.665378\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"528.727388\" xlink:href=\"#me8e2f33896\" y=\"195.773473\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"517.368645\" xlink:href=\"#me8e2f33896\" y=\"202.106632\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"652.805602\" xlink:href=\"#me8e2f33896\" y=\"306.049194\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"665.031142\" xlink:href=\"#me8e2f33896\" y=\"357.113423\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"855.913288\" xlink:href=\"#me8e2f33896\" y=\"404.204892\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"406.803597\" xlink:href=\"#me8e2f33896\" y=\"391.946248\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"593.789883\" xlink:href=\"#me8e2f33896\" y=\"384.634679\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"466.667487\" xlink:href=\"#me8e2f33896\" y=\"167.339871\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"713.90718\" xlink:href=\"#me8e2f33896\" y=\"366.900753\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"468.090448\" xlink:href=\"#me8e2f33896\" y=\"168.923938\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"747.648256\" xlink:href=\"#me8e2f33896\" y=\"468.635201\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"859.225942\" xlink:href=\"#me8e2f33896\" y=\"407.658614\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"823.130632\" xlink:href=\"#me8e2f33896\" y=\"333.998934\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_7\">\n    <defs>\n     <path d=\"M 0 -3 \nL -3 3 \nL 3 3 \nz\n\" id=\"m7234d9e041\" style=\"stroke:#42d4f4;\"/>\n    </defs>\n    <g clip-path=\"url(#p0793bb7e4b)\">\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"273.588913\" xlink:href=\"#m7234d9e041\" y=\"198.495553\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"160.204506\" xlink:href=\"#m7234d9e041\" y=\"373.070741\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"442.832973\" xlink:href=\"#m7234d9e041\" y=\"477.32512\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"442.554073\" xlink:href=\"#m7234d9e041\" y=\"486.235366\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"170.092852\" xlink:href=\"#m7234d9e041\" y=\"365.921057\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"173.976839\" xlink:href=\"#m7234d9e041\" y=\"364.723098\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"455.245094\" xlink:href=\"#m7234d9e041\" y=\"455.670723\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"389.398363\" xlink:href=\"#m7234d9e041\" y=\"444.40344\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"440.507547\" xlink:href=\"#m7234d9e041\" y=\"448.447804\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"184.155135\" xlink:href=\"#m7234d9e041\" y=\"348.58258\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_8\">\n    <defs>\n     <path d=\"M 0 -3 \nL -0.673542 -0.927051 \nL -2.85317 -0.927051 \nL -1.089814 0.354102 \nL -1.763356 2.427051 \nL -0 1.145898 \nL 1.763356 2.427051 \nL 1.089814 0.354102 \nL 2.85317 -0.927051 \nL 0.673542 -0.927051 \nz\n\" id=\"m3f97d5429d\" style=\"stroke:#000075;\"/>\n    </defs>\n    <g clip-path=\"url(#p0793bb7e4b)\">\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"611.052258\" xlink:href=\"#m3f97d5429d\" y=\"421.207996\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"582.903623\" xlink:href=\"#m3f97d5429d\" y=\"260.544983\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"460.833967\" xlink:href=\"#m3f97d5429d\" y=\"248.410334\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"519.747033\" xlink:href=\"#m3f97d5429d\" y=\"258.623497\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"581.822785\" xlink:href=\"#m3f97d5429d\" y=\"256.894208\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"513.33648\" xlink:href=\"#m3f97d5429d\" y=\"278.226269\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"546.461615\" xlink:href=\"#m3f97d5429d\" y=\"247.456655\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"496.447591\" xlink:href=\"#m3f97d5429d\" y=\"240.687861\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"486.679388\" xlink:href=\"#m3f97d5429d\" y=\"256.006023\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"530.105218\" xlink:href=\"#m3f97d5429d\" y=\"232.646832\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"430.244799\" xlink:href=\"#m3f97d5429d\" y=\"246.745618\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"623.181847\" xlink:href=\"#m3f97d5429d\" y=\"284.261484\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"390.26536\" xlink:href=\"#m3f97d5429d\" y=\"236.032309\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"458.911991\" xlink:href=\"#m3f97d5429d\" y=\"273.374465\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"487.279024\" xlink:href=\"#m3f97d5429d\" y=\"270.395106\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"448.485863\" xlink:href=\"#m3f97d5429d\" y=\"252.60659\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_9\">\n    <defs>\n     <path d=\"M 0 -3 \nL -2.598076 -1.5 \nL -2.598076 1.5 \nL -0 3 \nL 2.598076 1.5 \nL 2.598076 -1.5 \nz\n\" id=\"m3383bf2d21\" style=\"stroke:#800000;\"/>\n    </defs>\n    <g clip-path=\"url(#p0793bb7e4b)\">\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"376.224912\" xlink:href=\"#m3383bf2d21\" y=\"280.280848\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"310.003317\" xlink:href=\"#m3383bf2d21\" y=\"414.196384\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"309.45036\" xlink:href=\"#m3383bf2d21\" y=\"418.542985\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"222.690194\" xlink:href=\"#m3383bf2d21\" y=\"158.79758\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"301.076815\" xlink:href=\"#m3383bf2d21\" y=\"442.701303\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"642.259426\" xlink:href=\"#m3383bf2d21\" y=\"431.606982\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"677.763685\" xlink:href=\"#m3383bf2d21\" y=\"421.637124\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"637.884184\" xlink:href=\"#m3383bf2d21\" y=\"479.933208\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"731.107048\" xlink:href=\"#m3383bf2d21\" y=\"470.759347\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"642.770818\" xlink:href=\"#m3383bf2d21\" y=\"454.633093\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"431.30784\" xlink:href=\"#m3383bf2d21\" y=\"385.595471\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"637.640548\" xlink:href=\"#m3383bf2d21\" y=\"481.135297\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"303.769886\" xlink:href=\"#m3383bf2d21\" y=\"434.196131\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"265.345798\" xlink:href=\"#m3383bf2d21\" y=\"148.526393\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"301.001818\" xlink:href=\"#m3383bf2d21\" y=\"396.609818\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"914.473516\" xlink:href=\"#m3383bf2d21\" y=\"398.150883\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_10\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"mf50ccb66ae\" style=\"stroke:#f032e6;\"/>\n    </defs>\n    <g clip-path=\"url(#p0793bb7e4b)\">\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"710.028966\" xlink:href=\"#mf50ccb66ae\" y=\"293.819897\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"300.287885\" xlink:href=\"#mf50ccb66ae\" y=\"181.037702\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"694.810835\" xlink:href=\"#mf50ccb66ae\" y=\"335.216169\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"708.011044\" xlink:href=\"#mf50ccb66ae\" y=\"307.602562\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"629.379975\" xlink:href=\"#mf50ccb66ae\" y=\"257.208522\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"677.302674\" xlink:href=\"#mf50ccb66ae\" y=\"335.640498\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"822.406926\" xlink:href=\"#mf50ccb66ae\" y=\"291.577265\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"726.572596\" xlink:href=\"#mf50ccb66ae\" y=\"317.264397\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"713.180839\" xlink:href=\"#mf50ccb66ae\" y=\"279.997029\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"731.532298\" xlink:href=\"#mf50ccb66ae\" y=\"282.59506\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"778.276609\" xlink:href=\"#mf50ccb66ae\" y=\"314.234976\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"600.574785\" xlink:href=\"#mf50ccb66ae\" y=\"224.722896\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"755.944887\" xlink:href=\"#mf50ccb66ae\" y=\"293.725599\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"729.348797\" xlink:href=\"#mf50ccb66ae\" y=\"345.52603\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"661.588037\" xlink:href=\"#mf50ccb66ae\" y=\"270.51602\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"751.930771\" xlink:href=\"#mf50ccb66ae\" y=\"339.615342\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"668.105379\" xlink:href=\"#mf50ccb66ae\" y=\"291.892284\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m551b6ac4b3\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m551b6ac4b3\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −15 -->\n      <g transform=\"translate(24.752344 569.197656)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 678 2272 \nL 4684 2272 \nL 4684 1741 \nL 678 1741 \nL 678 2272 \nz\n\" id=\"DejaVuSans-2212\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"221.304688\" xlink:href=\"#m551b6ac4b3\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- −10 -->\n      <g transform=\"translate(210.752344 569.197656)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"407.304688\" xlink:href=\"#m551b6ac4b3\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- −5 -->\n      <g transform=\"translate(399.933594 569.197656)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"593.304688\" xlink:href=\"#m551b6ac4b3\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0 -->\n      <g transform=\"translate(590.123438 569.197656)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"779.304688\" xlink:href=\"#m551b6ac4b3\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 5 -->\n      <g transform=\"translate(776.123438 569.197656)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"965.304688\" xlink:href=\"#m551b6ac4b3\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 10 -->\n      <g transform=\"translate(958.942188 569.197656)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1151.304688\" xlink:href=\"#m551b6ac4b3\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 15 -->\n      <g transform=\"translate(1144.942188 569.197656)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mad02d6ff2d\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mad02d6ff2d\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- −15 -->\n      <g transform=\"translate(7.2 558.398438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mad02d6ff2d\" y=\"463.999219\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- −10 -->\n      <g transform=\"translate(7.2 467.798438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mad02d6ff2d\" y=\"373.399219\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- −5 -->\n      <g transform=\"translate(13.5625 377.198438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mad02d6ff2d\" y=\"282.799219\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0 -->\n      <g transform=\"translate(21.942187 286.598438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mad02d6ff2d\" y=\"192.199219\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 5 -->\n      <g transform=\"translate(21.942187 195.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mad02d6ff2d\" y=\"101.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 10 -->\n      <g transform=\"translate(15.579687 105.398438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#mad02d6ff2d\" y=\"10.999219\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 15 -->\n      <g transform=\"translate(15.579687 14.798437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 35.304688 554.599219 \nL 35.304688 10.999219 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 1151.304688 554.599219 \nL 1151.304688 10.999219 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 35.304688 554.599219 \nL 1151.304688 554.599219 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 35.304688 10.999219 \nL 1151.304688 10.999219 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p0793bb7e4b\">\n   <rect height=\"543.6\" width=\"1116\" x=\"35.304688\" y=\"10.999219\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "samples = []\n",
    "labels = []\n",
    "\n",
    "for i in range(X.shape[0]):\n",
    "    for j in range(n_samples[i]):\n",
    "        samples.append(X[i][j].reshape(img_width*img_height))\n",
    "    labels += n_samples[i] * [i]\n",
    "\n",
    "labels = np.asarray(labels)\n",
    "samples = np.asarray(samples)\n",
    "\n",
    "print(samples.shape)\n",
    "\n",
    "tsne = TSNE(n_components=2, init='random', random_state=0, perplexity=30, n_iter=6000, learning_rate=1, early_exaggeration=65)\n",
    "\n",
    "tsne_emb = tsne.fit_transform(samples)\n",
    "\n",
    "print(\"KL divergence: \", tsne.kl_divergence_)\n",
    "\n",
    "red = labels == 0\n",
    "blue = labels == 1\n",
    "green = labels == 2\n",
    "grey = labels == 3\n",
    "black = labels == 4\n",
    "orange = labels == 5\n",
    "cyan = labels == 6\n",
    "navy = labels == 7\n",
    "maroon = labels == 8\n",
    "magenta = labels == 9\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.scatter(tsne_emb[red, 0], tsne_emb[red, 1], marker='d', c=\"#e6194B\", label='P09')\n",
    "plt.scatter(tsne_emb[blue, 0], tsne_emb[blue, 1], marker='^', c=\"#4363d8\", label='P10')\n",
    "plt.scatter(tsne_emb[green, 0], tsne_emb[green, 1], marker='*', c=\"#006600\", label='P15')\n",
    "plt.scatter(tsne_emb[grey, 0], tsne_emb[grey, 1], marker='h', c=\"#a9a9a9\", label='P18')\n",
    "plt.scatter(tsne_emb[black, 0], tsne_emb[black, 1], marker='o', c=\"#000000\", label='P20')\n",
    "plt.scatter(tsne_emb[orange, 0], tsne_emb[orange, 1], marker='d', c=\"#f58231\", label='P23')\n",
    "plt.scatter(tsne_emb[cyan, 0], tsne_emb[cyan, 1], marker='^', c=\"#42d4f4\", label='P29')\n",
    "plt.scatter(tsne_emb[navy, 0], tsne_emb[navy, 1], marker='*', c=\"#000075\", label='P31')\n",
    "plt.scatter(tsne_emb[maroon, 0], tsne_emb[maroon, 1], marker='h', c=\"#800000\", label='P42')\n",
    "plt.scatter(tsne_emb[magenta, 0], tsne_emb[magenta, 1], marker='o', c=\"#f032e6\", label='P44')\n",
    "plt.xlim(-15, 15)\n",
    "plt.ylim(-15, 15)\n",
    "\n",
    "plt.savefig('./tsne_pre.pdf', bbox_inches = \"tight\") \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After: Embedded samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "(155, 4096)\n",
      "KL divergence:  0.3290661871433258\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"578.477344pt\" version=\"1.1\" viewBox=\"0 0 1152.142188 578.477344\" width=\"1152.142188pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-06-29T15:15:58.900871</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 578.477344 \nL 1152.142188 578.477344 \nL 1152.142188 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 28.942187 554.599219 \nL 1144.942188 554.599219 \nL 1144.942188 10.999219 \nL 28.942187 10.999219 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M -0 4.242641 \nL 2.545584 0 \nL 0 -4.242641 \nL -2.545584 -0 \nz\n\" id=\"m2a94dee268\" style=\"stroke:#e6194b;\"/>\n    </defs>\n    <g clip-path=\"url(#pc3e3b25d32)\">\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"211.561171\" xlink:href=\"#m2a94dee268\" y=\"392.705473\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"265.711297\" xlink:href=\"#m2a94dee268\" y=\"473.717006\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"153.405262\" xlink:href=\"#m2a94dee268\" y=\"494.556039\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"204.21763\" xlink:href=\"#m2a94dee268\" y=\"443.249019\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"225.339561\" xlink:href=\"#m2a94dee268\" y=\"403.274342\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"232.847492\" xlink:href=\"#m2a94dee268\" y=\"414.333796\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"167.92609\" xlink:href=\"#m2a94dee268\" y=\"454.543049\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"193.707219\" xlink:href=\"#m2a94dee268\" y=\"466.608905\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"243.975308\" xlink:href=\"#m2a94dee268\" y=\"425.989009\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"268.180075\" xlink:href=\"#m2a94dee268\" y=\"419.491344\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"183.131619\" xlink:href=\"#m2a94dee268\" y=\"435.732631\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"168.048308\" xlink:href=\"#m2a94dee268\" y=\"459.943273\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"260.925869\" xlink:href=\"#m2a94dee268\" y=\"431.172681\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"267.454909\" xlink:href=\"#m2a94dee268\" y=\"387.449328\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"220.001517\" xlink:href=\"#m2a94dee268\" y=\"486.528816\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"231.869976\" xlink:href=\"#m2a94dee268\" y=\"448.026008\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"143.521546\" xlink:href=\"#m2a94dee268\" y=\"433.629606\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"268.969542\" xlink:href=\"#m2a94dee268\" y=\"443.565772\"/>\n     <use style=\"fill:#e6194b;stroke:#e6194b;\" x=\"167.92374\" xlink:href=\"#m2a94dee268\" y=\"416.500603\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_2\">\n    <defs>\n     <path d=\"M 0 -3 \nL -3 3 \nL 3 3 \nz\n\" id=\"m9b9882ac51\" style=\"stroke:#4363d8;\"/>\n    </defs>\n    <g clip-path=\"url(#pc3e3b25d32)\">\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"787.862284\" xlink:href=\"#m9b9882ac51\" y=\"162.661674\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"440.869588\" xlink:href=\"#m9b9882ac51\" y=\"94.50195\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"908.069309\" xlink:href=\"#m9b9882ac51\" y=\"105.166119\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"890.219526\" xlink:href=\"#m9b9882ac51\" y=\"98.965588\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"860.334477\" xlink:href=\"#m9b9882ac51\" y=\"100.534692\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"845.907395\" xlink:href=\"#m9b9882ac51\" y=\"114.693788\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"775.068172\" xlink:href=\"#m9b9882ac51\" y=\"130.261116\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"859.782659\" xlink:href=\"#m9b9882ac51\" y=\"87.459218\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"724.591713\" xlink:href=\"#m9b9882ac51\" y=\"151.339609\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"135.011177\" xlink:href=\"#m9b9882ac51\" y=\"500.047213\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"919.215307\" xlink:href=\"#m9b9882ac51\" y=\"137.554276\"/>\n     <use style=\"fill:#4363d8;stroke:#4363d8;\" x=\"882.030842\" xlink:href=\"#m9b9882ac51\" y=\"139.800157\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_3\">\n    <defs>\n     <path d=\"M 0 -3 \nL -0.673542 -0.927051 \nL -2.85317 -0.927051 \nL -1.089814 0.354102 \nL -1.763356 2.427051 \nL -0 1.145898 \nL 1.763356 2.427051 \nL 1.089814 0.354102 \nL 2.85317 -0.927051 \nL 0.673542 -0.927051 \nz\n\" id=\"m7e4786beee\" style=\"stroke:#006600;\"/>\n    </defs>\n    <g clip-path=\"url(#pc3e3b25d32)\">\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"277.349822\" xlink:href=\"#m7e4786beee\" y=\"210.200109\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"214.129195\" xlink:href=\"#m7e4786beee\" y=\"253.314199\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"355.008839\" xlink:href=\"#m7e4786beee\" y=\"532.71099\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"379.73458\" xlink:href=\"#m7e4786beee\" y=\"133.94486\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"246.912933\" xlink:href=\"#m7e4786beee\" y=\"255.060593\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"230.201663\" xlink:href=\"#m7e4786beee\" y=\"217.858502\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"405.246496\" xlink:href=\"#m7e4786beee\" y=\"181.978116\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"330.78292\" xlink:href=\"#m7e4786beee\" y=\"199.311918\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"344.305878\" xlink:href=\"#m7e4786beee\" y=\"235.308608\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"355.490346\" xlink:href=\"#m7e4786beee\" y=\"141.879124\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"359.067837\" xlink:href=\"#m7e4786beee\" y=\"209.531374\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"368.245678\" xlink:href=\"#m7e4786beee\" y=\"185.720619\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"258.654563\" xlink:href=\"#m7e4786beee\" y=\"285.137281\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"198.509432\" xlink:href=\"#m7e4786beee\" y=\"222.743921\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"274.273461\" xlink:href=\"#m7e4786beee\" y=\"235.473113\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"292.175595\" xlink:href=\"#m7e4786beee\" y=\"217.440568\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"262.7509\" xlink:href=\"#m7e4786beee\" y=\"237.065391\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"270.150494\" xlink:href=\"#m7e4786beee\" y=\"274.24702\"/>\n     <use style=\"fill:#006600;stroke:#006600;\" x=\"275.261997\" xlink:href=\"#m7e4786beee\" y=\"250.203539\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_4\">\n    <defs>\n     <path d=\"M 0 -3 \nL -2.598076 -1.5 \nL -2.598076 1.5 \nL -0 3 \nL 2.598076 1.5 \nL 2.598076 -1.5 \nz\n\" id=\"mc5c5c8035e\" style=\"stroke:#a9a9a9;\"/>\n    </defs>\n    <g clip-path=\"url(#pc3e3b25d32)\">\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"545.579015\" xlink:href=\"#mc5c5c8035e\" y=\"343.820951\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"512.735728\" xlink:href=\"#mc5c5c8035e\" y=\"362.018348\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"553.522405\" xlink:href=\"#mc5c5c8035e\" y=\"353.006781\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"697.032914\" xlink:href=\"#mc5c5c8035e\" y=\"386.812558\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"684.147882\" xlink:href=\"#mc5c5c8035e\" y=\"372.441899\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"642.633043\" xlink:href=\"#mc5c5c8035e\" y=\"376.962288\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"660.37556\" xlink:href=\"#mc5c5c8035e\" y=\"381.432795\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"648.989778\" xlink:href=\"#mc5c5c8035e\" y=\"352.036141\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"666.517106\" xlink:href=\"#mc5c5c8035e\" y=\"332.106355\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"576.518564\" xlink:href=\"#mc5c5c8035e\" y=\"350.456357\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"690.775747\" xlink:href=\"#mc5c5c8035e\" y=\"345.161166\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"636.847256\" xlink:href=\"#mc5c5c8035e\" y=\"347.797816\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"667.94808\" xlink:href=\"#mc5c5c8035e\" y=\"422.365175\"/>\n     <use style=\"fill:#a9a9a9;stroke:#a9a9a9;\" x=\"511.460536\" xlink:href=\"#mc5c5c8035e\" y=\"352.543761\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_5\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m5b311829d5\" style=\"stroke:#000000;\"/>\n    </defs>\n    <g clip-path=\"url(#pc3e3b25d32)\">\n     <use style=\"stroke:#000000;\" x=\"476.663856\" xlink:href=\"#m5b311829d5\" y=\"127.378958\"/>\n     <use style=\"stroke:#000000;\" x=\"458.468108\" xlink:href=\"#m5b311829d5\" y=\"164.876685\"/>\n     <use style=\"stroke:#000000;\" x=\"459.53732\" xlink:href=\"#m5b311829d5\" y=\"221.438943\"/>\n     <use style=\"stroke:#000000;\" x=\"645.547492\" xlink:href=\"#m5b311829d5\" y=\"461.523684\"/>\n     <use style=\"stroke:#000000;\" x=\"656.561024\" xlink:href=\"#m5b311829d5\" y=\"153.4971\"/>\n     <use style=\"stroke:#000000;\" x=\"433.492134\" xlink:href=\"#m5b311829d5\" y=\"32.612152\"/>\n     <use style=\"stroke:#000000;\" x=\"493.425348\" xlink:href=\"#m5b311829d5\" y=\"58.141161\"/>\n     <use style=\"stroke:#000000;\" x=\"458.409272\" xlink:href=\"#m5b311829d5\" y=\"61.607316\"/>\n     <use style=\"stroke:#000000;\" x=\"469.085105\" xlink:href=\"#m5b311829d5\" y=\"43.02565\"/>\n     <use style=\"stroke:#000000;\" x=\"401.546289\" xlink:href=\"#m5b311829d5\" y=\"42.609669\"/>\n     <use style=\"stroke:#000000;\" x=\"398.636314\" xlink:href=\"#m5b311829d5\" y=\"45.972334\"/>\n     <use style=\"stroke:#000000;\" x=\"664.903056\" xlink:href=\"#m5b311829d5\" y=\"514.259609\"/>\n     <use style=\"stroke:#000000;\" x=\"670.302939\" xlink:href=\"#m5b311829d5\" y=\"147.738739\"/>\n     <use style=\"stroke:#000000;\" x=\"354.997154\" xlink:href=\"#m5b311829d5\" y=\"532.721439\"/>\n     <use style=\"stroke:#000000;\" x=\"471.129415\" xlink:href=\"#m5b311829d5\" y=\"35.901607\"/>\n     <use style=\"stroke:#000000;\" x=\"450.735521\" xlink:href=\"#m5b311829d5\" y=\"73.505448\"/>\n     <use style=\"stroke:#000000;\" x=\"379.703339\" xlink:href=\"#m5b311829d5\" y=\"61.409053\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_6\">\n    <defs>\n     <path d=\"M -0 4.242641 \nL 2.545584 0 \nL 0 -4.242641 \nL -2.545584 -0 \nz\n\" id=\"m597b42bb56\" style=\"stroke:#f58231;\"/>\n    </defs>\n    <g clip-path=\"url(#pc3e3b25d32)\">\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"992.824772\" xlink:href=\"#m597b42bb56\" y=\"150.397588\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"784.330381\" xlink:href=\"#m597b42bb56\" y=\"335.121625\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"843.987419\" xlink:href=\"#m597b42bb56\" y=\"342.630029\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"850.361648\" xlink:href=\"#m597b42bb56\" y=\"379.226492\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"729.418338\" xlink:href=\"#m597b42bb56\" y=\"325.460917\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"854.328895\" xlink:href=\"#m597b42bb56\" y=\"320.77683\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"757.436071\" xlink:href=\"#m597b42bb56\" y=\"318.95657\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"781.990028\" xlink:href=\"#m597b42bb56\" y=\"230.548978\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"667.092754\" xlink:href=\"#m597b42bb56\" y=\"410.266699\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"772.188762\" xlink:href=\"#m597b42bb56\" y=\"277.742977\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"866.303473\" xlink:href=\"#m597b42bb56\" y=\"315.306407\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"480.891136\" xlink:href=\"#m597b42bb56\" y=\"410.755712\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"746.891314\" xlink:href=\"#m597b42bb56\" y=\"245.231951\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"800.719301\" xlink:href=\"#m597b42bb56\" y=\"304.450802\"/>\n     <use style=\"fill:#f58231;stroke:#f58231;\" x=\"784.474083\" xlink:href=\"#m597b42bb56\" y=\"273.813703\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_7\">\n    <defs>\n     <path d=\"M 0 -3 \nL -3 3 \nL 3 3 \nz\n\" id=\"ma539d47e2d\" style=\"stroke:#42d4f4;\"/>\n    </defs>\n    <g clip-path=\"url(#pc3e3b25d32)\">\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"802.08318\" xlink:href=\"#ma539d47e2d\" y=\"483.388617\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"821.265334\" xlink:href=\"#ma539d47e2d\" y=\"516.195071\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"772.353618\" xlink:href=\"#ma539d47e2d\" y=\"483.348682\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"760.831113\" xlink:href=\"#ma539d47e2d\" y=\"503.404241\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"816.551104\" xlink:href=\"#ma539d47e2d\" y=\"507.355537\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"816.409707\" xlink:href=\"#ma539d47e2d\" y=\"518.946199\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"770.69474\" xlink:href=\"#ma539d47e2d\" y=\"493.004108\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"723.169153\" xlink:href=\"#ma539d47e2d\" y=\"491.860642\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"729.619202\" xlink:href=\"#ma539d47e2d\" y=\"478.57725\"/>\n     <use style=\"fill:#42d4f4;stroke:#42d4f4;\" x=\"855.710268\" xlink:href=\"#ma539d47e2d\" y=\"475.944435\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_8\">\n    <defs>\n     <path d=\"M 0 -3 \nL -0.673542 -0.927051 \nL -2.85317 -0.927051 \nL -1.089814 0.354102 \nL -1.763356 2.427051 \nL -0 1.145898 \nL 1.763356 2.427051 \nL 1.089814 0.354102 \nL 2.85317 -0.927051 \nL 0.673542 -0.927051 \nz\n\" id=\"m0b6ce76089\" style=\"stroke:#000075;\"/>\n    </defs>\n    <g clip-path=\"url(#pc3e3b25d32)\">\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"1060.092069\" xlink:href=\"#m0b6ce76089\" y=\"163.419852\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"654.71669\" xlink:href=\"#m0b6ce76089\" y=\"69.75418\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"660.800072\" xlink:href=\"#m0b6ce76089\" y=\"39.189847\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"705.74703\" xlink:href=\"#m0b6ce76089\" y=\"23.628319\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"653.51484\" xlink:href=\"#m0b6ce76089\" y=\"87.29624\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"587.114319\" xlink:href=\"#m0b6ce76089\" y=\"28.505379\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"641.313533\" xlink:href=\"#m0b6ce76089\" y=\"29.284301\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"636.076847\" xlink:href=\"#m0b6ce76089\" y=\"53.800161\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"671.714923\" xlink:href=\"#m0b6ce76089\" y=\"61.517986\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"625.569667\" xlink:href=\"#m0b6ce76089\" y=\"76.231189\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"605.107384\" xlink:href=\"#m0b6ce76089\" y=\"21.70295\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"640.349082\" xlink:href=\"#m0b6ce76089\" y=\"78.035719\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"688.999939\" xlink:href=\"#m0b6ce76089\" y=\"23.887204\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"705.756919\" xlink:href=\"#m0b6ce76089\" y=\"92.702264\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"696.356728\" xlink:href=\"#m0b6ce76089\" y=\"47.170332\"/>\n     <use style=\"fill:#000075;stroke:#000075;\" x=\"721.454775\" xlink:href=\"#m0b6ce76089\" y=\"81.839784\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_9\">\n    <defs>\n     <path d=\"M 0 -3 \nL -2.598076 -1.5 \nL -2.598076 1.5 \nL -0 3 \nL 2.598076 1.5 \nL 2.598076 -1.5 \nz\n\" id=\"m5042cfeaa6\" style=\"stroke:#800000;\"/>\n    </defs>\n    <g clip-path=\"url(#pc3e3b25d32)\">\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"1006.427818\" xlink:href=\"#m5042cfeaa6\" y=\"217.17959\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"995.655855\" xlink:href=\"#m5042cfeaa6\" y=\"190.394743\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"967.661647\" xlink:href=\"#m5042cfeaa6\" y=\"194.123751\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"1047.514254\" xlink:href=\"#m5042cfeaa6\" y=\"176.661972\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"972.84009\" xlink:href=\"#m5042cfeaa6\" y=\"214.602663\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"950.649801\" xlink:href=\"#m5042cfeaa6\" y=\"242.604571\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"915.897062\" xlink:href=\"#m5042cfeaa6\" y=\"207.707582\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"933.446558\" xlink:href=\"#m5042cfeaa6\" y=\"193.06136\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"845.572163\" xlink:href=\"#m5042cfeaa6\" y=\"172.207876\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"914.224714\" xlink:href=\"#m5042cfeaa6\" y=\"181.888551\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"897.949851\" xlink:href=\"#m5042cfeaa6\" y=\"173.348095\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"850.007258\" xlink:href=\"#m5042cfeaa6\" y=\"193.238286\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"899.824018\" xlink:href=\"#m5042cfeaa6\" y=\"228.101773\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"1012.359875\" xlink:href=\"#m5042cfeaa6\" y=\"137.5905\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"956.988974\" xlink:href=\"#m5042cfeaa6\" y=\"175.019002\"/>\n     <use style=\"fill:#800000;stroke:#800000;\" x=\"928.960575\" xlink:href=\"#m5042cfeaa6\" y=\"236.637373\"/>\n    </g>\n   </g>\n   <g id=\"PathCollection_10\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m84b03646d5\" style=\"stroke:#f032e6;\"/>\n    </defs>\n    <g clip-path=\"url(#pc3e3b25d32)\">\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"359.436107\" xlink:href=\"#m84b03646d5\" y=\"336.679728\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"313.932204\" xlink:href=\"#m84b03646d5\" y=\"421.079937\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"391.789824\" xlink:href=\"#m84b03646d5\" y=\"370.964069\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"406.424289\" xlink:href=\"#m84b03646d5\" y=\"444.667392\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"373.372702\" xlink:href=\"#m84b03646d5\" y=\"480.179953\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"729.005012\" xlink:href=\"#m84b03646d5\" y=\"292.679824\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"455.006304\" xlink:href=\"#m84b03646d5\" y=\"462.392795\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"432.164652\" xlink:href=\"#m84b03646d5\" y=\"444.727367\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"345.253017\" xlink:href=\"#m84b03646d5\" y=\"388.369373\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"334.92684\" xlink:href=\"#m84b03646d5\" y=\"364.027823\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"425.692907\" xlink:href=\"#m84b03646d5\" y=\"408.130212\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"369.014324\" xlink:href=\"#m84b03646d5\" y=\"444.12226\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"404.033216\" xlink:href=\"#m84b03646d5\" y=\"410.154332\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"381.486973\" xlink:href=\"#m84b03646d5\" y=\"334.838492\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"349.352991\" xlink:href=\"#m84b03646d5\" y=\"412.524965\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"432.311282\" xlink:href=\"#m84b03646d5\" y=\"398.404459\"/>\n     <use style=\"fill:#f032e6;stroke:#f032e6;\" x=\"372.377891\" xlink:href=\"#m84b03646d5\" y=\"425.36571\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mfb4c6648da\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"121.942188\" xlink:href=\"#mfb4c6648da\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −10 -->\n      <g transform=\"translate(111.389844 569.197656)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 678 2272 \nL 4684 2272 \nL 4684 1741 \nL 678 1741 \nL 678 2272 \nz\n\" id=\"DejaVuSans-2212\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"354.442188\" xlink:href=\"#mfb4c6648da\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- −5 -->\n      <g transform=\"translate(347.071094 569.197656)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"586.942188\" xlink:href=\"#mfb4c6648da\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0 -->\n      <g transform=\"translate(583.760938 569.197656)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"819.442188\" xlink:href=\"#mfb4c6648da\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 5 -->\n      <g transform=\"translate(816.260938 569.197656)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1051.942188\" xlink:href=\"#mfb4c6648da\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 10 -->\n      <g transform=\"translate(1045.579688 569.197656)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_6\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m2204251a3b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m2204251a3b\" y=\"554.599219\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- −8 -->\n      <g transform=\"translate(7.2 558.398438)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-38\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m2204251a3b\" y=\"486.649219\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- −6 -->\n      <g transform=\"translate(7.2 490.448438)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-36\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m2204251a3b\" y=\"418.699219\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- −4 -->\n      <g transform=\"translate(7.2 422.498438)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-34\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m2204251a3b\" y=\"350.749219\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- −2 -->\n      <g transform=\"translate(7.2 354.548437)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m2204251a3b\" y=\"282.799219\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0 -->\n      <g transform=\"translate(15.579687 286.598438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m2204251a3b\" y=\"214.849219\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 2 -->\n      <g transform=\"translate(15.579687 218.648438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m2204251a3b\" y=\"146.899219\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 4 -->\n      <g transform=\"translate(15.579687 150.698438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-34\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m2204251a3b\" y=\"78.949219\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 6 -->\n      <g transform=\"translate(15.579687 82.748438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-36\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942187\" xlink:href=\"#m2204251a3b\" y=\"10.999219\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 8 -->\n      <g transform=\"translate(15.579687 14.798437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-38\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 28.942187 554.599219 \nL 28.942187 10.999219 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 1144.942188 554.599219 \nL 1144.942188 10.999219 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 28.942188 554.599219 \nL 1144.942188 554.599219 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 28.942188 10.999219 \nL 1144.942188 10.999219 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pc3e3b25d32\">\n   <rect height=\"543.6\" width=\"1116\" x=\"28.942187\" y=\"10.999219\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIAAAAJDCAYAAABzBG96AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABZgklEQVR4nO3dfXTc1X3v+8/WPNiakY2NkIecNiNxZWiDCW2ScUnCKbm0DYmLESGrtzQS4Catde4lUHByyQOiBySjtQ453AOsUrquoSFdIDe2e0Li+Cltc7hxDwnUckINuKHGHElOimVZ2PLDjNE87PuHJGMZyZY0v5n9m9+8X2t5xdqSZj5SsCV9vPd3G2utAAAAAAAAEFw1rgMAAAAAAACgtCiAAAAAAAAAAo4CCAAAAAAAIOAogAAAAAAAAAKOAggAAAAAACDgKIAAAAAAAAACzpMCyBizxhjzmjHmVWPM3xpj5nvxuAAAAAAAAChe0QWQMeZXJP2ZpJS19gpJIUl/VOzjAgAAAAAAwBteHQELS6o1xoQlxST9u0ePCwAAAAAAgCIVXQBZa38p6WFJA5LekjRirf37Yh8XAAAAAAAA3ggX+wDGmMWSbpR0iaSjkjYZY26x1j571tu1S2qXpHg8/pFf//VfL/apAQAAAAAAMG737t2HrbUNU72u6AJI0u9J+l/W2iFJMsZ8R9LHJU0qgKy16yStk6RUKmV7e3s9eGoAAAAAAABIkjGmf7rXeTEDaEDSR40xMWOMkfS7kv7Vg8cFAAAAAACAB7yYAfSSpL+T9FNJr4w/5rpiHxcAAAAAAADe8OIImKy190u634vHAgAAAAAAgLe8ugYeAAAAAAAAPkUBBAAAAAAAEHAUQAAAAAAAAAFHAQQAAFBiIyMZLVv2sEZGMq6jAACAKkUBBAAAUGJbt/5ce/ce0rZtP3cdBQAAVCkKIAAAgBJpbV2vurr7tGrVBknSbbdtUF3dfWptXe84WWXzYkcVu7IAANWGAggAAKBEurquUzK5SJFISJIUiYTU2LhIa9d+ynGyyubFjip2ZQEAqo2x1pb9SVOplO3t7S378wIAAJTb3/3dHn3uc+s1b15Y77yT09/+bav+4A+udB2rIrW2rtfmzXv1zjs55XIFhcM1mjcvrJaWy7V+fWvZHgMAAL8yxuy21qameh07gAAAAEpo48Y9isej6uz8pOLxqDZt2uM6UsXyYkcVu7IAANWKHUAAAAAltGvXASWTi5RILNDg4HEdOHBUqdT7XceqWF7sqGJXFgAgqNgBBAAAMAdeDApevvz9SiQWSJISiQW+KH8qeQCyFzuq2JUFAKhGYdcBAAAA/OrMQcGf+9yHXMfxTCV/XPfc8wn9xV/cqERigW655cM6cOCok8cAAKDScAQMAADgLEEdFBzUjwsAAIzhCBgAAMAsBHVQcFA/LgAAcH4UQACAitPT06OmpibV1NSoqalJPT09riMhYJYuvUhdXdcpm80rHo8qm82rs/M6NTfXu45WlKB+XAAA4PwogAAAFaWnp0ft7e3q7++XtVb9/f1qb2+nBILngjooOKgfFwAAODdmAAEAKkpTU5P6+/vfs97Y2Ki+vr7yB0JgBfX69qB+XAAAgBlAAIAAGRgYmNV6OXE0LVj8eH27F4L6cQEAgHOjAAIAVJRkMjmr9XLhaBoAAAD8jAIIAFBRuru7FYvFJq3FYjF1d3c7SjSmo6ND6XR60lo6nVZHR4ejRAAAAMC7KIAAABWlra1N69atU2Njo4wxamxs1Lp169TW1uY0l5+PpgGlNjKS0bJlD2tkJOM6CgAAmAYFEACg4rS1tamvr0+FQkF9fX3Oyx/Jv0fTgHLYuvXn2rv3kLZt+7nrKAAAYBoUQAAAeMCvR9OAUmptXa+6uvu0atUGSdJtt21QXd19am1d7zgZAAA4GwUQAAAe8OvRNKCUurquUzK5SJFISJIUiYTU2LhIa9d+ynEyAABwNgogAMCccOX5uyY+F7feeqsk6ZlnnvHN0TSglJYuvUhdXdcpm80rHo8qm82rs/M6NTfXu44GAADOQgEEAJg1rjx/F58LVLuNG/coHo+qs/OTisej2rRpj+tIAABgCsZaW/YnTaVStre3t+zPCwDwRlNTk/r7+9+z3tjYqL6+vvIHcojPBardrl0HlEwuUiKxQIODx3XgwFGlUu93HQsAgKpkjNltrU1N9Tp2AAEAZmziqNNUhYdUnVeec/07qt3y5e9XIrFAkpRILKD8AQDApyiAAAAzcuZRp+lU45XnXP8O+MvISEbLlj2skZGM6ygAAPgKBRAAYEY6OjqUTqenfX21XnnO9e+Av2zd+nPt3XtI27b93HUUAAB8hQIIADAj5zrSVM1XnnP9O+APra3rVVd3n1at2iBJuu22Daqru0+tresdJwMAwB8YAg0AmBGGHQPwszfeOKyWlm+pr++IMpmsamsjuuSSxdq8+fNcSw8AqBoMgQYAFI2jTgD8bOnSi9TVdZ2y2bzi8aiy2bw6O6+j/AEAYBwFEABgRjjqBMDvNm7co3g8qs7OTyoej2rTpj2uIwEA4BscAQMAAEAg7Np1QMnkIiUSCzQ4eFwHDhzlWnoAQFXhCBgAAECVqqZr0Zcvf78SiQWSpERiAeUPAABnoAACAAAIMK5FBwAAEgUQAABAIHEtOgAAOBMFEAAAQAB1dV2nZHKRIpGQJCkSCamxcZHWrv2U42QAAMAFCiAAAHyup6dHTU1NqqmpUVNTk3p6elxHQgXgWnQAAHAmCiAAAHysp6dH7e3t6u/vl7VW/f39am9vpwTCjHAtOgAAmMA18AAA+FhTU5P6+/vfs97Y2Ki+vr7yB0JF4Vp0AACqy7mugQ+XOwwAAJi5gYGBWa0DZ1q+/N2yJ5FYcPqKdAAAUH04AgYAAcf8mLnxy+ctmUzOah3wu5GRjJYte1gjIxnXUQAAqCoUQAAQYMyPmRs/fd66u7sVi8UmrcViMXV3d5c9C+CFrVt/rr17D2nbtp+7jgIAQFVhBhAABBjzY+bGb5+3np4edXR0aGBgQMlkUt3d3Wprayt7DqAYra3rtXnzXr3zTk65XEHhcI3mzQurpeVyrV/f6joeAACBcK4ZQBRAABBgNTU1murveWOMCoWCg0SVgc8b4L033jislpZvqa/viDKZrGprI7rkksXavPnzXE0PAIBHzlUAcQQMAAKM+TFzw+cN8N7SpRepq+s6ZbN5xeNRZbN5dXZeR/kDAECZUAABQIAxP2Zu+LwBpbFx4x7F41F1dn5S8XhUmzbtcR0JAICqwREwAAg45sfMDZ83wHu7dh1QMrlIicQCDQ4e14EDR5VKvf/87wgAAGaEGUAAAAAAAAABxwwgAAAAFG1kJKNlyx7WyEjGdRQAADBLFEAAAACYka1bf669ew9p27afu44CAABmiQIIAAAA59Taul51dfdp1aoNkqTbbtugurr71Nq63nEyAAAwUxRAAAAAOKeuruuUTC5SJBKSJEUiITU2LtLatZ9ynAwAAMwUBRAAoGr19PSoqalJNTU1ampqUk9Pj+tIgC8tXXqRurquUzabVzweVTabV2fndWpurncdDQAAzBAFEACgKvX09Ki9vV39/f2y1qq/v1/t7e2UQMA0Nm7co3g8qs7OTyoej2rTpj2uIwEAgFngGngAQFVqampSf3//e9YbGxvV19dX/kDALI2MZPTxj/+lfvzjL+qCC2pL/ny7dh1QMrlIicQCDQ4e14EDR5VKvb/kzwsAAGaOa+ABADjLwMDArNYBvyn3jVzLl79ficQCSVIisYDyBwCACuNJAWSMWWSM+TtjzM+NMf9qjPmYF48LAECpJJPJWa0DflHsjVwjIxktW/awRkYypYwJAAB8xqsdQI9J2mGt/XVJvyHpXz16XAAASqK7u1uxWGzSWiwWU3d3t6NEwMwUeyNXuXcOAQAAfyi6ADLGXCDpGkl/LUnW2lFr7dFiHxcAgFJqa2vTunXr1NjYKGOMGhsbtW7dOrW1tbmOBpzTXG/kKnbnEAAAqGxe7AC6RNKQpKeNMT8zxjxljIl78LgAAJRUW1ub+vr6VCgU1NfXR/mDijGXG7mK3TkEAAAqmxcFUFjShyX9lbX2Q5JOSvra2W9kjGk3xvQaY3qHhoY8eFoAAIDqdM89n9Drr9+jL3957H/vuecT532fue4cwnsxRwkAUIm8KIB+IekX1tqXxl/+O40VQpNYa9dZa1PW2lRDQ4MHTwsAAFCd5noj11x2DuG9mKMEAKhExlpb/IMY80+S/tRa+7ox5gFJcWvtPdO9fSqVsr29vUU/LwAAAGZu164DSiYXKZFYoMHB4zpw4CjXuc9Ca+t6bd68V++8k1MuV1A4XKN588Jqablc69e3uo4HAICMMbuttampXhf26DnulNRjjIlKelPS5z16XAAAAHhk+fJ3y55EYsHpXUSYma6u6/Tyy/+uvr4jyuUKzFECAFQUT66Bt9a+PH6860pr7WestUe8eFwAAADAL5ijBACoZJ4UQAAAAAg2Bh+PYY4SAKBSUQABAADgvBh8PGYuN7Cheg0fzenWr7+pt0dyrqMAgDdDoGeLIdAAAACVgcHHwNw99uxBbfnRiG74xAX6s1sudh0HQBU41xBodgABAABgWl1d1ymZXKRIJCRJDD4GZmj4aE4/eOGYrJV2vHCMXUAAnKMAAgAAwLQYfAzMzbNbDqtQGDttUShYPfv9w44TAah2FEAAAAA4JwYfA7Mzsfsnlx97OZdnFxAA9yiAAAAAcE5BHHzMrWYopTN3/0xgFxAA1yiAAAAAcE7Ll79ficQCSVIisUCp1PsdJyoet5qhlH7y8snTu38m5PLSj18+6SYQAIhbwAAAATV8NKe7HxrQY19L6sILwq7jAPAJbjUDAAQZt4ABAKrOs1sO6+DhLNvtAUzCrWYAgGpFAQQACByu3gUwHW41AwBUKwogAEDgcPUugHPhVjMAQDWiAAIABApX7wI4nyDeagacafhoTrd+/U2+9gGYhAIIABAoXL0L4HyCeKsZcCbm4AGYCgUQACBQuHoXAOAXLnbiMAcPwHS4FxcAECjffrjZdQQAACRN3onzZ7dcXLbnPHsOXrmeG4C/sQMIAAAAADzmYicOc/AAnAsFEAAAAAB4zMWNlMzBA3AuFEAAAAAA4CFXO3G8noPHbWJAsDADCAAAAAA8dK6dOKWcx+P1HDwXM4wAlA47gAAAAADAQ0G4kZLbxIDgYQcQAAAAAHgoCDdScpsYEDzsAAIAAAAAnMZtYkAwUQABAAAAAE7jNjEgmCiAAAAAAACnBWGGEYD3YgYQAAAAAOC0IMwwAvBe7AACAAAAAAAIOAogAAAAAACAgKMAAgAAAIBzGD6a061ff5NbsABUNAogAAAAADiHZ7cc1sHDWW7BAlDRKIAAAAAAYBrDR3P6wQvHZK2044Vj7AICULEogAAAAABgGs9uOaxCwUqSCgXLLiAAFYsCCAAAAACmMLH7J5cfezmXZxcQgMpFAQQAAAAAUzhz988EdgEBqFQUQAAAAAAwhZ+8fPL07p8Jubz045dPugkEAEUIuw4AAAAAAH707YebXUcAAM+wAwgAAAAAACDgKIAAAAAAAAACjgIIAAAAAAAg4CiAAAAAAAAAAo4CCAAAAAAAIOAogAAAKLGenh41NTWppqZGTU1N6unpcR0JAAAAVYZr4AEAKKGenh61t7crnU5Lkvr7+9Xe3i5JamtrcxkNAAAAVYQdQAAAlFBHR8fp8mdCOp1WR0eHo0QAMLXhoznd+vU39fZIznUUAEAJUAABAFBCAwMDs1oHAFee3XJYBw9n9ez3D7uOAgAoAQogAABKKJlMzmodAFwYPprTD144JmulHS8cYxcQAAQQBRAAACXU3d2tWCw2aS0Wi6m7u9tRIgB4r2e3HFahYCVJhYJlFxAABBAFEABUgZHMiJY9sEwjmRHXUapOW1ub1q1bp8bGRhlj1NjYqHXr1jEAGoBvTOz+yeXHXs7l2QUEAEFEAQQAVWDrK1u196292vbKNtdRqlJbW5v6+vpUKBTU19dH+QPAV87c/TOBXUAAEDwUQAAQYK1PtaruzjqtenqVJOm2p29T3Z11an2q1XEyAIBf/OTlk6d3/0zI5aUfv3zSTSAAQEmEXQcAAJROV0uXXj7wsvqG+5Qr5BQJRdRY36i1N651HQ0A4BPffrjZdQQAQBmwAwgAAmzpkqXqaulSNp9VPBpXNp9V5w2dam7gm30AAOCd4aM53fr1N5kdVSajJ0/qh/feq4cWL9YPOzqUTaddR0IFoAACgIDbuHuj4tG4Ols6FY/GtWn3JteRAABAwDy75bAOHs4yO6oM+nfu1KONjXrxscd06uhRvfjII3okmVT/zp2uo8HnKIAAIODuue4evb72dX35k1/W62tf1z3X3eM6EgAAKILfdttM3CRnLTfIlcPuJ59UZnhYufFdP7lMRpnhYe1+8knHyeB3FEAAEHDLm5YrsTAhSUosTCjVlHKcCAAAFMNvu23OvEmOG+QA/6IAAgDHRjIjWvbAMo1kRlxHAQAAPue33TYTeSZuksvl/ZELwHtRAAGAY1tf2aq9b+3Vtle2uY4CAAB8zm+7bc7MM8EPuYLsI6tXq7a+XuHaWklSuLZWtfX1+sjq1Y6Twe8ogADAkdanWlV3Z51WPb1KknTb07ep7s46tT7V6jgZAADwIz/utvnJyydP55mQy0s/fvmkm0BVoPGaa7RmYEAfXbNG8xct0se+9CWtGRhQ4zXXuI4GnzPW2vO/lcdSqZTt7e0t+/MCgJ+8cegNtfxli/qG+5TJZlQbqdUlF12izV/czDXtAADgPR579qC2/9PIpMIlHJJ+/7cv0J/dcrG7YAB8wxiz21o75dBPz3YAGWNCxpifGWO2ePWYABBkS5csVVdLl7L5rOLRuLL5rDpv6KT8AQAAU2K3DYBihD18rLsk/aukhR4+JgAE2sbdGxWPxvXnK/9ca7es1abdm/QHH/kD17EAAIAPffth/pEIwNx5sgPIGPOrkq6X9JQXjwcA1eKe6+7R62tf15c/+WW9vvZ13XPdPa4jAYDnenp61NTUpJqaGjU1Namnp8d1JAAAqo5XO4AelfQVSQs8ejwAqArLm5af/n1iYUKJhQmHaQDAez09PWpvb1c6nZYk9ff3q729XZLU1tbmMhoAOFE4dkg1C5e4joEqVPQOIGPMSkmHrLW7z/N27caYXmNM79DQULFPCwAAgArQ0dFxuvyZkE6n1dHR4SgRALiTH/ipTj22QvmBn7mOgirkxRGwqyW1GGP6JH1b0u8YY549+42steustSlrbaqhocGDpwUAAIDfDQwMzGodAILKFnIa/d79kqxGN98vW8i5joQqU3QBZK39urX2V621TZL+SNL/sNbeUnQyAAAAVLxkMjmr9Uo0fDSnW7/+pt4e4Yc5ANPL7doge/JtSZI9Mazcrg2OE6HaeHYNPAAAAHC27u5uxWKxSWuxWEzd3d2OEnnv2S2HdfBwVs9+/7DrKAB8yp44rOzzT0jZzNhCNqPs80/Inhh2GwxVxdMCyFr7/1lrV3r5mAAAAPCP2d7o1dbWpnXr1qmxsVHGGDU2NmrdunWBGQA9fDSnH7xwTNZKO144xi4gAFPKvbpDsvnJizav3Gs73ARCVWIHEAAAAGZk4kav/v5+WWtP3+g1kxKor69PhUJBfX19gSl/pLHdP4WClSQVCpZdQACmFL5ihWRCkxdNSOFln3YTCFWJAggAAAAzwo1ek03s/smN/6N+Ls8uIABTM3X1ilx7uxSpHVuI1Cpy7e0ydfVug6GqUAABAABgRrjRa7Izd/9MYBcQgOmEl998uvAxdfUKL7/ZcSJUGwogAAAAzEg13Og1Gz95+eTp3T8Tcnnpxy+fdBMIgK+ZmrCiLQ9IMoq2dMrUhF1HQpXhvzgAAADMSHd3t9rb2ycdAwvajV6z8e2Hm11HAFBhQskPa/5d21WzcInrKKhC7AACAADAjAT9Ri8AKAfKH7hirLXnfyuPpVIp29vbW/bnBQAAAAAACCpjzG5rbWqq17EDCAAAAAAAIOAogAAAAADMyfDRnG79+pt6eyTnOgoA4DwogAAAAADMybNbDuvg4aye/f5h11EAVJiRkYyWLXtYIyMZ11GqBgUQAABT6OnpUVNTk2pqatTU1KSenh7XkQDAV4aP5vSDF47JWmnHC8fYBQRgVrZu/bn27j2kbdt+7jpK1aAAAgDgLD09PWpvb1d/f7+sterv71d7ezslEACc4dkth1UojF0oUyhYdgEBmJHW1vWqq7tPq1ZtkCTddtsG1dXdp9bW9Y6TBR8FEAAAZ+no6FA6nZ60lk6n1dHR4SgRAPjLxO6fXH7s5VyeXUAAZqar6zolk4sUiYQkSZFISI2Ni7R27accJws+CiAAAM4yMDAwq3UAqDZn7v6ZwC4gADOxdOlF6uq6TtlsXvF4VNlsXp2d16m5ud51tMCjAAIA4CzJZHJW6wBQbX7y8snTu38m5PLSj18+6SYQgIqyceMexeNRdXZ+UvF4VJs27XEdqSoYa+3538pjqVTK9vb2lv15AQCYiYkZQGceA4vFYlq3bp3a2tocJgMAAKh8u3YdUDK5SInEAg0OHteBA0eVSr3fdaxAMMbsttampnpduNxhAADwu4mSp6OjQwMDA0omk+ru7qb8AQAA8MDy5e+WPYnEAiUSCxymqR4cAQMAYAptbW3q6+tToVBQX18f5Q8AVKnRkyf1w3vv1UOLF+uHHR3KnnVJAABUCgogAAAAAJhC/86derSxUS8+9phOHT2qFx95RI8kk+rfudN1NACYNQogAAAAAJjC7iefVGZ4WLnxXT+5TEaZ4WHtfvJJx8nmjh1NQPWiAAIAAACAKlBtO5oou4DJKIAAAAAAoAoEcUfTdKqt7AJmggIIAAAAAKbwkdWrVVtfr3BtrSQpXFur2vp6fWT1asfJcD7VVHb5AbutKgMFEAAAAABMofGaa7RmYEAfXbNG8xct0se+9CWtGRhQ4zXXuI4G+Aa7rSoHBRAAAAAATCMSi+l3u7v11SNH9DsPPqhILOY60pyxowmlwG6rykEBBAAAAABVoJp2NFF2Ae9FAQQAAAAAVSJIO5rOpZrKLmCmKIAAAJ4YyYxo2QPLNJIZcR0FAACUSCUN+62Wsss1dltVDgogAIAntr6yVXvf2qttr2xzHQUAAJQAw34xFXZbVQ5jrS37k6ZSKdvb21v25wUAeK/1qVZt/pfNeif3jnKFnMI1Yc0Lz1PLb7Ro/Z+udx0PAAB45Du33qpXnn32PesfvOUWffaZZxwkAnA2Y8xua21qqtexAwgAUJSuli4lL0wqEopIkiKhiBrrG7X2xrWOkwEAAACYQAEEABXIT/N2li5Zqq6WLmXzWcWjcWXzWXXe0KnmhmbX0QAAAACMowACgArkt3k7G3dvVDwaV2dLp+LRuDbt3uQ6EgAA8BjDfoHKxgwgAKggfp23s6tvl5IXJpVYmNDgsUEdePuAUk1THj0GAAAVLJtOa2d3t3qfeELLv/hF/fa993K7FuAj55oBRAEEABXkjUNvqOUvW9Q33KdMNqPaSK0uuegSbf7iZo5cAQAAAFWOIdAAEBDM2wEAAAAwFxRAAFBhmLcDAABQ2UZPntQP771XDy1erB92dCibTruOhCrAETAAqDDM2wEAAKhc/Tt3asNnP6tsJqNcOq1wba0isZhu/s531HjNNa7jocJxBAwAAmR503IlFiYkSYmFCcofAADKiJ0b3qnWz+XuJ59UZnhYufGPN5fJKDM8rN1PPuk4GYKOAggAAAAAZqB/50492tioFx97TKeOHtWLjzyiR5JJ9e/c6TpaxfHb57JayyhUFwogAAAAAJgBdm54x0+fS7+VUUCpUAABAAAAAKpWucuoj6xerdr6eoVrayVJ4dpa1dbX6yOrV5fk+YAJFEAAAAAAAJRJ4zXXaM3AgD66Zo3mL1qkj33pS1ozMMAAaJQcBRAAAAAAzAA7N7xT7Z/LSCym3+3u1lePHNHvPPigIrGY60ioAhRAAAAAADAD7Nzwjp8+l9VeRqF6GGtt2Z80lUrZ3t7esj8vAMzFSGZEH3/o4/rxV3+sC2ovcB0HAAAAHsum09rZ3a3eJ57Q8i9+Ub99773sykFFMsbsttampnodO4AA4Dy2vrJVe9/aq22vbHMdBQAAACXAkSxUAwogAJhG61OtqruzTqueXiVJuu3p21R3Z51an2p1nAwAAAAAZocCCACm0dXSpeSFSUVCEUlSJBRRY32j1t641nEyAAAAAJgdCiAAmMbSJUvV1dKlbD6reDSubD6rzhs61dzQ7DoaAAAAAMwKBRAAnMPG3RsVj8bV2dKpeDSuTbs3uY4EAAAAALPGLWAAcA67+nYpeWFSiYUJDR4b1IG3DyjVNOVQfQAAAABw6ly3gIXLHQYAKsnypuWnf59YmFBiYcJhGgAAAACYG46AAQAAAABmZfTkSf3w3nv10OLF+mFHh7LptOtIAM6DAggAAAAAMGP9O3fq0cZGvfjYYzp19KhefOQRPZJMqn/nTtfRAJwDBRAAz4xkRrTsgWUayYy4jlLR+DwCAAA/2/3kk8oMDys3vusnl8koMzys3U8+6TgZgHOhAALgma2vbNXet/Zq2yvbXEepaHweAQAAAHiNAghA0VqfalXdnXVa9fQqSdJtT9+mujvr1PpUq+NklYXPIwAAAIBSoQACULSuli4lL0wqEopIkiKhiBrrG7X2xrWOk1UWPo8AAKASfGT1atXW1ytcWytJCtfWqra+Xh9ZvdpxMgDnUnQBZIx5vzHmeWPMXmPMa8aYu7wIBqByLF2yVF0tXcrms4pH48rms+q8oVPNDc2uo1UUPo8AAKASNF5zjdYMDOija9Zo/qJF+tiXvqQ1AwNqvOYa19EAnIMXO4Bykr5srb1c0kclfdEYc7kHjwuggmzcvVHxaFydLZ2KR+PatHuT60gVic8jAACoBJFYTL/b3a2vHjmi33nwQUViMdeRPMdV9wgaY6319gGN+Z6kx621/zDd26RSKdvb2+vp8wJwa1ffLiUvTCqxMKHBY4M68PYBpZpSrmNVHD6PAAAA7vXv3KkNn/2sspmMcum0wrW1isRiuvk732GnE3zNGLPbWjvlDxCezgAyxjRJ+pCkl7x8XAD+t7xpuRILE5KkxMIEpcUc8XkEAABwzy9X3bMLCV7yrAAyxtRJ+u+S7rbWHpvi9e3GmF5jTO/Q0JBXTwsEzkhmRMseWKaRzIjrKGVVrR83AAAAMJX+nTv1aGOjXnzsMZ06elQvPvKIHkkm1b9zp+toqFCeFEDGmIjGyp8ea+13pnoba+06a23KWptqaGjw4mmBQNr6ylbtfWuvtr2yzXWUsqrWjxsAAACYil92ISE4vLgFzEj6a0n/aq39b8VHAqpT61OtqruzTqueXiVJuu3p21R3Z51an2p1nKy0qvXjBgAAgH9x1T2CyIsdQFdLulXS7xhjXh7/9fsePC5QVbpaupS8MKlIKCJJioQiaqxv1Nob1zpOVlrV+nEDAADAv7jqHkFUdAFkrf2f1lpjrb3SWvub4784wwHM0tIlS9XV0qVsPqt4NK5sPqvOGzrV3NDsOlpJVevHjcrR09OjpqYm1dTUqKmpST09Pa4jAQCAMnB91T27kOA1T28BA4LC1UDijbs3Kh6Nq7OlU/FoXJt2byrr87tSrR83/K+np0ft7e3q7++XtVb9/f1qb2+nBAIAACXHLiR4zVhry/6kqVTK9vb2lv15gZla/8/r1fbXbVr/J+v1ud/6XNmed1ffLiUvTCqxMKHBY4M68PaBqrgGvFo/bvhfU1OT+vv737Pe2Niovr6+8gcCAAAAzsEYs9taO+UPUxRAwBlan2rV5n/ZrHdy7yhXyClcE9a88Dy1/EaL1v/petfxAJRZTU2Npvo6aYxRoVBwkAgAAACY3rkKII6AAWdgIDGAMyWTyVmtAwAAAH5FAQScgYHEAM7U3d2t2FkDH2OxmLq7ux0lAgAAAOaGAgg4CwOJAUxoa2vTunXr1NjYKGOMGhsbtW7dOrW1tbmOBgBAUUZPntQP771XDy1erB92dCibTruOBKDEmAEEnIWBxAAAAO9VOHZINQuXuI4BD/Tv3KkNn/2sspmMcum0wrW1isRiuvk73+GGKaDCMQMImIXlTcuVWJiQJCUWJih/AABA1csP/FSnHluh/MDPXEeBB3Y/+aQyw8PKje/6yWUyygwPa/eTTzpOBqCUKIAAAAAATMsWchr93v2SrEY33y9byLmOBACYAwogAAAAANPK7doge/JtSZI9Mazcrg2OEwEA5oICCAAAAMCU7InDyj7/hJTNjC1kM8o+/4TsiWG3wVCUj6xerdr6eoVrayVJ4dpa1dbX6yOrVztOBqCUKIAAAAAATCn36g7J5icv2rxyr+1wEwieaLzmGq0ZGNBH16zR/EWL9LEvfUlrBgYYAA0EHLeAAQAAAJiSPTGszOMt7+4AkqRIrWrv2CxTV+8uGABgStwCBqBkRjIjWvbAMo1kRlxH8RU+LwCAIDB19Ypce7sUGTsqpEitItfeTvkDABWIAgjAe8ymvNj6ylbtfWuvtr2yrQzJKgefFwBAUISX33y68DF19Qovv9lxIlSq0ZMn9cN779VDixfrhx0dyo5fQw+gPDgCBuA91v/zerX9dZvW/8l6fe63Pjfl27Q+1arN/7JZ7+TeUa6QU7gmrHnheWr5jRat/9P1ZU7sH3xeAABBlB/4qd75m9Wat+ophZIfch0HFah/505t+Oxnlc1klEunFa6tVSQW083f+Q6zhwAPcQQMwIy0PtWqujvrtOrpVZKk256+TXV31qn1qdb3vG1XS5eSFyYVCUUkSZFQRI31jVp749qyZvYbPi8AgCAKJT+s+Xdtp/zBnO1+8kllhoeVG9/1k8tklBke1u4nn3ScDKgeFEAATptNebF0yVJ1tXQpm88qHo0rm8+q84ZONTc0lzu2r/B5AQAEVc3CJa4jAACKQAEE4LTZlhcbd29UPBpXZ0un4tG4Nu3eVObE/sTnBQAAAIDfMAMIwCR/uO4P9fev/b3+fOWfa+2WtfrUsk9pQ/uGKd92V98uJS9MKrEwocFjgzrw9gGlmqY8blpV+LwAAABMdnoGUDqtXCbDDCCgRM41A4gCCMAklBcAAPhH4dghjl4hMLLptHZ2d6v3iSe0/Itf1G/fe68isVjRjzt68qT+qbtbvX/1V0rdfruu6ejw5HGBSkQBBAAAAFQYbt4Czo/bxYDJuAUMAAAAqCC2kNPo9+6XZDW6+X7ZQs51JMCXuF0MmDkKIAAAAMBncrs2yJ58W5JkTwwrt2vqeXwAAMwUBRAAAADgI/bEYWWff0LKZsYWshlln39C9sSw22AAgIpGAQQAAAD4SO7VHZLNT160eeVe2+EmEOBjH1m9WrX19QrX1kqSwrW1qq2v10dWr3acDPAfCiAAAADAR8JXrJBMaPKiCSm87NNuAgE+1njNNVozMKCPrlmj+YsW6WNf+pLWDAwwABqYAgUQgKKNZEa07IFlGsmMuI4CAEDFM3X1ilx7uxQZ29GgSK0i194uU1fvNhjgU5FYTL/b3a2vHjmi33nwQa6AB6ZBAQSgaFtf2aq9b+3Vtle2uY4CAEAghJfffLrwMXX1Ci+/2XEiAEClowACMGetT7Wq7s46rXp6lSTptqdvU92ddWp9qtVxMgAAKpupCSva8oAko2hLp0xN2HUkAECFowACMGddLV1KXphUJBSRJEVCETXWN2rtjWsdJwMAoPKFkh/W/Lu2K5T8kOsoAIAAoAACPFZN83CWLlmqrpYuZfNZxaNxZfNZdd7QqeaGZtfRAAAIhJqFS1xHAAAEBAUQ4DE/zMMpZwm1cfdGxaNxdbZ0Kh6Na9PuTSV/TgAAAADA7BhrbdmfNJVK2d7e3rI/L1BKrU+1avO/bNY7uXeUK+QUrglrXnieWn6jRev/dH1Zs6z/5/Vq++s2rf+T9frcb32upM+1q2+XkhcmlViY0OCxQR14+4BSTamSPicAAAAA4L2MMbuttVP+QEYBBHjkjUNvqOUvW9Q33KdMNqPaSK0uuegSbf7i5rIdifJTCQUAAAAAKK9zFUAcAQM84od5OAxlBgAAAABMhQII8JDreTh+KKEAAAAAAP5DAQR46J7r7tHra1/Xlz/5Zb2+9nXdc909Zc/guoQCAAAAAPgPM4CAgGEoMwAAAABUp3PNAAqXOwyA0lretPz07xMLE0osTDhMAwAAAADwA46AAQAAAAAABBwFEAAAAAAAQMBRAAEAAAAAAAQcBRAAAAAAAEDAUQABAAAAAAAEHAUQAAAAAABAwFEAAQAAAAAABBwFEAAAAAAAQMBRAAEAAAAAAAQcBRAAAACAGSscO+Q6AgBgDiiAAAAAAMxIfuCnOvXYCuUHfuY6CgBgliiAAMzKSGZEyx5YppHMiOsoAACgjGwhp9Hv3S/JanTz/bKFnOtIAIBZoAACMCtbX9mqvW/t1bZXtrmOAgAAyii3a4PsybclSfbEsHK7NjhOBACYDQogADPS+lSr6u6s06qnV0mSbnv6NtXdWafWp1odJwMAAMWYyUwfe+Kwss8/IWUzYwvZjLLPPyF7YrjE6QAAXqEAAjAjXS1dSl6YVCQUkSRFQhE11jdq7Y1rHScDAABzNdOZPrlXd0g2P3nR5pV7bUcJ0wEAvEQBBGBGli5Zqq6WLmXzWcWjcWXzWXXe0KnmhmbX0QAAwBzMZqZP+IoVkglNXjQhhZd9urQhAQCeoQACMGMbd29UPBpXZ0un4tG4Nu3e5DoSAACYo9nM9DF19Ypce7sUqR1biNQqcu3tMnX15YgKAPCAsdaW/UlTqZTt7e0t+/MCKM6uvl1KXphUYmFCg8cGdeDtA0o1pVzHAgAAs2RPHFbm8RvfnekjSZFa1d6xedpSxxZyOvXEZ2WP/EJm8a9q/u3fkakJlykxAGAmjDG7rbVT/pDGDiAAM7a8abkSCxOSpMTCBOUPAAAVai4zfUxNWNGWByQZRVs6KX8AoMJ4UgAZYz5tjHndGPOGMeZrXjwmAAAAgNKY60yfUPLDmn/XdoWSHyphOgBAKRRdABljQpL+UtIKSZdL+pwx5vJiHxcAAABAaRQz06dm4ZISpwMAlIIXO4B+S9Ib1to3rbWjkr4t6UYPHhcAAABAiYSX33y68DF19Qovv9lxIgBAKXlRAP2KpANnvPyL8TUAFWIkM6JlDyzTSGbEdRQAAFAmzPQBgOpStiHQxph2Y0yvMaZ3aGioXE8LYAa2vrJVe9/aq22vbHMdBQAAlBEzfQCgenhRAP1S0vvPePlXx9cmsdaus9amrLWphoYGD54WQLFan2pV3Z11WvX0KknSbU/fpro769T6VKvjZAAAoFyY6QMA1cGLAmiXpEuNMZcYY6KS/kjSZg8eF0CJdbV0KXlhUpFQRJIUCUXUWN+otTeudZwMAAAAAOClogsga21O0h2SfiDpXyVttNa+VuzjAii9pUuWqqulS9l8VvFoXNl8Vp03dKq5odl1NAAAAACAhzyZAWSt3Watvcxa22yt7fbiMQGUx8bdGxWPxtXZ0ql4NK5Nuze5jgQAAAAA8Jix1pb9SVOplO3t7S378wJ4r119u5S8MKnEwoQGjw3qwNsHlGpKuY4FAAAAAJglY8xua+2UP9Bx1yNQ5ZY3LT/9+8TChBILEw7TAAAAAABKgQIIAAAA8Mjo9rROPX5cdrAgk6jR/DsWKLoi5joWAAAUQAAAAIAXRrenlXlwRDo19rI9WBh7WaIEAgA458kQaAAAAKDanXr8+Ony593F8XUAAByjAAIAAAA8YAcLs1oHAKCcKIAAAAAAD5jE1N9aT7cOAEA58dUIAAAA8MD8OxZI889eHF8HAMAxhkADAAAAHpgY9MwtYAAAP6IAAgAAADwSXRGj8AEA+BJHwAAAAAAAAAKOAggAAAAAACDgKIAAAAAAlFXh2CHXEQCg6lAAAQAAACib/MBPdeqxFcoP/Mx1FACoKhRAAAAAAMrCFnIa/d79kqxGN98vW8i5jgQAVYMCCAAAAEBZ5HZtkD35tiTJnhhWbtcGx4kAoHpQAAEAAAAoOXvisLLPPyFlM2ML2Yyyzz8he2LYbTAAqBIUQAAAAABKLvfqDsnmJy/avHKv7XATCACqDAUQAAAAgJILX7FCMqHJiyak8LJPuwkEAFWGAggAAABAyZm6ekWuvV2K1I4tRGoVufZ2mbp6t8EAoEpQAAEAAAAoi/Dym08XPqauXuHlNztOBADVgwIIAAAAQFmYmrCiLQ9IMoq2dMrUhF1HAoCqwd+4AAAAAMomlPyw5t+1XTULl7iOAgBVhR1AAAAAAMqK8kcqHDvkOgKAKkMBBAAAAABllB/4qU49tkL5gZ+5jgKgilAAAQAAAECZ2EJOo9+7X5LV6Ob7ZQs515EAVAkKIAAAAKDCcZyocuR2bZA9+bYkyZ4YVm7XBseJAFQLCiAAAACggnGcqHLYE4eVff4JKZsZW8hmlH3+CdkTw26DAagKFEAAAABAheI4kX/MZBdW7tUdks1PXrR55V7bUaJUAPAuCiAAAACgQnGcyB9mugsrfMUKyYQmL5qQwss+XcJ0ADCGAggAAACoQBwn8ofZ7MIydfWKXHu7FKkdW4jUKnLt7TJ19eUJC6CqUQABAAAAFYjjRP4w211Y4eU3ny58TF29wstvLnlGAJAogAAAAICKxHEi9+ayC8vUhBVteUCSUbSlU6YmXJasAEABBAAAAHisHNeyc5zIvbnuwgolP6z5d21XKPmhEqYDgMkogAAAAAAPlfNado4TuVXMLqyahUtKlAoApkYBBAAAAHik3Neyc5zILXZhAagkFEAAAACAR1xcy85xIrfYhQWgUlAAAQAAAB5weS07x4ncYRcWgEpBAQQAAAB4gGvZqxe7sABUAgogAAAAwANcy17d2IUFwO8ogAAAAAAPMBAYAOBnFEAAAADwXC6X0549e/Tcc89pz549yuVKexuWXzAQGADgVxRAAAAA8NTQ0JC2bNmiffv2KZvNat++fdqyZYuGhoZcRyu5ahgIXDh2yHUEAMAcUAABAADAU/v379fo6Kjy+bGByPl8XqOjo9q/f7/jZOUR5IHA+YGf6tRjK5Qf+JnrKACAWaIAAoAqMLo9rWPXD2ok9ZaOXT+o0e1p15EAINCCOBDYFnIa/d79kqxGN98vW6iOY30AEBQUQAAQcKPb08o8OCJ7sCBZyR4sKPPgCCUQAGBWcrs2yJ58W5JkTwwrt2uD40QAgNmgAAIAHynFTp1Tjx+XTp29OL4OACXQ3NysaDSqUGjsSvRQKKRoNKrm5mbHyTBX9sRhZZ9/QspmxhayGWWff0L2xLDbYACAGaMAAgCfKNVOHTtYmNU6ABSroaFBK1eu1KWXXqpIJKLLLrtMK1euVENDg+tomKPcqzskm5+8aPPKvbbDTSAAwKxRAAGAT5Rqp45JTP1X/XTrAOCFcDisK6+8UjfddJM++MEPKhwO3m1Y1SR8xQrJhCYvmpDCyz7tJhAAYNb47h8AfKJUO3Xm37FAmn/24vg6AAAzYOrqFbn2dilSO7YQqVXk2ttl6urdBgMAzBgFEAD4RKl26kRXxFR73wUyF9dIRjIX16j2vgsUXREr6nEBANUlvPzm04WPqatXePnNjhOVR+HYIdcRAMATFEAA4BOl3KkTXRHTwq0JXdD7Pi3cmqD8AQDMmqkJK9rygCSjaEunTE3wj/XlB36qU4+tUH7gZ66jAEDRKIAAwCfYqQMA8LtQ8sOaf9d2hZIfch2l5Gwhp9Hv3S/JanTz/bKFnOtIAFCU4Nf2AFBBoitiFD6oCrlcTnv37tX+/fvV3Nysyy+/nCHBQIWoWbjEdYSyyO3aIHvybUmSPTGs3K4NilzV5jgVAMwd32kBAICyGhoa0gsvvKB8Pq98Pq99+/bpzTff1NVXX8014ZgxSkSUkj1xWNnnn5CymbGFbEbZ559QeNmnGXwNoGJxBAwAAJTV/v37NTo6qnw+L0nK5/MaHR3V/v37HSdDpRgaGtKWLVu0b98+ZbNZ7du3T1u2bNHQ0JDraAiI3Ks7JJufvGjzyr22w00gAPAABRAAAAAqCiUiSi18xQrJhCYvmpDCyz7tJhAAeIACCAAAIMByuZz27Nmj5557Tnv27FEuxyBb4HxMXb0i194uRWrHFiK1ilx7O8e/AFQ0CiAAAFBWzc3NikajCoXG/nU9FAopGo2qubnZcbLg4agUMHfh5TefLnxMXb3Cy292nAgAilNUAWSM+a/GmJ8bY/YYY54zxizyKBcAAAiohoYGrVy5UpdeeqkikYguu+wyrVy5kgHQJRDUo1KUiCgHUxNWtOUBSUbRlk6ZGoaMA6hsxlo793c25jpJ/8NamzPGPCRJ1tqvnu/9UqmU7e3tnfPzAgAAzFU13R714osvamBg4D3ryWRSH/3oRx0k8s6Z/z8uXbpUH/jABwL7/yPcKhw7pJqFS1zHAIAZMcbsttampnpdUV8lrbV/f8aLL0r6g2IeDwAAoJS4gv78KqUgC4fDuvLKK3XllVe6joKAo/wBEBRefjX/gqQNHj4eAADwUKX8YC+VLuvEkagJE0XQ/v37A1kANTc36+DBg6c/zlAopFAoNO1RKQoyAACC67zfSRlj/lHSxVO8qsNa+73xt+mQlJPUc47HaZfULo1tOwYAAOVTST/YV1JWv5uYtzTTo1LVVpABAFBNzlsAWWt/71yvN8b8saSVkn7XnmOgkLV2naR10tgMoNnFBAAAxaikH+wrKWsl4KgUAACQir8F7NOSviKpxVqb9iYSAABAaXB7FAAAqFbFHqZ/XNI8Sf9gjJGkF621/2fRqQAAAEpgtkeiqs1sZwYBAIDKUewtYEu9CgIAAEqnkn6wL3VWjkRNj4IMAIDgMucY21MyqVTK9vb2lv15AQCoZmferOX3H+wrKSsAAIBfGGN2W2tTU76OAggAAAAAAKDynasAKmoINAAAAAAAAPyPvdQAAFSZM49XNTc36/LLL+d4FQAAQMDx3R4AAFVkaGhIL7zwwukBy/v27dObb76pq6++Wg0NDa7jAQAAoEQ4AgYAszC6Pa1j1w9qJPWWjl0/qNHtadeRgFnZv3+/RkdHlc/nJUn5fF6jo6Pav3+/42QAAAAoJXYAAcAMjW5PK/PgiHRq7GV7sDD2sqToipjDZAAAAABwbuwAAoAZOvX48dPlz7uL4+sAAAAA4GMUQAAwQ3awMKt1wI+am5sVjUYVCoUkSaFQSNFoVM3NzY6TAQAAoJQ4AgYAM2QSNbIH31v2mARdOipHQ0ODVq5cefoWsKVLl+oDH/gAt4ABAAAEHN/tAcAMzb9jwaQZQGOLY+tAJQmHw7ryyit15ZVXuo4CAACAMqEAAoAZmhj0fOrx47KDBZlEjebfsYAB0AAAAAB8jwIIAGYhuiIW+MJndHuakgsAAAAIGAogAMBpXHUPAAAABBOTSwEAp3HVPQA/yeVy2rNnj5577jnt2bNHuVzOdSQAACoWO4AAAKdx1T0AvxgaGtILL7ygfD6vfD6vffv26c0339TVV1+thoYG1/EAAKg47AACAJw23ZX2XHUPoNz279+v0dFR5fN5SVI+n9fo6Kj279/vOBkAAJWJ7+gBAKfNv2OBNP/sRa66BwAAACodR8AAAKdx1T1QPXK5nPbu3av9+/erublZl19+ucJhvjUEZqpw7JBqFi5xHQMAZoyv8gCASarhqnug2lXCfJ3m5mYdPHjwdMZQKKRQKKTm5mbX0QDlB36qd/5mteatekqh5IdcxwGAGeEIGAAAQJWphPk6DQ0NWrlypS699FJFIhFddtllWrlypW8KKlQvW8hp9Hv3S7Ia3Xy/bIHb6QBUBnYAAQAAwJfC4bCuvPJKXXnlla6jAKfldm2QPfm2JMmeGFZu1wZFrmpznAoAzo8dQAAAAAAwA/bEYWWff0LKZsYWshlln39C9sSw22AAMAMUQAAAAFWmublZ0WhUoVBIkhQKhRSNRmc9XyeXy2nPnj167rnntGfPHuVyHIVBsOVe3SHZ/ORFm1futR1uAgHALFAAAQAAVBkv5usMDQ1py5Yt2rdvn7LZrPbt26ctW7ZoaGiohMkBt8JXrJBMaPKiCSm87NNuAgHALDADCAAAoAoVO19nYpD0hInbuvbv38+gZgSWqatX5Nrb3z0GFqlV5NrbZerqXUcDgPNiBxAAAAAAzFB4+c2nCx9TV6/w8psdJwKAmaEAAjAj+bcOu44AAADgnKkJK9rygCSjaEunTA2HKgBUBgogAOc1+tKrOpT6Y42+9JrrKAAAn/BqkLTXGEyNcgglP6z5d21XKPkh11EAYMaMtbbsT5pKpWxvb2/ZnxfA7NlcXkP/8T8pP3BQocaL1fBP/69MOHT+dwQABF4ul9PevXu1f/9+LV26VB/4wAcUDrvbDTE0NKQXXnjh9DyiUCikUCikq6++mrlEAICqYIzZba1NTfU69isCOKeT3/y+CoePSJIKQ0d18uktqlt9o+NU/je6Pa1Tjx+XHSzIJGo0/44Fiq6IuY4FAJ4qdpC01xhMDQDA9DgCBmBa+UNHdOIbz8qm35Ek2fQpnXjoGeWHjjhO5m+j29PKPDgie7AgWckeLCjz4IhGt6ddRwMAAABQpSiAAA8FbVBy5rs/ks3nJ63ZfF6nvrvTUaLKcOrx49KpsxfH1wEAAADAAQogwCNBHJRce9MnZEKT5/2YUEjzP3ONo0SVwQ4WZrUOAPCGXwdTAwDgBxRAgAdsLq+jdz0qWeno3Y/I5vLnfZ9KEGpYrLqv3CITmydJMrF5qvvqrQo1LHaczN9MYuq/WqdbBwB4o6GhQStXrtSll16qSCSiyy67TCtXrmT+DwAAogACPDHVoOSgiH/hBtWMFz41DYsV//xKx4n8b/4dC6T5Zy+OrwMASmpiMPVNN92kD37wg05vJQMAwE8ogIAiBX1QsgmHtOjRuyUjLXp0DVfAz0B0RUy1910gc3GNZCRzcY1q77uAW8AAAAAAOMM/iQBFOteg5HhArkuPXnWFlvR+S6H3XeQ6SsWIrohR+AAAAADwDXYAAUWqlkHJlD8AAAAAULkogIAiMSgZAAAAAOB3FECABxiUDJTP6Pa0jl0/qJHUWzp2/aBGt6ddRwIAAAB8jwII8ACDkoHyGN2eVubBEdmDBclK9mBBmQdHKIEAAACA86AAAjwyMSg5etWyWb1f/q3DJUoEBM+px49Lp85eHF8HAAAAMC0KIMBDsx2UPPrSqzqU+mONvvRaiRIBwWIHC7NaBwAAADCGAghwxObyOnrXo5KVjt79iGwuf973AaqdSUz9ZWu6dQAAAABj+I4ZcOTkN7+vwuEjkqTC0FGdfHqL40SA/82/Y4E0/+zF8XUAAAAA06IAAhzIHzqiE994Vjb9jiTJpk/pxEPPKD90xHEywN+iK2Kqve8CmYtrJCOZi2tUe98Fiq6IuY4GAAAA+FrYdQCgGmW++yPZ/OQjXzaf16nv7lR89Y2OUgGVIboiRuEDAAAAzBI7gAAHam/6hExo8lXxJhTS/M9c4ygRAAAAACDIKIAAB0INi1X3lVtkYvMkSSY2T3VfvVWhhsWOkwH+Mbo9rWPXD2ok9ZaOXT+o0e1p15EAzEHh2CHXEQAAgCiAAGfiX7hBNeOFT03DYsU/v9JxIsA/RrenlXlwRPZgQbKSPVhQ5sGRwJVA/GCMoMsP/FSnHluh/MDPXEcBAKDqUQABjphwSIsevVsy0qJH18iEQ+d9H8CPSrFT59Tjx6VTZy+OrwcEPxgj6Gwhp9Hv3S/JanTz/bKFnOtIAABUNQogwKHoVVdoSe+3FL1qmesowJyUaqeOHSzMar3S8IMxqkFu1wbZk29LkuyJYeV2bXCcCACA6kYBBDgWet9FriMAc1aqnTomMfWXp+nWKw0/GCPo7InDyj7/hJTNjC1kM8o+/4TsiWG3wQAAqGLB+E4aCLD8W4ddR4AHgjrQuFQ7debfsUCaf/bi+HqF4wdjVIPcqzskm5+8aPPKvbbDTSAAAEABBPjZ6Euv6lDqjzX60muuo6AIQR5oXKqdOtEVMdXed4HMxTWSkczFNaq97wJFV8SKelw/4AdjVIPwFSskc9ZsOxNSeNmn3QQCAAAUQPC3at79YnN5Hb3rUclKR+9+RDaXP+/7wJ+CPNC4lDt1oitiWrg1oQt636eFWxOBKH8kfjBGdTB19Ypce7sUqR1biNQqcu3tMnX1boMBAFDFKIDgW9W+++XkN7+vwuEjkqTC0FGdfHqL40SYqyAPNA7yTp1S4QdjVIvw8ptP/3dt6uoVXn6z40QAAFQ3CiD4UrXvfskfOqIT33hWNv2OJMmmT+nEQ88oP3TEcTLMRdAHGgd1p04p8YMxqoGpCSva8oAko2hLp0xN2HUkAACqmic/fRhjvmyMscYYrjOCJ6p990vmuz+SzU8uvWw+r1Pf3eko0ZhqPpJXjCAPNMbc8IMxqkUo+WHNv2u7QskPuY4CAEDVK7oAMsa8X9J1kgaKjwOw+0WSam/6hExo8owQEwpp/meucZSII3nF4JgUpsIPxqgWNQuXuI4AAADkzQ6gRyR9RZL14LEA3+5+KadQw2LVfeUWmdg8SZKJzVPdV29VqGGxkzzVfiTPCxyTwlT4wRgAAADlUlQBZIy5UdIvrbX/4lEewJe7X1yIf+EG1YwXPjUNixX//EpnWSr1SN7o9rSOXT+okdRbOnb9YCCuXQcAAACAuThvAWSM+UdjzKtT/LpR0r2S/vNMnsgY026M6TXG9A4NDRWbGwHmt90vrphwSIsevVsy0qJH18iEQ+d9n1Ko1CN5o9vTyjw4InuwIFnJHiwo8+AIJRAAAACAqnTeAsha+3vW2ivO/iXpTUmXSPoXY0yfpF+V9FNjzMXTPM46a23KWptqaGjw8mNAAPlp94tL0auu0JLebyl61TJnGSr1SN6px49Lp85eHF8HAJRFLpfTnj179Nxzz2nPnj3K5XKuIwEAULXmfATMWvuKtXaJtbbJWtsk6ReSPmytPehZOlQtv+x+8YPQ+2Z+uV4pbumq1CN5drAwq3UAgLeGhoa0ZcsW7du3T9lsVvv27dOWLVvETnAAANzw5Bp4oBT8sPulkpTqlq5KPZJnElP/9TbdOgDAW/v379fo6Kjy47tI8/m8RkdHtX//fsfJAACoTp79JDS+E8j77QeoarPZ/VLNSn1LVyUeyZt/xwJp/tmL4+sBw7BrAAAAAOfDP4UDAVDqW7oq8UhedEVMtfddIHNxjWQkc3GNau+7IHDXrzPsGgAAAMBMGGtt2Z80lUrZ3t7esj8vEET5Q0c09PHVsul3Jx6b2Hw1/ORJz49p5d86zK4snzl2/eBY+XMWc3GNFm5NOEgEAGOGhob0wgsvKJ/PK5/PKxQKKRQK6eqrrxYXggAAUBrGmN3W2tRUr2MHEFDhvL6l61yDpCl//Idh1wD8qqGhQStXrtSll16qSCSiyy67TCtXrqT8AQDAEQogoMJ5eUtXqQZJo3QYdg3Az8LhsK688krddNNN+uAHP6hwOOw6EgAAVYufEIAK59UtXaUeJI3SqKZh1wAAAADmjgIIRTnXcSGUjxe3dJV6kDRKo1qGXQMAAAAoDgUQ5ozjQv5R7C1d+UNHdOIbz8qm35Ek2fQpnXjoGeWHjpQgLbwWXRHTwq0JXdD7Pi3cmqD8AQAAAPAeFECYk0o4LlRtu5OiV12hJb3fUvSqZbN+X68HSQMAAAAA/IUCCHPi9+NC1bo7aa63dHk5SBoAAAAA4D8UQJg1vx8XqoTdSX7j1SBpAAAAAIA/UQBh1vx+XMjvu5P8yotB0gAAAAAAf6IAwqz5+biQ33cn+Vmxg6QBAAAAAP5FAYRZ8/NxIb/vTvK7YgZJAwAAAAD8iwIIc+LX40J+3p1UKeY6SBoAAAAA4F8UQJgTvx4XKvXupGq7Wh4AAAAAEAwUQJgzvx4XKtXupGq9Wv5slGAAAAAAUHkogFAUPx4XKsXuJK6WH0MJBgAAAACViQIIgeT17iSulqcE85vR7Wkdu35QI6m3dOz6QY1uT7uOBAAAAMDHKIAQWF7tTuJq+TGUYP4xuj2tzIMjsgcLkpXswYIyD444L4HKVUpRfgEAAACzRwEEnIfLq+X9Mm+HEsxfTj1+XDp19uL4uiPlKqX8Wn4BAAAAfkcBBJyHq6vl/TRvx2UJhveyg4VZrZdDuUopP5ZfAAAAQCWgAALOo9RXy0/Fb/N2XJVgmJpJTP1X93Tr5VCuUsqP5RcAAABQCSiAgBko1dXy0/HbvB0XJRimN/+OBdL8sxfH1x0pVynlx/ILAAAAqAR8xwzMQCmulp+OX+ftlLsEw/SiK2Kqve8CmYtrJCOZi2tUe98Fiq6IOctUrlLKj+UXAAAAUAnCrgMAlWLianmvbhebzrnm7cRX31jS5z6XiRJs+LNfK3kJhvOLrog5LXzONpHl1OPHZQcLMokazb9jgecZy/U8AAAAQNAYa23ZnzSVStne3t6yPy9QCfJDRzT0sdWy6Xcn3ZrYfDX85ElfHLnKv3W45CUYAAAAAGD2jDG7rbWpqV7HETD4ml+uQS8nv8/bofwBAAAAgMpDAQTf8tM16OXGvB0AAAAAgJcogOBLfrsGvdzKOXQaAAAAABB8FEDwJb9dg+7CxNDp6FXLXEcBAAAAAFQ4CiD4jl+vQXeBeTsAAAAAAC9QAMF3znUNOgAAAAAAmD0KIPhO7U2fkAlNnnljQiHN/8w1jhIBAAAAAFDZKIDgO6GGxYp/uVUy4wtGiv/fbb65Bh0AAAAAgEpDAQRfMsbozAbImHO9NQAAAAAAOBcKIPhO/tARnXi4R7J2bMFanfivPVU5BBoAgHLo6elRU1OTampq1NTUpJ6eHteRAACAxyiA4DsMgQbgyuj2tI5dP6iR1Fs6dv2gRrenXUcCSq6np0ft7e3q7++XtVb9/f1qb2+nBAIAIGAogOA7DIEG4MLo9rQyD47IHixIVrIHC8o8OEIJhMDr6OhQOj35v/N0Oq2Ojg5HiQAAQClQAMF3Qg2LVfeVW2Ri8yRJJjZPdV+9taRDoPNvHS7ZYwOoDKcePy6dOntxfB0IsIGBgVmtAwCAykQBBF+Kf+EG1YwXPjUNixX//MqSPdfoS6/qUOqPNfrSayV7DgD+ZwcLs1oHgiKZTM5qHQAAVCYKIPiSCYe06NG7JSMtenSNTDh03veZC5vL6+hdj0pWOnr3I7K5/HnfB0AwmcTUXxKnWweCoru7W7FYbNJaLBZTd3e3o0QAAKAU+K4WvhW96got6f2WolctK9lznPzm91U4PHa7WGHoqE4+vaVkzwXA3+bfsUCaf/bi+DoQYG1tbVq3bp0aGxtljFFjY6PWrVuntrY219EAAICHjJ24aruMUqmU7e3tLfvzAmfKHzqioY+vlk2/O/TDxOar4SdPlnTeEAD/Gt2e1qnHj8sOFmQSNZp/xwJFV8TO/44AAACADxhjdltrU1O9LlzuMIBfnOu6+fjqGx2lAuBSdEWMwgcAAACBxBEwVC2umwcAAAAAVAsKIFQtF9fNV6r8W4ddRwAAAAAAFIECCFWtnNfNV6rRl17VodQfa/Sl11xHAQAAAADMEQUQqlq5rpuvVDaX19G7HpWsdPTuR2Rz+fO+DwAAAADAfyiAUPXKcd18pTr5ze+rcPiIJKkwdFQnn97iOBEAAAAAYC4ogABJofdd5DqC7+QPHdGJbzwrm35HkmTTp3TioWeUHzriOBkAAIA/DWcLuuXf0no7W3AdBQDegwIIwJQy3/2RbH7ykS+bz+vUd3c6SgQAAOBvzwxldTBr9cxQ1nUUAHgPCiAAU6q96RMyockzkUwopPmfucZRIgAAAP8azhb0g6M5WUk7jubYBQTAdyiAAEwp1LBYdV+5RSY2T5JkYvNU99VbFRq/NQ0AAEyPo0DV55mhrAp27PcFK3YBAfAdCiAA04p/4QbVjBc+NQ2LFf/8SseJMJ3R7Wkdu35QI6m3dOz6QY1uT7uOBABVjaNA1WVi909u/OWc2AUEwH8ogABMy4RDWvTo3ZKRFj26RiYcOu/7oPxGt6eVeXBE9mBBspI9WFDmwRFKIABwhKNA1efM3T8T2AUEwG8ogACcU/SqK7Sk91uKXrXMdRRM49Tjx6VTZy+OrwMAyo6jQNXnJ8fzp3f/TMhJ+vHx/FRvDgBOhF0HAOB/ofdd5DoCzsEOTv0vy9OtAwBKZ7qjQLc2RHRhhH97DaoNvxZzHQEAzouvQgBQ4Uxi6r/Kp1sHAJROpR0FcjWsmiHZAFB+/HQAlFH+rcOuIyCA5t+xQJp/9uL4OgCgrCrtKJCrYdUMyQaA8iv6CJgx5k5JX5SUl7TVWvuVolMBATT60qsa/uzXVP+dh5inA09FV4xtOz/1+HHZwYJMokbz71hweh0AUD6VdBTo7GHV5Tqm5up5AaDaFfU3rTHmWkk3SvoNa+0ySQ97kgoIGJvL6+hdj0pWOnr3I7I5f/4rICpXdEVMC7cmdEHv+7Rwa4LyBwBwXq6GVTMkGwDcKLZq/78k/Rdr7TuSZK09VHwkIHhOfvP7Khw+IkkqDB3Vyae3OE4EAACq2XTDqks9k8fV8wIAii+ALpP028aYl4wxPzLGLPciFBAk+UNHdOIbz8qm35Ek2fQpnXjoGeWHjjhOBgAAqpWrYdWVNiQbAILkvAWQMeYfjTGvTvHrRo3NELpQ0kcl3SNpozHGTPM47caYXmNM79DQkKcfBOBnme/+SDY/+ciXzed16rs7HSUCAADVztWw6kobkg0AQWKsted/q+ne2Zgdkh6y1j4//vJ+SR+11p6z4UmlUra3t3fOzwtUkvzQEQ19bLVs+tTpNRObr4afPKlQw2KHyQAAAAAAQWKM2W2tTU31umKPgH1X0rXjT3KZpKgk7rkGzhBqWKy6r9wiE5snSTKxear76q2UPwAAVLjhbEG3/Fua+TUAgIpQbAH0TUn/mzHmVUnflrTKFrOlCIGUf4tOMP6FG1QzXvjUNCxW/PMrHScCAADFemYoq4NZW7HzayiwAKC6FFUAWWtHrbW3WGuvsNZ+2Fr7P7wKhmAYfelVHUr9sUZfes11FKdMOKRFj94tGWnRo2tkwiHXkQAAQBEmbrOyqtxbrCq9wAIAzE6xO4CAadlcXkfvelSy0tG7H5HNVfdwv+hVV2hJ77cUvWqZ6ygAAKBIZ95mVYm3WAWhwAIAzA4FEErm5De/r8LhsavOC0NHdfLpLY4TuRd630WuIwAAgCJNlCcTt1nlVHklSqUXWACA2aMAQknkDx3RiW88K5t+R5Jk06d04qFnlB864jgZAABAcc4sTyZUUokShAILADB7FEAoicx3fySbn3zky+bzOvXdnY4SAQAAeOMnx/Ony5MJOUk/Pl4Zx90rvcACAMxN2HUABFPtTZ8Y2wGkd7+RMKGQ5n/mGoepAAAAirfh12KuIxTlXAXWXS4CAQDKggIIUxo+mtPdDw3osa8ldeEFs//PJNSwWHVfuUUnvvGMbPodmdg81X31VoXGr0IHAACAG5VeYAEA5oYjYJjSs1sO6+DhrJ79/uE5P0b8CzeoZrzwqWlYrPjnV3oVDwAAAAAAzAIFEN5j+GhOP3jhmKyVdrxwTG+PnL1JeGZMOKRFj94tGWnRo2tkwiFvgwIAAAAAgBmhAMJ7PLvlsArjkwELBVvULqDoVVdoSe+3FL1qmVfxAAAAAADALFEAYZKJ3T+58UsscvnidgFJUuh9F3mUDgAAAOcznC3oln9Lc607AGASCiBMcubunwnF7gICAABA+TwzlNXBrOVadwDAJBRAmOQnL588vftnQi4v/fjlk24CAQAAYMaGswX94GhOVtKOozl2AQEATuMaeEzy7YebXUcAAADAHD0zlNXEZu6CHXv5rv8wz20oAIAvsAMIAAAACICJ3T8TkxtzCuYuIGYcAcDcUAABAAAAAXDm7p8JE7uAgoQZRwAwNxRAAAAAQAD85HheZ9/bmpP04+P5qd68IjHjCADmjhlAAAAAQABs+LWY6wglx4wjAJg7dgABAAAA8L1qmXEEAKVCAQQAAADA96plxhEAlAoFEAAAADzT09OjpqYm1dTUqKmpST09Pa4jISCqYcYRAJQSM4AAAADgiZ6eHrW3tyudTkuS+vv71d7eLklqa2tzGQ0BUA0zjgCglNgBBAAAAE90dHScLn8mpNNpdXR0OEqEajCcLeiWf0szCwgAzoMCCAAAAJ4YGBiY1TrghWeGsjqYtcwCAoDzoAACAACAJ5LJ5KzWgWJN3AxmxY1gAHA+FEAAAADwRHd3t2KxyXNaYrGYuru7HSVC0Jx93OvMm8G4EQwAzo0CCAAAAJ5oa2vTunXr1NjYKGOMGhsbtW7dOgZAwzNnHvea2P0zcTNYTuwCAoBzMdbasj9pKpWyvb29ZX9eAAAAAJVpOFvQLfsyGrVS1EifWBjS8yOTr4YPS/r9xWHd9R/muYoJAE4ZY3Zba1NTvY4dQAAAAAB87+zjXjuPTS5/pLFdQD8+ni93NACoCGHXAQAAAADgXKY67lUjadNltbowwr9pA8BM8LclAAAAAF87c/fPBIY+A8DsUAABAAAA8LWfHOe4FwAUiyNgAAAAAHxtw6/FXEcAgIrHDiAAAAAAAICAowACAAAAAAAIOAogAAAAAACAgKMAAgAAAAAACDgKIAAAAAAAgICjAAIAAAAAAAg4CiAAcKinp0fJZFLGGCWTSfX09LiOBAAAACCAwq4DAEC16unpUXt7u9LptCTpwIEDam9vlyS1tbW5jAYAAAAgYIy1tuxPmkqlbG9vb9mfFwD8JF4fV/rt9HvWYxfGdHL4pINEAAAAACqZMWa3tTY11es4AgYAjmSOZGa1DgAAAABzRQEEAI4kk8lZrQMAAADAXFEAAYAj3d3dCkVDk9ZC0ZC6u7sdJQIAAAAQVAyBBgBH2tra9ObQm1r339bpl7/4pX7lV39F7V9qZwA0AAAAAM8xBBoAAAAAACAAGAINAAAAAABQxSiAAAAAAAAAAo4CCAAAAAAAIOAogAAAAAAAAAKOAggAAAAAACDgKIAAAAAAAAACjgIIAAAAAAAg4CiAAAAAAAAAAo4CCAAAAAAAIOAogAAAAAAAAAKOAggAAAAAACDgKIAAAAAAAAACjgIIAAAAAAAg4IoqgIwxv2mMedEY87IxptcY81teBQMAAAAAAIA3it0B9A1Jndba35T0n8dfBgAAAAAAgI8UWwBZSQvHf3+BpH8v8vEAAAAAAADgsXCR73+3pB8YYx7WWJn08aITAQAAAAAAwFPnLYCMMf8o6eIpXtUh6XclrbHW/ndjzB9K+mtJvzfN47RLah9/8YQx5vW5RcYcXSTpsOsQAKbEn0/A3/gzCvgXfz4Bf+PPaPk1TvcKY62d86MaY0YkLbLWWmOMkTRirV14vvdD+Rljeq21Kdc5ALwXfz4Bf+PPKOBf/PkE/I0/o/5S7Aygf5f0ifHf/46kfUU+HgAAAAAAADxW7Ayg1ZIeM8aEJZ3Su0e8AAAAAAAA4BNFFUDW2v8p6SMeZUFprXMdAMC0+PMJ+Bt/RgH/4s8n4G/8GfWRomYAAQAAAAAAwP+KnQEEAAAAAAAAn6MACjhjzP9hjHnNGFMwxqTOet3XjTFvGGNeN8Z8ylVGAJIx5gFjzC+NMS+P//p915mAameM+fT418g3jDFfc50HwGTGmD5jzCvjXzd7XecBqp0x5pvGmEPGmFfPWLvQGPMPxph94/+72GXGakcBFHyvSvqspJ1nLhpjLpf0R5KWSfq0pCeMMaHyxwNwhkestb85/mub6zBANRv/mviXklZIulzS58a/dgLwl2vHv25yzTTg3rc09rPlmb4m6YfW2ksl/XD8ZThCARRw1tp/tda+PsWrbpT0bWvtO9ba/yXpDUm/Vd50AAD41m9JesNa+6a1dlTStzX2tRMAAEzBWrtT0ttnLd8o6W/Gf/83kj5TzkyYjAKoev2KpANnvPyL8TUA7txhjNkzvn2W7bGAW3ydBPzPSvp7Y8xuY0y76zAAppSw1r41/vuDkhIuw1S7oq6Bhz8YY/5R0sVTvKrDWvu9cucBMLVz/VmV9FeS1mrsm9m1kv4fSV8oXzoAACrOf7TW/tIYs0TSPxhjfj6+AwGAD1lrrTGGa8gdogAKAGvt783h3X4p6f1nvPyr42sASmSmf1aNMU9K2lLiOADOja+TgM9Za385/r+HjDHPaezoJgUQ4C+Dxpj3WWvfMsa8T9Ih14GqGUfAqtdmSX9kjJlnjLlE0qWS/tlxJqBqjX9BnHCTxga4A3Bnl6RLjTGXGGOiGrs4YbPjTADGGWPixpgFE7+XdJ342gn40WZJq8Z/v0oSJ1QcYgdQwBljbpL0F5IaJG01xrxsrf2UtfY1Y8xGSXsl5SR90Vqbd5kVqHLfMMb8psaOgPVJ+k9O0wBVzlqbM8bcIekHkkKSvmmtfc1xLADvSkh6zhgjjf1Ms95au8NtJKC6GWP+VtL/LukiY8wvJN0v6b9I2miM+RNJ/ZL+0F1CGGs5ggcAAAAAABBkHAEDAAAAAAAIOAogAAAAAACAgKMAAgAAAAAACDgKIAAAAAAAgICjAAIAAAAAAAg4CiAAAAAAAICAowACAAAAAAAIOAogAAAAAACAgPv/AZ5NJ5XA4HOoAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "weights = os.path.expanduser(\"./weights_testing/rode_close/20201108_065654__Parameters_rode_close_weights.h5\")\n",
    "\n",
    "# Load weights\n",
    "model.load_weights(weights)\n",
    "embedding_cnn.set_weights(model.get_weights()) \n",
    "\n",
    "samples = []\n",
    "labels = []\n",
    "\n",
    "for i in range(X.shape[0]):\n",
    "    for j in range(n_samples[i]):\n",
    "        samples.append(embedding_cnn.predict(X[i][j].reshape(1, img_height, img_width, 1)))\n",
    "    labels += n_samples[i] * [i]\n",
    "    \n",
    "labels = np.asarray(labels)\n",
    "samples = np.asarray(samples)\n",
    "\n",
    "temp = []\n",
    "for i in range(len(samples)):\n",
    "    temp.append(list(chain(*samples[i])))\n",
    "\n",
    "samples = np.asarray(temp)\n",
    "\n",
    "print(samples.shape)\n",
    "\n",
    "tsne = TSNE(n_components=2, init='random', random_state=0, perplexity=30, n_iter=6000, learning_rate=1, early_exaggeration=65)\n",
    "#tsne = TSNE(n_components=2, init='random', random_state=0, perplexity=30, n_iter=1000, learning_rate=200, early_exaggeration=150)\n",
    "\n",
    "tsne_emb = tsne.fit_transform(samples)\n",
    "\n",
    "print(\"KL divergence: \", tsne.kl_divergence_)\n",
    "\n",
    "red = labels == 0\n",
    "blue = labels == 1\n",
    "green = labels == 2\n",
    "grey = labels == 3\n",
    "black = labels == 4\n",
    "orange = labels == 5\n",
    "cyan = labels == 6\n",
    "navy = labels == 7\n",
    "maroon = labels == 8\n",
    "magenta = labels == 9\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.scatter(tsne_emb[red, 0], tsne_emb[red, 1], marker='d', c=\"#e6194B\", label='P09')\n",
    "plt.scatter(tsne_emb[blue, 0], tsne_emb[blue, 1], marker='^', c=\"#4363d8\", label='P10')\n",
    "plt.scatter(tsne_emb[green, 0], tsne_emb[green, 1], marker='*', c=\"#006600\", label='P15')\n",
    "plt.scatter(tsne_emb[grey, 0], tsne_emb[grey, 1], marker='h', c=\"#a9a9a9\", label='P18')\n",
    "plt.scatter(tsne_emb[black, 0], tsne_emb[black, 1], marker='o', c=\"#000000\", label='P20')\n",
    "plt.scatter(tsne_emb[orange, 0], tsne_emb[orange, 1], marker='d', c=\"#f58231\", label='P23')\n",
    "plt.scatter(tsne_emb[cyan, 0], tsne_emb[cyan, 1], marker='^', c=\"#42d4f4\", label='P29')\n",
    "plt.scatter(tsne_emb[navy, 0], tsne_emb[navy, 1], marker='*', c=\"#000075\", label='P31')\n",
    "plt.scatter(tsne_emb[maroon, 0], tsne_emb[maroon, 1], marker='h', c=\"#800000\", label='P42')\n",
    "plt.scatter(tsne_emb[magenta, 0], tsne_emb[magenta, 1], marker='o', c=\"#f032e6\", label='P44')\n",
    "plt.xlim(-12, 12)\n",
    "plt.ylim(-8, 8)\n",
    "\n",
    "plt.savefig('./tsne_post.pdf', bbox_inches = \"tight\") \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.7.10 64-bit ('tripletCough': conda)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  },
  "interpreter": {
   "hash": "61d6b3f30ff663a4a704c88398c4f35083105707e053b66c651372da18c835cc"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}