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Lukas_Vyoral_2.ipynb
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{
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"metadata": {
"colab": {
"name": "Lukas_Vyoral_2.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPcR3772NjKEu7OChfHU4Xy",
"include_colab_link": true
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"name": "python3",
"display_name": "Python 3"
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"name": "python"
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"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/robert-marik/83ce4b15af7df4b54e3aa639ba5461d6/lukas_vyoral_2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"\n",
"Políčka s příkazy se spouští pomocí Shift+Enter, nebo pomocí šipky. Nejprve je nutné nainstalovat potřebné knihovny, to trošku trvá (cca dvě minuty).\n",
"\n"
],
"metadata": {
"id": "Cty_JmiEisu7"
}
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"id": "5u2i8XEDb0dG"
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"source": [
"data = pd.read_csv('http://user.mendelu.cz/marik/temp/lukas_vyoral.csv', sep=';')"
],
"metadata": {
"id": "34YRlyFZb9MH"
},
"execution_count": 80,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# ukazka dat, jmena sloupcu\n",
"data.head()"
],
"metadata": {
"id": "h7jSYw14jCZM",
"outputId": "8d0d8463-6073-41a0-c058-4b470ef0a088",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
}
},
"execution_count": 81,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" rok plan_lovu odstrel odchyt odstrel_obory uhyn zazverovani jks \\\n",
"0 1970 0 455 0 0 0 0 833 \n",
"1 1975 0 689 0 0 0 0 1167 \n",
"2 1980 1134 981 0 22 44 5 1464 \n",
"3 1985 1646 2060 0 16 39 13 2641 \n",
"4 1990 3071 3156 0 71 87 0 2714 \n",
"\n",
" druh \n",
"0 sika \n",
"1 sika \n",
"2 sika \n",
"3 sika \n",
"4 sika "
],
"text/html": [
"\n",
" <div id=\"df-6190d28d-0a57-4516-bc73-edf1f8195826\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>rok</th>\n",
" <th>plan_lovu</th>\n",
" <th>odstrel</th>\n",
" <th>odchyt</th>\n",
" <th>odstrel_obory</th>\n",
" <th>uhyn</th>\n",
" <th>zazverovani</th>\n",
" <th>jks</th>\n",
" <th>druh</th>\n",
" </tr>\n",
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" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1970</td>\n",
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" <td>455</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>833</td>\n",
" <td>sika</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1975</td>\n",
" <td>0</td>\n",
" <td>689</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1167</td>\n",
" <td>sika</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1980</td>\n",
" <td>1134</td>\n",
" <td>981</td>\n",
" <td>0</td>\n",
" <td>22</td>\n",
" <td>44</td>\n",
" <td>5</td>\n",
" <td>1464</td>\n",
" <td>sika</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1985</td>\n",
" <td>1646</td>\n",
" <td>2060</td>\n",
" <td>0</td>\n",
" <td>16</td>\n",
" <td>39</td>\n",
" <td>13</td>\n",
" <td>2641</td>\n",
" <td>sika</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1990</td>\n",
" <td>3071</td>\n",
" <td>3156</td>\n",
" <td>0</td>\n",
" <td>71</td>\n",
" <td>87</td>\n",
" <td>0</td>\n",
" <td>2714</td>\n",
" <td>sika</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6190d28d-0a57-4516-bc73-edf1f8195826')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
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" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
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"\n",
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" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
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" background-color: #3B4455;\n",
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" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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" document.querySelector('#df-6190d28d-0a57-4516-bc73-edf1f8195826 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-6190d28d-0a57-4516-bc73-edf1f8195826');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
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" "
]
},
"metadata": {},
"execution_count": 81
}
]
},
{
"cell_type": "code",
"source": [
"# nazvy druhu\n",
"data['druh'].unique()"
],
"metadata": {
"id": "w7QfALlCjQIk",
"outputId": "5badd8f0-e1ff-4548-8f03-f6607455782a",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"execution_count": 82,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array(['sika', 'danek', 'muflon', 'kamzik'], dtype=object)"
]
},
"metadata": {},
"execution_count": 82
}
]
},
{
"cell_type": "code",
"source": [
"jmeno={\n",
" 'plan_lovu': 'plán lovu',\n",
" 'odstrel': 'odstřel',\n",
" 'odchyt': \"odchyt\",\n",
" 'odstrel_obory': \"odstřel v oborách\",\n",
" 'uhyn': \"úhyn\",\n",
" 'zazverovani': \"provedené zazvěřování\",\n",
" \"jks\": \"JKS k 31.3. sčítaný\"\n",
"}\n",
"jmeno_druhu={\n",
" 'sika': 'Jelen sika',\n",
" 'danek': 'Daněk evropský',\n",
" 'muflon': \"Muflon\",\n",
" 'kamzik': \"Kamzík horský\",\n",
"}"
],
"metadata": {
"id": "OYsr94OJo8Qd"
},
"execution_count": 83,
"outputs": []
},
{
"cell_type": "code",
"source": [
""
],
"metadata": {
"id": "On9mqKmB7xK3"
},
"execution_count": 83,
"outputs": []
},
{
"cell_type": "code",
"source": [
"for i in jmeno_druhu.keys():\n",
" df = data[ data['druh'] == i ]\n",
" for j in jmeno.keys():\n",
" fig = plt.subplots(1,1)\n",
" sns.regplot(data=df, x=\"rok\", y=j).set_title(jmeno_druhu[i])\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "dSnvHypg-7Ug",
"outputId": "f81a16d3-059b-46ef-d0dc-37d5d045216d"
},
"execution_count": 85,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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UJiIyqyWSGQZjaVKZk3c5LBRi/NGzB4gnnU2sCoUYL1p/6qRnWHmAYMBHNDz3QqRAYSIis1IqnWUwliaZOrmOVr0KMRZCpC0cIFTl9rqzxdy+exGZdbLZHEOxNMNj9heB8QsxXnHRKlrDk+9VhBQiozTsT8EY0wJ8A7gUSADPWGv/0BhzBnA3sAg4CtxirX3TfU1V50Rk7plof5G33h2g+7E3RxVivPCsTq65ZPVJe7OPJ+T30RoJ0KIQGaWRfxpfwwmRM6y1eWNMYZXOXcCd1tp7jDE3ATuAj9V4TkTmkGQyw/Ey4yKVFGIcT8jvIzoHB9YnqyFhYoxpBW4Blllr8wDW2iPGmCXAecBl7qX3Ad80xizG+R+His9Za098x4jIrDbe/iIDQ0l+8OQ+nnrpvUkXYhzLQ2F2lnoiE2nUn84anEdRf2mM2QYMAV8C4sC71tosgLU2a4x5D1iO8/dYzTmFicgsl8vly+4vEk9m+PHuA/zkuYOk0s7zrsULwlw7iUKMBRpYr1yj/pR8wGrgRWvtfzbGbAQeAn6zQZ8vIrNELJFmcDh1Uln4UoUY2yIBPvnR09l8zuQKMU5niEy0y2Oza9Sf1kEgg/M4CmvtbmNML07P5DRjjM/tXfiApcDbOH+v1ZwTkRmikh+gyVSGweE0yTHjIrl8nhf2HKmpEON090TG2+VxpgRKQ/7UrLW9xpjHcMY4drozsZYAbwC/Am4A7nF/fbEw7mGMqeqciDS/yf4AHW9c5PX9fXTv6uHg4eoKMdYjROrRoyhVFj9Bhu5dPQqTEm4Hvm2M+R9AGrjZWttvjLkduNsY8xfAMZyB+uLXVHNORJrcRD9As7k8w7EUw4mTx0VKFmI8YzHXbplcIcZCiLSGJz+wXio0gLr0KMaWxQdnHcv7fbFJv8d0a1iYWGvfAraWOP46sLHMa6o6JyLNr9wP0MHhJMPx1EgdrWKlCzEuYPu2rkkVYqwmRKB8L6ol5K9Lj6JQFr/wPgDJdJYlCyOTfo/ppmkKIjItxv4ADQZ8+LzQEgrQP5Qade1QPM0jT+8bVYhxaXuU6yZZiLHWx1nlelHvfjDEio7WUddW06PYvrWLHd0vkyBDKOAjmc6SyeRHej8zgcJERKZlJlHhB2jGl+WUthZSmSxH+5Ns/9jykWsKhRgffXY/iaQz8L6gLcQ1m1ezad3EhRjrNbBerhcFTg+i1h7FhrUdsP1sunf18H5fjCWazSUiM810zSTasLYD76c/zM7dBzh4+DjhlgDbP/Yh1q1pr7kQY71nZ5V7DLV0cZRkMluXHsWGtR0zKjzGUpiIzHHTMZOosL/I0sURbv7k2lHHX3rzAx7Y1cPho86jokoKMXqAUMBPa9hf1ym+5R5D/f41ZwHM6B5FvShMROa4Rs8kKldHq5ZCjB6cEIyE/aN6D/Uy0WOouRgeYylMROa4Rs0kKrdepJZCjB4gFPTTGgmMjGFMlZn+GGqqKUxE5ripnklUbr1ILYUYC4+zopGp6YlI5fS3IDLHTdVMonL7i5QqxNi+IMx1kyjEON1lT6Q8/W2ISN0f4cSTaQaH06SLUiSTzfHEi+/ywyoLMWpTquY26b8VY8yt5c5Za79dn+aIyEyWTGcZHE6RTJ8YXK+1EKOzn4g2pWp2lUT8zWO+7sTZp+QpQGEiMoeNDK6nMqP2Xa+lEGPA56UtGlCIzBCTDhNr7baxx9zeytoSl4vIHJDN5hiKpxlOpEeFSMlCjGYx123pomOCWWIKkZmp1oeP/wL0Av+59qaIyEyRzeWJldjpsLc/zvfdQowFky3EqBCZ2SoZMxk7OhYBbgL669oiEWlahZXrQ7H0qJ0OSxViPLU9yvWTKMRYCJGWoH/Cgo3SvCrpmWTgpL1p3gX+oH7NEZFmVQiR4hlapQoxntIW4upJFGJUiMwulYTJ6WO+HrbW9tazMSLSfOLJNEOxzKjyJ9lcjmdfOcxDT75F/2BlhRgVIrNTJWFyLvADa21mqhojIs0jkcwwFBu953o+n+flnl4efHwvh3qHAbcQ43nLueIj4xdiVIjMbpWEyX/F2Xa3G7jXWvvY1DRJRKZTIuWESCqdHfVce+87/Tywq6fiQowBn5fWSIBwSCEym1UyNfgcY8xvAL8DfMsYEwL+X+DfrLUvTFUDRaQx0pksQ7F03Qox+r0eWiMBIi0BhcgcUNHUYGvta8CXgC8ZYzYBfw38Apjacp0iMmWy2RxDsTTDydFrRZxCjG/x1EuHKirE6PNCayRIJBSYcCdEmT0qXmdijFkOfAanh7IS+Od6N0pEpl4ul2e4xFqRagsx+rwQbQkQCQfxKUTmnErWmfwRToB8GHgY+CvgYWttaoraJiJTIJ/PE0tmGBpOjVorksnm+PmL7/JwhYUYfR6IhhUic10lPZNPATuAB6y1Q1PUHhGZQolkhsExuxyOFGJ8fC+9AwnA2Wnx0gtXcOmFK8oWYvR6oFUhIq5KBuA/Cc5KeGPMqcARa21ugpeJSBNIpbMMxtIkU6MH1/fs7+OBx3o4eGTyhRhHQqQlgG+CsvEyd1TymKsN+CZwg/u6tDHmfuCPrbUDU9Q+EalBNptjMJYmlpxcIcZrL1lD56JoyffyepwxkWhYISInq+Qx198DrcA64ADO4PtXgL8Dfrf+TRORauXzeYbizi6HtRZi9HggEgrQGglMuIGVzF2VhMkVwGprbcz9+g1jzGeBvfVvlohUq1QNrbKFGLd2sX7NopLrQDxAS8hPWyRAwK/Z/zK+SsIkASzG6ZUUtAPJurZIRKpSanC9VCHGBW0hrr54NRetL1+IMRTw0RYJEApqi1yZnEq+U74F/NgY8z858ZjrT4B/mIqGicjklBpcL1eI8RObVvKxDeULMWpPEalWJWHyFeA9nLUmS93ffw1t2SsyLTLuyvXiwfWyhRjPX86VF60iWqYQo0qfSK0qmRqcxwkOhYfINMrm8gzHUgwnRq9cf+vdAbofe3NUIcaN6zq5enP5QoyFab7RcFClT6Qm44aJu8f7hKy1kw4YY8xf4lQgXm+tfdWt8bUDCAP7gZuste+711Z1TmQ2yufzDCecGVpFY+tVFWL0eiDSEqBV03ylTibqmdw8ifco9FgmZIw5D9iEO4jvbgV8D/B71tonjTFfAu4Abq323GTaITLTlJqhVaoQ48rONq4fpxBjYZpvNBwg4FeISP2MGybW2m2VvJkx5qPW2qfKnAsBd+IsetzlHj4fSFhrn3S/vgunl3FrDedEZo1SM7RKFWJcvCDMteMUYtQ0X5lq9Z739wgwr8y5vwbusdbuN8YUjq2gaKqxtbbXLdeysNpz1toTS3pFZqhkygmRZPpEiFRbiDHkd6f5lqmxJVIP9f7uKjmCZ4y5CNgA/FmdP09kVkmmnQ2qiqf5lirEGAx4ufSCFVy2cWXZQoxBv4/WiF/TfKUh6h0m+TLHtwBrgX1ur2QZ8COcUiwrCxcZY9qBnLW2zxhzsJpzdb4fkYbIZHMMDqeIpzKjami9vr+P7l09HDx8ohDjRz+8lE9dXL4Qo9aKyHRoSL/XWnsHzgA5AMaY/Tgl7V8D/tAYc7E7/nE78D33sheAcBXnRGaMchtUVVOI0e/10BoNEtFe6zINpvUhqrU2Z4y5GdhhjGnBneJbyzmRmSCfz4/M0CreoKqaQozaJleaQUPGTMay1q4q+v3TwPoy11V1TqSZxZNphmKZUTO0hmIpHnlm/6hCjEvbo1w3TiHGwg6HWnAozaCaPeCX4JSiH2Gtfcv9tfQKKREpOUOrVCHGU9pCXL15NZvWlS7E6HH3FdGCQ2kmlWyOdQXwT0Ano3sgeUAT10XKSGecQoyJ5MSFGK+4aBXbzl9WshCjxwPhoJ9WrRWRJlRJz+RO4MvA3dba+BS1R2TWyLqFGIdrLMToAUIBP63RAKEy1X5FplslYXIKsMMt+CgiZZSbobX3nX4e2NUzqhDjhWd1cs0lTiHGV/f2snP3QXoH4rTPD/OJTSs494wO2iIBWrTgUJpcJd+h/wR8FlUNFimp3Aytw0eHeWDXXl56s3whxlf39nL/TovP56GtxQ/k+Okv3mbxggjnmiWNvhWRilUSJpuAPzbG/BlwuPiEtfaSurZKZAbJ5/PEk5lJFWJc0dnG9hKFGHfuPojf5+GUeS20tgRIprMcG0zwvZ+9qTCRGaHSnRa/NVUNEZmJ4sk0g8OjQ6RUIcb2BWGuG6cQ41A8xdLFUXI5GBhOkcvnCQZ8vN8Xa9i9iNSiks2x7p7KhojMJKXWilRbiLEl4GfVqfN574PBUdck01mWLIxM7Y2I1ElFo3rGmA7gQqCdounBlWyOJTKTJd2S8MmiEClViDEU8PHxC5aPW4ixuIbWZReuYEf3y/j9OUIBH8l0lkwmz/atXQ25L5FaVbLO5DqcDaneBM4Cfg2sA55Eg/Iyy6Xcar6Jomq+4BZifKyHg0dOFGK8+JylXPXR8oUYC+VPokX7rW9Y2wHbz6Z7Vw/v98VYsjDC9q1dznGRGaCSnsnfAJ+11n7PGHPMWnuuMeazOMEiMms8v+cI3bt6ODoQZ+Wp89h27jJWLp03qppvuUKM123poqPMo6mRleuRIL4SK9s3rO1QeMiMVUmYrLDWjq3MezfOzK7/VL8miUyf5/cc4R8feIX5bQE6F4Y59MEQ//DgK3zmcsO6Ne309sd5yC3EWMiWiQoxeoBQ0M+8qFauy+xVSZi8b4zpsNYeAfa7G171olIqMos8+sw+2k9pIZ3NcbQ/4dQK8nl45On97NnfV1EhRnDGReZFg1p0KLNeJd/h/whcDPz/wDeAx4Ac8D+moF0iDZXN5YnFUxzui0EuP2qXw0Qyw/t9cfa+66xcP6UtxKcuXs1F60sXYgR3b5FIgEjRuIjIbFbJ1OC/Lfr9d4wxu4CotXbPVDRMpBEKITKcSJPNOTWwBoYSBP1ehhMZBoZSZN3V7BMVYgTweqA1HCASLj0uIjJbVd33ttYerGdDRBppbIgUXHbhcr7z8B56kxmy2RMj7uecsZibr1xbshAjuIProQCtEZWFl7lp3DAxxrxN+X3dwRlbzFtrV9S1VSJTJJfLM5xIMxxPjQoRcAox/ujZAwzG0iPH2iJBrt+6ho+cvbTk+3mAlpCfNpWFlzluop6JtsKVWaFcTwQmV4hxLA8QDPhojQRoCWpwXWTcfwXW2scLvzfGBIEvAb8DnAq8B9wPfGUqGyhSi2w2x3A8zXBidDl4qKwQY7GA38u8iGZoiRSr5F/D/wIM8AXgALAS+CJwGnBr/ZsmUr1sNsdQPE2sRIhUU4gRnJXrbZGgZmiJlFBJmFwHrLHW9rtfv2aM2Q30oDCRJpHN5RmOpUr2RNKZHE/8qvJCjB4PtLYEiJZZuS4ilYXJYSAC9BcdCwOH6toikSqMN7BeqhBjMODl0gtWjFuI8cTgepCAXzO0RMZTSZj8K/CoMebvgXeA5cDnge8YYz5WuMha+7P6NlGkvHw+TyyZYWg4NWp3w4I9+/t4oMJCjABBv495kQAhjYuITEol/1Juc3/94pjjt7v/gTONeHWtjRKZSD6fJ5HKnLQxVUHJQoxnLObaLWvoXBQt+75+r4fWqFPRV0Qmr5IV8KdPZUNEJqPQExmOlQ6R3v4433cLMRZMVIgRTqxcj4aDZUukiEh56sPLjDBRiAzFUjz89H5+/mJlhRhHysKHtXJdpBYKE2l6pfZZL0ils/zs+bd59Nn9JJLO7ocL2kJcPUEhRo8HwkE/rRpcF6kLhYk0rVL7rBdkczmeeeUQDz2xj4GhJFAoxLiSbecvL1uIEZwtdduiQULjXCMilVGYSNNJJDMMjdlnvSCfz/NyTy8PPr6XQ73DAPh9Hraet5wrPrKK1jKFGGH0nusiUl8KE2kayVSGwViaVDpbsrroW+8O0P3Ym/S84+wr4gEuPKuTay5ZzaL54bLvq71FRKZeQ8LEGLMIZ53KGiAFvAncZq39wBizCdiBswByP3CTtfZ993VVnZOZJZnOOj2RVKZkiBw+OsyDj+/lV29MvhAjaIaWSCM1auQxD3zNWmusteuBvcAdxhgvcA/weWvtGcDPgTsAqj0nM0cqneXY8QRHB+IkSgTJwFCSex/dw19/a2RZImEAABDhSURBVPdIkKzsbONPbjiXL/zWOWWDpBAiS06J0BYNKUhEGqAhPRNrbR+wq+jQs8DngPOBhLX2Sff4XTi9jFtrOCdNLp1xeiLxVIZ8ia5IPJlh5+4D/LSoEOPiBWGu3bKG889cUn6aLyp/IjJdGj5m4vYqPgd8H1iBU4EYAGttrzHGa4xZWO05N7ikCU0UIplsjp+/WHkhRlBZeJHpNh3/8v4eGAK+CVw/DZ8vDTZRiJQqxBgK+Lj0whVceuGKsoUYQYPrIs2ioWFijPk68CHgamttzhhzEGdflML5diBnre2r9lyj7kUmls44G1PFkumSIQLVF2IsjItEwioLL9IMGhYmxpiv4ox1XGWtTbqHXwDCxpiL3fGP24Hv1XhOplkmm2M4lmZ4nBApWYjRLOa6LV10LIyUfW+PB6KhANFIYNzHXiLSWI2aGnwW8OfAG8DTxhiAfdba640xNwM7jDEtuFN8AdyeS8XnZPpk3C1yS+1uWFBtIUaAloCfea0BAn6tXBdpNo2azfVrnMk2pc49Dayv5zlprMmEyFA8zSNP7+PxX44pxLhlDeu72k8a73h1by87dx+k73iCVae2cdVHT2fD2s6pvhURqZKmvkjVxttnvaBcIcZrNq9m07rShRhf3dvL/Tst86IBVnW2cnw4yT90vwLbPWxY2zGVtyQiVVKYSMWyuTyxeIqhePkQyeZyPPvKYR568i36B4sLMa5i2/nLxi3EuOuFd+hcFCEY8DIYS5PLgc/voXtXj8JEpEkpTGTSxttnvaBsIcbzl3PlRauIjlOIEZz1IplcDk8+z/HUiUKPoYCP9/tidbsXEakvhYlMKJ/PE0ukGYqlS+6zXlBtIUYAnxdaI852uQG/j2PH47QET3x7JtNZlowzy0tEppfCRMqaaHfDgmoLMULpnQ63b+1iR/fLJMgQCvhIprNkMnm2b+2qz42JSN0pTOQk+XyeuLunyHghMjCU5AdPvsVTLx0i5y4oWdHZxvatXZy5auG4n3GijtbJU303rO2A7WfTvauH9/tiLFkYYfvWLo2XiDQxhYmMMt4WuSeuyfDj3Qf4SVEhxvYFYa7bsobzzlyCd4KyJiG/j7ZIgNA4ZVI2rO1QeIjMIAoTAcbfIreglkKM4NbRijrjIiIyuyhM5rjxtsgtKFWIMRjwcukFK7hs48pxCzGCMy7S2hIgGlEdLZHZSmEyR020RW7BI0/v49FnDpBMO2Hj8cDmc06bsBAjOOMi4ZCfVu0vIjLrKUzmmGQ6y9BwmmS69Ba5BW8fGeQ7D7/G20eGRo6FAl4iIT9nd7VPGCRBv495E4yLiMjsoX/pc0TK3We91Pa4xUoVYgwFvCxoDREKOtN0d+4+yLo17SVf7/d6aIsGiWhcRGROUZjMchNtTFVQqhCjz+vhlLYg4ZB/pBBj0O/l6ED8pNcX9heJhoPac11kDlKYzFKT2ZgKyhdivPri1Tz76iGODydHVfRNZXKjVrNrXEREQGEy60xmYypwCjE+88ohHnpiHwNDJwoxfmLTSj62YTnBgI/5rUHu32lJkiXo95LK5Mhm81y+cQWgcREROUE/BWaJyZSDh/ELMV5x0SpaiwoxrlvTzmcuh527D3J0IM6i+WEu37iCD3+ofaSOlvZdFxFQmMx4WXdjquEJQgRg7zv9PLCrp6JCjOvWtI8Mtns8EAkFaIucqKMlIgIKkxlrMrsbFtRSiLEgFPDRFg0SGmcfEhGZuxQmM0wlIdI/mOSHT1VXiLFAJVBEZDIUJjNEOpMj5s7OmihE4skMO3cf4KdVFmKEotLwKoEiIpOgMGly6UyW4Xhmwim+UHshxoJQwMe8aHDcrXVFRIopTJrUZBcbQu2FGAv8Xg/zWoOEQ3qkJSKVUZg0mUpCBOD1/X10P9bDwSODAHg9Hi4+Z+mkCjEWaPW6iNRKYdIkKg2Rt48M8sCuHl7b1zdy7FyzmGsvWUPnouikPtMDtAT9tEW1el1EaqMwmWaVhkhvf5yH3EKMhcu7li1g+7YuVp82f9KfG/B5aYsG9EhLROpCYTJNKg2RUoUYl7ZHuW5rF+vXLJr0SnSvB1ojQVrDWr0uIvWjMGmwSkNkvEKMF60/ddJjHFq9LiJTSWHSIJOt4luQzeV49pXDfP+Jt0YVYrziopVsO395RdN2g34f86IBQkH9dYvI1NBPlylWaYgUCjE+sKuHw0djwIlCjFdetIpoePJjHD4vtEWcjar0SEtEppLCZIpUGiJQuhDjxnWdXL25fCHGUrR6XUQaTWFSZ5WsWC+oRyFGcMInFPTTFglo9bqINNSMDhNjzBnA3cAi4Chwi7X2zeloS6UD6wADQ0l+8OToQowrO9u4voJCjAUBn5d50SAt2qhKRKbBTP/Jcxdwp7X2HmPMTcAO4GNT9WHP7zlC964ejvTF6FgY4f/Y1sW6Ne0MxysLkXgyw493H+AnRYUYFy8Ic+2WNZx/5pKTxjde3dvLzt0H6R2I0+5uUFXYY0TjIiLSDGZsmBhjlgDnAZe5h+4DvmmMWWyt/aD8K6vz/J4j7Oh+Gb/fw6J5IfL5HPftfJ1PbFrF2tMXTeo9qinE+OreXu7fafH5PERDPgaGEty/03LTlV4uWNtBVOMiItIEZmyYAMuBd621WQBrbdYY8557vO5h0r2rB7/fQzjkpy0coG8wwWAszSPPHJgwTEYKMf78LXr748DkCzHu3H0Qn88zsilVWyRAKOhj92uH+fgFK+p3gyIiNZjJYdJQR/pitIWdP65cHlLpHEG/l6MD8XFft2d/Hw/UUIixdyBONOTD6/UwL+KUhR+Op3jLnfElItIMZnKYvA2cZozxub0SH7DUPV53HQsjHDseH9WLSGVyZafsHjw8yIOPn1yI8botXXQsjEz6c9vnh8lkMiyaFyaRztA/lCSRyrCkgvcQEZlqM7auhrX2feBXwA3uoRuAF6divARg+9YuMpk8iVSGPHmS6SzZbJ7LN45+1NTbH+fbD/2ar/7LL0aCpGvZAv7LzRu47fqzKwoSgE9vW0PA7+NIf4xYIkMilSGTybN9a1fd7k1EpFYzuWcCcDtwtzHmL4BjwC1T9UEb1nbA9rN54PEe4sks81tbRs2qqlchxoJCVd/TFp9GMOCne1cP7/fFWLIwwvatXU57RESaxIwOE2vt68DGRn3ehrUdbFjbwfGhJIPubKxShRhPaQtx9ebVbFo3+UKMBR4PtLqr1wuvLXyuiEizmtFhMp2yuRzPvHKIh57YV3MhxoJQwMf81iABv1avi8jMojCpUD6f54XX3+ffdr5ecyHGAr/XQ1vUWXgoIjITKUwqkM7k+Mo/7+aF198HnFpYF57VyTWXVFaIsUB7r4vIbKEwqcBgLMUvrRMk1RRiLBYO+WmLaO91EZkdFCYVWDivhb/9/GYSyTRLFkWreg/tvS4is5HCpEJrT184ajbXZHk80KZHWiIySylMGkCztERktlOYTCHN0hKRuUJhMgVKLTwUEZnNFCZ11hL0My8a0CMtEZlTFCZ1ollaIjKXKUxqpIWHIiIKk6p5cBceRoMlt9sVEZlLFCZV8Pk8LJrXQmic7XZFROYS/TSsQjQcnO4miIg0FT2fERGRmilMRESkZgoTERGpmcJERERqpjAREZGaKUxERKRmChMREanZXF1n4gM4fPjwdLdDRGTGKPqZeVIl27kaJqcC3HjjjdPdDhGRmehUYG/xgbkaJs8Bm4FDQHaa2yIiMlP4cILkubEnPPl8vvHNERGRWUUD8CIiUjOFiYiI1ExhIiIiNVOYiIhIzRQmIiJSM4WJiIjUTGEiIiI1m6uLFkcYY74OfBpYBay31r7qHr8K+DIQAPqA37PW7jPGrAIeLHqLBcA8a+1C93VnAHcDi4CjwC3W2jcbczeTU+k9u+c+5Z7zuP/9lbW22z03W+95vHNNfc/GmEXAvwJrgBTwJnCbtfYDY8wmYAcQBvYDN1lr33dfV9W5ZlDDPd8LbMNZjNdmrR0qes9Zd8/u9+4OnPvN4CxA/CNrbdx9z6uB/46TDy8An7XWxiZqi3omTjBcAhwoHDDGnILzg+Iz1tr1wD8C/wvAWrvfWntO4T/39f9W9H53AXdaa88A7sT5S2s2Fd2zMcaD8w17s3vPNwN3G2MK3z+z8Z7LnnM1+z3nga9Za43b/r3AHe7f2T3A5922/xy4A6Dac02k4nt2/RNwztg3m8X3nAL+b2vtmcDZQAT4TwDGmFac7/WrrbVdwGDh3ETmfJhYa5+01r495nAXcMRa+4b79cPAJ4wx7cUXGWOCwI3At92vlwDnAfe5l9wHnGeMWTxV7a9GlfecA+a7v18AHLLW5mbxPZc9NxPu2VrbZ63dVXToWWAlcD6QsNY+6R6/C/gt9/fVnmsKVd4z1tqfleltzMp7dv+H+EX39zngF+5rAK4Eni/qZd8F/PZk2jLnw6SMN4BOY8wF7teFipArxlx3DfCutfaX7tfL3a+zAO6v77nHm13Ze7bW5nG+Ef/dGHMA5//yb3HPz8p7nuDcjLpn9/9SPwd8H6f9I70za20v4DXGLKzhXNOp4J7HM+vv2RgTBm51X8PY1wEHmeT3tcKkBGvtAE4af8MY8zywBOjHeb5Y7FbcXslMN949G2P8wJ8D11prVwJXA991u8Qz1nj3XMH3wEzw98AQ8M3pbkgD6Z4n4P67vh/4mbX2+xNdPxGFSRnW2p9Yay+21m7A+csJU1Ry2RhzGrAFuLfoZW8DpxljfO41PmCpe7zpjXPP5wBLrbVPudc9BQwDa5m99zzeuRlzz+7Egw8Bv+0+0jjIiUcauI/0ctbavhrONZUK73k8s/ae3e/Ze4FjwB8XvdWo1+H0VCb1fa0wKcMY0+n+6gW+CtxlrR0uuuR3gR9aa48WDrjPXX8F3OAeugF40Vr7QWNaXZtx7vkdYJkxxrjn1wIdwN5ZfM9lz82UezbGfBXn2fl11tqke/gFIGyMudj9+nbgezWeaxpV3PN4ZuU9u9/P/4Kz/cbvu4+xCx4FLjDGfKjodd+dTDvmfAl6Y8zfAduBTqAXOGqtPcsY8y3go0AQ2An8ibU2UfS6N4A/ttY+Oub9zsSZBXQKTurfYq21DbmZSarmno0xNwJ/hjMQD/CX1toH3XOz9Z7HO9fU92yMOQt4FWfsJ+4e3metvd4Y8xGc2WctnJgyesR9XVXnmkEN99wNXAichjP29aq19hPuuVl3z+6U9x+4ryvs5/SUtfbz7nteC3wNZ++SF3GmxBf/j3RJcz5MRESkdnrMJSIiNVOYiIhIzRQmIiJSM4WJiIjUTGEiIiI1U5iINDFjzH5jzKXT3Q6RiShMRESkZgoTkWnk1kcSmfH0jSzSYMaY/Th7o9zofGl+E/hvOCuwfwV8zlq7p8Tr1uKUwv+itfa+sedFppN6JiLT4wbgKpwyHvcB/xewGCcsHnL3yhlhjDkP+BHwBQWJNCOFicj0+Dt3s65rcAqG/thamwa+jlOd+CNF127G2W/iFmvtDxrfVJGJKUxEpkehrPdSRm9ilHPPnVZ07e3A02N21BNpKgoTkelRqLD6HqP3nfDg7uRYdO3twApjzDca1zyRyihMRKbXd4GrjDEfN8YEgP8IJIGni64ZBK4ALjHG3DENbRSZkMJEZBq5e6DchLPlai/OlshXW2tTY67rBy4DrjTGfLnhDRWZgPYzERGRmqlnIiIiNVOYiIhIzRQmIiJSM4WJiIjUTGEiIiI1U5iIiEjNFCYiIlIzhYmIiNRMYSIiIjX73yEYu8umETkIAAAAAElFTkSuQmCC\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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XcG9bK3ff1kxjnqmxQmRXEohGQsTroiTiUUIhuHRljOZVDSV97VLvd6RAIzIP2Y7yjOeRyWTIeOBNHMt2gmfTVcGt503+nH0iBZKy8TyP42cG6Ojs5sXXe6fM2F+SjLFrWyu721pYv6a4qbHZhPCXoRkfTxGPRRlLpRkaSTE4PMaKpaUd9lyO/Y4UaESm8YNHZqKj3E9RMRFQ/H6QjH8/e5ICRdW7ODDMga4eOrq6OT8tNbbjliba29ay7aaVJUuNXUskBPXxGPV1EX7u3TfzX/6ik1B4dN6Lp+bTQinHfkcKNLJg+J3dQYsh+3MwLHfieIaJFkZmyu1ky0Qd5QvH6Fial4+c81NjJ/unlG1sWUJ7Wyt3by1PaiwrFIJ4NEqiPkJ9XZRw0GF/563N/OKHmPfiqfm2UMqx35ECjVRcNr2UDQaTfRLexPyL3MCQDQq5QcLzcloXMBElFCwWH8/zOHb6Eh1d3bz4+jlGc1JjSxvquGebP2ps3erGstUpBMSiEerjERLx6IxzbYqxeOpsLZRseW5Lpxz7HVVFoDGznwG+wOSw799wzu0zsy3Ak8Aq4CLwiHPuaHBOQWVSHLO1HiaDAUCQdvKmBwbIeJmp/RT+wxUcpCAXLg1zoKubjq4eLlyaTI1FIyF2bF5N+45WbrtpJZFweVJjIfy0XLI+SrwuSl2sPDtjztRCOdVz+ZotnffdvYG/f+F0Sfc7qnigMbMQ8A3g3c65LjPbAfzAzL4NPAE87px7ysweBvYC7wtOLbRsUZtMEV2j9TBDeimTmXysWg9STUbGUrzsztPReZYjpy5NKbuhZQntO9Zy99ZmGhKxstUpHIJkPEY8HpnSSiiFa/XFzNRCSaW9a7Z0Oo9f5BMl3u+o4oEmkAGWBT8vB7qBJuBO4APB8aeBx8xsNf6XhbzLnHPnS30hpZBtMUymmHJGMuWmkzwgCA7AlPTSxDlTnljBQWpPJpsa6+zmpdfPMTo+mRpb1lg3MWpsbVP5U2PJ+gj18VhZJkrO1BczUwslFglPWcgTJvtiSr3fUcUDjXPOM7OfB/67mV0FlgA/BWwA3nLOpYPHpc3sbHA8VGBZWQPNrH0POa2HqX0Pc7ceFBxkMTp/aZj9nd3s7+rm4sDIxPFoJMQ7bllNe1srW8uYGgOIhCERj1Efj77tQ7yYrtVymakvZqYWyr7njpW8L2YmFQ80ZhYFfhX4OefcD8zsncCfAR+ubM0Kc+XqGFdHxtT3IFIEI2MpXnrdHzV29PTU1NhNa5fS3tbKXVubaagvb2qsvi5KfZAaK/Ws/JlaLiNjaVYti0957FwtlL37Xi1pX8xMKh5ogNuBtc65HwAEweYqMAKsM7NI0CqJAGuB0/itlkLKSs5foLAcrySyMGU8j6On+uno7OZld35aaizO7u3+qLGWEs+Wny4WCZNMREmUKTWWNVPLZXzY32n0elsoO7c2Q4n7YmZSDYHmDLDezMw558xsK9AMHAVeAR4EngpuX872s5hZQWUiUp3O9w/R0dnN/q4e+i7npsbC3L4lSI3duHJi3kk5ZOe8JBPlab1cy0yjyKKREKmUl1cLpdR9MTOpeKBxzvWY2SeB/2Zm2bbAx51zfWb2KPCkmX0e6AceyTm10DIRqRIjoyleDFJjx85MTY3dvG4Zu7e3sHNrM8kypsYAosGw5Pp4jFi0fH0+1zLTKLKNLUsn+l7K3ULJV8irlV2HysTMbgTe/O53v8v69evzPv/y4ChXhseLXi+RhSLjeRw5GaTGjpxjbHwy17x8SZxd2yqTGguFoD42OWO/WlZEzu2jyW25fKKIa5EVw5kzZ3j/+98PcJNz7kRuWcVbNCKyOJzrHwpGjU1NjcWik6mxW28oc2oMPzWXqI/OOmO/kirZt1IsCjQiUjLDIyledL10dHZz/MzAlLKb1y2jva2Vnbc2k6h/+0dRMXabnEkkDIm68kyqLIZK9a0US/X/HxaRmpLJeLiJUWPnGE9NpsZWLImzu62V3dtbaZ5l/kYhu03OJRSCumiEhkS0qlJji4ECjYgURW+fP2rswGvd9F8enTgei4a5w9bQ3taKbVxxXamxa+02OUqaZw+cyjvQhEP+pMpkffnWG5OpFGhEpGDDIykOvu6nxt54a2pqbPP6Zexua+Uuu3ZqbDbZ3SZz1UXDXBwYnuGMt8uOHEvWx8q6x4y8nQKNiOQlk/F4/WQfHZ3dvHLk/JTU2Mql9eze3sLutlbWrCh8aZOmZQkGBkemLOsylsqwatnsu02GQpAo46x9uT4KNCJyXXouXg1SYz1cujKZGquLhblji58a23LDCsJF+HC/f9dGnnnWMUqaumiYsVSGdNrj/l0br/n4WCRMIh4hUR+rypFji50CjYjMaGhknIOH/dTYm2cvTynbvH459+5o5U5bQ328uB8l2zc18cD9fl/NxYFhVl1j1Fm29ZKIR4nXRdR6qWIKNCIyRSbjcfhEHx2dZ3nlyAVS6ampsfa2VnZvb2H1PFJj12P7pqZrdvxHwtBQH1PrpYYo0IgIAN0XrrK/y59QOTA4NTV2pzXT3tbCLRuLkxorRDQcIpmI+Z37ZZzUKfOnQCOyiF0dGefgoV72d709NbZl43La29Zyh62u6KTGSDhEQyJGQ32srKsGSPEo0IgsMulMhkNv9rG/s5sfHZ2aGmtaVj8xobJp+ewjvEot24JRgKl9CjQii8TZ84N0dHVzoKuHy1fHJo7HYxHuunUNu9ta2bxhecVSY1mxSJiGhD//RR38C8N1Bxoz+/hMZc65rxenOiJSTFeHx3nhUA8dnd2c7Lkypcw2rmB3W2vFU2PgL25ZF43QkNTyMAtRPu+u6VsrtwCbgB8ACjQiVSKdyXDoDX9C5avHzpNKT24F0rQ8Qfv2FnZVQWoMgo3FYlEa66PEizxEWqrHdf9mnXPvnX4saOVsnU8Fgv1fvp1zaDmw1Dm30sy2AE8Cq4CLwCPOuaPBeQWViSxUb50fpKOzm+dfm5Yaq4twl62hfUcrm9cvr4rWQjgEyXiMhNYfWxTm+xXij4ALwK8U+gTBBjm3Z++b2X/KqdcTwOPOuafM7GFgL/C+eZaJLBiDOamxUzmpsRCw5YYV3NvWyu1b1hCvq/yHeXb15ES9nx7TEOXFI58+mukzo5LAw8Clazy8IGZWBzwE/ISZrQHuBD4QFD8NPGZmq/H/jvIuc86dL1ZdRSolnc7w2hsXg9TYBdKZydTY6uUJ2tta2bW9Zc51wcolFLRetHry4pVPiyYFTN/3+S3gXxavOvws8JZz7iUzuyv4OQ3gnEub2VlgA34wKaRMgUZq1plzVyZSY1eGJrcLr6+LcNfWZtrbWtm0bllVpMYgSI/Vx2hIaAb/YpdPoLlp2v2rzrkLxawM8HE0sEDmUMqdF6vN4NAYzx/y1xo73Ts1NWY3rqS9rZU7tqyuqpZCOOQvEdOQ0PL84ssn0NwB/LVzLlWKipjZOuDHmBzddhpYZ2aRoFUSAdYGx0MFlkmNK8XOi9Umnc7QFaTGOqelxtasSNDetpZd21pYuay+grV8Oy0RIzPJJ9D8O+DrZrYP+KZz7ntFrstHgP/hnLsI4Jw7Z2avAA8CTwW3L2f7WQotk9pWzJ0Xq82Z3iv8sLObFw5NS43FI+y81U+N3VxFqbGsWCRMQzJGMq75L3Jt+Qxvvt3MbgP+OfA1M4sDfwr8iXPuxSLU5aPAZ6YdexR40sw+D/QDjxShTGpYMXZerCZXhsZ4/rUe9nd2c/rc4MTxELD1Jj819o5bqis1lhWLhGlMxkgowMgc8hre7Jw7BPwa8Gtmthv4TeB5YN5/Bc65Ldc49jqwa4bHF1Qmta3QnRerSSqdoev4RTo6z9J5/CKZnNRY88qkP2psWwsrllZXaixLAUbylfc8GjPbADyA37K5Afj/il0pkZnku/NitfA8j9O9g3R0nuWFQ70MDk+mxhLxKDuDUWM3rV1alR/eIaAuFqEhoSViJH/5zKP5Jfzg8g7gb4DfAP7GOTc264kiRXQ9Oy9Wk8tX/dRYR2c3b53PSY2F4LabVtHe1sqOzU1VmRoDfwRZQnNgZJ7yadH8DP4M+79wzg3O9WCRUplp58VqkUpn6Dx2gY7ObrremJoaa1nlp8bu2dbCiiXVmRoDPz2WTERJxDWCTOYvn8EAPwX+CgFm1gr0Oucyc5wmsih4nsep3ivs7+zm+UO9XM1JjSXjUXbe5qfGbmytztQYTF1BORGPVbo6soDkkzpbAjyGP1w4Coyb2TPAZ5xzAyWqn0hVGxgc9VNjXd2cPX914nhuauwdtzQRi1Zv2inb/7IkEdMKylIS+byr/gBoBLYDJ/EHAnwR+H38OTAii8J4ajI19tobF8l401Nj/oTK5UviFazl3LItmMZkjHoFGCmhfN5dPwnc7JwbCu4fMbOPAceLXy2R6uJ5Hqd6/AmVBw/1cHVkcoGMZL0/auzeHWu5oWVJ1abGskIhqI9FadAeMFIm+bzLRoDV+K2ZrCZgtKg1EqkiA4OjHAgmVJ69MJkaC4dC3HbzymDU2Gpi0epf0ysUgkRdlIZETCPIpKzyCTRfA/6Xmf0ek6mzXwb+SykqJlIp46k0r+akxnIyY6xtapgYNbassbpTY1nZANOYjFV1X5EsXPkEmi8CZ/Hn0qwNfv5ttNqyLACe53Gi+zIdnd0cPNzLUE5qrKE+yt23tdC+o5WNzdWfGsvK7gPTkIjVRItLFq58hjd7+EFFgUUWjEtX/NRYR+dZei4OTRwPh0Js3+SPGtu+qammPqgj4ew2yQowUh1mDTRm9vHreRLnnIKP1IzxVJofHfVTY4fenJoaW7e6MUiNNbO0oTZSY1nZSZbJeIywJllKFZmrRfPhOcrB33VTgUaqmud5vHn2Mvu7ujl4qJeh0ZzUWCLGPbc10962lg3NjTWTGsvSMv1S7WYNNM659+bzZGb2TufcD+ZXJZHi6b8ywoEuf62x3r6c1Fg4xPabV3HvjrVs37SqJrca1irKUiuKPYj+fwJLi/ycInkZG0/zo6Pn6ejs5vCJvimpsfVr/NTY3be1sLShrnKVnAcFGKk1xQ40etdLRXiexxtvDdDR2c2Lr59jOCc11piIcc+2FtrbWtnQvKSCtSyc1iGTWlbsQOPN/ZC3M7N64CvAj+NPDO1wzv1fZrYFeBJYBVwEHnHOHQ3OKahMFpa+y9nU2FnO9U/ushkOh9ixuYnd21trNjUGk3NgEvX+PjAitaha3rm/jR9gtjjnPDNrDo4/ATzunHvKzB7G36bgffMskxo3Np7mlSN+auz1E31Tvt1saF4SpMaaWZKszdQY+AGmIR4jqTkwsgBUPNCYWSPwCLA+mKuDc67XzNYAdwIfCB76NPCYma3GzyTkXeacO1+Oa5Li8zyP4xOpsV5GRtMTZUuSQWpseyvrazQ1lqUAIwtRNfTRbMJPb/26mb0XGAR+DRgG3nLOpQGcc2kzOwtsCF6nkDIFmhrTNzDC/q5uOrq6OZ+TGotkU2NtrWy/eRWRGk2NZU0uE1OnACMLTt6BJmhpNOYec869EdwW8nUyAtwMvOyc+xUz2wX8FfDPCnguWQBGx9K8cuQcHZ3duJP9U1JjG5uXsLutlXtua6axhlNjWSGgPh6lUQtdygKWz8ZnPwn8IdDC1JaLhx8sCnUKSOGnuHDOHTCzC/gtmnVmFglaJRH8NdZOB69fSJlUKc/zOHbmEh2d3bz0+jlGxiZTY0sb6rjnNn/U2Lo1jbM8S+3IbjbWmIypk18WvHze4Y8DXwCedM4Nz/Xg6+Wcu2Bm38PvU3k2GDG2BjgCvIK/o+dTwe3L2X4WMyuoTKrLhUvDHOjqZn9XD+cvTb6topEQbZubuLdtLbfdvJJIeGGkk7QXjCxG+bzTVwB7sx32RfYo8HUz+4/AOPBh59wlM3sUeNLMPg/04w8ayD2nkDKpsNGxNC+7IDV2qn9K2Q0tS2jfsZa7tzbTkFg480XCwUrKyURUS/XLopNPoPlD4GOUYF2zoI/nvmscfx3YNcM5BZVJZWQ8j+On/dTYi+4co9NSY7u2+6PG1q5eGKmxrGg4WOiyPkZEC13KIpVPoNkNfMbMPgv05BY4595T1FrJgpFNjXV09QL7g6IAABP/SURBVHBhWmpsxy2raW9r5babFk5qDKbO4q+v0zIxIvnusPm1UlVEFo6RsRQvu/N0dJ7lyKlLU8pubF1Ke1srOxdYagwmhygnEzHiGkEmMiGfjc+eLGVFpLZlPI+jp/zU2MvuHKPjk6mxZY117NrWyu62FtY2LazUGPhzehrqoyTqYzW71I1IKeU17CVYGuYeoImcIc7a+GzxOt8/xP6uHvZ3dXNxYGTieDQS5h23NNHe1srWBZYaA//NH4tGSCaiJOqi2mhMZBb5zKP5EP5w4aPANuA1YDvwfbTx2aIyMpripWDU2NHTU1NjN631U2N3bW2moX5hpcYgJz0W1/BkkeuVz1/KbwEfc859y8z6nXN3mNnH8IOOLHAZz+PIyX4/NXbkHGPjmYmyZY1xdm/3J1S2rGqoYC1LJxL2hycn6rUGmUi+8gk0G51z35p27En8EWj/unhVkmpyrn+I/Z3+hMq+y1NTY3eYP2rs1htWLtjUUSwSpiHh7wGzUK9RpNTyCTTnzKzZOdcLnDCzduAC81t+RqrQ8GiKl14/R0fnWY6dGZhSdvO6ZX5q7NY1JBdgaiwrGg7RmIyRrI9peLLIPOUTaP4r8C7gz/E3KfsekAH+YwnqJWWW8TzcyX72d3bzkjvHeGoyNbZiSZxd21vYvX3hpsayYpEwDckYSW2TLFI0+Qxv/g85P/+xmT0HNDjnDpeiYlIevX1D7O/qZn9XN/2XRyeOx6Jhbt+y8FNj4Hfwx6NRGhJR6tXBL1J0Bf9VOedOFbMiUj7DIykOvt5LR2c3b7w1NTW2aX2QGrNmEvUL+0NX64+JlMesnyRmdhqYbRHNEOA55zYWtVZSdJmMx+sn++jo7OaVI+enpsaWxtm9vZXd21tpXpmsYC3LIxQEmMakJliKlMNcX1kfLkstpGR6Ll4NUmM9XLoyNTV2h63h3rZWttywgvAi6I8IAYl4lMZkTC0YkTKaNdA45/7/7M9mVoe/xfI/B1qBs8AzwBdLWUHJ39DIOC++fu6aqbHN65fR3raWO29dQ2IR9UfEtcmYSMXk81f3VcCATwMngRuAzwHrgI8Xv2qSj0zG4/CJPvZ3vT01tnJpPe1treze3sLqFQs/NZarLhqhMenPgxGRysgn0HwI2OScy645csjMDgDHmGegMbMTwEjwD+DfOOe+Y2a7gb1AAjgBPOycOxecU1DZQtNz8SodwYTKgcHJ1FhdLMydtob2tlZu2bg4UmO5YpEwjckYCQ1TFqm4fAJND5AEche3SgDdRarLP3XOdWXvmFkYf221jzrnvm9mvwZ8Gfh4oWVFqmfFXR0Z58XD/qixN89enlJ2y4bltLe1cqetWZRDdSNhaEzW0aCJliJVI59Pom8Af2tmfwCcATYAnwL+2Mzel32Qc+7vi1S3u4AR59z3g/tP4LdOPj6PspqVzmQ4/KY/auxHRy+QSk+mxlYtq/dHjbW1snp5ooK1rJxwCBoTMZKJOu1kKVJl8gk0nwhuPzft+KPBP/CHQt9cYF2+aWYh/NWgPwdsxO8LAsA5d8HMwma2stAy51xfgXWrmLMXBtnf2cOB17oZGBybOB6PRSbWGluMqbGsUAga6mM0JmJENFRZpCrlszLATSWsx7udc6fNLA78J+Ax4C9K+HpV7erwOC8EqbGT3VNTY1s2Lqe9bS132OpFPYIqOxemIaHVlEWqXVV8UjnnTge3o2b2n4G/BP5f/JFtAJhZE5BxzvWZ2alCyspzNYVJZzIcClJjrx49Tyo9OU+2aVk9u9v8CZVNizQ1lpXdD0ZzYURqR8UDjZk1AFHn3ECQOnsAeAV4EUiY2buC/pZHgew2BYWWVZ23zg+yv7ObA6/1cPnq1NTYXbf6o8Y2bVhelamxruMXePbAKS4MDNO0LMH9uzayfVNTSV4rG2AaEjHqYgowIrWk4oEGaAb+3Mwi+FsOHAJ+yTmXMbMPA3vNrJ5gmDJAoWXVYnB4nBcO9bC/s5uTPVemlNkNK2hva+WOLWuI11XvB2rX8Qs886wjEgnREI8wMDjCM886HrifogabEFBfF6UhGSOuACNSkyoeaJxzbwB3zFD2Q6CtmGWVkk5neO3NPjo6z/Lq0QukM5OpsdXLE+xua2XXtpaaSY09e+AUkUho4sM/HoswSppnD5wqSqAJAfFYlMYGBRiRWlfxQLPQvXVukI7Obp4/NDU1Vl8X4a5bm/3U2PplNTfn48LAMA3xqQGgLhrm4sDwvJ43BNTFIixJxogv4sEOIguJ/pJLYHBojBcO+aPGTvVOpsZC+Kmx3TWQGptL07IEA4MjU1obY6kMq5YV1iKbCDCJGPFFONFUZCHTX3QRdR2/wL7vHeMld25qamxFwl9rbFsrK5fVV7CGxXP/ro0886xjlDR10TBjqQzptMf9u/LfMSIeDRa8VIARWZD0l10k/ZdH+LdP/JBMEGDq6yLctTVIja2rvdTYXLZvauKB+/2+mosDw6wqYNSZFrwUWRwUaIqkIRGjva2Vq0Pj3HnrGm7fsnrBD8PdvqmpoI5/BRiRxUWBpkjqYhE++8jdXB4c5crweKWrU5VikTBLGmIKMCKLjAKNlFw0HKKxoY6kluwXWZQUaKRksisqNyTqCGtFZZFFS4FGik4rKotILgUaKRoteCki16JAI/OmACMis1GgkYJN7gkTVYARkRkp0EjetOmYiORDgUauWygEDfEYSQUYEcmDAo3MKRyCZL3fgolqFJmI5KmqAo2Z/Trw74A251yXme0G9gIJgg3MnHPngscWVCbXTwFGRIqhaj49zOxOYDdwMrgfBp4CPuWc2wL8A/Dl+ZTJ9clOtFy9IsmyxriCjIjMS1V8gphZHHgc+GTO4buAEefc94P7TwA/P88ymUU4BEsSMdYowIhIEVXLJ8lvAk85507kHNtI0LoBcM5dAMJmtnIeZXINkRAsTfoBZmljXLP5RaSoKt5HY2btwE7gs5Wuy2ITCftLxSQTdUS0FpmIlEg1fHX9MWAr8KaZnQDWA98BNgM3ZB9kZk1AxjnXB5wqsEzwV1Ne2lDHmhUNLGmIK8iISElVPNA4577snFvrnLvROXcjcAb4CeB3gISZvSt46KPAt4KfXyywbFGLhkMsa6xj9YokS5JaUVlEyqPigWYmzrkM8GHgq2Z2FL/l89n5lC1WsUiY5UGAadSS/SJSZhXvo5kuaNVkf/4h0DbD4woqW0xikTANyZg2HBORiqq6QCPzE8LfVrohEdWWySJSFRRoFojsQpeJ+ijxmFZSFpHqoUBT4yLhEA31UZL12s1SRKqTAk2Nyva/HDnZx59/7xjdF4doXplkz32b2bm1udLVExGZoK/ANSQExKMRVi6Ns2ZlksNv9vGf/9urXBwYZkkiSv/lYfbue5WDh3srXVURkQkKNDUgBMRjEVYuradpRWKik3/fc8eIRkPU1/mjyurrokSjIfY9d6yyFRYRyaHUWZWLRyM0JmPUx9/+q+rtG2JJYurxeCzCub6hclVPRGROCjRVqi4aoTE5+xDl5pVJ+i8PU183+WscHU+zZmWyHFUUEbkuSp1VmVgkzMqlcVbnpMhmsue+zaRSHiNjKTzPv02lPPbct7lMtRURmZtaNFUiFgnTmIyRyGMW/86tzbBnB/ueO8a5viHWaNSZiFQhBZoKm+8yMTu3NiuwiEhVU6CpkGg4RGMyRrI+pnXIRGRBU6Aps0gYGpN1JOMxraIsIouCAk2ZZHezbNAy/SKyyCjQlFg4BI0JbZcsIouXAk2JhEPZFowWuxSRxa0qAo2ZfRu4CcgAg8CnnXOvmNkW4ElgFXAReMQ5dzQ4p6CyUguFQixJKMCIiGRVyyfhR5xz73DO3QH8LvD14PgTwOPOuS3A48DenHMKLSupxmSMpY1xBRkRkUBVtGiccwM5d5cBGTNbA9wJfCA4/jTwmJmtxl9nMu8y59z50l4JGqosIjJN1XztNrOvmdkp4IvAR4ANwFvOuTRAcHs2OF5omYiIlFnVBBrn3C865zYCnwN+p9L1ERGR4qiaQJPlnPsG8F7gDLDOzCIAwe1a4HTwr5AyEREps4oHGjNrNLMNOfc/CPQB54BXgAeDogeBl51z551zBZWV/mpERGS6ahgM0AB8y8wagDR+kPmgc84zs0eBJ83s80A/8EjOeYWWiYhIGVU80DjneoHdM5S9DuwqZpmIiJRXxVNnIiKysCnQiIhISSnQiIhISSnQiIhISSnQiIhISSnQiIhISSnQiIhISSnQiIhISSnQiIhISSnQiIhISSnQiIhISVV8rbOF4uDhXvY9d4zeviGaVybZc99mdm5trnS1REQqTi2aIjh4uJe9+16l//IwSxJR+i8Ps3ffqxw83FvpqomIVJwCTRHse+4Y0WiI+roooZB/G42G2PfcsUpXTUSk4hRoiqC3b4h4LDLlWDwW4VzfUIVqJCJSPSreR2Nmq4BvAJuAMeAo8Ann3Hkz2w3sBRLACeDhYAdNCi0rheaVSfovD1NfN/m/c3Q8zZqVyVK9pIhIzaiGFo0H/LZzzpxzbcBx4MtmFgaeAj7lnNsC/APwZYBCy0plz32bSaU8RsZSeJ5/m0p57LlvcylfVkSkJlQ80Djn+pxzz+Uc2g/cANwFjDjnvh8cfwL4+eDnQstKYufWZj6xZwcrliYYHE6xYmmCT+zZoVFnIiJUQeosV9Aa+STwl8BG4GS2zDl3wczCZray0DLnXF+p6r5za7MCi4jINVS8RTPNHwCDwGOVroiIiBRH1QQaM/td4BbgF5xzGeAUfgotW94EZIJWSaFlIiJSZlURaMzsS/h9Kx9yzo0Gh18EEmb2ruD+o8C35lkmIiJlVvE+GjPbBvwqcAT4oZkBvOmc+8dm9mFgr5nVEwxTBnDOZQopExGR8qt4oHHOvQaEZij7IdBWzLLrEAHo6ekp8HQRkcUn5zMzMr2s4oGmCrUCPPTQQ5Wuh4hILWrFnw85QYHm7V4A3g10A+kK10VEpFZE8IPMC9MLQp7nlb86IiKyaFTFqDMREVm4FGhERKSkFGhERKSkFGhERKSkFGhERKSkFGhERKSkFGhERKSkNGFzFsGK0v8EuBFoc851Bcd/GvgCEAP6gI865940sxuBb+c8xXJgqXNuZXDeFuBJYBVwEXjEOXe0PFdzffK95qDsZ4KyUPDvN5xz+4KyhXrNs5VV9TUvhO3T8zWPa/4m8F78iYhLnHODOc+54K45eO/uxb/eFP7ky19yzg0Hz/lB4HfwY8eLwMecc0Nz1UUtmtl9G3gPORupmdkK/A+RB4Ktp/8r8FUA59wJ59zt2X/B+X+S83xPAI8HW0w/jv8LrTZ5XbOZhfDfzB8OrvnDwJPBJnawMK95xrJAtV9zzW+fXoC8rznwh8Dt059sAV/zGPB/O+duBXYASeBfA5hZI/57/YPOuc3AlWzZXBRoZuGc+75z7vS0w5uBXufckeD+3wA/Eex7M8HM6oCHgK8H99cAdwJPBw95GrjTzFaXqv6FKPCaM8Cy4OflQHewivZCveYZy2rhmhfC9un5KvCacc79/QytlAV5zcGX5ZeDnzPA80zu7/WPgIM5rfMngF+4nroo0OTvCNBiZncH97Orb26c9rifBd5yzr0U3N8Q3E8DBLdng+PVbsZrds55+G/S/25mJ/FbB48E5Qvymucoq6lrnmv7dGDGLdKvs6zq5HHNs1nw12xmCeDjwTlMPw9/k8nrel8r0OTJOTeAH8W/YmYHgTXAJfx8Zq6PE7Rmat1s12xmUfz9hH7OOXcD8EHgz4Jmds2a7ZrzeA/UgsW4fbqueQ7B3/UzwN875/5yrsfPRYGmAM65v3POvcs5txP/F5cgZ1lsM1sH/BjwzZzTTgPrzCwSPCYCrA2OV71Zrvl2YK1z7gfB434AXAW2snCvebaymrnmxbh9ep7XPJsFe83Be/abQD/wmZynmnIefgvnut7XCjQFMLOW4DYMfAl4wjl3NechHwH+h3PuYvZAkOd9BXgwOPQg8LJz7nx5aj0/s1zzGWC9BVujmtlWoBk4voCvecayWrnmxbh9egHXPJsFec3B+/mP8LdI+RdBajzrb4G7zeyWnPP+7HrqoW0CZmFmvw/sAVqAC8BF59w2M/sa8E6gDngW+GXn3EjOeUeAzzjn/nba892KP1ppBf63hUecc64sF3OdCrlmM3sI+Cz+oACAX3fOfTsoW6jXPFtZVV+z+dund+H3NQ0Hh7Pbp9+LP0puYht051xvcF5BZdVgHte8D7gHWIff19blnPuJoGzBXXMwbP+vg/Oy+3H9wDn3qeA5fw74bfy9Z17GH9af+yX7mhRoRESkpJQ6ExGRklKgERGRklKgERGRklKgERGRklKgERGRklKgEalRZnbCzH680vUQmYsCjYiIlJQCjUiVCtabEql5eiOLVBEzO4G/t81D/l37Z8C/x5+Z/grwSefc4WuctxV/u4LPOeeenl4uUklq0YhUnweBn8Zf+uRp4F8Bq/EDyV8Fex1NMLM7ge8An1aQkWqkQCNSfX4/2IjtZ/EXZ/1fzrlx4HfxV4m+N+ex78bfL+QR59xfl7+qInNToBGpPtml19cydYOqTFC2LuexjwI/nLaTokhVUaARqT7ZlW7PMnXfkBDBDp45j30U2GhmXylf9UTyo0AjUr3+DPhpM3u/mcWA/wcYBX6Y85grwE8C7zGzL1egjiJzUqARqVLBHjYP42/DewF/m+wPOufGpj3uEvAB4B+Z2RfKXlGROWg/GhERKSm1aEREpKQUaEREpKQUaEREpKQUaEREpKQUaEREpKQUaEREpKQUaEREpKQUaEREpKQUaEREpKT+D3zjHMuTreYcAAAAAElFTkSuQmCC\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
""
],
"metadata": {
"id": "w7tTQ4VN-8R-"
},
"execution_count": null,
"outputs": []
}
]
}
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