{ "cells": [ { "cell_type": "markdown", "id": "3c94213f", "metadata": {}, "source": [ "## Importation des bibliothéques " ] }, { "cell_type": "code", "execution_count": 1, "id": "d248e3e8", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "#from numpy import random #Aléatoire" ] }, { "cell_type": "markdown", "id": "579cedc3", "metadata": {}, "source": [ "## Partie 1" ] }, { "cell_type": "code", "execution_count": 2, "id": "bf705b81", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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genderethnicityageweightproteinprotein2protein3n_visitsX
0FemaleWhite72.076.024688136875.252141
1FemaleBlack84.159.82108586655.366956
2FemaleBlack79.756.020591110753.413395
3FemaleWhite75.766.72866854265.672425
4FemaleWhite74.672.11718199867.774991
..............................
812MaleWhite29.684.029815095187.491425
813FemaleHispanic43.269.6243138107275.175035
814MaleWhite64.878.224086106679.772296
815MaleUnknown57.284.626413299084.550631
816FemaleWhite60.968.426613770867.878950
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817 rows × 9 columns

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" ], "text/plain": [ " gender ethnicity age weight protein protein2 protein3 n_visits \\\n", "0 Female White 72.0 76.0 246 88 136 8 \n", "1 Female Black 84.1 59.8 210 85 86 6 \n", "2 Female Black 79.7 56.0 205 91 110 7 \n", "3 Female White 75.7 66.7 286 68 54 2 \n", "4 Female White 74.6 72.1 171 81 99 8 \n", ".. ... ... ... ... ... ... ... ... \n", "812 Male White 29.6 84.0 298 150 95 1 \n", "813 Female Hispanic 43.2 69.6 243 138 107 2 \n", "814 Male White 64.8 78.2 240 86 106 6 \n", "815 Male Unknown 57.2 84.6 264 132 99 0 \n", "816 Female White 60.9 68.4 266 137 70 8 \n", "\n", " X \n", "0 75.252141 \n", "1 55.366956 \n", "2 53.413395 \n", "3 65.672425 \n", "4 67.774991 \n", ".. ... \n", "812 87.491425 \n", "813 75.175035 \n", "814 79.772296 \n", "815 84.550631 \n", "816 67.878950 \n", "\n", "[817 rows x 9 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#1. Importer le fichier csv\n", "data= pd.read_csv(\"data.csv\",delimiter=\",\")\n", "data" ] }, { "cell_type": "code", "execution_count": 3, "id": "3862dfc0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 817 entries, 0 to 816\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 gender 817 non-null object \n", " 1 ethnicity 817 non-null object \n", " 2 age 817 non-null float64\n", " 3 weight 817 non-null float64\n", " 4 protein 817 non-null int64 \n", " 5 protein2 817 non-null int64 \n", " 6 protein3 817 non-null int64 \n", " 7 n_visits 817 non-null int64 \n", " 8 X 817 non-null float64\n", "dtypes: float64(3), int64(4), object(2)\n", "memory usage: 57.6+ KB\n" ] } ], "source": [ "#Afficher des informations \n", "data.info()" ] }, { "cell_type": "code", "execution_count": 4, "id": "3c48a804", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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genderethnicityageweightproteinprotein2protein3n_visitsX
0FemaleWhite72.076.024688136875.252141
1FemaleBlack84.159.82108586655.366956
2FemaleBlack79.756.020591110753.413395
3FemaleWhite75.766.72866854265.672425
4FemaleWhite74.672.11718199867.774991
5FemaleBlack70.576.420456112577.983575
6MaleWhite94.671.92178572174.539839
7FemaleBlack79.559.125263115356.244106
8MaleHispanic87.560.524059120757.310157
9FemaleWhite83.867.02688272866.779214
10MaleWhite74.770.2270102133069.724581
11FemaleBlack84.665.526947103467.474976
12MaleWhite69.573.624112174376.139005
13MaleWhite20.558.730912871156.083953
14FemaleWhite16.558.7190196147361.100016
15MaleWhite19.880.1204132125285.021952
16MaleBlack15.759.620315952160.947737
17FemaleBlack15.747.2196205148349.128628
18FemaleWhite20.948.623618059143.906114
19FemaleWhite21.348.8212212139452.640694
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" ], "text/plain": [ " gender ethnicity age weight protein protein2 protein3 n_visits \\\n", "0 Female White 72.0 76.0 246 88 136 8 \n", "1 Female Black 84.1 59.8 210 85 86 6 \n", "2 Female Black 79.7 56.0 205 91 110 7 \n", "3 Female White 75.7 66.7 286 68 54 2 \n", "4 Female White 74.6 72.1 171 81 99 8 \n", "5 Female Black 70.5 76.4 204 56 112 5 \n", "6 Male White 94.6 71.9 217 85 72 1 \n", "7 Female Black 79.5 59.1 252 63 115 3 \n", "8 Male Hispanic 87.5 60.5 240 59 120 7 \n", "9 Female White 83.8 67.0 268 82 72 8 \n", "10 Male White 74.7 70.2 270 102 133 0 \n", "11 Female Black 84.6 65.5 269 47 103 4 \n", "12 Male White 69.5 73.6 241 121 74 3 \n", "13 Male White 20.5 58.7 309 128 71 1 \n", "14 Female White 16.5 58.7 190 196 147 3 \n", "15 Male White 19.8 80.1 204 132 125 2 \n", "16 Male Black 15.7 59.6 203 159 52 1 \n", "17 Female Black 15.7 47.2 196 205 148 3 \n", "18 Female White 20.9 48.6 236 180 59 1 \n", "19 Female White 21.3 48.8 212 212 139 4 \n", "\n", " X \n", "0 75.252141 \n", "1 55.366956 \n", "2 53.413395 \n", "3 65.672425 \n", "4 67.774991 \n", "5 77.983575 \n", "6 74.539839 \n", "7 56.244106 \n", "8 57.310157 \n", "9 66.779214 \n", "10 69.724581 \n", "11 67.474976 \n", "12 76.139005 \n", "13 56.083953 \n", "14 61.100016 \n", "15 85.021952 \n", "16 60.947737 \n", "17 49.128628 \n", "18 43.906114 \n", "19 52.640694 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head(20)" ] }, { "cell_type": "code", "execution_count": 5, "id": "ad47ac4f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ageweightproteinprotein2protein3n_visitsX
count817.000000817.000000817.000000817.000000817.000000817.000000817.000000
mean41.99400267.997307244.293758137.565483100.9816402.39534968.045217
std21.62304310.38646746.76764539.44596029.0334651.98749210.880718
min15.10000045.800000140.00000030.00000050.0000000.00000040.661973
25%23.20000060.600000208.000000111.00000076.0000001.00000060.389961
50%37.10000067.200000245.000000139.000000102.0000002.00000066.986613
75%60.10000074.400000279.000000164.000000124.0000003.00000075.017939
max94.60000095.700000361.000000227.000000150.0000008.00000099.431199
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" ], "text/plain": [ " age weight protein protein2 protein3 n_visits \\\n", "count 817.000000 817.000000 817.000000 817.000000 817.000000 817.000000 \n", "mean 41.994002 67.997307 244.293758 137.565483 100.981640 2.395349 \n", "std 21.623043 10.386467 46.767645 39.445960 29.033465 1.987492 \n", "min 15.100000 45.800000 140.000000 30.000000 50.000000 0.000000 \n", "25% 23.200000 60.600000 208.000000 111.000000 76.000000 1.000000 \n", "50% 37.100000 67.200000 245.000000 139.000000 102.000000 2.000000 \n", "75% 60.100000 74.400000 279.000000 164.000000 124.000000 3.000000 \n", "max 94.600000 95.700000 361.000000 227.000000 150.000000 8.000000 \n", "\n", " X \n", "count 817.000000 \n", "mean 68.045217 \n", "std 10.880718 \n", "min 40.661973 \n", "25% 60.389961 \n", "50% 66.986613 \n", "75% 75.017939 \n", "max 99.431199 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.describe()" ] }, { "cell_type": "code", "execution_count": 6, "id": "9e1ce894", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['gender', 'ethnicity', 'age', 'weight', 'protein', 'protein2', 'protein3', 'n_visits', 'X']\n" ] } ], "source": [ "#print(data.columns)\n", "#Afficher les variables\n", "colnames = list(data.columns)\n", "print(colnames)" ] }, { "cell_type": "code", "execution_count": 7, "id": "81a33eef", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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weightproteinprotein2protein3n_visitsX
genderage
Female15.151.800000189.000000200.595.0000002.50000053.114162
15.247.800000189.000000127.072.0000003.00000046.340041
15.356.900000165.500000186.5119.5000001.00000058.908039
15.453.666667205.333333186.083.0000001.66666754.578518
15.750.200000184.333333188.0106.3333332.66666749.955718
........................
Male89.272.000000252.00000095.068.0000001.00000070.480425
89.572.800000208.00000077.0126.0000008.00000075.726986
91.875.700000254.00000048.054.0000007.00000074.487246
93.353.200000172.00000058.0107.0000000.00000054.101774
94.671.900000217.00000085.072.0000001.00000074.539839
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563 rows × 6 columns

\n", "
" ], "text/plain": [ " weight protein protein2 protein3 n_visits X\n", "gender age \n", "Female 15.1 51.800000 189.000000 200.5 95.000000 2.500000 53.114162\n", " 15.2 47.800000 189.000000 127.0 72.000000 3.000000 46.340041\n", " 15.3 56.900000 165.500000 186.5 119.500000 1.000000 58.908039\n", " 15.4 53.666667 205.333333 186.0 83.000000 1.666667 54.578518\n", " 15.7 50.200000 184.333333 188.0 106.333333 2.666667 49.955718\n", "... ... ... ... ... ... ...\n", "Male 89.2 72.000000 252.000000 95.0 68.000000 1.000000 70.480425\n", " 89.5 72.800000 208.000000 77.0 126.000000 8.000000 75.726986\n", " 91.8 75.700000 254.000000 48.0 54.000000 7.000000 74.487246\n", " 93.3 53.200000 172.000000 58.0 107.000000 0.000000 54.101774\n", " 94.6 71.900000 217.000000 85.0 72.000000 1.000000 74.539839\n", "\n", "[563 rows x 6 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# regrouper une variable suivant la moyenne \n", "data.groupby(['age']).max()\n", "data.groupby(['gender','age']).mean()# regrouper deux variables suivant la moyenne " ] }, { "cell_type": "code", "execution_count": 8, "id": "daa82a2b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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genderethnicityageweightproteinprotein2protein3n_visitsX
14FemaleWhite16.558.7190196147361.100016
16MaleBlack15.759.620315952160.947737
17FemaleBlack15.747.2196205148349.128628
20FemaleWhite16.451.7184225106147.921351
22FemaleWhite15.446.016922753148.368520
..............................
470MaleWhite16.656.429215788253.491081
478MaleWhite17.457.1280134107353.628482
483MaleWhite17.468.1288135126266.857853
484FemaleWhite16.853.9193163117355.625794
486FemaleWhite15.947.317419884251.745720
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103 rows × 9 columns

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" ], "text/plain": [ " gender ethnicity age weight protein protein2 protein3 n_visits \\\n", "14 Female White 16.5 58.7 190 196 147 3 \n", "16 Male Black 15.7 59.6 203 159 52 1 \n", "17 Female Black 15.7 47.2 196 205 148 3 \n", "20 Female White 16.4 51.7 184 225 106 1 \n", "22 Female White 15.4 46.0 169 227 53 1 \n", ".. ... ... ... ... ... ... ... ... \n", "470 Male White 16.6 56.4 292 157 88 2 \n", "478 Male White 17.4 57.1 280 134 107 3 \n", "483 Male White 17.4 68.1 288 135 126 2 \n", "484 Female White 16.8 53.9 193 163 117 3 \n", "486 Female White 15.9 47.3 174 198 84 2 \n", "\n", " X \n", "14 61.100016 \n", "16 60.947737 \n", "17 49.128628 \n", "20 47.921351 \n", "22 48.368520 \n", ".. ... \n", "470 53.491081 \n", "478 53.628482 \n", "483 66.857853 \n", "484 55.625794 \n", "486 51.745720 \n", "\n", "[103 rows x 9 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[data['age']<18]#Afficher seulement les mineurs" ] }, { "cell_type": "code", "execution_count": 9, "id": "3de9ad09", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Female 56\n", "Male 47\n", "Name: gender, dtype: int64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ " data[data['age']<18]['gender'].value_counts()#Afficher somme des mineurs suivant le sex" ] }, { "cell_type": "code", "execution_count": 10, "id": "8c76ae68", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "gender False\n", "ethnicity False\n", "age False\n", "weight False\n", "protein False\n", "protein2 False\n", "protein3 False\n", "n_visits False\n", "X False\n", "dtype: bool\n" ] }, { "data": { "text/html": [ "
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817 rows × 9 columns

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" ], "text/plain": [ " gender ethnicity age weight protein protein2 protein3 n_visits \\\n", "0 False False False False False False False False \n", "1 False False False False False False False False \n", "2 False False False False False False False False \n", "3 False False False False False False False False \n", "4 False False False False False False False False \n", ".. ... ... ... ... ... ... ... ... \n", "812 False False False False False False False False \n", "813 False False False False False False False False \n", "814 False False False False False False False False \n", "815 False False False False False False False False \n", "816 False False False False False False False False \n", "\n", " X \n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", ".. ... \n", "812 False \n", "813 False \n", "814 False \n", "815 False \n", "816 False \n", "\n", "[817 rows x 9 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Vérifier qu’il n’y a pas de valeurs manquantes dans le DataFrame\n", "print(data.isna().any())\n", "#ou bien \n", "data.isna()" ] }, { "cell_type": "code", "execution_count": 11, "id": "7b9c4c21", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Observations n= 817\n", "Variables= 9\n" ] } ], "source": [ "#2. Quel est le nombre de variables n et le nombre d’observations (dimension du DataFrame) p?\n", "[n,p]=data.shape;\n", "print(\"Observations n=\",n)\n", "print('Variables=',p)" ] }, { "cell_type": "code", "execution_count": 17, "id": "744c037b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['gender',\n", " 'ethnicity',\n", " 'age',\n", " 'weight',\n", " 'protein',\n", " 'protein2',\n", " 'protein3',\n", " 'n_visits',\n", " 'X']" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(data.columns)" ] }, { "cell_type": "code", "execution_count": 18, "id": "325a2b67", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 Female\n", "1 Female\n", "2 Female\n", "3 Female\n", "4 Female\n", " ... \n", "812 Male\n", "813 Female\n", "814 Male\n", "815 Male\n", "816 Female\n", "Name: gender, Length: 817, dtype: object 0 White\n", "1 Black\n", "2 Black\n", "3 White\n", "4 White\n", " ... \n", "812 White\n", "813 Hispanic\n", "814 White\n", "815 Unknown\n", "816 White\n", "Name: ethnicity, Length: 817, dtype: object\n" ] } ], "source": [ "print(data['gender'],data['ethnicity'])" ] }, { "cell_type": "code", "execution_count": 19, "id": "e9d07139", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 817 entries, 0 to 816\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 gender 817 non-null category\n", " 1 ethnicity 817 non-null category\n", " 2 age 817 non-null float64 \n", " 3 weight 817 non-null float64 \n", " 4 protein 817 non-null int64 \n", " 5 protein2 817 non-null int64 \n", " 6 protein3 817 non-null int64 \n", " 7 n_visits 817 non-null int64 \n", " 8 X 817 non-null float64 \n", "dtypes: category(2), float64(3), int64(4)\n", "memory usage: 46.9 KB\n" ] } ], "source": [ "data.gender = pd.Categorical(data.gender,categories=['Female','Male']) #data.gender.astype('category') # ou bien pd.Categorical(data.gender) \n", "data.ethnicity = data.ethnicity.astype('category') \n", "data.info()" ] }, { "cell_type": "code", "execution_count": 20, "id": "cd6cf64a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ageweightproteinprotein2protein3n_visitsX
count817.00817.00817.00817.00817.00817.00817.00
mean41.9968.00244.29137.57100.982.4068.05
std21.6210.3946.7739.4529.031.9910.88
min15.1045.80140.0030.0050.000.0040.66
25%23.2060.60208.00111.0076.001.0060.39
50%37.1067.20245.00139.00102.002.0066.99
75%60.1074.40279.00164.00124.003.0075.02
max94.6095.70361.00227.00150.008.0099.43
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" ], "text/plain": [ " age weight protein protein2 protein3 n_visits X\n", "count 817.00 817.00 817.00 817.00 817.00 817.00 817.00\n", "mean 41.99 68.00 244.29 137.57 100.98 2.40 68.05\n", "std 21.62 10.39 46.77 39.45 29.03 1.99 10.88\n", "min 15.10 45.80 140.00 30.00 50.00 0.00 40.66\n", "25% 23.20 60.60 208.00 111.00 76.00 1.00 60.39\n", "50% 37.10 67.20 245.00 139.00 102.00 2.00 66.99\n", "75% 60.10 74.40 279.00 164.00 124.00 3.00 75.02\n", "max 94.60 95.70 361.00 227.00 150.00 8.00 99.43" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#3.Description des données pour les variables quantitatifs\n", "data.describe().round(2)" ] }, { "cell_type": "code", "execution_count": 21, "id": "6ce6e8a9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Tracer les boites a moustaches des variables quantitatives (\"gender et ethnicity\")\n", "sns.catplot(y = 'age', x = 'ethnicity', kind ='box', data = data)\n", "sns.catplot(y = 'age', x = 'gender', kind ='box', data = data)" ] }, { "cell_type": "code", "execution_count": 22, "id": "8ba49163", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Une représentation graphique, de votre choix, de cettes dernières variables.\n", "labels = 'Female', 'Male'\n", "sizes = [np.sum(data.gender==\"Male\"), np.sum(data.gender==\"Female\")]\n", "explode = (0, 0.1,) # only \"explode\" the 2nd slice (i.e. 'Hogs')\n", "fig1, ax1 = plt.subplots()\n", "ax1.pie(sizes, explode=explode, labels=labels, autopct='%1.1f%%', shadow=True, startangle=90)\n", "ax1.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle.\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "60d63c0d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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White5870.7184821.000000
\n", "
" ], "text/plain": [ " ni fi Fi\n", "Asian 27 0.033048 0.033048\n", "Black 88 0.107711 0.140759\n", "Dominican 1 0.001224 0.141983\n", "Hispanic 75 0.091799 0.233782\n", "Indian 1 0.001224 0.235006\n", "Other 6 0.007344 0.242350\n", "Unknown 32 0.039168 0.281518\n", "White 587 0.718482 1.000000" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xi, ni = np.unique(data.ethnicity, return_counts=True)\n", "table=pd.DataFrame( data=ni, columns=[\"ni\"],index=xi)\n", "N=sum(table.ni)\n", "table.insert(1, \"fi\", table.ni / N, True)\n", "table.insert(2,\"Fi\",np.cumsum(table.fi), True)\n", "table" ] }, { "cell_type": "code", "execution_count": 215, "id": "0838ba33", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = 'Asian', 'Black', 'Dominician', 'Hispanic','Indian', 'other','Unknown', 'White'\n", "sizes = [np.sum(data.ethnicity==\"Indian\"),np.sum(data.ethnicity==\"White\"), np.sum(data.ethnicity==\"Dominican\"),np.sum(data.ethnicity==\"Hispanic\"), np.sum(data.ethnicity==\"Other\"), np.sum(data.ethnicity==\"Unknown\"),np.sum(data.ethnicity==\"Black\"),np.sum(data.ethnicity==\"Asian\")]\n", "#explode = (0, 0.1,) # only \"explode\" the 2nd slice (i.e. 'Hogs')\n", "fig1, ax1 = plt.subplots()\n", "ax1.pie(sizes, labels=labels, autopct='%1.1f%%', shadow=True,startangle=90)\n", "ax1.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle.\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "id": "0514a3d5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nifiFi
01540.1884940.188494
11600.1958380.384333
21450.1774790.561812
31560.1909420.752754
41110.1358630.888617
5180.0220320.910649
6270.0330480.943696
7250.0306000.974296
8210.0257041.000000
\n", "
" ], "text/plain": [ " ni fi Fi\n", "0 154 0.188494 0.188494\n", "1 160 0.195838 0.384333\n", "2 145 0.177479 0.561812\n", "3 156 0.190942 0.752754\n", "4 111 0.135863 0.888617\n", "5 18 0.022032 0.910649\n", "6 27 0.033048 0.943696\n", "7 25 0.030600 0.974296\n", "8 21 0.025704 1.000000" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#4 variable n_visits\n", "xi, ni = np.unique(data.n_visits, return_counts=True)\n", "table=pd.DataFrame( data=ni, columns=[\"ni\"],index=xi)\n", "N=sum(table.ni)\n", "table.insert(1, \"fi\", table.ni / N, True)\n", "table.insert(2,\"Fi\",np.cumsum(table.fi), True)\n", "table" ] }, { "cell_type": "code", "execution_count": 54, "id": "78c34143", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n", "Dans la plupart de temps, il y une seule visite pour un patient au cours des 24 derniers mois\n" ] } ], "source": [ "#5. Le mode ou valeur dominante \n", "print(ni.argmax())\n", "ni.max()\n", "print(\"Dans la plupart de temps, il y une seule visite pour un patient au cours des 24 derniers mois\")" ] }, { "cell_type": "markdown", "id": "7e7511d7", "metadata": {}, "source": [ "## Partie 2" ] }, { "cell_type": "code", "execution_count": 35, "id": "bd41a69c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Nuage de points')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YAgJ55K2ux+obwfzLDsz/7YfqQpheDF3hjFkF4EfMCBK4aUzf3imHEmGFQpHC6k1g/nEAa4+JNsvACo16z+8dxeqLwmjC61VwBNn8yw6njCXQPoiYVYrUImA5m3LSsX5nlmNcs+SYvKfjHeUTVigUKcw/DmDtMsHCfja8dpqYYRD7fjIRw3EpYIGQWH1RVxlL54q2fkRd0t9rl7YUM6cR+Pi5aGWFR/ndTA6UJaxQTGJG+i12PmHS32lRUqUx52KD/JLDt62sPab3wGgA7SRfyidMYhSZjIaQruacUmLeuwtRV+It6G6BNPMQNaXIfbYgG9fUH/b6TkSUJaxQTGJ2PmES6bCQFkQ6bEF+O2izjIxxgMDNNeR/9RQCN9cg940kz4y5V7YN4rtgNvg17CafTmxw+wBS+slbeSWBjy87lO4aUwJlCSsUk5j+Tmvc8aFiXF9suyR2xyCQwNozysjX+mw9DQhEWQB6hg9ws078iV0QyxJj3N4/9pgCUJawQjGpKanSxh0fKlq5TuDTQbSTBEQtIJ6OMItKZI8JMtm2Hjx+4aiJbB8kW1qy4sAoEVYoJjFzLjYonaEhNCidYfuEjwTWntgBTiSjHLCfMwX3QPrrz578oVDuCIViUpNfotFwXeBtzWH1Wpj3RLH2WGizNIz3B9Bm+bF2ZRFizQkzQ7ctYpGRFZcU4cykuPjbc5OcyChLWKGY4pj3RLF2WU5Ymi3IxnvL0E7yAz5HUCVopuMb1py05WylJ/1QUzrmqKgbe0xhoyxhhWKKY+2xxoy1ch+BT01LHYv+dA/WbjvyQkYTjqErYXoBdLk26mqKyfvUAidzbiuyLYKoK8V494Kj/0YmKUqEFYopRrzPov8+E7PNwqjTKKjRkG1pIdZmjf2CbO1NhqYl0ltyu4ehNgA1QIe9ISeE5RRzzyfwiTOP9ls5IVDuCIViitF/n4m5x3Y/mHssRgyBdpLtYtBOsn3CmWgz87PMJKFjICXAALJ9EPO+N47uGzjBUJawQjHFMNu87odYl6TsK9lENo1xbTXmvfuwdg+kDwoTkHZFNJG9tZHi4ChLWKGYYhh1doiZngBfHPKjMPgvIwz/KIrVmz2KQSv3Y1xbjahxZbsJdyiE9DxiP9zk6bisODBKhBWKKUbJewwMv/3LbyRAc3ItrF0Wo388cNqzeW8HtEexm3MKEEnvsG9sfHA0keoxpxgfJcIKxRTDV6aBEwKcGc6bGSnhRqY25wDsSmu24Svs+OHM69sGxhxTjEWJsEIxBfHNtH/1Mw3YbJERSUS128crsSVcsx/S72pz5FxfN7ZIvGIsamNOoZiCFF5rMHSvSXyPhaGDiNkCnHe9nfZs9cYx/9SLtTeGNtOP8d5ypEeyk35gZzSzGOPamZj3vYZsG0DUFWO85/Rj+6YmKUJO0c6nS5culRs3bsz1MhSKt81oxGLnkyYD+yyKqzXmXGSQV/r2vuRGf9xlV1Jz0Gb7kaFe2wUB2IXcTdAkYmYhxrWz0MreXvp0Blm6gZ6YKEtYoZjk7HzSpL/dVsf+dluQ6ydYT8LqtYj+wUzVjfBfohF/YmhMAR9rbwxtdj5yd7qesJgVJHDT7PQ1faOY9+10WcJzVJjaBFAirFBMcgb2WeOOM0n0WQzcaxLfaxEQoDm6au2yiP1qEGKWHfkg0t+StZl+jGuDmPd2IPeOIGbmY1w7wzOved9O5B67brDc0495304CN6ouGgdDibBCMckprtZSlnByPB4D95rEd9vXi4xCaTJmOfV6DMBOxtBOsn3CWrnPY/lmkhkNoaIjJoYSYYVikjPnImOMT3g84nvTgm0J0F3bQsL9k/QDpAr5WL0xxxIeRswswLh2Blq5P31HXXHKEk6OFQdHibBCMcnJK9Um7AMGOzwtaQmbPhA+0KJOeNqoDzrTNYJFbVoizHs77KI92MV7zHs7PJax8Z45Y3zCioOjRFihmGIUX2ukfML6TI2Caw30MtuFYfX67B5ze+Jos3wY1xc7x2MpAU4i93rHWlme8gEfBkqEFYoTlFjYouNhk5F2i/wajRmXG/iDGnqZRvCT2S3nZI+5TMx7O1PpGUnETNU1+Ugw6URYCPEPwKexI8VbgZuAAuBu4CRgF/BBKWVfjpaoUBwxBgcsXn7WpKfLomK6xlnnGxQVZ994G41Y7HrMZHCfRVG1RmBUEu2QCAmjeyx2/yLK7E8E8AcPPYbYriesIdOBwvgzoiMUh8ekSlsWQtQCfwcslVIuwq4k8mHgVuBxKeXpwOPOWKGY9Lz8rMn+TgspYX+nLcgHYtdjJgPtFtKCgXaL6D5bgFO9kUeh8ydR9n5zhK5fRYn3Tbzvm11PWGD/yulos4vQyv1YfVGiP9vO6NpXiP5sO1Zf9O294SnIpBJhBx+QL4TwYVvA7cC1wM+d8z8HrsvN0hSKidM3aPGrJ6J883cj/OqJKH2DY0Wxp8sad+xmMCM+OOH2HUjwJ4Aodnf6vRa993sF3epNEP3hACOr+4j+cACrN5E6Z1xbhTY73y78Pjsf49oqAMx730LuGQRLIvcMYt771sTevCLFpHJHSClDQoj/APYAI8AjUspHhBBVUsoO55oOIcT0bPcLIT4LfBZg1qxZx2rZCkVW7n/JZG+3LZx7uy3uf8nkhou9vtqK6Rr7Oy3P+EAUVWsMuOKF9RqB1iWRUfDJsXnA0ZArVK3XInrHAETteDVrV5zY3QMIfxRrbxRtZgDjvTPQyr2SIduGxh0rDs6ksoSFEGXYVu/J2J2tCoUQN0z0finlD6SUS6WUS6dNm3bwGxSKo0hovzXuGOCs8w0qqzSEgMoq2yd8IE661KC4RkNoUFyjcdKVfmZ/IkB+nZa1EEOgNv3rb/5hJCXASWT7ENbuqF1reHcU8089Y+YQdYXjjhUHZ1JZwsClwFtSym4AIcQfgeVApxBihmMFzwC6crlIhWIi1FZq7O2ykiXS8fsgPGgRLEqLY1GxxkVXTSwGOK9UY977xl478yMBOv43SnSPheborAhA+dVpQbf2JMbch/Aes/aO9fca155suyTahhB1hRjXnjyhtSrSTDYR3gMsE0IUYLsjLgE2AkPAjcDtzvO9OVuhQjFBrj7b4BcPRzEd16xpwkMvmnz4krdXjSwasWh7xGSow6JwhkbdZQaVVxl03xsjEZJoEsQI9P05Rtl1fluYDSCqkSqTFhBQYUBnOq9ZVNvZcVZfDPPeNuTeIaeC2iloZf4x61BMjEklwlLKF4UQ9wCvAnGgCfgBUAT8TgjxKWyh/kDuVqlQTIyyIo1E3HusPYtLYqJEIxZvPWYy2pa2eIdCFnvvj5EnBFa7RHf5hs12SfivJsUjCRhNHtUhDwKfLyL2+xFv0XfnEvPeNuRu2/crdw9h3ttG4JOnHPa6pzqTSoQBpJRfBb6acTiKbRUrFJOKmkqNtm7LMz4URvotdjxh0t9pUSCAUTAySoQn2iWjUhLIou+xNgtryMIVyAYx0Mo1ZIe3uk9yLPdmbMa5xlbfCOZfdiLb+hF1JRjvnoNWNn4n56nOpNqYUyhONK44x6BumoYmoG6axhXnjF98J5MdT5hEOuzYYBklZQG70Z0myNk25/x12piWRsmxNtPtFpEQiDPyrzvByGhjNDO9GWf+ZSdyT8QJWYtg/mXnIb2fqYgSYYUihwSLND58SYBPXR3AL+F//xLlj49FiWSJGc5GfzJ8TaabDaX6bzqPwAyB7ppOOv9nxEHsshhFg2ph3yliWHtGGL0zgu/iMrTZAVsl8hMQTYAFclS3+8lpIGYXYlxbl567LV1FLdtYMRYlwgrFccDjG0zauywsCe1dFo9vOHBmnJuSKvtX2LBcnYeEXaLSEkAAqq/xj/lFNxLOL78F8Q6J1ee0K3IKuctQnPjjowQ+VU3+12aD6Y6UEMiYj7zViwl80rspJ+pKPK+TOVaMRYmwQnEcsK/bGnd8IOZebFA6w4kDFl4LGAnGMLz5kygEIKGlz2W6JkQ08/UsrD1DjHwtRPTH3Yhp3ogNb+flNMa75yBmlYImELNKMd6tylkejEm3MadQnIhUT9Nod6UkV0+bmH2UX6Kx5LoArb8bZahLpgVWQl7csbKknYcRyIOEaSdp+EYkiVDWau7O2O6qYSdqjIIWgyz+5ky0snwCn2iY0NoVNkqEFYrjgEuWGTy+wWRft0X1NI1li308/HCUri6LynJBIAGRHklFlcaZ5xkUlqRFejRiMdInEdjWLhb4MzbipIBRC+b+cz6JPovIH2IpwdZrBNqohtyng0zYEwi34pqOAKdnlB2qUM+RQomwQpED+gYt/vqSSWi/RW2lxjVnG1x/afor/8MPR+l0Nt0GOyXJHsf791m88pzJBa4suteeNLFMl0SK7JEQwnHd9t9nEu+QKWek5hf431eI+YdhrD0CxHCG1TvWBLarqimOBEqEFYqjRNeQxfebTF7rtTi9XONvGg2mF9rK91eneI+Q0Nlp8bO/RKmdpnHZMoNgkUaXyzWR6Zjo6fT6bwf2WalrdEdbJfZGnfteK5mZ1+Y0+UxGSLxuMfInk/z3FaCVa4ysHsZ2MDtxFkmHc1KMBRjXVb3NT0eRRG3MKRRHie83mWzvsUhI2N5jC3KSZLEeQ9oVegFC3RaPOFER013V0jK3zCqqvL+2xdUaCeHdcItrtgvC/ShwCvYYdc5z3I4rFkBil8Xw75zkDLfous1rtNRDKz+0eGbFgVEirFAcJV7rtQ44rnUy4zJ/ATsccV6+3KDKqZ5WVCUIVgq7klq17RN2c/pFBiW1GpYPtKSXQkDMBxi2xatJwJTEwhYl7zEwZmm221eCnrAfYk+C0TsjWbwPXueGNit7ZITi8FDuCIXiKHF6ucb2HsszTnLN2QZ/fcmkq9PySNwMR5yLizUuv3zi1dMWO92WoxGL3Y/aLY4KqzX8o5LoPltVR/dJ9j1kMuvDAcpuDBBZPYJuuY1dExmyAN3ZmEu6IHwg4yAk2uw8jOu85bqtvlHM+95Etg0i6oow3nMKWpkS6okipJxA3MkJyNKlS+XGjRtzvQzFCcx4PuEk4UHbBdGx32JGZdonnI2hfovmZ0z6Oi3KqjQaLvBGSWRjx7dGvP4MDU67KcDAvSbyTQt/3C3CI4hkfBsJEBbkJcC0nKLu5WOKugNEf74VuWcgNRazigncuOCgn89ByLa3eEKiLGGF4igxvVBj9XnjW7PBIo0PXjoxi7f5GZNep4VR7z5bkJdfk/3eWNgi9LCJdKLNfI7FK3wQ+UOMRLvtjDbcIkyylKXj/w1YEBNos/Ix3hvMKsAAsm1w3LFifJQIKxQ5JjJo8ajLGn7XMoPSLNZwX0ZURHifxav3RunvtCip0ph/kUG+YxmHHjYZDtnKm5dw+Z6jEO+X6b034QoJlgYETIhb4I9D1I6OsHYNE/32ENrsAMZ7K8Zsyom6Iq8lXFd0JD6WKYPamFMocsyjG0xC3XbdiFC3LcjZKMuIighY2BXUEjDcZtH0yyib/xRlNGIx3OEIdjJmWNpiK6RTU8LBW3VNg1iA/H8tBzMp+ImUSh+oxZHxnlMQs4qdVOVijPeo2sKHgrKEFYocEh60CGXUiehwFXYfHLB4+TmT/V0WwRJsn20yXNe5zLDS1lR/u8XrT5gUztBsSxhbdN2NPmM+yNNBxEDm2102kqTKWM7yY+2KkRkqka3FkVaWdyR8wFMWJcIKRQ55eIM5pqBOVVDw4MNRurotijRIOOG7Qz32L2zyWgs8nTKSDOyzmPORgO2S6LDQawSiLS2myRTmshoNc4+FP88WZG2Whu9SjeiP+rB2JyCgQcyl+mTWGFYcCZQIKxQ5pGO/NSazLd+CTie0LR5Li2ym7zCmQ1GW/pzF1Rr+oMbJH0oL5r5fR4nuTVvYRRYkdtvjWAL0WYLizwZsAd5lAgJGBaKuEGGYrrb3FW/7PSu8KBFWKHLIjErN9gc749ppWioCAhxr1/VzUpCFdNoYWen0ZCFt10S0zWLHPVFOepdBoNSW7oqrDXruN4mGLAK1GtpOrwskWVHN2uP1R8v2BHn/Wn0E37EiEyXCCsXbpH04wTebB9jcF2dRmY8vNxRTU6BnvbZ30OJPL5vs6bGYVaFx6WIfG1rjqciIy5cZ/N/zJp1O7YiYBkU+sGKg+0E6rokCHaRTtEcIkBL8Sd+whMF2i12Pmsx9v20NG0GN6o+lLeO+r454q6w5z9osw7GE02PF0UWJsEIxDu3DMW5v7WBzeIRFwXxuXTyDmgJve/dvNg/Q3Gu3TW7ujfPN5gG+845g1vn+9LLJLmfjbdd+i8e2xvlURpzwecsNnnvBpKvbYvp0jfOWG2x61qRnX3oHTmYEUGiM9Q0POha1GbbofsBktN0ir0Zj2lUGeo2wY4Ud9Br7buP6Esw/9mPtMdFmGRjXq84YRxslwgrFONze2kFznx0+0Nw3wu2tHXz3nNmeazb3xccdu9njSmMWErq6LP7jdyPUVGpcsNBHU3OcfV0WeT5XhwygNyNGOCHsTTn3pl7mBl9Rta3Y3Q+YjDqV00bbbEGu+oCf4T+bxPda+GZqFFxnW7xauU7g02UH/VwURw4lwgrFOGwOj4w7BlhU5ktZwsnxgZhVoaUs4Tyngpoloa3b4qGnY7bbQULcsXQ7uyyefcGkvEqzLWGHvGpBfhwGOiU+p3xlXEtnxmkBOOldtrCOtnuF33rLouuuKP46jdK/C6BJMO+JEdtjoc3SMN7vRysfP4XA6oti3rsXuXcIMbMQ49qZaGUqcuJwUMkaCkUW2odjfOHFN0lk1FZZFBxbzPzLDcU0lPvQBTSU2z7hA/HeswzqygS6q4Ql2OKYcFeSlLYY6xL2d1rMbfRRUW1XVauo1jjznX503a6sltBs37EIQMKAvJkaCz4cIFCqYYYthMuta8TtObEgtsci8hcT854Y1i57h8/aZWHeEzvo52Peuxe5e8juvrx7CPPevQe9R5EdZQkrFFlY39pGc9+wM9IRCBrKbJ+wm+SmXGuvSYHPYEsffLN5mC83FKQ257qHLH75iskbvRanlmsUYwut5RLivGSomUy+ote10NQS5/KrvJZmv8tFIQWMSnjnLd4/Ep0PmsSjaWvLmyEHsTYLazgjIWPPwZuMyr1D444VE0dZwgpFFjaHh12jBJqI891zZh9gU87EQmcoDgkJLb0Jvtmcvv+Xr5i81mOnJb/WY9Hea4uecD10bP090C9kd9dYYSzJSGNOjqMRi9fuibLpeyOMOL7gpH/Zyti989dpqSy5JJnjbIiZheOOFRNHibBCkYVFwYJxx0k29yXDFLzqtqUvnUXxRkZx95hzaeqXL2mICu8mG9huCn8CAnF48oEogwPpueZf5LS716B0hl3AB2DXgzFG9lpocUjgFfuYD2Se/eL+GYK8YUmszUod006yfcIHw7h2JmJ2IWggZts+YcXhodwRCkUWVi6u42ub9rC9fxQQxCzbT5xpCS8qM2juddrDy2QLIMjTBe1DFjWFGqeWa7zmioooqxBUCkGnU9DdIC26yQiHpITnuepC7O+0ePlZk4sct0R+icYZ147dDIt2yJRfOaGBz5VVJwWMAKfels/wj6MkQnYKSMIE/WSNwKcmtrmmlQUIfPK0CV2rGB8lwoopQfvwCOu27GBzpJ9FpSXctnAuNQUH7hhcU+AnoKc9s9siI6xvDfG9c06mfTjO7S09bA5HOb04wLxSPzsjcYTwYUlhb7JFdb7w2Cg6glmFEPBBNA75um3ZvtFvUWKkEy4STomGpFsCAXGyNPnsshjut9jytEm4wyLgs+coqdaY55SydKc5CzE2dC2vxp41keH7zRwnsXpNzD93Yu0dRZuZh3FdleoxdwRR7gjFlGDdlh00hyMkpKQ5HGHdlh1Zr2sfjvKFl17jokc2uTbmbJJ+4ttbemjui9oNPPuj+H0xnrh6GsKROr/UKUCgO+PeARiJ2+nFvhh0RiSWhHjc9tFaAE6UAxnNOeMu/4QuQbfg+T9E6euw0C07k05Ku6Tl9idt10h+tdc1Yur2a0ggr0oQGJXsWzeClWH06gfwBZt/7sTaPWpHT+wexfxz5wQ+ccVEUZawYkqwOdJ/wHH7cJT1m99ic3iIPN3HUDzpHPCW1kn6hTeHveUck+PTSzS2R6xUT2Jwulq4rnX/nHDGMWGnHCfdEm4JLZwuSPRIZCw9pxVP+3jdJKMlZl3pZ8dPXWsUYPrsbst5UTCduOFRCXn5oEVtAc57b3br1to7Ou5Y8fZQlrDihCE0PMznN27gwscf5PMbNxAati3X9uER8jTvP/VFpel03PWb36K5b5CElAzF3V/JE4Blx/+WFbByca19b9BlQkpBvghwyQNd7B6MAxILmSrI43Z4aNJbnXdUA58BQoN8wxZVM2kZA9XTNd55vh8rnk5LzlbvIUlxhWDbH6I0/zoKgbT1KwHhh5rLDcw2b1jbCFD89XwKPhU4YIKGNjNv3LHi7ZEzERZCfHEixxSKibJ+awubwr0kpGRTuJf1W1sAWLdlO0MJWyBBUqjr3LZwLgDtw6M09x2gJ5qAhvI8nrx8Id875+TUptyt9RU0lAXQBRTpfobigoSEYWcDLCYSDGORQNoZcc4r51teYfQbcPNlAf75g/nIePo1Tc12IbzzHQYvPW+OEVuJ7YJwz1U8XRBIwEC7hbRgNA7kgaVDfp3GqTcE8Ac1jDrvr3zmOBvGdVVos/Ps6InZtk9YceTIpSV8Y5ZjnzzWi1CcOLRG+rKOM10Ro1YitSm3fstbeG3KBIU+4Vi/haxcNGvM69QU+PjusiqeuGIWo4mxtqkUGqO6JBqQnBS0486cxvGAnaRhWHZFtPteNukbtKie5v1VrJ6mseF5k+59VlYR1gHN5TtOxCVDnRmF2yUs/mI+p3zQFmCA0ncbGLM00MCYpVH67oNvsGnlBoGb68j/6mkEbq5Tm3JHmGPuExZCfAT4KHCyEOI+16liYGwDK8WUIDTSzze2PU1rpJPFpVV8Zf6F1OYfWgWvxaVlbAr3esZgux6aw5HUcbcrYnN4kMwv9j9+xzxqCiYWqpUOUYOUl1fam3JmDLaNSvKwi6gn/b0BJwpCw64Z8aNHo3x4uZ+NrXH2dduCfPEygwf/GLUz67A36HRpuzQ0w+6E4SbePTbLLlnAx42vTKPiE6rGw/FELizhF4D/BLY7z8nH/wOuyMF6FMcB39j2NJvC+xxXwj6+se3pQ55j5YJ6lgTL0YVgSbCclQvqAbht4TwagqXoQtAQLOW2hfNS9ywKFjnOVrsLZkN50YQFGODLDSU0lBt2LISwf518UhCQgnJL2L3dHNG1PcykNu5SCRQmPLU1znsvDXDLR/J576UBSos0yiocSU3Wh9CdpvRZirQl05Gl839Gwk5Jfv33UaKRg6chK3LHMbeEpZS7gd3AO471ayuOX1ojneOOJ0JtQQF3LF2WGrcPj/D5l19hcyTCotJS/nf52Z7Y4PbhUUYT6UyG+SWFrFx4sut8jPWt7WwOD7MoWMDKxTVjkjVqCnS+844yLn2gj4SjgH5s0TWch4ZjIwv7OYG3eA9A2/4sQpnph8Bu2EmWOYQfcKxjI9niXsJQyGLvIyanfUBZv8crudyYu14I8ZoQIiKE6BdCDAgh+g9+p+JEZHFp1bjjQ6V9eJibN7xIczjsxAaHWbdlq+eadVveZHv/ENL5n6ELagrSO//rW9tp7hsmIaG5b5j1re2u+eN8cUM3lzwY4osbujm9RE+Zoe5fqqR7IIprIy0ztgyoq/T+Kg4MWPT0SM/mmwRKptk3J4T9sASU1GjMvdpPcY2dwpz5Sz3UoSzh45lcxgn/G/BuKeW2HK5BcZzwlfkXjvEJvx3WbdnqRESkFW9zJOK5xvYHO0ho6R3hwodfRaBjIUEa3vtdRX2+2dJHc69tejb3xphXCoW+PIbiwpN6nPzZL1IvA9hGa3J2CVxzVnqza2DA4oG/RO17XSFr06s0GpcbtDxtEu60KKnSqL/QoKDElt3g9bZt/PrvowyF0sJbOENFoh7P5FKEO5UAK5LU5pfwP2e8+4jNlym4AItKS73jYBHNfQPOyN7Wkmika5x5UycWBQtoHza5vaWHlt6kwNsW8Pawna4MYGIL7KAzhVMbJ0XSNZHczpsZFDyxwWRfl0VABz1qN/EU0rvRtrjBl1pZtmSNJDMvM9j7iMlQh0XhDI2Zl9kCH++zPM0+K6428JUpgc41uYiOuN75caMQ4m7gz9jf1gCQUv7xWK9JceKxqLSU5nCYtJAKYpZF+/BIyi9828JTWLflTTaHB7FkNjGy/cW60FI+4WTKsl1jOBmPYMc6SCQCYacbY0c0RDVYXK4xKwFv7LfsuhKkIxlqywQlCWjvsdAlWGb6lzKzb9zmTXGK4tC3zw616G+3eOE3UYIzNBa8M20RB0q1rD7gnvvNVNv76F5bkKtuUL7iXJMLS9ht7gwDl7nGElAirHjb3LZwAeu2bHVC05wiPP0D3LzhFUYt6RTxmcMdZy0A4Asv7RybtCGg0Cd58JIFqUPplGXpvRCAOBIfJpKgTyeWECwo07hpjo8HNttJFwEJukhXSRM+wf5uyzOLJPvm3f4uK9X2SHdZyeEOi61PmSx9z/iCGg1Z444VuSEX0RE3HevXVBw+3SMhfr5tDW/0t3BqST03zl/NtPzaXC8rRWh4iPVbN9Ea6WNOUSkInZ0D/SwuDbJyYT0fe+FFV4sinaGELTx2EZ+d3HFWAwArF81m/ebdtPQNpnzChT6ddUtO8rzeomDAsYQhbWW7y1haFBqC/z6/kJpC2zL9zjNRdvdJhBy7abanx6JxmkZ7VzopIy4gkJzeQUgo1O2i8dls9kjnwQU1UKulLOHkWJF7hMzooXXMXliI72Y5HAE2SinvPdqvv3TpUrlx48aj/TKTnv94dQWvRZpS49NLG/nSGXcd1dcMjQywbtvztEa6WFw6ndvmn0ttvrdvmy2+r7Ip3EfaJvSmKywJloH0O26Jsed1IXjq0vMntCbbF9xJa98I+T4/I3HI03RGEjpIDU0GkK65F5TqVGgGO3otpjvWq1/avl639J1UqfGhpQaPuXzClmmnOAunchrY7Y90AGmHqRmW11URnKEd1BKeZD7hA7m8TzhyuTGXB8wDfu+M3wdsAT4lhLhISvn3uVqYIs0b/S3jjo8G67Y9z6awHSe8KdzJum3P899nePN4bAHuwdU9bcw8rZEwv3nHhazbso3NkQh5WtoSBm/mnBu7qlobrX1D5OsGowlJvuZPVVcbisdoKMvnu8vqUvdcen/EiRO2CfUJOp24hii2Zesu1p5UmPcvNSgt0njfpbaA9g/Y3ZV7Oi27iadzoe66UUg7NC2ZoOHzw4J3HjyV2FemKR/wcUguRfg04GIp7dIlQog7gUeAdwGtOVyXwsWpJfUeS/jUkvqj/pqtka5xx/ax3jHHMllcGqSmIJ87zjoDSBZ23+kq7D7HOT7K+i272BweZFGwiFhcZ1v/CEg9JbyDccupF2yLfXNflPZhk5oCW/wWlum09KYTP3wuQy6iQ9CyLWHh8gefUqlRXuT94/HsC7ZFDOlEj+lVGoGoJNKdjttApPvFmQlSm3KKyUcu/8vVAu7ugIVAjZQygStaQpFbbpy/mtNLG9GEzumljdw4f/VhzxUaCfO3Tb/l/Ke/xd82/ZbQSDjrdYtLp487to+VOz8l0xmS2GkNBbqeSltOYgtyA/+7/CxA56PPb+LzL2/m6y1v0tw3YCd19A3YAuzB06si9fj08yHah21fw5cbCqgv19EF1JfrnOoUzBHSFt+YgPIKQV2ZQBO2AH/wzLHWa6ezSYewy1rGNLjs8gBL3+lPtbzXM1rABauUAE9mcukT/hSwCngK+1/1BcA64DfA16SU/5TlnrnA3a5DpwD/AvzCOX4SsAv4oJSyL/N+N8onfOz526bfsinSlhovKa3jfxo/POa6Q/EJt0Z6WVxazkAc3hgcSJ2fX1zKD885F0hawNtSFnAs4WNbfzISwq7kIJKlztDth0yHnqXPOekVqXOQrwtOKirgtf44p5cYCGnwWsRibolOkfTR0Ss9UQ5zKzRuPT/tEggPWjz8okn7fouaSo28qGR/T/p3snq6xtWXe10Iw/0Wm52EjWCVxiJXwsYJxJTxCedMhAGEEDOAs7E/8JeklO0HucV9rw6EgHOAzwG9UsrbhRC3AmVSyi+Pd78S4WPP+U9/i4RM+2R1ofHshf94ROa+8PEHXVEQ9qbb05dcCcDnX341XUVNghN7QMqylcJxNbg27lLZclqqbRHSZ98jfenr8CGkZt8rdYTry2V9uc5Qt+7xFesCfnRtPn2DFve9bNLVaXm+jtaUCUoQdHZbVE3TOH+5QUnxCSewE2HKiHAukjXmSSm3CyHOcA7tdZ6rhRDVUspXJzjVJcAbUsrdQohrgXc6x3+ObV2PK8KKY8/ikhqPJby4pOaQ5wiNDLJu60ZaIz0sLq3gtgVLqc0vOmAZS8isJ5xspen+HR8v/8xBpv4vA7d4Jy1mW6RbeyQXlgp2he37dAlVAm67Z4R8pxhEZqvRfWHJRz6kOldMJXKxMfePwGexy1dmIoGLJzjPh7FdFwBVUsoOACllhxBirBMREEJ81nltZs0aW6xbcXT5yrwr+Mb2h2jtb2dxSQ1fmXfolUvXbd3IpvB+ADaFe/nQC4+yJFjBzacu4CdvvE5rpI/FpWUef7C3nnAyHXmiJK91rGDPvXoW6fa5rGFBj2a7IF7vtagSkDDtMDXpJFtYeJMyairHt3qH+y1anjHp67Qoq9Kov+CEdEVMKXLqjjhchBB+oB1YKKXsFEKEpZRB1/k+KWXZASdAuSMmE7b1u4HWyH4SMp3UK1wSuCRYwR1nXsCrvT2sbG5iKJGgUNdZ39BIdV5Byiecp/ldfeQcC1bqrsgHt+vB5Y5wF/ORyZLsPudc0k0BQuZ71qULePQaJ036DyNYzkadT6bLGPudesN10zQuP8cgWJRdVIf6LZ77c5SEq6B7ebXGsmtOyLAz5Y442gghCrCt4llSys8KIU4H5kop/zqB268EXpVSJovOdgohZjhW8AxgbEyTYtKybusGNoW7yVZUJ0lrpJfQ8DB//+rGVNWxoUSClc1NPHzRpa4wtVE7TC08QJ6uMxRPzmYnC2voCCHI0zVX1+VM7KTi9CrigA+EZveUc92W5zJzZ1dovLXf8qQlSwHSDze/K0DZAcQ3yaZnTeIx77vvm0CmnOL4JpffY36KXdFvuTNuA9ZO8N6PkHZFANxHumfdjcBRz7hTHDtaI/tJ+20zQ9JsFpeWs35rK5kd2YZcRdvTCKQUWDIdDpZ8CM3iycsa+fHy02koK0DDIl9Pin/yYTjWbvpYvi7QhSQhk9WJJZqU+GOSG+4b4evPRXnnQh8nV2okBPj9IDXb+v3MBAQYsgtumQpPm/TkMkRto5RyqRCiSUrZ6BxrllI2HOS+AuzNvFOklBHnWAXwO2AWsAf4gJRy3Gh+5Y44doRG+li7/a+09odYXFLLqnnXUJs/rrfIw+deeczxA6dtQA1BQ7A6FaK2csGZfPSF55wIiXTxXt2xbBeVljpFfd6gua+ftPLqafeBhHzdYCQBIJhfks9XG2bz9U0dbI9ESdosQiaLUyY34/TUOWTAqa4G5Qnwu9Y8r0Ljq+cdvuvg+fuj9Hakoyl8fjj/usCJ6hOeMu6IXIrwC9gRDs9LKc8QQpwK/EZKefaxeH0lwseOW5p+yabI3tR4SelM7mz8+ITvD40MctOLDztF2p05gtP47zO9e7if3/iiXUtCwpjwMqAhGGRzOOYS6nTNCbu4jg8ro4BkQ1mhkwnn0gQrgEht1CVFOCnkAoEfXehMi3t1RBfwq/dkxkNMnKF+i03PpjfllpxvUHhiCjBMIRHO5X/BrwIPATOFEL8GHgf+OYfrURwlWvtDzk92YkRzJHTAbLls1OYX8dNzLmdJcBoagiI9j82RMJ9/5Wle7evm8xuf58LH/0I0EWN+SQkHCjnbHImwKFg85rjd5t43xpUB0No3PHYuEXNcFFkQkvqKBI9dXcC8CvvXS5NQnIDSOPzXM1H2Dx2eH7ewROPcqwNcc3M+514dOJEFeEqRy/+KnwDuB/4V+F9gqZTyqRyuR3GUWFxSS9IqFY5AfmP7A55rQiP9fO7Vv3LBkz/mc6/+ldCIt91gbX4R/33mxTQEqxhKxJ2uzPtZ2fwSm8I9JKRk20AfAU2ii8x/1vZr5mk+rq2rotBnl5xMUujTGUlk/0ZYoAdI+6DT2XLD7hCFVCMjSUO5jy83FLNvyGLIsnvEFVp2rh3A6/stfvmKiUKRJNcbc3nAe4DvAt8XQnwxh+tRHCVWzbvG4xYAt3Vss27bM56W9+u2PQPYrojPvfIYFzzxWz73ymO0Rno89w3Fvf3fbR9x0BlJp7yk/RhKJPjPba8592iuORIuyzYtqPNL8hkds6/n+H8FyOS1QoKIMy8I33lHkJoCne9tMnktLImJsSFIb/aoiAZFmpyJsJTyCeAbwGrgR8BS4JZcrUdx9KjNL2NJ6UzPMds6TnOglvfJ8DRbnLvJ01z/ZKVtX3vmLS1n5cKFLAmWoQvhFX9pC242hhNRGsqK0AU0lOXz2/Pn8/13zGFRMNOH6369OJIEupA0lBv8S2N6s3FHb1pokzazU5WCfJ3DdkkoTjxy2fL+ceB54EPADuAsKeW8XK1HMXFCI+2saP4iy5+7lBXNXyQ0cvCSH1+ZdxVLSmeiC40lpTP5yryrPOcP1PLeDk9LM5wYZUmwEl0ICn15uKWsUPexcsESagsKuOOss3j60nfREAy6rvAWdXcT0F2px65rbl1cTUNZPhqSQl+mbxgQcR6/sobvLKukpiBt884tT/9qhXV7U044SRoJE/7r8Sg9g0qIFbl1R7RgGwmLgHpgkRDi8LeOFceMNTu/SVN/CwmZoKm/hTU7v5k6Fxrp4ZZNd3DeM1/ilk13EBrpcULU7qOlfxeLSqr4yrwrqc0Peua8bf4FLAlWowvBkmA1t82/AIDFpZWe6+qDldxx5oU8ffH1jCbcIma7G9ZvbebV3h4+8+IGznv0UTaFexxrOXOzzh33KxiJazT3DZKQ0Nw3yNead/GFl97kY8/tQIo4v77gZB649DTmlXhDzOaVZNSVdPjCEoMFFRq6gLmVWsoKTsZeRE24W/mGFRwHactCiCLgJuBLQLWU8pjkYKoQtcNn+XOXkpDpr/W60HnhvMcAuGXTHWyKvJk6t6T0FJAlbIrscR2bxZ2Nnzjo64RGBvjq5ufZ1t+LHbdbztcXnQsI1m99hU19ydZGboHVXCFjrhC0zFCylBwmw8x8GX5rV+wvdqja984+xWlztJ/N4SiLggFura9MFXYfj+8+E2V3t+V5BU3Av12v7I4DoELUjjZCiM87Le83AdcBP8FOR1Yc59QXLzzguLV/l+dca/8uWvvbMo55x9kIjQxw00sPsG2gx9n4sgjoGrX5RbYAh/eT3kRLktkkPhNrnOsyjRHvr8bm8JAjwF1sDg+zKGhMWIABPnqmQV7GpSdVqBAzRW7dEfnAt4B5UspLpJRfdzbrFMc5q+d8mcaSenSh01hSz+o5XyY00s0tzd8iIb3RCotLTmJxSboXG1KQL4o5/6nv8Lev/u6A8cLrtr3AUML7db010u08OxESAhCZQpyNBBoaiPEEOoF0RLqhrIj5JV4LdVGwkNtbumjuG3VcFqPc3jLxEiWVhRr/eHGAUyq1VGeND2XprKGYeuSsgI+U8t9z9dpTmchwiCda1rCvr4Xqsnourl9NacGhtbCvza/hrobveI7d0vwtmiKvYSujgUBnSekprJr7EUBj7fa/0NrfRr5WnMp82xQJ8Y1tj/A/Z3xwzGu0hLtI1+e1ydMNQiODLC6tsC1hCcnykoW6ztCYWF97rCHGkWmLQp/dzHNRsIDbFp5CTUEe7cMx1m9uY3N4iEXBQlYuquOGZ/Z67twcHp3Ix5Wiokjjby88ISueKd4GuWz0qcgBT7Ssob3XbtzZ3tvEEy1reO+yt9/CvqX/DfsHIYEYmtC4c8nnAbt2RDpWNyOut78j63z5uuFYwmnf7lA8wQdfuJ/5xeXMLyljWySSPpeIMb+4jIDupyUcBqmlnA92zd6kEEvniO2SmF9SxNfq51BT4C2kXlPg53tnn+I5tiiYR3PfqGesULxdlFPqOGR0MMTWx1bw0m+Xs/WxFYwOhg5+0wTZ19cy7vhwqS859YDjtdv/yqbIHhLSchIc0uRpBqGRSGocGhngc68+yJAnIw3cftxtA73sGoyQyc7BMHcsXcYzl16ByHA9pFKSnSK+mrBoKCtl58AI67a8Qfvwwa3aW+un01CW58QS53FrfdbeAQrFIaFE+DjkzQ1rGOhuQsoEA91NvLlhzRGbu7qsftwxQM9wiLs2rmDl48u5a+MKeoYP/kdg1ZyP01h6Oho6RVo5rZFObtl0J6GRnoyNuKS4Ji3jGN/Y9ghgpy7f9NJ9bAp3uq7Jhs6INTbGNt2BGRaXlnrOFeq6Z5yvB1wdlgf58HMtfOHlbeOKcU2BwXeX1fLEFafy3WW1E96UUyjGQ4nwccjg/pZxxwDDgyE2PL2Ch/64nA1Pr2B4gtbyxfWrqSm3W9jXlDdycf3YFva/37qGt8JNWDLBW+Emfr91In8E7LoKUgYYSsRIWJJN4Tbe/+K3ydP0sdemngWbIh2ERiKs2/asywLObGOf7X7peaxc0Ji6ws6aCzpxx0HWLVlIQ7AUXQgagqWuGON0Vl1z3wDrt7w1gfeqUBw5lE/4OKSosp6B7ibPGGzh3fryGiI9LUgjHzNut23v299EyytrWHbhwX27pQW1Hh9weDjEb15aQXu4hZpgPVcuWs3uiFf0M8fZWLvjlzRFXgfyHUkzSP6NH0oMUqgXMWolyNcKnULr7jhd+OTLdxNNuLsYO6T0NkG+HvAW2hGQFOj5xWWs39ri6jHXwB1nnQUkW95vT7W8v23hHNZteZPmvoEx72NzePCg71WhOJIoS/g45JRlqyme1ogQOsXTGjllmW2tbn15DeH9tpvCNL1iEe45PN/ug5vX0NZnW71tfU08uHkNs0u9LorMcTZa+pMJGmkLM41k1BriuQtXMmolGBOvK3WG4pK4tMCTiJwOP1tSNp2TCoOp+ZL/swvtlAE+NoV7nRoTvazf2pyaZd2W7TSHI7brIRzhqy1biSbiZAttWxQsOuh7VSiOJMoSPg7JK6plwaVjrdqII7TZwq2CFQcXymy0h1vGjD953u/5/dY17I60MLu0ng8sGOuyAAiNdLJ25//Q0r+TfG06gwkLiCHxO7EIaSFeXDKL0EiYPM3nuByS70IjbRVbSDQECQr1PEatBItLK7lt/rnU5hdzwRP3ZKxAUqgbfG3RWXz0hac9Z1ojfamfvS3vYXv/iGttFoW+gBOiVsTKhScf+LMaNrm9pZvN4VEWBfO4tX6a8gsr3jZKhCcRpRX1hPc3YQk77yDVjN1XRP2Z2YXyYNQE62nra/KMKwpqWbH04K6NtTv/h6bINgAGrU6K9CpGLIv6kpl8ZvZ7+OGup2jt38PiklmsmvdevrHtIYYSUefuBGP/+aX7tv307HdTm1/iOZuKD3b5cYcScdZvfYXFpWVsCve6rk1XNPO2vE++TpqRRIyn3rWcg3F7S3cqRM1O1ujmu8tqDnqfQjEeyh0xiVhw1mqClfbmU9KbqgEyMUJB0aElXCS5ctFq6srsjbq6skauXDRxMW/p3+n8pIEoYNAapr50Fqvm3sAZZadyZ+OneO7Cr3Nn46eozS+ntd9dbS3TghS4i74n6wm7uW3BWSwJVrok1NnY6+thIJ4OaTu1qJioBRc+/gif3/gSN58627MpN7/E63LI3m1jLJnJGYearKFQZEOJ8CSioKiWpRfdRdm0Rs/xw3VFJLGw7dKDFVbcNxJi5aYVvPeZ5azctIJ5RSclV4Zt1QqaIq+xdufPst6/uMRtNbqLqI995ZZwJ5979WEuePKXfO7VhwmNZG6iuQv3+HhjcICkFb1vJMa2/n7bP9zXx23NrXZro9Jibls4j6/Vz6WhrMQW5bISblt4umfm9uEoX3jpDS56pIUvvPQG7cO29Z6ZnKGSNRRHgpxXUcsVk7mK2vBgiM2vrCHc00Kwop5FZ64+bEv41y+tYK/LHTGzrJGPnT3WFdE5EuIfXvkEgwl7QzCORlSfwZDlB4rxdkLWaSipp7V/N3MK6xDks2NwH3MKZ2BaOm8M9WBbwu4qZjoiZRNoZFYxm19cQUDLd9wRAK6qZzKzTrArykL6XPNCQ7CUO846Y9zP5AsvvUFz31BqPK+kgDwtQGvfCPl6MsVZ+YSPMlOmipryCU9CCopqOTtLONrgUIiNr66hp7eFivJ6lp6xmqLC8cU5lLExlznuHgnxs21raOpvYtD1a9EvijEtHTHGrQBCFrIpYsfbbhvYD04L+G2DIQq1UtK+XzcJZ1Mus8QkgGBbfx8w5Lreu/HnplD32WFwqa7LaTI36bKxOTzkGe+IxEla60MJk4ayfL57jvIFK44Myh1xArHx1TXs77FD2Pb3NLHx1YMnWdQG68cd/2zbGnZGmojjlTMzFQcsSIWSSUAaJLxVcz3zZdaOSLkUDljhLOlysAv1pElQqOvoQjC/pIT5JaVOYkY56xsaWRIsQ6CPkelFpSUcjEXBwowjmWUtRw46h0IxUZQlfALR09sy7jgbVy9azf2b1xAKt1AbrOfqjI25N/rtOXRsB4KJLYV5wmJUJrPVwLYU85wrD2ylJsvp2MKdmUmXmSXnzaxzF95ZEqzktgVnUZufPa73jPIK3vnYEyQy3G23LZx/gHWlWbmozlNBLZbwsT0STZ0f23dOoTh8lAifAAwNhWh6ZQ1Ib3GcivKDb9gFC2qz+oCTnFpSz/ZIE7p0JFDAacUL+NApX+RvWtZiy7LdBj5tMbq7WrjFVpCn60QTtsDOL64EAmwb6E5dm68ZTl2IBAW6wXDc28Ioufn2qVMWZhXg0PAw67e20hoJk6/7GYqn/1A0BIPUFBxcQGsKAnzv7HQBovbhGLe3drI5PMKiYD63Lq4a526F4tBQG3MnAM89s4KeniYkjmNAQGVFI0vPWI0EnmteQ1dfC9PL6jmvYTWWgEdb1rAv3EJ1sJ53jVNTeHvfK6xr/jwJxyeaAOJGEYPWCJY2i/5EchNNB5mMkshzbZoJIIAuDPK1Ik+h9iWldXxl3tV8Y9uTtPZ3srikiq/Mvwg7RO0FWiNdzCmqYPfQEMMJC7d1Xagb/PTsy1i/tclpc1/OygWNrN+6mU1hJ1FDQlEyEaO0lNsWLpiQCCuOC6bMxpwS4ROA+/68HOmygoXQec91LwDw4Asr6OxNRz9UlTcypEG7O0GjrJH3H6Cm8O2vrqA10pT6legTYDo/W+gMcQqpaAQpsF0SBQjXl6z5xbX85IwvcP7T/0lCWo5hat+zpLSOT5/8Dn701ispIY4ldLutUer+Srb1j63p0Fhaw6ZwD8nFFeoGo5bmcUHoQvD0JZcf7CNUHH9MGRFW7ogTgPLyenp6mjzjJF0Z9YK7+loYyHDF7gsf2Hf8en+LJ5bB3XBII4HOKAkct4CQwAhCFuD+HRJoGSnLPpKui02REF9ufcjVbaMDIb3W6s7BHgp1rxVdqBu0RnrxFH1PxCnU85wCQTaLS4MHfG8HIltXjZqC7F2VFYq3i4qOmESMDIZ45ckVPHHPcl55cgUjTvnKxjNXU1FhF/ypqGik0UlhHhgKYeheQZteVk91RgREdbCevuEQP95wE1999Bz+5dFz+P6LN9E7HOK0knp8gJQwyth/MA3F5RRoec4ZA/CT+bd9x2A739j+AEOJUcZuuPnG9JLLTN6YU1RBdV4eyT8FBbqP2xvO9dQPTn1GiShLgmVOpEQZKxcszvpZjsf6zW009w05veSGWL/54I1JFYrDRVnCk4hkFTWA8P4mtr68hjMvuovCwlrOu2CsO+GFTWuIu6qt+XwFjFpResLbyfMVEbVGmOH4hO/dsoY9/VttjwIQ6t/Kn7as4eZFq/nJtjW80m/XrDCAMLZvuNhXxGdO/hu+99aDbB3Y67gjdCTS0z4+TzNo7XfqHaciKpK+5LHfOucVl5KnF9Aa6WJx6XSiCcEbQ8m6EJI5xaWcUTadqgWF3PziM56wt/pgGXcsPefwPmCHzDjhzLFCcSRRlvAkIpJRrjJzPDgU4ulnV/CHe9/BHx64hK7eplTcgg6MJobpimwlIS3i5iAFWn5qU64t3DImfWJvpIXp+bXcesZdSKcwe7+AhOMBGEgM8oPdP2THYLIBpltUk3HDOkPxBAFNZLkmieVcLynS8nltMAwk+PaSS7ETNXo8V7dG7Ky52oJCfnLOBSwJlqdihFcuWJL1s2sfHuHzL2/inY89w+df3kT78IFjfTPjhMfGDSsURw4lwscYcyBE2wO38NrPzqXtgVswBybeP640o0ZE5vgVJ1nDxCIWHxyTlGYJ24JNulGj8UGebLETOqqK5wL2LTFgRMCQSPDdl26iZyTEKUX2+UzHQetAS0Z/OcNVxjLp+xUMJQYo1LMUbU+vDh2DoUTcqQm8j1tbnmZTeGxb+cWllamfawsKuWPpuTx9yTXcsfRcaguyC+a6LTs8NYXXbdlxgHXYccINZYVOLznbJ6xQHC2UO+IY0/nsWkY6bZfCSGcTnc+upe6qOyd07ykLP0Pz8/9MIj6I7iui5tT38sIzK+jraaGsop6ePm+9YR1INqIoDy6ga3gX8cSwZ85ko09L2DHAUdKWLsDega38busakoZsMmEjydzCuayacxOrt/+Arf0h0hl0YxMxRqwBlpTOZ1Okw1ll+ro8zU804RXodLfl9HWFeh6tkT4+98qTfOqURfzkjR20hHvJ1/2MWlaqq0ZtQYFnrsx05fHSl7N1WlYojhbKEj7GjHS1jDsejze3/JCE09IoER+kddO/0et02ujd3zRmEy5pi/oAywhgZggwpBt97hvYkbWiA8CuSAtvDe7IKKljowG1+dP4SeNX+O/6f0BPXTF2psUlM/nK/MuZXzyNZNLF/OIKfr/sBuYVVzudMpIrd1aTqv9goaG7LOX9rGx+kU3hHiw0hhKJrF01kmSmK08kfVmhOBYoS/gYkz+9PmUJJ8cA0YEQezasZbC7haJp9cxatopAsTeBItMHHDMHMwo6DFNZ2UhHb1Oq/WUyeWOf4x/2YVvHUkBNeSMXOY0+DS2faGLQ00LTJJmmnKBAFDAgh8eUYn9tKP21/ke7HyZBAntRJhoa0vEBLyiuZdW891KbH+THSz/meR+hkX42hfc5r+uu95C0gO0jmQUvh+KZFS1s3F01kty2cC7rtuxw9ZmbO+YahSIXKBE+xlSdv8p2SXS1kD+9nqrzVwHYAtxli/NgVxN7Nqxl5jtWsfOlNQzsb6G4sp7i4Fz6+7am5vIbRbbv16GiooHl59/F4FCIFzetod0RY7BDeGWGXpmJKH9pXkVH/zaiwrlS2NZtTNpJGcl7DHOYEn8RfdYgMdcci4rTfumW/mSnYvtPgNCivHDBfx70M/nGtqdJh665U54z8dakKPT5GIonxlyV7KrRPjzMui1bnVrCyYy5gjHXKxS5RLkjjjFGcS11V93J6Z98nrqr7sRwrN3B7oxIh+4Wdr60hv5u293Q392ET0Kw0o4HDlY2snTZv1HujMsrG2lw4oOLCmu55Ny7QKT9soa0hTjhEta9/VvZF9lKDOmRvmwOBR3IN0f45Vl/pKGkEV3oNJQ0ctucdMGf+hJvf7b6kpMJjfRxS9PPOe/pb3BL088JjYy1Ulsj+7K8IlmOJSjUfU4kRCXrG85hSbACDStVUc2OkGgAYN2WrTSHw85mXJh1W7ZmmV+hyC3KEj5OKJpWn7KEk+Ou/V7f5nDfDhqv+j1bNq6hr6cFa+sPWbI0e0H3ZKJGND6Y+hqf7yvClCOpQj/ZOmloePsluyXw1NJ6avJrWTnnq6zZ+e+8OrCVf935n6ye80/U5s9g1dwPs3bHb2npf4v6kpP5zOwruXHjD1N95TZF9vDJjT+zG3iW1PCVeVdRmx9kcWk1m8Idzqt4rd35JUECWh6tkW4Wl07jtgXLPIV7zlg67YCf6eZIZNyxQnE8oGpHHCPM/hDdz61ltLOFvKp6pp23CqMkLZ7ZfMI7XrYt4SQl0xqJaqQSNsC2jM9659hEjUefX0FnT5Nd58H17d4yiog63TFGhR0VEXWewRbgmIAhzbaak03n8/QCbjv7V0zLr2VF8z/S1N+amrOxZDF3NXxrzBpuafoZmyJ7XAswPF0ulpTW8T+NHyU00s83tj1Na2Qfc4qmIfCxc7CHxaXTuW3+edTmp3vAhUYGWb/1FVojPSwurWDlgjMPWM7y8y9vpDkcTo0bgkHuOGtp1msVxx1TpnaEEuFjRPsDtzC6Ly2eedWN1BwkNG10MOTxCc85ezXPPfwBpEx4Nt2EvwgzMYzwFaSehx2hjWWIsBQa5RUNtPc1I/U8RqxhLCCuCRKO3Tu96DS2Rd/CclnMIwLimobpK+ANKzmpjp2mrLGg6HTWzvt/1OZXAxAa6eX9L34Pr4/X78mk04XGsxd+6ZA+x8+/8rSrxREsCVZyx5kXZr1W+YQnNVNGhJVP+Bgx2tky7njM9YMhXn9xDUPdLZRW2AKcV1SbStBICnBcgBkfJC4tz7Nrn82DXy/gksWrqSxvIGYNp4q1n1a6hNWXvcjnzvsjulGMsNIbXsPO60Sw6E8MYsgE9j8dP8noha2Dr7Nm5/dS96zd8UdIxWg4G3UZPl9v48+J0RrJzJ7rOcCVUFNQwB1nLeWpSy/hjrOWjivAdnPPHVz0yCt84aUdqeaeCsXRRonwMSKvqn7ccSavv+jdlHv9RTuzbeFSp+29yL6NlUTH3ojzSTwuADM+yLPNa+jIqJyWHN/duoq3wk34nUxinM08gGSFhmJGnBf3/vNp7n+dWzZ9l3Of+Qc2RXalJ3C6aUgsCnW/vYFWWsdX5l017meQjcWlFeOOD5f1m3fR3DfoFO0ZZP3mXUdkXoXiYCgRPkZMO28VedWNIHTyqhuZdt4qYgMh3nz4Fjb/6lzefPgWYgMhRgdDbH/sFvpdm3QAA/ttkSwoquWsd95FWWVj6lw2MU45C4wiZMYWXFdfCzMyKqklx20DW0HYboyU08F5geQuro7EwGl+KQXIAMh8hFVJU+QNEtJC4u4ll+5HN5gYYVHJDP6n8aPU5gcn/PklWbngTJYEK1MREisXnHnIc2Rjc3hw3LFCcbRQ0RHHCKOkdowP+M2Hb2HYEduhria23v9xTMvOahMZlm5xpVc0689czTOP30AiMYyUzvXSFl5LCCwkcQEybidguGOEp5fVs3zxah5ptS3iGcF6Llvs7S3nlu0CC0Y0KBUapl7AkDXCmUUn0WMFeG2oF+GkFFueVOVRbHfF2LjfVEW1w6A2v+iAPuCD0T48wrotO9kcGWBRaTG3LZyT6rSxKFhEc19aeBcFs2/2KRRHGmUJ55BhV2xwXOCp66A7cb1IOyritHNWZ5nB29UtWRwyudnqriGR9BFXlTdyfsNqggW1fPCcu/ji5S/wwXPuIlhQS+9wiIBW4Jk3eX9DSSO3n30PtUWnEwf8msG/L/gKPuEudu62fiXzi8tYUjqbTFs9TzMIjYTH/3COAuu27KQ53O/EDfezbsvO1LmVi06ioazIKdpTxMpFJx3z9SmmJio64igT7w/R+/RaYp0t+KvqKb9wFT4nNM1tCcecMLHMrLbi6Y3Mu9RrQQ8Phnju8U9gxu205Tje+6KaLXtxlxEqAWEUEbNGqCqr5/yG1ZRk9JX78csreCvclPLijmoCU9gVHWYXL6DdB9sH0gkPi0sbGaSWpsh250U0ivTpjFgW9SUns2ruR6nNryQ00seNG3/qdNWwWVI6kzsbvenLR5t3PvbcmNZHT1163jFdg2LCTJnoCCXCR5F4f4jOP96IdBVW91c3Mv3dtqjGBkLseXY1wz1biWeIsERiaTpS2K6IusWf4c0tP6R/fwsJv52EkaxtkwxXswToRhGjicGUMCe3xmK2SzZFdXkj5zas5uHWNbSHW6gJ1rN1oMUTltavpeOHAd70ZWTRCZ0fLP0za3d+n5b+16gvOZ1Vc/6G2vzpYz6L857+N7u/XOpejecu/OfD/mwPh8+/3ExzOF09rSFYwh1nNRzTNSgmzJQR4UnnExZCBIEfAYuwNeFmYAdwN3ASsAv4oJRybH7sMabv6bUeAQaIuULT/MW1CD0A2O6HlMAJkEYBMjEMEga6m9j83D/bli9gugv3SPvHPKMIo2QWveGtqTmShnA0yz/nzr4WHm5dw96+JhLArr4mNF1L+YKjYmxGXZ6044WTLCippzZ/Onc2ZHeVuFlcUsumyF7P+Fhz28I5Y3zCCkWumYw+4e8AD0kp5wENwDbgVuBxKeXpwOPOOOfEssQC+zNC04ZcfmEBaI4POGF541RNl5iLjIfhK+L8i39BOLLDdjsIj0ZnjZ4oL5lLmyPAyYn8lkWBXgRC81jASWZSwOJSu27E4tJG/nHOwcU3yap5V7OkdCa60FhSOpNV866e8L1HipqCfO44q4GnLj2PO85qSG3KKRS5ZFKJsBCiBLgA+DGAlDImpQwD1wI/dy77OXBdLtaXib+q3puuIDRKzvx06nxsIITms4Ug4VLVwa4mfBm1gQ0jvVtvWOD3FaELnYrKRs675BcUFNVS4eqyrGO/qGerzBmbAvYN7xqjzhrgi48woyz7V3SZGOXfG+7iB0vvYQCD971yAyuav0BopP2gn0VtfpA7Gz/Gcxf+M3c2fuywwtMUihORSSXCwClAN/BTIUSTEOJHQohCoEpK2QHgPI91SgJCiM8KITYKITZ2d3cf9cWWXbgK4S9yRWlZ9L/6o9T5thfWImPeNkQSSVxIEjG7ewZCp6B8AXmF1alrSsoXsPySX3De5b8nIeDJRz/AM0/eRDw2kH6vOP5lpzRlZgW1aHx4TO8LgNpgPbsiLaloC7fFfWrQFuc1O9fT1N9MQiZo6m9mzc71b//DUiimKJNNhH3AGcCdUspGYIhDcD1IKX8gpVwqpVw6bdqBq28dKXwltci4t6Fk1HFRxAZCDHc2ecQO0kIpBEhzkNKKeuIaDEZeT4mhlYjRunENTz10fbqzRngr/QOvOyFq6cI7kA5fcxu+ybn8yaw457VjVpS6orm2m4N0aNtpwUZumG+7H1oGNnveU+ZYoVBMnMm2MdcGtEkpX3TG92CLcKcQYoaUskMIMQMY2x3yGGBFQgw/vpbEvhb06noKLllFoKqeqKtwT8DxCbe/sNZzr88CK1CEmRjwHB/c38KwZkcsSGyh7Ot/3d68cxfmcZ7dFjCkS1OaGdcmy1RqgOErIOEkibT3b2V66QJOCTayK9LCaaX1fGjBairy0xtp9cWLaOpv9owVCsXhMaksYSnlPmCvECLZm+YSYCtwH3Cjc+xG4N4cLM8W4PYmsBIk2psYfnwt5ReswqhckA4VG+3ltV9dzPC+Jk8MjgDmX/Vziqc3euYscmXKuf3GpJ/G/JyZpKHjWNfOybhzg4b9GLW8vef29+/gb8+8i3+7+AX+9sy7PAIMsHrOShYULQCKgCBRy09oZB8KheLQmVQi7PAF4NdCiBZgCbAOuB14lxDiNeBdzviYk9jXMmbsK6lF+AKpWN6hgd1YcSc1mbQQFlU14i+u5ZRlqymeZnfLKJ7WaI/LF6Tm9MTpOll1EjD0dIUww1eQmt8HzChvZEZ5Y+r1MtEzNuhqg+MXF6rNryGglZH8IrV18DXW7PzOuPcoFIrsTDZ3BFLKTUC2ytyXHOOljEGvrrctYdcYbD+wBR5zVZPpONy8aQswrSjNvz6Xwmn1nPqO1Z4mnwuWrWXLhlWE+7aO8evm6UX4SmcRDm9NCWxZwUkk/AH297ZQWV7POUtWYwl4unmN3eJeePuy5VlQXtlIKNxCbbCeaxYePPSsZWD7uGOFQjExJp0IH88UXLJqjE8YbD/wkMsvDK7qZL4Chgf2kHDigIe6mtj7f2s57bJ0qnJ+UW266Y9TrCeJlRghEtmBm/7IDt5z3Qtj1vfud9xF/3CI3zx3AzFXnYoZJQv44Flju3OMR33xPJr6t3jGCoXi0FEifISwIiFGH1uL3NeCPm0ucRml97cfxFdVT/DsTzP00BcAC92JRECAZhRBSTXx8OueGg993U28/JtzKZpWz8nLVpFXVMtA39aseZy6nk95+en09KRFvry8nsGhEBs2raG7t4Vp5fUsW7KaosJanmhZQ8Jxh1jYvuKOkV38xyPLqSyZS0xAx8AOZpbWc93C1SQE/GTbGl7rbwa9gBFrhLqiudhJ0yZgsKDodFbP+eJhfW52a6MnaO3vZHFJFV+ZfzG1+SWHNZdCMRlRtSOOEMN/uCXliojp3sgF34xGevtaUg02ARA6p9z0PK2/OpeETCCdNOGEa+MNoLBiAQsv/wlP/P4cIL2plpoGjeVX3kPTK2vo6W0GowAzMQK+fGLxdJbd9IpGLj33Lr7/4HIsmcDErgvhbn80Iry1ImYHG+nWYWekiVHS59o1wajLHG8sWcJdDeO3ajoQf/vqn9kU6UiNl5TO4H/OuO6w5lKcUEyZ2hGTcWPuuMS9KZf5Zy3uNPdMViezAIx8zIEQhdNsv3GmzzjJUI9dC6K4bEGqToT7EaxsoLCwlvMuuIuSygZi8UGkTBBz3BsSW7jbe5t4+PkVVJbMTR3PrA2ROd4baeGN/pYx50YzrmsZaOVwae3vHHesUJzoKBE+DGS4k9jdXyf67RuI3f11ZLgztQkH6RjchLAflpFP+ZJPe7LnLHOQzmfXUrd8Fbr/4AXEFy1bS3BaIz40fL4ihNAJVjaycGl6E62n11uHAtKuD4DO3iYClh0tkU3wM/8xzCyt59SS+jHn8jKuqy9efND1H4jFJVXjjhWKEx3ljjgIMtyD+dDdyNCbdqMIcwT8JrhThGvn4bvi04w8tJrYfjuCwfQl0yRsjBmN9PaOdUmc9snnGdj3Cq89/gUsrDEWsVEym+HYfhLmILpRxILz/o2y6dlb+jz53Ar2O75hie1zTnZdTr2k0Pn4NS/wm/+7iY7I1lToHIBPL6Co5KQJ+YS7NY3tQzuoL17M6jmrqM0/vKpoR8InHBoeYv3WZlojfSwuLWPlggZqCwoPaz2K44Yp445QG3MHQIZ7MR/6E7JtB07Td4g5ohod8LaR73gNrbQWy2+XpbSjGKx0rV8BZmcTWl5BKkYYIFBhuwb2tfwI4VwvBFjJrnACRgd3pV4rYQ6y9dkvce77nvSsdWgoxKuvrCHS24xhFBFPjFBZXs9Zjat5ftMaOnvTm3bTy2zLtrt/R+otJP8R3HzurwgWjBXTL59xaJETh0Jtfsnb9gGv39rMpnAvAJvCvazf2swdS5cfgdUpFEcf5Y44ALYA7yJtzbq9ot7SN2LG6QDEk35hVynJhLPZlRBgmcMev3A0sovYQIih7pbU9UlXhszYJEuSiHuz24aGQjz1xCfs6AhpQWyQqmA9F513F0WFtSxfspqqcjv5o6q8keVLbPfFjGC9J1lkZlljVgGeDLRG+sYdKxTHM8oSPgCyfY/zU9Kt4HYvFNiuifgwYsbpGJevAMBXXU/ciZDwWRDXXGLqCLPb3ZCID/PmX29EWIkxbY2AVOeM8dj0yppUsfckvS7fcHFhLZefO9aSvewgjT4nE4tLy1KWcHKsUEwWlAgfAFEzy7GEDex42AD4NTBHELWnY1z+cUTQrsRmRULE7rkFraMZdFusBXbd30ReEYkMkUyScCql6dh+WR3AKCKeUcTHTX7xbM+4r7dlzDXlrrrCB6K0oJYPnHP03AzHkpULGsb4hBWKyYIS4QNgXPFe2yXRvgdRcwrGFe9FBMuzXms+uhYr1IQG+C2IFxRhJUbQps1FlzEIvw7YGXKJA1Q+80kAnYUffIzRwRDND92Q9h8nfcvAwNBuXn1yBfPPWk1+US1l5fX09DSlS1cKiFtRhoZCFBYeGfdC10iIH2xfw+v9LZxWUs9n561m+mFuxB0NagsKlQ9YMWlR0RFHgJHvnQtWwhZKp9OxXtvIsIhidm9NHxdgTFtAXIPRnh1Y/vxUujJAQVUjJ19uJz2MDobY+NfrU66MzCSNYGUjZ1x0F0NDITa9soau3iZPfHJlRSMXnJ+2dPuHQzzTvIbOvhaqyuq5IEu35QOxtmkFOyLpzb25pY2sajwxrGjFccuUiY5QG3NHgvKTsUj7gBFgtjdhdtuJFgLQLUBCbP8ODBGg9rLvYpTMSk2RX7GA2uWrUuO8olpKp3nLWrqJ9NhuiMLCWs694C4Q3s3Cngw3xTPNa9jXaxeA39fbxDPNayb89l7vbxl3rFAoDh8lwkcAq799zN/tqI4ndS4l0DJBdF8TbU9+mVEnGw5A+AL4i72W6ennrKbEyZTLpLTC6/etKB9/3NnXMu54PE4rqR93rFAoDh8lwhNAhvcTu/vbRP/r74jd/W1keL/3AnN4zD2Wu2cRWVKZTe9m3XDXWFHMK6plyWU/5YIPvcg7rvojwcrGVKbc/LO80QxnnrGaygr7fGVFI2ee4T1fVVY/7ng8PjtvNXOdLsuzihfQTpRLn1vOF5tX0D4SmvA8CoViLMonPAFiv/535L7dqbGono3/Y/8EgAyHGP7FB7BTLNLhaEP+jDmSlrDDsKElUzIAO7tt/kceO8x3c3Dejk/YzRebV9DSn/YP15c08p0G5R9WHHGmjE9YRUdkIMN9mA/eh2xvQ9TUYVz5Ho8AA56x+ch6tIRt+QpARyPw3u8R3fBfxHtfT12XVzIbq7CcaGcLRuVc6NvqnTOLNX0kKSmo5Zp3vH2x3DLQMu5YoVAcGsodkYH54H3Itj1gWci2PZgP3sfYP8rpsexoRUPDZ/nshzTw1Z2JJvykGstJ8OmFzLj6Tk66+XkSRgAh012WLQFxYfHGw7cQHTjyX+/7h0Lc/8IKfnL/cu5/YQX9Q4f/GguL68cdKxSKQ0OJcAayvc07Du0Go8B7UWU1sbu/RvTbHwVfseeUmLGYRH+IePdWNEnqEe9Jd78Y6WpJdclItrgHu6tGW0YX5iPBsxmREc8eQmREJl+es5r6Ets/XF/SyJfnTN5MO4XieEC5I1zIcB/4DIhF0wf9cYiZpD6qQD7CGEaGHFdDNACBIMQHEDMWY1y2ksgTa9N95R2MqrTFmD+9npHOplSdCDdD3S2MDoZ4Y8MaBve3UFRZz6nLVpNXdPjJEW8nMiKTmvxa5QNWKI4gyhJ2YT74V0dwHfwBu3Sl4+0FHcw4sust110+MEsIfPFp/B+8AxGsJd7ZYn+wSXcEUHJROga4+rxV5Fc1gtDRDW8t4cJp9byxYQ0D3bblOtDdxBsbDt9yhbcXGaFQKI4uSoRdyPYQHsGNW4jak7wXTa8Gn7esuZgxxzP2VdW7ZyFQ3YivJG3J+otrmXXlncy98XlOu+bnFE63BblweiN1y1cxuN9rqWaOD5XzG1ZT7VRSqy5v5PwG5UJQKI4XVIiai9hvfols25sai7qZGFdehfnQb5HtuxA1J4HVjdz3OnYisQR/If4b1iOC6Y4Qif4QA0+sJd7Zgq+qnuKLV6GXTNydsOWxFQx0p8PACsoXYPkD9O9voaSynrlO3QiF4gRmyoSoKUvYhXHlNYi6maBpjgBfY58QMvWQnW9h//swAL9tLQe9LXn0klqC191J5d88T/C6O8cV4OhAiNcfuYXmX5/L64/Y0RGnLltN8TTbci2e1khch4jjnoh0N7Hj5bfnnlAoFMcPyhI+CLG770C2vZk+EBjNaG00F/+H0v7eRCTE4JNrie9rQZs2l7gG5v4d+KvrCV64Cl9JLbGBEB3Pr2Wkq4W4P99T6rJweiOnXebtXPzM75cjXW2RpNDIn95AuKeFYEU9i89cTcEELOP+4RBPuRI23nmYCRsKxTFAWcIKG9m+yzWyIGqS/NhE9SkYl3/Wc/3gk2vtwu5WgtH9W+0iPjJBrKOJ8NN2+FnH82sZ6WwCmfBUUQM7OiKTkkrvRlrCX0Dfftsy7tvfROsrE7OMn2peQ0dvE5ZM0NHbxFNvI1RNoVAcGVSIWhasPW9h/vk3EBsFzd1RY9j+WTofm16ACE7HioSIPriaRNdW4rod9ytFOvxMYhfwiXU2Yd5/CyM93q7I7u8ihdPGRi7MPWs1O15ek/IJZ4aYhXsmtnF3JEPVFArFkUGJcBZSAgxg+Z3UNgushOc62f4GALFH15Lo3JpuYeRqZ5QU4GRCRnRfE1qgACthpykblm3ZJqwohdPqmfmOVWSSX1TLkovSsbkvPr2Cvv3pjbtgxcRCzqrK6ulwNf1UoWoKRe5R7ohsJAUYAA2sPAL/8B+IOm8omqg5FQCrI21RGi6d1p39vEyvu3Q16xRAUclJNHzseU677E4CxQf30S4+czVlTkW1sspGFp+ZDjkbHArxxHMr+N19y3niuRUMulKU39mwmhnljWhCZ0Z5I+9UoWoKRc5RG3NZiH53nVeIDR+iuhQZesNpOTeCqD0N4/KbEcFpjN5zC/FQU2orIepzSlk6jOZ7+8yNZn7/EDrzPvE80YEQuzasZbC7haJp9Zy0bNWERNnNE8+toLsnbe1Oq2jk4vNUhpti0qE25qYKMhwm9r+/I/of3yH2v79DhsMY130E/E5Chj8PEQwg295wWsoPk4oRdmxc/7tWoVctSLkeNAnCVwBCx5jRyPR3fZNAtZ2QEahuJK9igWcN+dNtt8CuDWsZ7LI37Aa7mti14dDrSOzP6KiROVYoFMcXU94nbD7wCLLN/sou20KYDzyC/6MfJPB3t6Wuif7X3zs/jYKw/Q0ytAPz4Z9gXP5x4o+sRevcgcwvAnPQbtwZHUavaaT4WjvcbEbNman53CFq+dPrmXGu7QcezIiMyBxPhMryeo8lXDmBzssKhSJ3THkRlu0d444BRM3JtiWc6mlsW8AytJ3YX26F/a8BYMUGPV+iEvuyi6i/uJbZV9w55njRtHrbEnaND5WzG1fzUtMa9ve2UFlez9mNyu+rUBzPTHkRFjUzUpZwcpyJcfnHMB/+NTLUCrgK/CBtAXaEV5NOZISDXn1oInrSslVjfMKHSlFhrfIBKxSTiCm/MSfDYdsl0d6BqJmBcdVliGAw6z0y3EXsJ//kPSh2pETYAkwdEj6NhL8AKz6CUV1PyUWHVjtCoVCojbkphMD+GHTSvS5AhnuJ/fZHRL/1L8R++yNkuBcRnI6oneu6N+rcZ6MBeZULoKYByxwEmcDsaKL/ySNfqF2hUJwYTHkRNh94FNnW7rQzasd84FH7+EN/RLbtco7vwnzojwAYl3/aFmJNB60P8IPUnCLuBsZVazA7vb7gzLFCoVAkmfI+Ydm+L+tYtu9xHbWQoa1Ev/VFMASYo4ja+cj23dh/x/KTl2EBQs9HWum4YHdXDYVCoXAz5S1hUVOddSxqZrmOjgJxkCN2nLC0kG3bGPPxGQUMPbkWLTqYCqIQRpGnq4ZCoVC4mdIiLMMRZNxKH5hWDokhov/5b0hTR1TX2QV8RAJvVAQg+sZOWFJDfJ/dxNMn7YdujqQ25cz+EKEHbuGNn55L6IFbMPuPfGdlhUIxuZiyIlxTWETsZ3dDR5dT8syC7hByXwdYFuzrBL2YwD/+K6LuVMZWgIjhaYWEDn178GWEpbnHXc+tZXSfnRE3uq+JrufUhp1CMdWZsiL8k0uvhWjMGSXsSjsZQmv3nAPj8o+CvwBP1IzIIzOKRsxYQOFFq/DVNIKm46tppNDlihjN2KDLHCsUiqnHlN2YK/b78Vb8BacQJan6wT4fMtyHCFbi//hKzId/YZevnF4LiSLo2YntppCIqrkYl30JUTqDkuvGZsMB5FXV25awa6xQKKY2UzZZI/rN/3YVmYy7LOERl4FrQUBCfBRRMxvjivcjghXE7v4XZGhbai5ROx//h/71oK9p9odsl0RnC3lV9Uw/bxWGSuJQKLIxZZI1pqwlbHtiHIvXn4+oLEF2dmV4JEYh5hTsaXsL86F78H/4b5AdOz0zZY4PhFFSS+1V2a1khUIxNZmyItzUvY/GqlpEbRXGVRchgiVAsu19MkY4s5PGbgDEjDleS3iGt9i7QqFQTJQpuzH3+afuJ/BPn8X/0WtTAgzJtveznGxm78cjambb11z+Oag6BYQJIgqJYWTYm/ShUCgUE2HSibAQYpcQolUIsUkIsdE5Vi6EeFQI8ZrzXHY4c8twH+aD9yPb28Evwe0v9+dhXPF+ew3BKoSRdmfIzp2Yj3znbb4zhUIxFZms7oiLpJT7XeNbgcellLcLIW51xl+e6GR2JbWHkaFd2C4IC6LDztaA4zeOjXjv6dg+7lihUCgmwqSzhA/AtcDPnZ9/Dlx3KDebDzyMbGuzEzawcKrx4PUJS8yHfpcaiRnzPHNkjhUKhWIiTEYRlsAjQohXhBCfdY5VSSk7AJzn6dluFEJ8VgixUQixsbu7Oz1hqJ2UxQvY4usbkySX3JgDMC77IqJ2IWg6onYhxmVffPvvTKFQTDkmozviXClluxBiOvCoEGLCfgAp5Q+AH4Bd1D11wvBBLA7oIJPZc2Bbwy4lLq8kdve/IdvfQNScim/5x4j/3w+RHS9hPrIe47IvI4I1nteM94foeWYt0c4WAlX1VFywCp+KDVYoFA6TzhKWUrY7z13An4CzgU4hxAwA57nrkCY1k8V5BNks4BT9e5Ft28EaRrY1Y/7hn5ChZrASyFAz5iPfHHNLzzNriTr1IqL7muh5RtWLUCgUaSaVCAshCoUQxcmfgcuAzcB9wI3OZTcC9050ThmOgOEnnaATz8jVEemHOQSYICwnwzlzs27zmPmjGfUhMscKhWJqM9ncEVXAn4QQYK/9f6WUDwkhXgZ+J4T4FLAH+MDBJqopLCb2v/ci23aT3oCzbIFNkeGO8BdlREn4saupOVfPWDTmdQJV9bYl7BorFApFkilbO2LDl74qG6fNAEYdyzfm+IJjpIv4WKDZbe5F7Wx8yy/GvO8/IDaAXbgnDtoIEEfULFI+YYXiyDFlakdMWREevf1OaRvUUec/d/JZkqqMVjcL48prEcF07ocMdxH71ZcgNpQ6JmoX4P/QmmO5fIXiRGfKiPBkc0ccMWyXRhyEju2OSLoeBOBH1M3E/5GPjr0vOB3io55jsmPH0V+wQqE4IZlUG3NHBycigjxAB01D1M3EuPKqA98xY+64Y4VCoZgoU9YSTkc9JN0xGqL2FPwfvf6gdxqXfw7z4f9GduxAzJhrF/RRKBSKw2DK+oQ3fOlrsnF6DfgFmDFE7QyMqy5BBEtzvTSFQjGFfMJT1h2x7uWnEXXTwbQQtbUYV12qBFihUBxzpqwI33bW+ci9dmdlubcD84Encr0khUIxBZmyPuHFFVWesQx1jnu9DO/HfPiXyPY3ETWnYFz+cUSw8mguUaFQTAGmsE/4X5xkDYcZFQgjjmxvR9TUYFx5FSIYTJ2O3f1fyLbX09dX1yJ8Q67NuS8ggtXH7g0oFCc2U8YnPGVF+D0XXiR//6nPwb59gAS/BWY0dV7U1WFceQXmQ/fYJSxl2DuB2I87ZZnqk0kERkjsa0Gvrifv0lVopSozTqE4TKaMCE9Zn3D70ADC5wpRi0U952V7uy3AbW+BZYHUM2YwvaP9G0m0N4GVINHexOhj41dLiw2E2PXQLWz9xbnseugWYgOht/mOFArFZGTKinBNYTGyrd11xPuHV0yv8hRxh3zSyRynIapP91wvhVeUE/vGr5bW/vxahjvtEpfDnU20P69KXCoUU5EpuzF321nnpbOUwf7B5ZqRUiBqZtuWMGAncyzC/2G7mYcM78N8+Hspn7BGOVbXltT9evX41dKGu1rGHSsUiqnBlBVhOzpCOH3lcMTY9cWgqwvj059M+YRFzexUt2UAEazG/6FvpMa+SIjRx9Z6fMLjUTC93raEXWOFQjH1mLIbcxu+tNobHRGwIJYuzCPq6vB/9MNH7fVjAyHbJdHVQsH0emrOXYW/WG3kKRQOU2ZjbsqK8ND6O6Uv329vyPm19LMZczLorvCEqCkUimPKlBHhKeuO8Gk6RBOgWRBzNtViFqJuNv6Pvn/8mxUKheIIMWWjI1JYCc9QtnfkaCEKhWIqokQ44yMQNTMOcJ1CoVAceaasOyKNYZezjMcQNTMwrnpXrhekUCimEFNWhJu622msqnU24S5EBEtyvSSFQjEFmbLREUuXLpUbN27M9TIUCkV2pkx0hPIJKxQKRQ5RIqxQKBQ5RImwQqFQ5BAlwgqFQpFDlAgrFApFDlEirFAoFDlEibBCoVDkECXCCoVCkUOUCCsUCkUOUSKsUCgUOWTKpi0LIQawUyMN7NbJ4z0zgWvUHGqOyTxHrl8/c45dUspFTAGmsghvBBqxvw1YB3lmAteoOdQck3mOXL9+5hxNUsqlTAGUO0KhUChyiBJhhUKhyCFTtp4w8APgZmA60HWQZyZwjZpDzTGZ58j162fO8ROmCFPWJ6xQKBTHA8odoVAoFDlEibBCoVDkkAn7hIUQOrAROAVQDdkUCoVifCRwvZTyz+NddCiW8BedSQvexqIUCoXiRCPbxprlPB452M0TsoSFEHXA9UAxoDsvOmUa8SkUCsU4CMZqYg9gSCmHD3bzRC3hbwOjwOwsL6ZQKBRTHbcmSmyDNTyRGw8qwkKIa4B8YFbGiygUCoViLMmaNMbBLoSJWcLnAucDpzuTaihLWKFQKMZDB2qFEP93sAsPKVlDCPFOYD1QjW0ZS+fFFAqFYiqTwKuFbYAmpaw92I1vJ21ZoCxihUKhgLHG6AgQnciNKm1ZoVAocojKmFMoFIocokRYoVAocogSYYVCocghSoQVCoUihygRVigUihyiRFgxaRFCzBRCvCWEKHfGZc54dq7XplBMFCXCikmLlHIvcCdwu3PoduAHUsrduVuVQnFoqDhhxaRGCGEAr2D3JPsM0CiljOV2VQrFxJnKjT4VJwBSSlMI8U/AQ8BlSoAVkw3ljlCcCFwJdACLcr0QheJQUSKsmNQIIZYA7wKWAf8ghJiR2xUpFIeGEmHFpEUIIbA35v5eSrkH+HfgP3K7KoXi0FAirJjMfAbYI6V81Bn/DzBPCHFhDtekUBwSKjpCoVAocoiyhBUKhSKHKBFWKBSKHKJEWKFQKHKIEmGFQqHIIUqEFQqFIocoEVYoFIocokRYoVAocsj/B5OpxIJ81qfwAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#1. Le nuage de points pour la variable weight et X\n", "sns.catplot(x=\"X\", y=\"weight\", data=data)\n", "plt.title('Nuage de points')" ] }, { "cell_type": "code", "execution_count": 34, "id": "be2f2f54", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ezougar/anaconda3/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Nuage de points')" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ncVtov7PdmGQibREOXXVoTnXRygcq8CsUiouG2Qrb/6gfzaphrxgP0BPTQLHBGO4Nbpa+ZSmnvn8qKz207KplxnFriZWKWyuy+uQuv3o5QJaE1LvdS+9jvbolA+fe+GU+ofz4FQpFXpm4wk554Nsr7VTcUmEUY02cBByrHESORTLSQOHWsKnP/mW/vsy4bvVd1fTs6jH14gdMz6/cUknX/V0Z310IgX9W/PgVCsXcJ58WBGaNzFNBt3RzqRH07ZV2ym8ozyqeWn71ciMAy4Qk1BbKaaCWOi6EyGiUXrq5FCEEowOjyLg0rwOw6M87X1U6M0UFfoViEZNvC4KJRVokxnX46QE6fRKA7IrY1DiDLwXNffZXWPFu9+rXd2n6sRJrxhtF9+e7WfuDtabnF722iNr7aln65qUZlboLFaXjVygWMdOtnj1XJhZFmVXXQuYqPUV6RWxqnP27zXX8zR9sJrAzQPfnu9E8GjX31lB2fVnWZNJ6Syt1j9dlVfe23tJKPBgnEUws+KAPasWvUCxqplOtms5M00ITK12jPVFiQzEqt1SiFWn4dvlo29IGmFfkpoqnUuNM6fgrt1QihKDwikJkQiIj0hh7xx0drP/FeuJn41nPFmmLUHBJgXG+lNLY2BUWMe8qcM8VFfgVikVMemA28uEWYdpn9lzSQk6/k/on62m5cbwoyrnSSfMHmo17Vm6pRCvWsqyQ65+ox7HKkTXOaE+Urvu7jE3Znl09GcqcRDjBmV+coeSdJeaTyXKb6eZv0WuKFnxuP4VK9SgUi5iUbNLhc1BxSwU9u3oI7Ayw7/X7OPncSWRiXPV3LmkhmZDYq+2seXYNq7+1mtXfWs3oqVH8X/bj3eEFoGdXD8TBWmFl3Y/W4d3upXJLJR13d3Dq+6eQCWlqleDd7mXgmQES4QSBnQFKN5cav5NxSWI0YWqv4Lnck3W8/ol6lr5x6aJI84Ba8SsU85YLocZJVc86vA5DDgnmdsPnkhY69cNThI+GMzT1NffW0P2ZbmKDMfxf9uP0O7Et11MsB95+gLIPlmEvtbPycyvRXOOds9zr3Gzat4nggSAje0eytPdCCGNCSJmyFb+62LQyeCHYLpwPKvArFPOQC6nGEZrQNzZNgnr4WHJiqbIjrMJQzvQ/3U+0JzqpM2XoaIjgviDdD3VnTCidOzoN3XzrP7Tqmnm/izN/OMOqz61iZN8I0c4oXZ/rwrvNS++TvQz/Znh8xb7Rk6kUQl+1u9e7qdxSmWHKlsteYSHYLpwPKvArFPOQC90QJJfd8NDvhxj86SAVN1fQdltbRrXrZK6XMiEZOTACCXL656f+Hu2L4vQ7ibRGOHrz0Yx7BO4LsGrXKoJvDSLDkuBLQdwb3Kbmbp6NHmyltilN2RQq8CsU85KZpl3MmOhtMzGYend46X20l5UPrqTlhswGJYGdATb8cgPFry42DbDh1jChQyHTnrYp/3zj73FJ6GjICPrp96i+u5rY8Rhd93WNbw77nKx4/woa9zZmpWpc/sW5gp8pKvArFPOQ820IYpYqWr1nNZte3ESsP4YUkuZrm4n2RHOmgWInYqZBXyYk0f4oliUWbOU2vDu8WTn+4w8fNyaX4ReHSUQSpvdw1bhovj7zzeboh49S9KqiRZ2qOV9U4Fco5iGTedlPB7NU0ZH3HqFxbyNLrlxCqCVEbDAGQIGnwHSSsVfas65rZsK2atcqGp5pAAGRQIRELEHZdWW6hv7RXsquK6Og0PweUphbLCx0E7V8o+ScCsU8JKVMadzbyGX/fRmNexsn3diVCUmoJcTp508Tagkxemp00krZdPlk10Nd+B7OrLb1P+bHc7kn6z4TJ5RIW4Qj1xxhZO8I4Y4w8TNx5LCe5hl4ZgDhELhf4WYsNEbdVzMran27fIz2j07ZFUsxc9SKX6GYp0xXmWKW1vF/2c/aH6wl1BwiMZSg/+l+YoMxI6BmSR6rbGx8fiOjx0exV9rxXO4xmqCkk2vvwVJsQUhhKHxSKR9buY3ma8ffDhq+1gCAvcqOjElsK2zYK+zn/GajMEcFfoVigWOW1mn9h1aqtlahOTUG9gxQcWsFrrWurDaDGRPLqqnvlWvvwVHtyNog7tzRSdXWqoy3g+YPNFO1tQpHtYOiVxfp3vyrnItac58PVKpHoVjg5FqFk4DAzgArrllB4N4ALr/rvANqrgrbSHsk5xjMjg3+aNCoHE5NQEuuXIKr/vzHqFArfoViwZNrFS6lzLBHjvXHoCH7/JlUCAtN4N7gpmprFcKqd9KKdEVw1jhNxzBx6Zk6JuPyvOoSFJOjAr9CMU+ZbkA2UwClTM00p4Z7nRuHz4HtUhuhllDG9SC7VeFkFcIyIRnZN0JgZyDjuL3Sbjhxpq5T93gdlmKLMSGk5J2aS6PnwR6l3skjKvArFPOQmVg2pDZq3evcjOwbIXQ4RO9jvcQGY3i3e2nf3k7NZ2oY2TdC83XZ1bAzqRBOFW5NXN3HBmOMnhk17JDRoOjPinCucrLpxU2EjoaQYUmoM0TPgz2GHYS1zJrf/5CLFJXjVyjmIefilBk8GKRjeweuNS7Kri+jckslvY/1EmmLEO2IGkE//Xqj/ZPLPicS7YuaN0t5xE//E/103d9F9+e7cW9w41ylv6G4G9y4V7sJd4TpuqfLCPreHV6jJaLiwqJW/ArFPGSmlg3pE0XoYIjAfZmpGOsyq3l17unYjCqE7eV2YoOxjGYpaOCod7D+R+uJ9cdMlTnR41F6H+3NbJDyaC/FVxQrG4Y8oFb8CsU8JLVhm85kAXniRDHx3IKiAtPrFRQXmHra59LRO1Y5WPvcWsquL0MIwcCeATSnRssHWxBC5FTmpCaMrvu7CNwXoOv+roy6AsWFRa34FYo5ymSbt1NZNiTGEozsHSHaE8VeacdWYTNW7v1P66mYVD9azalRUFqQ5anj3eHFXmFnyWuXTEtHLxOSU98/lTEm3y4fvU/o6aTJNmrP14JCMTNEyiUvLxcXYgtwEyCBl4DrARewB6gBOoFrpJSnJ7tOY2OjbGpqyts4FYq5xnQ2b9MnBovbQmI0gW2ZDXutnRPfOEHrLeNtDP2P+bEUW2j++/EqWf+jfjSbhr3cjmOVg8GfDjLyJ91KGQ08r/Sw7K+XTVs3H2oJ0XR5U9abRao9YuPeRpx+Z87JLPU8qlDrwiGEeEFK2TjxeN5W/EKIS4GPA2uklGEhxLPA+4A1wK+klA8IIe4A7gA+la9xKBRzmVyr+un47QtN18mPvDTCS29/yQjya59bawT91Lmtt7TS8PUG1n5/rRHsJwbdVAFXQWGBHnhXzSzw5tp3EBaht3dc5Zh0MlvszVEuJvlO9RQATiFEDH2l3wvcCVyZ/P3TwPOowK9YhEy2qp/u5q3ZBDH02yHTc+On4zRf26x3vKp3GcZto6dGiQaitNzUkplmWeU0xjmdeoFchWIl7yyhcFPhBW8eozh38ra5K6U8DjwEdAF9wFkp5S+AUillX/I7fcAKs/OFEDcLIZqEEE0nT57M1zAVilkj3Bqm/c52KrdU4t3mper2KtrvbCfcGp725q3ZBEEie/NWc2pobs2YPFKTTtPlTbz8Hy8bQR8ypaHp39v/hv00Xd6U1YQ9hZldQ8MzDRRuKkRoYtLJTHFxyWeqZynwbqAWOAN8Wwhx7XTPl1I+DjwOeo4/H2NUKGaT0VOjlN9QnrHJ6t3uZfTUKMWvLp7WZqe93I7D52DFNSuMdoYv//pl6r5aR+e9nfpxi6DwikKwQO2DtdgutWWsvlOWDemkB+TU5JS6fvud7aar9FxNzEHP/8eDcbw7vPTv7jeapCuL5dkhn6mevwQ6pJQnAYQQzwF/DgwIIcqllH1CiHLgRB7HoFDMWTSbZgR9GG83eNmvL8sZRLM2dnuj+B720XZbG5G2iL6R+yU/0i7xbvfS+pHxDV7vDi+aWyPYHMS61JqVkjHT6k82OZmlZybm6c3SWamWjrHBWNZkNhNfIMW5k08dfxdwhRDCJfSlwpuAI8APgeuS37kO+EEex6BQzFniI+YtDePBOEBOV8qM9Msb93P4bw9TfkM59kq7vpH7sVYs0mIE/dR1A/cGGDs5pit35Hg6KCXvNNPq55qcNJuW1dzFLP1jltcP3Btg9ddXZzWPmUlaSXF+5G3FL6X8gxDiO8CLwBiwFz114wGeFULciD45vCdfY1Ao5jL2CvPNUISeGsm12jUNpjsDVG6ppOt+vSm5HDNvWZiyQT77v2epe7yO8NGwviewRGPdD9cxdnoMR40Dz+UehCZyT04j8Wl5BeW0hJZkvTGozd+LR14rd6WUd0spG6SU66SUH5BSRqWUg1LKN0kp/cmfL+dzDArFXMXUu36Hl+Zrmydd7eaUTSZz8JpTQ1iF6QYvGrrtsZSM9o/S/VA3gz8fxL7Cztn/OUtwf5DDf3eYU98/hUxIbOW2nBvF0/EKmkmFsdr8vXioyl2FYpZIz+OHj4UZ+v0QvY/2GhufzZub8Wz0QIKMnPdk/vqpHHzXg12mlbiaWwMJ8XCczh2dWEusVNxUQfMHMi2b2+9sx1ZqY/TkaNZ1Vu9ZzdjQGFW3VwF6qijaEzWVm86kIjfXc6nN3wuPCvwKxRwgEU1kedhbS6yc/b+zGRW4Dc80sOyqZVnB1P+Yn9ETo4bjZrQnSqw/RsPTDcRH4lhXWNFcGvGzcUJHQ4aSp3RzqeGRD5lpo9DREG0fa8NaYjVUPVqxRnwozpH3Hsny9jfz1plqkzodZdtw8VCBX6HII5OpVFKbme13trNy50q8272QGF9Bl11fllWB27y52dgUtVfbefnHLyPsgoJlBRnfBd0Df2TfCAPPDFBxS0WGMse3y4fD58gp5RQWQYG7gEQ4QbQnStf9XQBU31XN0buPZk0UVVurcPqdpkF6uhW5M5kkFOeHCvwKRZ6Yym8nVcBVfkM5zTdkplr6dvfhqHVMWr1rXaqv4hOhBMe2HMsyXkutxEs3l2Yoc6wlVqLHo6z87Eqj2GtiesW90U34WDjrd8JiPlG41roofEXheQdpZdtwcVCBX6HIE1OpVKJ9Ub3RuYlcsn53PZH2yKQ575SHvfduL5G2iOGBrzk0XGtctN/RTrQnmhGs7ZX2jNW/w+fA/yU/rR9rzXgb6Hqgi1h/LGsycW90m46pYEmBYfEwHZRef3ZRgV+hyBNT+e3Yy+05V9ChwyH6n+o3Vv+pCtyi1xbhWOUAxj3so516x6r0lIzD52DlZ1YSj8SxuMf72k5c/UfaIgQeCNDwVANjI2MULC0g2hMldChEIpygb3cfDV9rIHQ4RCKSoOuBruw3ix1eHLWOaQfumbSNVOQHFfgVijwxlUrF6XdS9Noi0+8UvaaI7oe6OfncSaq3Vmc0KU9t8Eopqf+3eiIdEWofqKXjjg7jO9Vbqwl3hdHsGscfOW4Ea7OcfqQtove8jUqiHVEG9gwYm7nudW66v9DN0tctRQhByV+VcOo/TtHwVAPBl4KggWutC5dv+qkZpdeffVTgVyjyxFQqFaEJlr5hKfVP1tNyY0vGClpKyaYXNxHtjXLwHQczgmT7ne3IUZnhpul72Me6n6xj+HfDxINxAp8JGL1rK7dU0re7j/rd9YgCYTrRuNa4CLWF6HukD++nvcZEU/iaQio+WJGRCvI/5sfT6MFWajunDdiZto1UXHhU4Fco8sR0VCpCE1jLrVRtrYKEXlh18ru6G2385TjCIvTN2KS2H2DFNSuy3DTbbmujYXcDHds6MsaQUuiU31BO+yfbsZZZ8T/mz5CIerd7ab+jnfIbywEoWF6A74s+CgoLoABD45+6XustrTTubWTJlUvO6b+L0uvPPirwKxR5ZCqVSrg1zNn/Omto+I3N1wmFV+mFXbn2BeLBuHna6M+LaP1YK6BPGoH7dJ2+sAjcG910PdBFpC1CYWMhtffX0nxtWn3Ao/4LvjpXev3ZRwV+heICMV2lSvr3hCbQPFrOzdeUqVnV1irdHM2p4bnMYxrgLUss+Hb5MvYDvDu8dGzvoPyGchDQeXcniXDC2AROpYJCh0IUFBdw8F2ZaaVI5+TKonNB6fVnHxX4FYoZYhbggWkpVcwULTX31hibs7kKquxeO97tXoquKCJ6Ipplo+D7oo/2O9qREUnV1ipc61zYKmyMDY5R8rYSkOBc48xZrNXwTIOpIVv/7n78X/bT+g+tF3R1rvT6s4sK/ArFDMglRfRs9ExLqTJR0WItsRIfiuNY6aD+qXrdAM1khR1pj9B1vy6l7H6oO8NGAQ1ip2NE2iIABHYGcPgc1N5TS8tNLVhLrJRdX4YMSWofqKX3kd6MRihL3rgE+6V2ZFxm3Ts2GKP4z4tp3Nt4XqtzpdufW6jAr1DMgPCxMMEDwQyDsubNzaz/6fpp5cLTFS2eRg8VN1VkpGbqdtdRc28NnTs6x/PsX/Zz4tlkv6IEWTYKAN5t3ox7pzaArSXWLLuG9EYo3h1emj/QTGwwxuo9q81z78mm6+e6Ole6/bmHCvwKxTSRCcnQ74fofqg7yxZBxvSOV8IqcNY5iQQiJIIJbJfaMla7qWIqa4mV6juqab8js61h5/ZOKm6roH53PYlgAovHQnQwyvJ3LSd0IAQWc4sFNH1juHRzKUIIHD7HpHsGa55dw/AfhzM2jY+89wiN+xvPe3U/EaXbn3uowK9QTJNwa5ijH842KPPe4yV2IpY1IQx8YwBPo4eR/SNG4HP4HPgf8xNpjxBuD2e1Nay5pwZbkY2WG9I0+rt8dD3URdn1ZXgaPdQ9XsfRm49m7BFYlliouHVcDeTdoXfUyrVnkIgkkHFJ2XVlwLgx3OjxUaPj14VC6fbnHirwKxRpTJaLzhXAPBs9HLrqUNaE0LC7ARmSNF8/vtqNtEXofbKX2rtriZ2KEToSMnT6iXCCzrs7aXiqwTiWMlSr/lQ1zpVOil9XTKQjYuj+hVOQiCdwrnBy7OPH9I3gSjvCJfDt8hHtjZorgDwWenb1ZBnDTUetM9N8vdLtzz2m1YFLCHHbdI4pFPOZqXq+mnWTcvgcIKDq9iq827zYK+2AHvzDXWGEXeD7oo8131pD7edq8TR6WPb2ZRx810GOvP8I3Q92U3FLRcZ5wUNBKm6pwNPoofruatxr3SAgdirGy796GSklrnUusEDfV/rouqcLGZNG0K+4pYKue7oIfCaA5tG1+OldvuqfrDcqcVP3DOwM4H/UP6Va51z64pp1GlO6/dlluiv+64CHJxz7oMkxhWLeYpaLbr+zHYfXQTwYx1Zmo/6Zelo2txhpm+p/qubQuw9lrJxPPneS5dcsx7bMxpG/S2tYssOLd5vXOJa6R3q/XM2pIeOSwM4Aq7+7mlhPzHhjSFkzhI+FOXbrMSMNFBuKYSnU9w7Sc/rRnii9X+yl8p8qjTcENKAAZCQzUCfCCTSbNmU+/1zy9Uq3P/eYNPALId4P/B1QK4T4YdqvCoHBfA5MobgYTCymcq11cclbLtG7TRXpOfJ9r9+XkU+vvrsaGZQUvbbICPqQluL5WgPB/UFa756wqr43gP8x80pYIUTGZnEinMBis3DktsxJou22Ntb9YN345y1tVN9dTSKc0FM7xzPTUaWbS+n4VEdWmiVVEJZ+zF5un/K/17nm65Vuf24x1Yr/t0AfsAz4f2nHh4ED+RqUQnExMJMZ+h720fUvuoVB7Wdr6by3MyPwdu7oNFbn3u1e0yAY3B80ZJcTf2ddYTVvfLLendE2UXNqxAZjptcYOzvGmm+uYSw4Rnwoju1SGyMvjKB5dFfP9Ovn2tx1rXMZ35tJ6kXl6xcGkwZ+KWUACACvvjjDUSguHFNtQpqlLdpua6NySyUDzwxgK7XlXJ3rH8yllTIuDUnlimtWGN8f2DNA8FAwy8/e/5gfaZGIAmFcw7vdi2Y3L+bSHBqHrzmcUbU78M0BIm0RHD4Hvod9tN2W7KObQ/7p2eA5J9mm8tlZGAgpc2/KGF8S4mrgc8AKQCT/SCllUX6Hp9PY2Cibmpouxq0UC4TpFA2dfv40+9+w3zgnpYN3rHRg8ViIdEcI7AhkBc3qu6tJDCWwuC14LvfQ+vFWIm2RDOllwZICKm6uMAKw5tTwf8nP8a8cJ9Yfo3RzaUanLOP8L/goWFFA+GgYzaNRYC/IskQO3BcwqnRTY0q9hYC+4Vz3lTqG/zBM4Z8XMnZq7IIWT6UmVJWvn/sIIV6QUjZmHZ9m4G8D3imlPJKPwU2FCvyKmRJqCdF0eVNW0G7c22jkmdO/M7ElYUpTL+wio8FJ7edqkRFpmJ1pTo26f63D4rEQOxkjPhwHC4ydGjN0/en3T8+tV99VbUgq079TuaWSnl091Nxbg7XciqXAQnwkjq3SRvBwkPbb27Oe17vNS+C+8Zx9/RO6/cPya8b7+6pAvfjIFfinJecEBmYr6CsU58Jkm5Ap0mWGZhWunXd3Eh+OU7mlEu82L6u+tIrCjYVG0AfdayfcEiZ2KkbsRIzEWIKC4gI8l3tM7+9Y6TBkjbnslT2bPPi+5ENYBLFTMcaGx7AUWrB4LMTPxLMkpZpTI30Bpzk1ov1RWm5qIdIRMdJdKugrUkyl6rk6+dcmIcQe4PuA0RFCSvlc/oamUJw709mETJcZjrw0YhqEZVTSdX+X3omqtoLT/3na+J7ZW4J3h5fOT3dSdkOZ6f2jx6Os/sZqZESiFZrn8IP7goYFs3eHl8BDAWKDMfxf9uNc48yyXvZ/2U/gMwHj/Jp7ajj+xeNYS6wM/X7IqDZWHjmKFJOmeoQQT01yrpRS3nDhh5SNSvUsPs7XzXE6Of4MKadF0HxDc1bufO331jKyfwTPBg+Hrj5E1e1VdH9eT+FMlqoZeGYgw0Ihlf+PR+M4a5203d6GjMis70xsuqI5NRp2N3Dsk8cQDkH1J6vperBrvPn6nxex5I1LCO4PMvijQWRcMvDMANGeqOHkOVm6S7GwyZXqmUrVc33+hqRQmHMh3BxTq3n3OjeR9giaW8NeYTeuHz4WZugPQxmeN/5H/AQ+GxjfaH3YR+dnOln29mWMDoySCCfof7p/0sblKdVPtCdK76O9rP3uWkZPjGK9xErb7W3GtVN6/d5He6naWoXncg8yKjn2yWMZbRYT4QTBw3olr3Dp1y19bykA/U/10/1QN417GyncVEgkEMn4b+Za51IeOQpTplW5K4T4osnhs0CTlPIHF3ZIisXOhXRzDB4MZgTD1XtWI6OScFvYWGmn7tH60Vbqd9cTOhhCSknXv+gr68DOAOt/sl5P1fRE6X2sl8otlbg3uM3lnMm36JQOP3IsYjQySd0rvVo3df2hfUPEBmMZ40/JQ/t29+G900vnneObyqnJIxXIJ1bHSpntr6809wqY/uauA7gMaE3+2QBcAtwohPhCXkamWLRMZ2N2IjIhCbWEOP38aUItISONM3ECGfmT7pRpXWbVrZHvqsa7TbdSsJZYCR0MEbgvQNf9ehFXalU/OjiK/xG/Efx7dvUQG47h+4Ivw4PGu8PLwDMD+hvEV/wc+9SxnMVcKX2/5tRwrHRQ+OeF+B6ecL3t+vVWXLOC1o9mTx5l15cZgTxVHZty13TVuZRHjsKU6Xr1+IA3SinHAIQQXwZ+AbwZeClPY1MsUmZaHZorNWQrzy7ASgVh63KraX5dikx1TGrVbF1qRRZKGp5qIB7Rq2WDe4Oc/OFJwzvfXm1HFkhqlusyzPhI3NgzyPVmoDk16p+u1w+OQexsjIZnGggeCCLj0qjkzaUAcq1z5QzkyiNHkYvprvgvBdxpn91AhZQyTprKJx0hRL0QYl/anyEhxCeEEJcIIX4phGhN/lx6ns+gWGDM1M0xV2pIs2lZ0sdUJauMy6xUT+DeAELqQdHhc7D666tx1jlZ+9xaAFo/2srh9x0mcixCfDBO7+O9LHv7MlpuaKHlphYOvvsgsZ4YgQcCHPzrg0S6InpzFrug4WsNupNn8tpr9qzBWe9k3Q/XIaXkhVe8wMF3HCSwI0C0N4qlULdNTtk3uDe6TWWcng2eSQP5xLcAFfQVMP0V/78A+4QQz6NX7b4OuF8I4Qb+0+wEKWULenoIIYQFOA58D7gD+JWU8gEhxB3Jz586j2dQLDBmulLNlRqKB+MZ9gIOn4Pi1xXjXudGjknTc5wrnax+djWJcIIj12Y6a176sUvpebAHEhAJRIz8f/rkcfTDR6neVk3fV/oQUmQ0Z/Ht8mEps5A4neDwew9nHHetdTHSpEtKO+7ooPruar0zl0Ww9K+WgoOsBiwNzzTgqlObtIqZM63AL6V8UgjxH8Cr0AP/XVLK3uSvPzmNS7wJOCalDAgh3g1cmTz+NPA8KvArJjATN8dcqSF7uZ0lr1uiTyCnRol0RDj4zoMkwuMdqrJ8cNwaiWiC1o9kO2tWba2i/CPlyLDEUeMgeDBoOnnYymyUbi7NKPRKhHUnzYavNdB6S6vp8WOfOGY0ZJHDkp5dPTQ800DhKws58/wZol1R6p+qJ9IVwbPRw9I3LlUreMU5MWmqRwjRkPz5CqAc6Aa6gLLksenyPuCbyb+XSin7AJI/V+S4981CiCYhRNPJkydncCvFYmOy1JDQBE6/k3gwbqyWAfp391N7f23WxuzY6TFk3PxtgATYL7Uz+PNBEjKRM/1SsLQgp9Qz15tGcH+Q0s2lxjWWvnkpjXsbWXbVMk595xSHrjpEx7YOWq5vgTFovbWVyLEICsW5MNWK/3bgZjItmVNI4I1T3UAIYQPeBdw5k4FJKR8HHge9gGsm5yoWH+51btZ8ew0FhQV6amjVeGoo3Bo20igpoj1R7DV2o0GJlJLeR3uJDcZY+721pm8DaBBpj1DythIKPAUEHghkVdH6dvlIhBJoLvOqXEetY1JHz9SkVfzaYoQmCLWEaLmpxVQKqvT4inNlqgKum5M/33Ae93gb8KKUciD5eUAIUS6l7BNClAMnzuPaikVOLkWPc9X4RnC0L4pjVXbAHRscy2hGkmK0fzTD2jj1NqC5NHoe7KH2oVrikTgVN1YQuC9g5OLdG910PdBF6FCI1d9YbTopxE7HqH+i3gjmKclm3+4+/I/42XTtJlx145uwufYvhEUoPb7inJluAZcLffVfLaW8WQjhB+qllD+exunvZzzNA/BD9FaODyR/qgIwxTmTUvRYS6yUbi5FCEHwpSCejR6cq5yEW8PEg3GEVVD7QG2G06azxpkxGdgr7ZRdX4bm0BCFgtXfXs1Y/xgWt4VQIETPgz3EBmM4Kh2c/d+z9D3ZZ1gnpIL+SNMIACMvjtD/VL8+KQiB5tFw+B0M/36Ype9Yytrvr2XoN0NGcVbtPbUsfdNStILM1FGu/Yui1xQpPb7inJmuLfMe4AVgs5RynRDCCfxOSnnZFOe50PcFVkopzyaPlQDPAtXo+wXvkVK+PNl1lFePIhennz9N8weas8zS6h6vw1Js4ch7x5U5tffX4vA5GPnjCDIuGT4yzIp36IVR1pJsXb+ZLbNvlw97rZ1DVx3KCsbpfXMbvtZA8wfG1UTV/1Sd8Qaxes9qXH4Xsf7YpKolszea+ifqWX7N8qxJQqGYyDl59aSxSkr53mQPXqSUYWG0IcqNlDIElEw4Noiu8lEopk0u0zZ7ub5Kz5JV3nyUqq1VGcc67urI6jU7dnKM9f+xnkQ0waG/yeyf23l3J6u/tRrvDi+2chv2Sjvtd7RTfUd1zkrc1ITR/YVuNvxsA6f/8zSuNS5abmjBWmKl/CPl2EptyLAkHo5T/LriKXX4qghLcaGZbuAfTa7yJYAQYhU5CrcUiguN2ao3tWIe7RvFvdGdU4Uz2TF7pZ2lr1tKJBDB4rGYXiMRSeCodmApthA6FiJ0KITFbTFNvxS+upDqbdX0Pt5LxYcriI/GCewMGHYQl3780owGLt4dXqI9UZb99bJpFWGpjVzFhWK6gf9u4GdAlRDi34G/AD6Yr0EpFOlMrMy1llgJHQoZaZxcmvyJYmXNqaF5NKrvqsZSbMFabDU2X3NdQ0jBsU8d0/3wH/VT9291JOIJau6toXPHeBCvva+WkYMjyLDEt8uHlBJH5XjTlbLry7J0/anaAHedWwV1xUVluknCzcBPgHuBbwCNUsrn8zUohSKdicqW0s2lGXYL/bv7jcANesCuf7Iezys9Gcdq76vFXmmnZ1cP8bNxI+jnuoZ3u5f2T7dTcUsF1hIrrbe2Em2P0vaRNoRN0PBUA97tXr1V4ud76Lyjk+7Pd2MrtbHsr5cZJmkDewZw1DpyvpVMZj6nUOSD6a74nwJeg27KthLdvuF/pJQP521kikXBdBquTFS2TCyOSnnfr3l2DbGBGKMnR6EASt5WwoZfbuDsr8/i9DuxFFuMTdlc11j7vbUM/d9QhkFauoVyYiShu3M+2EP5R8uxV9pp+8T4pm39k/UUbio0nsHIz58czflWomSZiovNdC0b/ksI8WvglcAbgI8AawEV+BXnzHQbrqQqc410jyXb7TI2GGPod0P07OrBu91Lx10dFG4oZOzMGMIqaL6umeo7qw3Zp3t9tpd+bDDG2NlsbX/6xm3qHTnaE6Xzjk4cPkeGh7+92p4x9lR+fuIzpHL8rrW53TUVinwxXR3/r9AdOX8H/C/wSimlKrxSAOfeJjFnw5WNHkiQcb3Uyjl4OEjwaJCVD60k1h/TN2stUFBSQM+DPZmVrSdHsRRaiA/H8f6zF/datyHZtJZY9X626bbM272MHs+9Mq97vA7NPV6Rqzk1ym8op/2T7YaLZtnmMtNnndgRzOK2YKvIrDBWKC4W0031HAA2AevQO2+dEUL8TkoZztvIFPOCyVbtAKGjIcLHwqZWCum5e3ulndLNpWgOjXBbmNaPtxptClPXS22Adn2+i/IPlGc6X37Bh2uDyyji8rzSQ6Q3wtEP6v483u1ewu1hEqEEVbdXAXDyuyf1zdX1bkb2jdD7mO47mGqtmK7dt5ZZifZGcSx3sOnFTYz2j5IYTeh5/2TQn6rJidAE7gY37gZ3zu8oFBeD6aZ6tgAIITzA9eg5/zLAnr+hKeYDk63aR/aPmKY2UvLFVO7eWmLNKsBKtRWM9kQz2i46Vjnw3uHl8HsOZzpcfqKNNc+uoW2L3sS8TCvDsdKB99Neer/ci+bRsNgtdDw0XoxVc08NiUQCOSoRBcnJKNlasWprFXavnUh7hK6H9BaMPbt6qNpahavGxdIrlyITkg0/3qD09Yp5x3RTPR8FXou+6g8Au9FTPopFTs42ib2jWVYKiXCCUHOIcF04I+8dPBDMKsDK2FAN620XnX4nI3tHGP7DsOk9h/84TNlNZYiEyFqxO/wODr7jYFaBVtXWKo5ce8SYmFJGbZpLI/DPAWKDMWMSSlfhpMsvJcpDUDG/mG6qxwl8Hngh1X5RoYDcXjJjI2OmK3nfLh+jp0aNblDLr16edT5k96S1XWrj5HMnCR4IQiJHK8O4xO1103xD5htI25Y26p+qn7TIK6Wrb9jdAFYQBYKy68sy1D3pKpzpbkwrFHORaen4pZQPSin/oIK+YiI5vfBXOU2tFNq2tKHZxv+3E5rA5XOZ+tqnetI2PNPA2Jkx2u9sx7XWxcCeAXy7MpuS+3b5sCyxoBXqqaN0EuEEBcUFOe+R/r1we5jg3iBtH21Dc2oZ7Q99X/BR/MZior1Rhl8YNk1xhVvVtpdi7jPdFb9CYUouLxkA1zqX6So72hMlVBQycuKOVQ78j/mNzlSaU8P/qB/nGielHygl1Bri7J/OsvKBlYRbwqx8YCV9/95Hw9caCLeEcdY7ab+j3dgMTqVsoj26q4jm1BjeP5yt4kl+L4Xm1PC80sPQb4aIDcbofazXcNdE03vlHnz7QWOz2DTFpTzyFfMAFfgV500uLxnPBo9pSma4aZgjf3/ESI1EjkXGfe2FQEpJ4P4A63+0nrGhMY7dfgzvXV7D7TI1MUghKXpNES+99SVTK4TAzoCxUXzmf85Q/qFy1jy7hkQ0QexUDIvbQmwwZozLu91L8GAQ4RKGl37KbbP+iXqOfni8g1eudJMqxlLMB6ZlyzzbKFvm+YlZHjxdraM5NRr3NhLti7L/Dfuzzl+9ZzWRQARHlYOWG1qygmz13dW4alwEXwoC0P90v7HKX/PtNcTPxgm3hxneN8zyq5Zn2CL7H/Hz8m9fxlnqNCabE8+eYMU1K+i6v8uQl3ou9xg9e/e9Zp9xf3ulPWv/ov6Jela8b4XK8SvmDOdry6xQzJj0oqWR/SMEDwSNoJ8KrMHDQew1dmo/W0tiJOmb83Q/scEYowOjuBvcjJ4YzUqrWEus2JbYaL5+fFLx7fIROxsjEUwQ7giTOJugZ1cP9bvrMyaORDhB60dbWfejdUbz9Ympn2hPlJ5dPWz46QbjTSZ9hR/tidK3uy+zatdrV0FfMS9QgV+RV4QmEEIQOhyiZ5deWZu+WjZrgOLd4cW5xsnYwBiH33uYqturstIqZdeXZZispTaOK7dU0rOrh9r7ahFlesomHoyb7zV0RVn3H+uIBvSJKDoQzUz97PBiq9BTN2aWC9Ot2lUo5hoq8CvyRsrKIXg4iGbXjNaH5R8tJxHUK2jd68bll/ZKO+UfKce63EqBq4Dw2TDWEiv9T/dnVdPmcrt0+pz4vuijoKgA4dD1/LX31Zrm4zWnxtn/OmvsBfgf8+O9x0vibAI0dB+dZO/e9LeX8LEwokAw8tKIca2pqnYVirmECvyKvGCW36+5p4aaf6nB6rLSek9rhjrGXmk3bVRS+clKeh7sMRQ27o1uLB4LwZeCpsE80hEZ39Td4aX0A6X0PNyT1Tzd97CPnkd7WPq6pUAy/XNLKw1PNWAptOBc5TStxA0eDGY8U91X6yi6okh57ijmFapppyInMiEJtYQ4/fxpQi0hZGL6QgAzK4fOuztxlDpo/WhrljqmdHOpaaOSsVNjlH+k3Mi5RwIRwm1h0MjS8nt3eOl/qj/r/MLLCul9vJd1P1pH/RP11O+up++ZPpa9fRkDzwwYY045fzpWOoj2RQm3hjOe2eyZjn74KCRQQV8xr1ArfoUp51uZmsvKQUqZYcwmCvU8fPS4+fdJgP1Su96wfGs1o6dG6bi7w3hLqNxSibPOiXWZldaPtBqqnvTzhRCEDoVIjCaweCzEg3FW7lxJ1xe7DDsJgIE9A1iKLLzwihdMnzmnPYXS7ivmGSrwK0zJab6WNEuDye2YbWW2nK0MM4zZ7tE3eOuerMtphxxpj1C7s5ZIVwQZHZ84oj1Ruu7vwrtNt1NObcxOPN+zycOaZ9cwdnKM8LEw/bt11ZD/S34CDwSMwi//o346d3bmfOZc9hRKu6+Yb6hUj8KUyVa3MP5G0HR5E/vfsJ+my5s48a0TnPm/M4RaQqBh2sqw66EuvDu8GXYO0Z4owUNBau6pyUrdOP1O+p/qJ9IeofdLvbg3urOsF7BA31N9pufbqm2EW8McvuYwzdc10/1g93grxY+1suKaFcaztd7aauT8zZ45pz2F2tRVzDPUil9hylSrW7M3gpabWgw5Zf2/1dP7aC8NuxsIHgwi5bjZWaw/xsoHV2Zc215hp+PTHVRvq8ZWZqPAXUC4O4ylWK+udV/mpu7JOmKnY/i/4qf1I+P2DtZSK9Wfqqbrc11Ub6vG6XMiEIQ6Q8QGYnTd15XT+TOV5kn9zrnSiXebFxivJ0g9cy57CpXfV8w3VOBXmGKmW09f3eZ6IzDslw+FiA3GCB4M0v357ozvxgZjIDILoiKBCOU3lGd58sdH4ni3e2m7rY3S95cS2BnA4XOw5tk1BA8EEQ5BgaeAzp2dlH2wDHuZHWERHH7PYQC828w9dVKtFNMr1zWnRiSg20fkao2Yy55CoZhPqMCvyIlno4f1P11PIpjAsdKBq85lrG5zvRGkAmn/7n7qvlpH572dWRp87w4v3Q91ZxxPBBMMfGMgw6+nb3cfvl0+ep7rYcU1K3A2OFnzzTWEWkMM/2mYotcUIUel0ZSl89OdwHiKKTW2XHsHvod9dP1Ll3EsvXI3pQra9OImtaJXLDhU4FdkkUvR46obX+WmvxFYS6yUXV+Go9bBaN8o9ko7scEYrnUuVj6wkvhYnHU/WkekM0JBcQGxszFCh0L09uudrpx1TmxVNiyFFjp3ZOr4Q50hll+9nL7dfVlvBP5aP6Mns+0c+nf3GyZr/U/3Z7ly+nb5GD0zSu/jvZS+vxRPo4eC4gKar23OUgXFBmOEWkIz7iesUMxllEmbIotQS4imy5uyVsmbXtyEEMIIgo5VDsLtYYZ+N0TrP7RmBGzXWhfWEivN1zXj3ebNsFz2fcFHfCyObZmN4P4glmILp350iks/fCnho2G9OYoGTp+T0VOjdH6609g7mDimtd9by6G/OZR13HuPl6VXLiXcESYSiCBHJfYyO+H2MAPPDGQE+Mv++zJs5basZ3b4HNTeU0vLTS2q2YpiXpLLpE2pehRZ5MrfjxwYyVDxvPyrlxntHTWCfup7gXsDuPwuxk6PseKaFUbQT/2+7RNt2Ev1XHzX/V30/WsfFR+sYOC5AQpfWQgayLikc2cnthW2jL2DiWMa/uNwlnrI/2U/7g1uCjcVsuJvV7D8XctZ8hdLcG9wG41VUqQ2rM0UO/4v+o2gn7qfaraiWAioVI8CyNTkW9wWHD4HkbaI8XvNqRE6GDKCoLXEymjXKNFu80ki1h/DucpJ+FhYV+qU2igoLCAcCNP7pV6C+4Ms+cslrP7GaoRV0PdUH1X/WJXRFxd09VB6MJ64sk9EEgw8PoB3hxdHrQOLx0K4I0zRq4uMVXlqM1YmZM4N6wwn0QMjhA6GGG4y7+2rCrYU8x0V+BWmOX3/Y34C940XN9V9tY6OuzqMc0o3l9J2W5upc6bm1NDcGrGzMayXWOm4oyMjv+77so9wZ5jhPw7T/sl23cfn3hriZ+NGRW6qorZgRQH+R/wEPhvI3iROevvrDwEt14+nZKzFVlw+V0ZKZio5ZspJtOWD+nW827ymz6YKthTzHRX4FYSOhrI0+a23tLLx+Y3IkNQDnUZGZWwq9WLmnOl/xE/r7XoxVHpePmWdXLW1CnuVndHgqHG8c0cna7+/FofPkbGJ693u5fg3j+uFVhao311PIpogcixi1AVU31Wd1dv36IePUvSqoqyV+VRyzPQ0l9mzqYItxUIgr4FfCLEEeAJYB0jgBqAF2APUAJ3ANVLK0/kch2JywsfCpimNsVNjlLy9BNDfChq+3kBwXxAS4N6kV9BGe6LjvWktAvd6N+13tbPimhU58/IkoO22NhqebqD2vlqkRSKHJcImWPW5VRy59kiGiVukLcLAMwOUbi4ldDCE5tJw+pzGRCQs5vc5l5RMukw19WxVW6sMB06l6lEsBPK9ufsw8DMpZQOwETgC3AH8SkrpB36V/KyYRQo8BVk2CKl0TQqZkCSCCbof6iZwX4BwW9jYVE05Z2oujchAhBXXrMCx0oF7fba9gubUEE49UAf3Bwl8JoCQgv6n+/VG5tFEVhB3+BxU3FJBz64eAvcFCHwmABbYtG8Tl/33ZZS8o8T0PueSkpm4yRsbjOHe4OaSt16Cq96lgr5iQZC3Fb8Qogh4HfBBACnlKDAqhHg3cGXya08DzwOfytc4FOPkMlXTirQsrbt3hxdLkcU47/R/nc5oNp44q6d50guuTn73JBU3VdC5S9fiL/2bpdR9pY6jHzmacV3NpeHwOQynzsC9ARq+0QARkEJS+0AtvY/oaZz+p/tZ9YVVRqN1SKZyPnSUxr2NLLlyyaSbtjNF2TIoFgP5TPWsBE4CTwkhNgIvALcBpVLKPgApZZ8QYoXZyUKIm4GbAaqrq/M4zMXBZDbLiVACzaUHZetyKwWeAoRbkEgkCLXqxUvR7ihVt1dlNDSPDcbour/LuId3u9doh2ivtLP8r5YTHYhStbUKEuh+PY/2EhuM0fC1Bo594higK4TGBsaMc1ObvccfPk5sUO+ha5bKifZFjVX4hQzWypZBsdDJZ+AvAF4BfExK+QchxMPMIK0jpXwceBz0Aq78DHHxMJnNsm2ZjRPfPkH5teW0fUwPvg6fA/9jfs68cIa2T4wH5JSSxqwi1lnnNK5furlU38i9vYrAfYGs8YQOh4wJxKx/bueOThqebmBk3wjRvqi5lHM0gUxIXY2jgrVCMW3yGfh7gB4p5R+Sn7+DHvgHhBDlydV+OXAij2NQJJnMZrn4dcXUbK/h0FWHjNV6+Q3lDP3vEN0PjRusWUusutLmbi/R7iiOlQ5jw1fGJdGu8QCd2tjVivTJguStU46XMqbP5ZP1zw3uD9Kzq4fVe1ZT/2Q9LTe2ZExArbe2suHHG1SwVyhmSN4Cv5SyXwjRLYSol1K2AG8CDif/XAc8kPz5g3yNQTGO/VJ7RgAe/PkgJW8rYSw4Rrg1jMVlyVitB3YGqLq9yjhmr7TrjVPSpI2+L/oQHkHxlcV6iuVSG/6v+mn9cCugb8oKIYzJI5XjL7ikAFuFjdXfWo3FaSF4xLx/7pK/XMIl776E2IkYdq+dtT9Yy2jPKBanha7/10WkLWKq3JmsQYxCoci/jv9jwL8LIWxAO3A9upLoWSHEjUAX8J48j2HRIxOSkf0jRgB2+BxU/1N1RvPx+ifqjWrddBlmKiCnJoMMTf7H21jz7Bqj2lZzatT9Wx3eHV7d/fLzPg6/93CWncO6H69DxiXh5jCudS7s1fastJH/S37CgTBt/9Cmd+u6tSJz83m7l7EzY1nKnfNtGalQLAbyGvillPuALIMg9NW/Ig+YrXYn5vdXXLPCCPqpKtlQc4j6f62n5UMtgB7w0wuYcmnygweChrJHK9KItkexLrMS7YwSOhIyPSfaFc0wbav/t3pcq13U767HUmgh1BYi8ECA0veXjk8692ZOOoGdAdZ+f22Wcmc6LSMVisWOqtydZ0wM7I5VDiLHIvrnS+2M7B/JWu3aym0ZAdhSbKFySyWWYgvWYquxsdr9UDf1T9Rju9SGw++g9R9ajQKmwisKTdMxznonzR/QrZkvve1SOv953FZ59ddXm54TaY9k7BtE2iNZq3kZkUZaKteko9m0rFX8TBqiq5SQYrGi3DnnATIhCbWEOPN/ZzjxrRMZDpkDXx/gwDsOsP8N+xn42oDpalezaUZBkr3SjrXYSs+uHuJn41lqmpabWvTV+1I9H+/9Zy/utW4ogNr7ajPdKx/1035HO4lwgvKPlBte+qlrHfvUMXwP+9CcGvZKfY+h7vE6NIf+Gci5mi+7vizj/06zAi17uT3rv1Wq8nbid3OlhNL/W5587iQyoQRkioWPWvHPcdJz1hM96VOeOqn+sSQwXe0mRhOs/f5ahn4zhHuNm+YbmjOUNxO/f/o/T2MpsqC5NEPeqTk16nbXsf5n6znzn2eQcUnsTMxw8LSV2rKuFWmLYKu0sWnfJoZ+O5SR3knJQnONwelzgpaWcpqwB5CrQGuqlpEpVEpIsZhRgX+Okx6gcgXJ9IbhE1MrDp+DaCBq+Mp7t2f2oE1933DEtAhca110fLrDyLGn7nP0hqM07G4gsFPX5ae7VxYUFpimdYQmiJ2MZXnypxqeYzG3W7aWWnH6nGx6YROh1hAFxQVs+NUGZERir8idlpluMddMUkIKxUJDpXrmOBMDlFkaw+hzm1wZT0zHpDcTITF+jdTmbYYXzs4ALde3UH5DOZon816JcIJ4MJ51vubUCAfCWff27vAyvG+Y0z8/bRpkPZd5KLmqRE//pJ1X/0Q9S9+0FGetk+ChIEfed4T9V+7nwJsOEBuMTZmLTxVzLblySU5/nemmhBSKhYgK/HOc9ACVHmgBwzf/xLN6DVxsMIZrrYtNL+rmZY17G9Gsmavp9GtEe6L07e6j7qt1WVLNwM4ATm9mekRzakT7o1nnN3ytAWEV2CvsVG2twrvNS9XWKjSXRt8jfRmTTfq1LB4L+/5iHx13dlC1tYrVe1az6cVNrHjfCrQCLWc65kJ0wDLruKUslxWLBZXqmeOk56xTgXbt99ei2TRsZTaEVVD/RD2JYALHSgeuuuQKt0E/X0qZkUpJD9aaQ8O5yknwpaD53sBYwjg31UQldjbGyW+f1JU+f1aIc5WT4f3DdG7rNJquu9a4CB4K0vNgj2G0NtHX3rfLR+vH9fRPtCdKYGcAzanRuLfRWKHnSseEj4XPW4GjzNgUixkV+Oc4ZgHKscpBuC2stwg8FKJ/t26D0PBMA666CflpjayN0fIbywm1hShcXwhA8KB55axm08Z99te6Obb1GLHBmJ7ScWu46ly4/C4cKx04LnUw2j+KpdCCsAp6burJmmzqd9cTOhhCSklsKJbR2hGyc+zp3vjp4xr6/RDxUPy8i7KUv49isaIC/xzETF+e3jd2YmVqSiEzUZUiE5KRfSP0PtqbYZ/c+2gvZdeXoXk0RvaP0L/bfEUe7ggb7pvebV7DVC1wb4DqbdWEW8M4Vzmx2CwUXVHEyWdPcuhvDmEtsWbbPG/z0rG9w2jluO6n60w9fNJz7GYKndSzxgZjSoGjUJwjKvDPMRJjCU4+e9LYkJ1oOWDWJjGlkOm6v4vRU3o7w1TT9EhHJMs+WXNqFL6qkJYbWyh9bymxwdh4Fy0h9DaLQzHiZ+PG91MbyKl7yqjMWHlrBRor3reCwk2Fhm/PsquWEeuPGW8pxa8e9/RJt5BIbQS71roycuyptx3rcitnfnlGn7SS7RYBpcBRKM4RFfjnEKmGJ+kqnHR9udPvZOTASE5JZ0q6eeDNB4yAWvtALbX31dKxbbzhuf9RP4HP6Y3U+5/up+aeGjrv7qTr/q7xZikOjd5neo3PvY/2GvfTnBrujW6OfUJP/Xg2eiCB8YZS/Lri8RRMw/g4U28toRaTyeveAJte3JSVuhGawF5mp/vz3VkpH6XAUSjODRX45xDh1jBDvxnKqS8HCB0Kmea90aDuK3UcfOfBjIDacUcH1XdXU72tGluZTW+zWKwx/JthQM+/H//icaq3VeP0OREIHHUOCjwFOCodBA8H0Vya0d82NXF0PdBFtCeKvdLO0O+HjO5c0zFFy7VpG+uPZUwUKaZblKVQKKaHCvxziGhf1JA+mq1uo31R+nf3U/tALWOnxvT8uAWca5wUNRYx/MKwaUCVQWmoZhqeacBZ48xS+nTd10XV1ircG9wUbizUg3YCjvz9Eawl1sw0UDDGJW+5hJK/KsG93k3z9dmSS+tyK/Yy80KrXJu2uVbwSoGjUFxYlI5/DmEvtzOwZyBLq1//RD1OvxN7uR3hEMioNJqedz/YjUjoQTr1NpCO5tQoeWeJoetffvVyXHWuLA17/TP1lLyzBGuJlXBrGJmQxkpbOJIBVoOi1xShWTSj8XnwkLkU9Mwvz9B0eROnfnKKYHOQ08+fJtQSyrhu+v3rvloHGjm9cqZTlKVQKKaHWvHPIZx+Jys/u5L2O9sNGWXxlcVodo3Bnw7iXOWk7l/rOPj2zHROy40trP/ZejS3rsZJ711b99U6CjcVZgRKmZAIu8B7jxdnlZN4NI7FZeHw3x02VDepdM2yq5YhR2XGZrN3hxdriVXfZM3xhiKlxFpiJXQoxJH3HslKAy2/ejnudW5dknowRMddHYYkVXnnKxT5RQX+OUR6SiPaF0UiGWkaMVwvU4HcCLpJEuEEZ/7zDIGdARw+Bw1fayB0OISMSYquKEJogsRYgpG9I0R7othKbfQ+1cuSVy4xDNtSUsmTz53kkrdcQvBAEIfXQcGSgqzN5sC94yois+KslOTSzHkzXXIqhKDlgy0Zk4YySlMo8o8K/HOMVEoDYODfBzJ63ibCCY5++ChVW6sMozRIrrDjeook0hah+QPNRr7eucpJYizBwNcHMtwx1zy7hsPXTOiOtTNAw9caaP6APhl0P9Sdc6LRHHqaJlWctf5n6xk7M0bocIjeR3XJZc7mLYeD+rm9yihNoZgNVI5/jpLa6DULjK51roz8uG+Xj+F9w1TfVa375NxeRfHrio2UycjekSx3zOE/mm8EB/cHsyaasuvLMr6nOTWjQjhVCdz8980ced8R3UYitSdgMffoGW4apunyJsMSYuLvlUxTocgvasU/i0zWAcpebs9pWezZ4DH89WVc0vf1Pso3l2f00HU2OI2N0rHhMXxf9FFQWED0VJT4mTi2MhveHV76d/cbq/n0N4cUibDuAZTu2ePd7qWgpID1P1nP0O+HjBU+QOstrVz268tIBBPYLrXpqh+TyttEWO8lUP9EfVaxmpJpKhT5RQX+WWKqpuBOvxNPo8e0AYmwCA5ddciYEKrvGm+cDsmV+s1HsVXaGDs1Ztwj1WS9477xYq5UcVZsMEbd43V03tOZMU7NqTHaP5ph+dC3u4/lVy8n2hfNSDml7p0IJlhy5RIAnKuceNZ7CB4OMtw0nFF5G2mLYPfaadzbqGSaCsVFRAX+WWKqDlBCEyz762WEG8IUv7qYeDBuuG+e+Z8zGW8BuXLpYwNjGRr79Cbrqe/0PdnH6n9fzdjwGM5VTlZ9flWWCkfYRdax1Kp8Kj1++p7Fkb8/kv3dZTZllKZQXGRU4J8FZEISagtNubEpNIHL78K5ymmkhIQQ2MpspgF34ud4KD7pBGGvtFN+QzkH3nogI6g37m9k9Pj4ChwwXZXPpKJWVd8qFHMHFfgvMqkUT/AlcyvkXE3B0wPm6j2rWb1nNSN/GtF19IUadU/WcfTGcduEmntqKLjEvB1i6nPp5tKsBizNm5tp3NtopGpSmK3KZ1JRq6pvFYq5g1L1XGRSKZ6UFfJUHaDMUkLHbj9GYiRhVO8G7gmQCCZY/c3VNDzTQPW2aiSSY1uPUXNPjXGPgT0D+B72GZ+FxTxFlPIFmg4zqahV1bcKxdxArfjzzETlTkq7Hu2JZlghL33zUor+oihL5WNmaLbimhW03JhZVNX28Taj3WHxa4qJndQbnaQM2GxlNgrcBdi8uponMZLAtdaV861jMsWRQqGY36jAP0NmEhDN0jRrvrPGCLbRnqhhhbz0r5aa+vB7NnqygnOulToJvUnKuh+uM6wUoj1ROj/dCeif1/1oHR13dgB6jn9i1W3DMw04VjkmVRwpFIr5jUr1zIBUIG+6vIn9b9hP0+VNnHzuZE5jMbM0Tdttbfh2+TJSPN4dXs789oypD7+MyyxDs6LXFpkWPkkpSYQTxEfiJMYSWakk73YvmkszjqXeOqq2VrH+J+sNE7fIsUjempwrFIrZR634Z8BUEsyJmKVpIm0RYmdjVG6pxLFSb5zS+2gvZdeVma7iRw6MsPzq5eOqmkttSCmp+2pdhgd+qjBKc2qMvKhv+g7sGcjW3//t8gx1TWwwhnuDm0veesmUTc6VlYJCsTBQgX8GzDQg5vKdj5+N03V/F95tXgL3ZXruTPxu6GCIyMYIrnq9LWEqBZPqa+uodhBqDhl9aNO7ZVXcUpGVxnGuchpFVbnUNTP1y1coFPMLleqZAamAmM5kAdHMd97/mJ8Tz57Qv5DmZZNyuZzowTP400FG+0aRCcnwC8PGSj3aE6Xjzg467u6g5J0lrP7aatb/dL1hn5C+ebx6z2o2vbjJyNFPpa4xG7fS3CsUC4e8rviFEJ3AMBAHxqSUjUKIS4A9QA3QCVwjpTydz3FcKGZahGSmXZ/YdNzT6BnX47u1DA+eroe6qN5ajc1r07X/B7KbnkTaIoZFQqglZLRIBD2H37Orh6qtVeNdtaaB0twrFAubi5HqeYOU8lTa5zuAX0kpHxBC3JH8/KmLMI7z5lwCYmp1nZ4KSn2WCcnI/hHDellzatTcW0P/U+PGaW1b2lj73bW039lO6XtLTVMw1jIroE9MuXL/S9+4dEb5ebNxKxSKhYGQ0lyRckEurq/4G9MDvxCiBbhSStknhCgHnpdS1k92ncbGRtnU1JS3cc4WweYgL7zihaxAXr2t2pBgAni3e3GvcRPuCmPxWPSm5Ml+uwXLCrjkry5BSEG0L4ql2MLpn58mMZJASsnLv3iZkreVUPhnhbh8rinlp0q7r1AsHIQQL0gpGycez/eKXwK/EEJI4KtSyseBUillH0Ay+K8wO1EIcTNwM0B1dXWehzk7hI+FTTeLbWXjewYpq+TgwSADewao/lR15hvCPTUEm4M0v288/eR/zM/oqVFO7jnJ8v9veZa7p5kefyq3UIVCsXDI9+buX0gpXwG8DbhVCPG66Z4opXxcStkopWxcvnx5/kZ4nsiEJNQSymgmPt3zhFWYbhYXeAqMv3u3eznx7AmklLq75scz3TU77+6EMBnHWm9pJTGUoPbeWtPWh2Z6/FxSVaXdVygWHnkN/FLK3uTPE8D3gFcBA8kUD8mfJ/I5hnwy04KudMKtYUYOjODdMaHIaocXa7kV73YvlVsq6dvdR/kN5Qw8M5DTfjl0NJR1jAQM/W5o2l48k0lVFQrFwiJvgV8I4RZCFKb+DrwFOAj8ELgu+bXrgB/kawzny1Sr+XNZJaeuGTwcpPfhXjSXRtXWKr1l4tYqNLfGsX88BoB7rZvyG8szmpeYVuzGZPYxKQ3bhom/M5OfzlSqqlAo5i/5XPGXAr8RQuwH/gj8REr5M+AB4M1CiFbgzcnPc47prOZnukpOv+bICyPEBmP0PNiDjEvstXYAev6lh5GmEQI7A7Tc1IJ7rduQaA7sGcD/qD9LX+95pSfLmmHgmQHdjXOCPcRUfvlKu69QLHzyquq5UMyGqifUEtIbgk9Q3DTubTQkjtP5Tq5r2ivtGZW1KbO0idTeV0s8GEdYBEWvKWLJlUuIdkQz5KQAoaMhRvaOEDoSov+pfr2Kd7uXk8+dxPeQDyRTyk9Tqh6l3VcoFgazpeqZt0zHniFXQRcanH7+dJYkMv2a6ZW1hY2F2CvthlonhebUWPrmpXrj8rRAbKavdze4ERZB6EiIsuvKkFIaNg62Mtu09PhKu69QLA5U4M/BdPxqJhZ0WcushFpDNG1sMpVETrxmqrK2cW9jzkmkcNP0K26dq5y4N7hVe0OFQjEpKtWTg3PRtU+V+pnsmqDr+qO9URLBhNFYfaqgP7Hoyl5rJ7g/SLQnir3SjudyD1qBsmRSKBYjKtUzQ87FnmGq9JDQBMuuWsZlv74sIzADphOCq2485WJWVWt2nv8xP4H7AkTaItkTi6rKVSgUqMA/KTPNeedKD6W8dGRCcur7p7ICvGejZ1Kf/1xvCu517qzzWm9ppXJLJV33d41fZ6OHkf0j51WVq+wcFIqFg8oBXEDMJJHeHV5CrSEjcJoF+NH+USq3VOLd5sW7zYu90p4hC81ZL5DD8kEIkfF5tHf0vKpyz6dQTaFQzD3Uiv8CIjSBZ6OHqq1VkEBX1jyqK2sa9zbmTAVFj+ubvOmOmn27+4yN5FznFRQWmL5hpO/baE6NsZGx8+qoNdPOYwqFYm6jAv8FJno8aqrHH+0bzZkKCh0OZQTVwM4Aa7+/1sjjT6YwmqgESuX4U99Jdd06n45aqhWjQrGwWLCBf6qcdL5y1pMFaTPJpm+Xj8BnMieKRDiBZtOM8eRsAGPSRjGj0UtagddMGsjM5JkUCsX8Y0EG/qmkmPm0IJ6sS1dKKeTwOhj80SAyLomdjWV0zQI9qNrL7cbnqRRGuRq9pHM+HbVm2nlMoVDMbRakjn8qPf1MrRZmylTWB6efP83+N+wHyLJumKs++MrOQaGYfywqHf9UOel856ynkoGmp05S1g1VW6souqJIT9/MwaCq7BwUioXDgpRzTmUxPNsWxBNln7HBGO4Nbi556yVGoZdCoVDkiwW54p8qJz3bOetzqQpWKBSKC8WCDPxTBda5EHhV6kShUMwWCzLww9SBVQVehUKxWFmQOX6FQqFQ5EYFfoVCoVhkqMCvUCgUiwwV+BUKhWKRoQK/QqFQLDLmhWWDEOIkkG15mZtlwKk8DWc2WEjPs5CeBdTzzHUW0vOcy7N4pZTLJx6cF4F/pgghmsz8KeYrC+l5FtKzgHqeuc5Cep4L+Swq1aNQKBSLDBX4FQqFYpGxUAP/47M9gAvMQnqehfQsoJ5nrrOQnueCPcuCzPErFAqFIjcLdcWvUCgUihyowK9QKBSLjAUR+IUQFiHEXiHEj5OfLxFC/FII0Zr8uXS2xzhdhBCdQoiXhBD7hBBNyWPz+XmWCCG+I4RoFkIcEUK8er4+jxCiPvnvkvozJIT4xDx+ni1CiENCiINCiG8KIRzz9VkAhBC3JZ/lkBDiE8lj8+Z5hBC7hRAnhBAH047lHL8Q4k4hRJsQokUI8VczudeCCPzAbcCRtM93AL+SUvqBXyU/zyfeIKW8LE2zO5+f52HgZ1LKBmAj+r/TvHweKWVL8t/lMmATEAK+xzx8HiHEpcDHgUYp5TrAAryPefgsAEKIdcCHgFeh/3/2DiGEn/n1PP8GvHXCMdPxCyHWoP97rU2e85gQwjLtO0kp5/UfoDL5H+SNwI+Tx1qA8uTfy4GW2R7nDJ6nE1g24di8fB6gCOggKSKY788z4RneAvzffH0e4FKgG7gEvS/Hj5PPNO+eJTnW9wBPpH3eDvzTfHseoAY4mPbZdPzAncCdad/7OfDq6d5nIaz4v4D+D5zePb1UStkHkPy5YhbGda5I4BdCiBeEEDcnj83X51kJnASeSqbinhBCuJm/z5PO+4BvJv8+755HSnkceAjoAvqAs1LKXzAPnyXJQeB1QogSIYQLeDtQxfx9nhS5xp+auFP0JI9Ni3kd+IUQ7wBOSClfmO2xXED+Qkr5CuBtwK1CiNfN9oDOgwLgFcCXpZSXA0Hm9qv2tBBC2IB3Ad+e7bGcK8lc8buBWqACcAshrp3dUZ07UsojwOeAXwI/A/YDY7M6qPxi1id22tr8eR34gb8A3iWE6AS+BbxRCPF1YEAIUQ6Q/Hli9oY4M6SUvcmfJ9Dzx69i/j5PD9AjpfxD8vN30CeC+fo8Kd4GvCilHEh+no/P85dAh5TypJQyBjwH/Dnz81kAkFI+KaV8hZTydcDLQCvz+HmS5Bp/D/obTYpKoHe6F53XgV9KeaeUslJKWYP+6v1fUsprgR8C1yW/dh3wg1ka4owQQriFEIWpv6PnXA8yT59HStkPdAsh6pOH3gQcZp4+TxrvZzzNA/PzebqAK4QQLiGEQP+3OcL8fBYAhBArkj+rgavR/43m7fMkyTX+HwLvE0LYhRC1gB/447SvOtubGRdwU+RKxjd3S9A3fFuTPy+Z7fFN8xlWor+i7gcOAdvm8/Mkx34Z0AQcAL4PLJ3nz+MCBoHitGPz8nmAe4Bm9MXF1wD7fH2W5PP8L/rCYj/wpvn2b4M+UfUBMfQV/Y2TjR/YBhxD3wB+20zupSwbFAqFYpExr1M9CoVCoZg5KvArFArFIkMFfoVCoVhkqMCvUCgUiwwV+BUKhWKRoQK/QjFDhBBVQogOIcQlyc9Lk5+9sz02hWI6qMCvUMwQKWU38GXggeShB4DHpZSB2RuVQjF9lI5foTgHhBBW4AVgN7od8OVSytHZHZVCMT0KZnsACsV8REoZE0J8Et0Q7C0q6CvmEyrVo1CcO29DL7FfN9sDUShmggr8CsU5IIS4DHgzcAWwJeWgqFDMB1TgVyhmSNLN8svAJ6SUXcCD6E1NFIp5gQr8CsXM+RDQJaX8ZfLzY0CDEOL1szgmhWLaKFWPQqFQLDLUil+hUCgWGSrwKxQKxSJDBX6FQqFYZKjAr1AoFIsMFfgVCoVikaECv0KhUCwyVOBXKBSKRcb/D2+7B6gncADiAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Ou bien \n", "Y=data.weight\n", "X=data.X\n", "sns.scatterplot(X,Y,data=data, color='m' )\n", "plt.title('Nuage de points')" ] }, { "cell_type": "code", "execution_count": 28, "id": "4bd39302", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#sns.color_palette(\"pastel\")\n", "sns.kdeplot(data['weight'] , color='cyan', label = 'var weight ')\n", "sns.kdeplot(data['age'] , color='red', label = 'var red ')\n", "#sns.kdeplot(data['n_visits'] , color='green', label = 'var nbre de visites ')" ] }, { "cell_type": "code", "execution_count": 36, "id": "03af1fe1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'variables protein(..) distributions')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data['protein'] , color='cyan', label = 'var protéin 1 ')\n", "sns.kdeplot(data['protein2'] , color='red', label = 'var protein 2')\n", "sns.kdeplot(data['protein3'] , color='green', label = 'var protein 3 ')\n", "plt.legend(loc ='best')\n", "plt.title('variables protein(..) distributions')" ] }, { "cell_type": "code", "execution_count": 30, "id": "e4c08d11", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(data)#Afficher tt var en fct d'autres" ] }, { "cell_type": "code", "execution_count": 220, "id": "4999684d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "oui puisque le nuage est sous forme d'une droite linéaire\n" ] } ], "source": [ "#2. \n", "print(\"oui puisque le nuage est sous forme d'une droite linéaire\") " ] }, { "cell_type": "code", "execution_count": 68, "id": "05270f04", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coefficient de Corrélation est: 0.9652846936634693\n" ] } ], "source": [ "#3. Coeff. de corrélation\n", "Corr_PW=np.corrcoef(X,Y)[1,0]\n", "print(\"Coefficient de Corrélation est:\",Corr_PW)#proche de 1" ] }, { "cell_type": "code", "execution_count": 37, "id": "bb1dd655", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a_o= 0.9214371538019633\n", "b_o= 5.29791628873712\n" ] } ], "source": [ "4.\n", "np.cov(X,Y)#matrice de covariance\n", "var_X=np.cov(X,Y)[0,0]\n", "cov_XY=np.cov(X,Y)[0,1]\n", "Y_bar=np.mean(Y)\n", "X_bar=np.mean(X)\n", "a_o=cov_XY/var_X\n", "b_o= Y_bar - a_o*X_bar\n", "print(\"a_o=\",a_o)\n", "print(\"b_o=\",b_o)\n", "\n" ] }, { "cell_type": "code", "execution_count": 38, "id": "26eb436b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ezougar/anaconda3/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#5.Nuage de points (X,weight)\n", "DMC=a_o*X +b_o\n", "plt.plot(X,DMC,'r')\n", "sns.scatterplot(X,Y)" ] }, { "cell_type": "markdown", "id": "c018906d", "metadata": {}, "source": [ "## Partie 3" ] }, { "cell_type": "code", "execution_count": 39, "id": "4b074e1c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#1. Nuage de points\n", "fig = plt.figure(figsize=(15,5));\n", "ax1 = fig.add_subplot(131);\n", "ax2 = fig.add_subplot(132);\n", "ax3 = fig.add_subplot(133);\n", "data.plot(kind='scatter',x='age', y='protein', ax=ax1, legend=False);\n", "data.plot(kind='scatter',x='age', y='protein2', ax=ax2, legend=False);\n", "data.plot(kind='scatter',x='age', y='protein3', ax=ax3, legend=False);" ] }, { "cell_type": "code", "execution_count": 40, "id": "db3fda61", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Ou bien\n", "sns.catplot(x=\"age\", y=\"weight\", data=data)" ] }, { "cell_type": "code", "execution_count": 41, "id": "0e807710", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "La relation entre age et protein2 est liéaire\n" ] } ], "source": [ "print(\"La relation entre age et protein2 est liéaire\")" ] }, { "cell_type": "code", "execution_count": 42, "id": "e858f9b5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'protein2 Histogram')" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#3.Histogrammes\n", "sns.displot(data.age,color = 'purple', edgecolor = 'red')\n", "plt.title('age Histogram')\n", "\n", "sns.displot(data.protein2,color = 'green', edgecolor = 'yellow')\n", "plt.title('protein2 Histogram')\n", "\n", "#sns.displot(data.protein3,color = 'green', edgecolor = 'yellow')\n", "#plt.title('protein3 Histogram')" ] }, { "cell_type": "code", "execution_count": 43, "id": "9187daf2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Le coeff. d’asymétrie (skewness en anglais): mesure l’asymétrie d’une distribution d’une variable réelle. \n", "Un coefficient positif (resp. n ́egatif) indique une queue de distribution etalée vers la droite (resp. gauche).\n" ] } ], "source": [ "#3.Les coefficients d’asymétrie\n", "#Rappel:\n", "print(\"Le coeff. d’asymétrie (skewness en anglais): mesure l’asymétrie d’une distribution d’une variable réelle. \" )\n", "print(\"Un coefficient positif (resp. n ́egatif) indique une queue de distribution etalée vers la droite (resp. gauche).\")\n" ] }, { "cell_type": "code", "execution_count": 44, "id": "5c0d7f40", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pour la var. age est un coeff. positif\n", "pour la var. protein est un coeff. négatf\n" ] } ], "source": [ "print(\"pour la var. age est un coeff. positif\")\n", "print(\"pour la var. protein est un coeff. négatf\")" ] }, { "cell_type": "code", "execution_count": 51, "id": "3ed44d9d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5899519183652924\n", "-0.06458232212514815\n" ] } ], "source": [ "print(data['age'].skew())\n", "print(data['protein2'].skew())" ] }, { "cell_type": "code", "execution_count": 147, "id": "5682bde3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.22633273618825472" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean= data['age'].mean()\n", "mediane= data['age'].median()\n", "ecart=data['age'].std()\n", "coeff = (mean-mediane)/ecart\n", "coeff\n" ] }, { "cell_type": "code", "execution_count": 49, "id": "19fdfc33", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "37.1" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean= data['age'].quantile()\n", "mean" ] }, { "cell_type": "code", "execution_count": 148, "id": "fe0d6921", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.03636662727635733" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean= data['protein2'].mean()\n", "mediane= data['protein2'].median()\n", "ecart=data['protein2'].std()\n", "coeff = (mean-mediane)/ecart\n", "coeff\n" ] }, { "cell_type": "code", "execution_count": 235, "id": "8bded4d9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Ou bien: Nuage de points using sns\n", "sns.lmplot( x=\"age\", y=\"weight\", data=data, fit_reg=False, hue='gender', legend=False)\n", "plt.legend(loc='upper right')\n", "plt.title('Nuages de points')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "f0291e3b", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }