{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install matplotlib\n", "!pip install seaborn\n", "%matplotlib inline\n", "!pip install pandas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# La préparation des données\n", "\n", "\n", "\n", "## 1 Les données utilisées\n", "\n", "\n", "Dans le cadre de ce Notebook, pour chaque jeu de données trop volumineux, nous conservons une version avec un extrait des données dans ce répertoire et un lien vers un autre site avec les données complètes (le code pour récupérer ces fichiers volumineux est présent sous forme de commentaire.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2 Les outils pour importer les données\n", "On commence par importer les deux principaux packages que nous utiliserons :" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Importer des données structurées\n", "\n", "La majorité des méthodes et traitements du data scientist prévoient l’utilisation de données sous deux formes :\n", "\n", "- Données observations/variables : une ligne correspond à une observation et une colonne à une variable, qui peut être soit quantitative (numérique) soit qualitative (non numérique).\n", "- Matrices de distance : il peut s’agir de corrélations, de distances euclidiennes, de tableaux de comptage …\n", "\n", "Ces deux structures de données sont souvent assez éloignées des données brutes obtenues en amont d’une analyse. Le data scientist va donc devoir réfléchir à la transformation des données." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Le traitement des données externes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "L’une des forces de Pandas est l’importation et l’exportation des données. \n", "\n", "Ce package possède un ensemble de fonctions très large pour charger des données en mémoire et les exporter dans divers formats. Nous allons développer de nombreux exemples." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Importer un fichier csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La fonction *read_csv()* de Pandas est une fonction avec un nombre de paramètres impressionnant, nous ne nous concentrons ici que sur quelques-uns qui sont importants.\n", "\n", "Dans le cas d’un fichier csv classique, un seul paramètre est nécessaire. Il s’agit du chemin vers le fichier. Votre fichier peut se trouver directement sur votre machine mais aussi en ligne. Dans ce cas, il vous suffit de rentrer une adresse web. \n", "\n", "D’autres paramètres pourront vous être utiles lors du traitement de csv :\n", "\n", "- *delimiter* : afin de donner le format des séparateurs entre valeurs dans le fichier. Utile dans le cas d’un csv avec des séparateurs points-virgules,\n", "- *decimal* : afin de spécifier le séparateur décimal. Utile dans le cas d’un csv avec des séparateurs décimaux utilisant une virgule,\n", "- *index_col* : afin de spécifier la position de la colonne servant d’index dans le DataFrame créé (attention les colonnes sont toujours indexées à 0),\n", "- *header* : afin de dire si le titre de la colonne se trouve dans la première ligne. Si ce n’est pas le cas, on peut utiliser le paramètre names afin de fournir une liste avec le nom des colonnes pour le DataFrame,\n", "- *dtypes* : dans le cas de gros jeux de données, il peut être intéressant de fournir une liste de types de colonnes ou un dictionnaire afin d’éviter à Python d’avoir à les deviner (ce qui vous évitera certains warnings),\n", "- de nombreux autres paramètres, notamment sur le traitement des données manquantes, sur la transformation des dates, sur le codage des chaînes de caractères…" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On utilise *pd.read_csv()* pour lire un fichier csv\n", "\n", "Dans ce cas, on va récupérer les données des logements AirBnB de Paris." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Import d'un extrait\n", "listing=pd.read_csv(\"listing_extrait.csv\", index_col=0)\n", "\n", "# Import du fichier complet\n", "#listing=pd.read_csv(\"https://www.stat4decision.com/listing.csv.gz\", index_col=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Importer un fichier Excel\n", "\n", "Microsoft Excel reste l’un des outils de base pour traiter de la donnée. Dans la plupart des projets de data science, vous serez amené à croiser un fichier Excel, que ce soit pour stocker des données ou pour stocker des références ou des informations\n", "annexes.\n", "\n", "Pandas possède des outils pour importer des données en Excel sans avoir à passer\n", "par une transformation en csv (souvent fastidieuse si vous avez des classeurs avec de\n", "nombreuses feuilles)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### L’approche pd.read_excel() :\n", "\n", "Cette approche ressemble à l’importation en csv. Pour récupérer le fichier Excel, il faut connaître le nom ou la position de la feuille qui nous intéresse :" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "frame_credit=pd.read_excel(\"credit.xlsx\", sheet_name=0)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Type de clientAge du clientSituation familialeAnciennetéDomiciliation du salaireProfessionMoyenne en coursMoyenne des mouvementsCumul des débitsAutorisation de découvertInterdiction de chéquiercontinue 1continue 2
0bon clientplus de 50 anscélibataireanc. plus 12 ansdomicile salaireemployéde 2 à 5 KF encoursplus de 50KF mouvtde 40 à 100 débitsdécouvert interditchéquier autorisé765700
1bon clientmoins de 23 anscélibataireanc. 1 an ou moinsdomicile salaireemployéde 2 à 5 KF encoursmoins 10 KF mouvtmoins de 40 débitsdécouvert interditchéquier autorisé465465
2mauvais clientde 23 à 40 ansveufanc. de 6 à 12 ansdomicile salaireemployéde 2 à 5 KF encoursplus de 50KF mouvtde 40 à 100 débitsdécouvert autoriséchéquier interdit680555
3bon clientde 23 à 40 ansdivorcéanc. de 1 à 4 ansdomicile salaireemployéplus de 5 KF encoursde 30 à 50KF mouvtde 40 à 100 débitsdécouvert interditchéquier autorisé560640
4bon clientmoins de 23 anscélibataireanc. de 6 à 12 ansnon dimicile salaireemployéde 2 à 5 KF encoursde 10 à 30KF mouvtmoins de 40 débitsdécouvert interditchéquier autorisé575570
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" ], "text/plain": [ " Type de client Age du client Situation familiale Ancienneté \\\n", "0 bon client plus de 50 ans célibataire anc. plus 12 ans \n", "1 bon client moins de 23 ans célibataire anc. 1 an ou moins \n", "2 mauvais client de 23 à 40 ans veuf anc. de 6 à 12 ans \n", "3 bon client de 23 à 40 ans divorcé anc. de 1 à 4 ans \n", "4 bon client moins de 23 ans célibataire anc. de 6 à 12 ans \n", "\n", " Domiciliation du salaire Profession Moyenne en cours \\\n", "0 domicile salaire employé de 2 à 5 KF encours \n", "1 domicile salaire employé de 2 à 5 KF encours \n", "2 domicile salaire employé de 2 à 5 KF encours \n", "3 domicile salaire employé plus de 5 KF encours \n", "4 non dimicile salaire employé de 2 à 5 KF encours \n", "\n", " Moyenne des mouvements Cumul des débits Autorisation de découvert \\\n", "0 plus de 50KF mouvt de 40 à 100 débits découvert interdit \n", "1 moins 10 KF mouvt moins de 40 débits découvert interdit \n", "2 plus de 50KF mouvt de 40 à 100 débits découvert autorisé \n", "3 de 30 à 50KF mouvt de 40 à 100 débits découvert interdit \n", "4 de 10 à 30KF mouvt moins de 40 débits découvert interdit \n", "\n", " Interdiction de chéquier continue 1 continue 2 \n", "0 chéquier autorisé 765 700 \n", "1 chéquier autorisé 465 465 \n", "2 chéquier interdit 680 555 \n", "3 chéquier autorisé 560 640 \n", "4 chéquier autorisé 575 570 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# on peut ajouter le nom de la feuille\n", "frame_credit=pd.read_excel(\"credit.xlsx\", sheet_name=\"donnees\")\n", "frame_credit.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Importer une table issue d’une base de données SQL" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le langage SQL est un langage central de la science des données. La majorité des\n", "bases de données relationnelles peuvent être requêtées en utilisant le langage SQL.\n", "C’est d’ailleurs aujourd’hui l’un des trois langages les plus utilisés par le data scientist\n", "(après Python et R). SQL va vous permettre d’extraire des tables de données qui\n", "pourront ensuite être chargées en mémoire dans des DataFrames." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour passer de la base SQL à Python, il faut donc un connecteur permettant de\n", "se connecter à la base et de faire des requêtes directement dessus. Un package\n", "central de Python est très utile dans ce but : c’est SQLalchemy qui a aujourd’hui\n", "remplacé les nombreux packages spécifiques qui pouvaient exister afin de requêter\n", "des bases de données SQL en fonction du type de base : MySQL, PostgreSQL,\n", "SQLlite… SQLalchemy a l’avantage de fournir une seule approche.\n", "\n", "On va utliser :" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sqlalchemy import create_engine" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ma_con = create_engine(\"sqlite:///salaries.sqlite\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Salaries']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# on peut vérifier le nom des tables\n", "ma_con.table_names()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# on peut charger les données\n", "frame_sql = pd.read_sql_query(\"SELECT * FROM Salaries\", ma_con)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IdEmployeeNameJobTitleBasePayOvertimePayOtherPayBenefitsTotalPayTotalPayBenefitsYearNotesAgencyStatus
01NATHANIEL FORDGENERAL MANAGER-METROPOLITAN TRANSIT AUTHORITY1674110400184567595.43567595.432011San Francisco
12GARY JIMENEZCAPTAIN III (POLICE DEPARTMENT)155966245132137811538909.28538909.282011San Francisco
23ALBERT PARDINICAPTAIN III (POLICE DEPARTMENT)21273910608816452.6335279.91335279.912011San Francisco
34CHRISTOPHER CHONGWIRE ROPE CABLE MAINTENANCE MECHANIC7791656120.7198307332343.61332343.612011San Francisco
45PATRICK GARDNERDEPUTY CHIEF OF DEPARTMENT,(FIRE DEPARTMENT)1344029737182235326373.19326373.192011San Francisco
\n", "
" ], "text/plain": [ " Id EmployeeName JobTitle \\\n", "0 1 NATHANIEL FORD GENERAL MANAGER-METROPOLITAN TRANSIT AUTHORITY \n", "1 2 GARY JIMENEZ CAPTAIN III (POLICE DEPARTMENT) \n", "2 3 ALBERT PARDINI CAPTAIN III (POLICE DEPARTMENT) \n", "3 4 CHRISTOPHER CHONG WIRE ROPE CABLE MAINTENANCE MECHANIC \n", "4 5 PATRICK GARDNER DEPUTY CHIEF OF DEPARTMENT,(FIRE DEPARTMENT) \n", "\n", " BasePay OvertimePay OtherPay Benefits TotalPay TotalPayBenefits Year \\\n", "0 167411 0 400184 567595.43 567595.43 2011 \n", "1 155966 245132 137811 538909.28 538909.28 2011 \n", "2 212739 106088 16452.6 335279.91 335279.91 2011 \n", "3 77916 56120.7 198307 332343.61 332343.61 2011 \n", "4 134402 9737 182235 326373.19 326373.19 2011 \n", "\n", " Notes Agency Status \n", "0 San Francisco \n", "1 San Francisco \n", "2 San Francisco \n", "3 San Francisco \n", "4 San Francisco " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "frame_sql.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si vous voulez lancer des requêtes SQL depuis Python sans forcément charger les\n", "données dans un DataFrame, on pourra le faire avec :" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "from sqlalchemy import create_engine\n", "\n", "eng = create_engine('postgresql :///db')\n", "con = eng.connect()\n", "query = \"\"\"...\"\"\"\n", "con.execute(query)\n", "con.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Importer des données depuis le web" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le web est un domaine riche en sources de données, vous avez forcément entendu parler de web scrapping pour récupérer des données sur le web.\n", "\n", "Le data scientist peut avoir besoin de récupérer des données sur Internet sans vouloir faire du développement web. Dans cette partie, deux approches seront examinées.\n", "\n", "Quelle que soit l’approche, Beautiful-Soup est un package central.\n", "\n", "Il va vous permettre de récupérer n’importe quel contenu HTML d’une page web et d’extraire de l’information de ce site web.\n", "\n", "Si par exemple, on désire scrapper un site, on va devoir commencer par inspecter le code html lié à ce site. Si on désire récupérer tous les noms de package d’un article sur les packages Python pour la data science, on va devoir identifier la balise liée à ces noms et ensuite on pourra commencer à travailler en Python.\n", "\n", "En inspectant le code html, on trouve ce code :" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "
Jupyter Notebook, une interface plus intuitive" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Il semble que la balise de division div de ce que l’on cherche se nomme *x-accordion-\n", "heading*. \n", "\n", "On va donc utiliser Python pour récupérer le contenu de la page :" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
RangNomPaysOpen d'Australie V-FRoland-Garros V-FWimbledon V-FUS Open V-FTotal V-FDurée (années) VDurée 2 (années) V+F
01Roger FedererSuisse6-11-48-35-220-102003-2018 (16)2003-2018 (16)
12Rafael NadalEspagne1-411-02-33-117-82005-2018 (14)2005-2019 (15)
23Novak DjokovicSerbie7-01-34-13-515-92008-2019 (12)2007-2019 (13)
34Pete SamprasÉtats-Unis2-10-07-05-314-41990-2002 (13)1990-2002 (13)
45Roy EmersonAustralie6-12-12-02-112-31961-1967 (7)1961-1967 (7)
\n", "
" ], "text/plain": [ " Rang Nom Pays Open d'Australie V-F Roland-Garros V-F \\\n", "0 1 Roger Federer Suisse 6-1 1-4 \n", "1 2 Rafael Nadal Espagne 1-4 11-0 \n", "2 3 Novak Djokovic Serbie 7-0 1-3 \n", "3 4 Pete Sampras États-Unis 2-1 0-0 \n", "4 5 Roy Emerson Australie 6-1 2-1 \n", "\n", " Wimbledon V-F US Open V-F Total V-F Durée (années) V Durée 2 (années) V+F \n", "0 8-3 5-2 20-10 2003-2018 (16) 2003-2018 (16) \n", "1 2-3 3-1 17-8 2005-2018 (14) 2005-2019 (15) \n", "2 4-1 3-5 15-9 2008-2019 (12) 2007-2019 (13) \n", "3 7-0 5-3 14-4 1990-2002 (13) 1990-2002 (13) \n", "4 2-0 2-1 12-3 1961-1967 (7) 1961-1967 (7) " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ma_page=pd.read_html(\"https://fr.wikipedia.org/wiki/Grand_Chelem_de_tennis\",\n", " header=\"infer\")\n", "#le tableau des records masculins est en 14ème position dans la page\n", "tableaux_records = ma_page[13]\n", "tableaux_records.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 Charger et transformer des données non structurées\n", "\n", "L'une des forces de Python pour le traitement des données est sa capacité à transformer\n", "des données non structurées ou semi-structurées en données structurées. Par\n", "le traitement de quelques exemples, nous allons étudier la manière dont vous pouvez\n", "travailler sur des données que vous n’aviez pas l’habitude de traiter avec d’autres outils.\n", "\n", "Deux exemples :\n", "\n", "- des images,\n", "- des données textuelles stockées sous forme de JSON,\n", "\n", "\n", "#### Travailler sur des images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut charger directement des images dans différents formats" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "arr_image=plt.imread(\"python-pour-le-data-scientist-dunod.jpeg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "L'image est chargée dans un array à 3 dimensions et codé en RGB" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(215, 150, 3)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "arr_image.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si on veut afficher l'image à partir de l'array, on peut utiliser :" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[227, 4, 33],\n", " [227, 4, 33],\n", " [227, 4, 33],\n", " [227, 4, 33],\n", " [227, 4, 33],\n", " [227, 4, 33],\n", " [227, 4, 33],\n", " [221, 7, 35],\n", " [134, 7, 24],\n", " [ 4, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 0],\n", " [ 0, 0, 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//iuLFy8+6GrZB3qm5LlbWlrYtm0b27dvZ9u2bezfv3/A+XfffTc9PT2cd955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CqfPyiXyyxatIgf/vCH/PKXv+Szn/0sd911Fx/72MeYP38+YA38hhtuYO3atXz3u9/lwx/+MADL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\n/+ZnqrJM6pkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(arr_image)\n", "arr_image[75]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut aussi construire des images directement à partir d'arrays. Ainsi on construit une image avec des couleurs générées aléatoirement :" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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mq2sP124cJ/bBF8LU1JjSy587YQNZXmrB7W2qbPowgO3JZUjmP2K7rCKT74xH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\nDLlwllF9ptDUcYkv5v4kR+czacdFdp3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vHwXSnraDcRclGWwdRYxvMxURoqztsON642Ga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ix6gPPP9hx5sZyn1T8Z32EcDXsvwS5kCllHJ9DbP572J84z748dA/dup+35m/z0NOTKvCFYTe2G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Vx3foedK7nqWmtQtjrMYTprmRDO8sHu3cQOSTj2D5hHC/drRfBhJZ4UGIljKDduyn2/QxVA0N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WrrRSfcVb5qvpDTSprSIKGTvK2eLCO1NspIgyw5UWQuZ5ZNEU8tK8lxjZPRF5PkRvpxsd8R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3eOH5kxnv7vLO0h3pl8846d+LiYkrkJ+QjEfvBG6eWoarhRadxh5hxXZz0jb2JU/vM21x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\nkSv9Susm+4m0GMmrgbeZrLoXq95afO4RxehSH2J3l1IxV6A1fAcfd8Q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "array_image_rand=np.random.randint(0,255,(1000,1000,3)).astype(\"uint8\")\n", "plt.imshow(array_image_rand)\n", "# on sauvegarde cette figure\n", "plt.savefig(\"mon_image.jpg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On génère des entiers entre 0 et 255 et on construit une image de 1000 x 1000 pixels. On va passer cela en type uint8 pour pouvoir l’afficher avec la fonction *imshow* de Matplotlib." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut aussi charger toutes les images d'un répertoire :" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nom du fichier : ./python-pour-le-data-scientist-dunod.jpeg\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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//iuLFy8+6GrZB3qm5LlbWlrYtm0b27dvZ9u2bezfv3/A+XfffTc9PT2cd955\n6Z7Uh4vf//73/Mmf/Ak33ngjr776KrlcjlNOOYXvfOc7fOMb3xh0TJM+jwYORzM0AE+IyEvAWmC1\nqv4S+BbwURF5C/iI/35gpO+w2B0VBhDUuwER6VOZmc/nyefzLFu2jKlTpwJwyimn8JOf/ISKigqM\nMSxZsmTAfN9EoyRYsmQJc+fOBVyc/u6770437ViwYAEzZ84ctC9hGPKf//mfXHzxxXz2s5/lpz/9\nKYVCgaVLl/LFL35xwPkJstkstbW1VFdXD/mcCf7pn/6JM888kzPPPJOzzjqLf/7nf+5znqry85//\nnJdffpnGxsZ0ov+hMF/p5zAMaWpq4qtf/Sof//jH+drXvsaGDRuoqanhj//4j1m8eHGfa8asmaSq\nG1X1eP93rKpe54/vUdWzVXWeqn5EVVsP1tbQnZMDJnNGA42NjSxcuDD9vnPnTvbt28fKlSvJZrOo\nKkuWLOGMM85IHdcZM2YMKd0TXHTRRZSXlwOwcOFCPvzhD6cMMGnSJM4888wB1/zFX/wFjz/+OHfd\ndRd1dXX86le/4i/+4i/YuHEjxhiOOeYY8vl8mrQrXVblL//yL/ntb3/Lz3/+85QJYXACjuOY3bt3\ns3v3bpqbm+np6RlgkrS2tvKTn/wEay2zZ88+6Dj2R/+J/fPmzePee+/l8ccf56/+6q/YvHkzN9xw\nA7feeiuFQoHJkyezZMmSQa8frL2RwJjIQA+FRDu8G8jlcixbtozPfvazzJ8/P9155rHHHiOKojRq\ntHbtWh544AHAre7w5S9/merqapYsWcJ99903aNuJ9giCgPXr13P77bcDbhn2K664grq6OlasWMFt\nt93W57qJEydy4okn0tnZydlnn81//Md/EIZhuu9zHMds376d1tZWamtrWb58OeXl5fT09LBixQqO\nPfZYVHXQDPfBCGgw3+Lmm2/m0ksvTf2VoQTVgZzd5Hhvby8LFixg7ty5dHV18X/+z/9h3759qa8w\nVL9L+zPY58PBmGaG0UbyYowxXHbZZXzuc5+juroaYwyPPvooAN///vdZvnw506dPx1rLk08+yTe+\n8Y30+k984hMsWLCAZcuWkc1mB7Xh58+fzzHHHIOq8swzz/A3f/M3qLrdMM866yymTJnCiSeeSE1N\nTR97/b777mPVqlXMnDmTb33rW1x66aVMmjSJo48+mkKhwNq1a9myZQu/+c1vmDVrFqeffjqPPfYY\n3d3dLFuWJaOZAAAgAElEQVS2DFXl+eefTxN+pc9cSkCXX345l1xySfq9t7eX6667bsB4dXd3c9dd\nd3H88ccTBMGg4eADlcaXnrN161Yee+wxZs6cyamnnspDDz3Evn37WLx4MWEYsnHjRp5++ulBw9aj\nhf/WzNDV1UVTUxMVFcXFjZuamnjqqae4/vrrAdi4cSNnn302HR0dtLe3pxPWgZS4a2pqmDRpEg0N\nDXR3d9PU1EQYhmlWd8mSJRQKBbZu3dpnX+c4jnnhhReYPXs2mUyGOXPm9Gn/6aef5hvf+AZf+tKX\nmD9/PitXrgTcLjcPPfQQ119/ParK3//931NbW8tZZ53FsmXLAEfQTzzxBP/yL/9CoVAgiqLU/1F1\ne7Elkre/GdXT08PEiROJoohCodAnunbPPffwqU99ig9+8INEUTSA6KMoSq/rL70LhQL5fD797atf\n/SqZTIbzzjuPD33oQ2ld1JtvvskNN9zAhg0b0uvjOCafzxMEwQG3yz0cjKmZboMhHxh+ysjPdBNx\n/sjkyZNTdW+tpbu7O93NJjkvl8tRU1MDuOmHpRKxoqKCCRMmEMcxLS0taZsiwt69e8nn82QyGSZN\nmoSq0tra2kf9l5eXp0mxlpaWQaXtjBkzuOCCC5g2bRpxHPPSSy/xwAMP9ClQy+Vy/MEf/AGLFi1K\nw7f33HNPujDXOeecw8KFC2lra+O2225L2wyCYID0jaKIX/7ylyxevJiZM2fS1NTEHXfckf5+/vnn\nM2/ePLq6uvjRj37U53nOOussFi9eTEdHB3fddRd797odzCZPnswnP/lJysrKWLt2LU899RTgnOiV\nK1eyYsUKysrKaG1t5YEHHmDdunV9xuCYY47hox/9KCLCww8/3GcLrGFg9HfuGSm8F8zQH+/FXIZD\nuedYm3Mx1vozBEZ3554jDe/FCz2Uex4oxDgce3qkbe73ASMMG+PM8D7EUAQ4HMLsf85ohCgPFe/1\n/ceZ4QjCoRDTYCHK94oo32stM84MRxBGipjea6J8rzDODOMYh8c4M4xjHB7jzDCOcXiMM8M4xuEx\nzgzjGIfHODOMYxwe48wwjnF4HHLVqogsAH5acmgO8HWgFrgMaPbHv6qqaw65h+8C3if1NeMYZRwy\nM6jqG8CHAEQkALbjFgX4PHCjqv7DiPTwXUD/evlxxvjviZEyk84GNqjq5hFq7z3DOCO8QxxBe9aP\nFDOsAu4o+f5FEXlZRH4kIhNH6B7jGIsYIDuGIKn3AdMcNjOISBb4A+Bn/tBNOP/hQ8BO4H8Pcd3l\nIvKsiDzbOoZ3MDzcorXk6j7tSN/fjgSIW75h6BPeqcLtN1zvRvHgSGiGc4HnVbUJQFWbVDVWVQvc\njFtYbABU9fuqeoKqnjCJYAS6MTo43JeQ0oDKgIN+3bnDan/MQNTvRWb7LAgg4tjkHUP7fnw3zNeR\neBOXUGIiJavpefwhbmGxMY1BpbfHIb2EUqmWTMAfov33uob/sFDK3yWLAKgqSvGzfYdqYcCYvEtD\ndFjM4FfS+yhwd8nh74jIKyLyMrAS+PLh3OPdRDkBmX4jr+9YvwMlL7NCDRkxgO0zS00EqgBRy/tF\nO5QLZHG0GQITDxSMVE/DAkagWt659jcIVZIh8y6Nz+GutdqpqpNVdX/Jsc+o6nGqulhV/0CLK3KP\nGgaTrmXAuWW1fK6sjnMrJtFvvbsSaWNQDOUCH582i4WZfmt86uD3KH43lA6jQLpyeBY4f3ID83MV\nA0yFmQgXTp1FfRCQmBbF9kruM8QzDxeDap4+9viBSSA5NQTOrZvOiqxbqKxShFNnzCBbcp70u05x\n/0zG8EeTjqJumAyRaJgylBWzZlFdIjBGU0kcEUvFDCa9K4FFtZPY1dHOwspaJoQBD7c1M7tiAs09\nXey1lnnllXRFEesLvWQUZoUZyJSTl4C3810AzMpkqQpzbOjuYIIENJZXsaWrg06NWVBWzd4oz66o\nl3m5SiK1rMt3EwETDRyTreIYzbFLAmaFGVriArVBjp1RD9UqzDZlVKpyXNatNr4x38UUI1RnKmmL\nCjTFeeaVVVGII1rjPCLC9EwlW3rb6VaYU1ZJb1SgyRYoQ5mWq+btng6a1WIEPmBy1GSyvNXTwYRM\njn2FHiYFOVrjXjoQpgUZJopxy8uj5DVmS1Tg6LCMijBkfU8HlSLMLJ/Aru42ZgQhkyRHa7mytbuL\nTTu2UW8y1CJks24J+7d62qiUgBnl5ezs7mG7RlSgzJKAapTGbDkiwlv5LmaYHLXZcjb07KcyCKky\nAb1xRIhSmSlnY08Hm3dsoVwM84xhQraSjT0dlAHTyqrozveyKS7QNUK71hwRzDDYWGRwAvrNfCf7\nejuYW9fInwZlSCjkKiexvauDGVVVdJuQ1c1b2R71UhlHHJOrYmFNGb9ucQtvrZjUSIiwU8qpq6pE\nrWVP5QR68xGzM1lsNsvbbXuYW1VLbCDe08T63k4+UTGVieVlTCOkUQJOqDuKx/c2sXzqdH62+S0E\nwaDMzVaxaFId9ZHyTFsrJ9bW05zvJFNWwda2vcypnkQIbOncR6a8irpCRE/VRJqtZWY2SzWGV/c0\nMbtmInlRTq6s4aaWrUyTkPMapjOhAMeUVTJh0kRe2L2DZRW1vNC8ixe1wAX1R1EdWaYGWbbnu6nL\nlXNf6zZWTppGzipvS5aGqgl0YclVTSJbiKkvr2RW2QR+m9/NqXXTebu7jaOzOdQ4qf8Chg9W1iCi\nRBXCzXu2AAaDsDCs5OTaOvIBvNbawsyaOkKNObGsgorycjQf0R7lmVjm1rB9c/8eptbV07q7iTk1\ndUQozblKqsrKCQsxjTU5ftK8mWfjCAbf2+kd4f1hrB4CSley7wWyCB+wBslH5IIMVhWLYWPbPpqj\nAhboDDP8V2crcW+B+iBHfZBja1c7Jl9gKobeKCKvypb9rczNViCFmHIbU+Zvtqm9k5bebspFqCsr\n4/d7dvG2zRMglKshK0IlIQFK7F9eW6GH5u5OcqpMCUIktjy9bzegLApyvNHWyvruDjIYdnS002lj\npiEcXZbl2X0t7C700hCE1IUZtJBnIiFlQDcx2zvaieI8M4MsFQjZGKrUkMVisARBhtcLnbTYiDf2\nNpETIbCwuauTsDfm6CBHpQn4Tcs2nurcQ3dgeKVrH51deSaGWSbElkBgV1cHTR3tNHW0Ux9mmGsN\nhUKBijBLtTh5G6DMKK+gsmAJCzC5vIodXZ0QW46KDGICXt/bTEGU7VGeLd3tTM0ElCvkBFqIeXVv\nC9NRKjLlPLZvO4UoIqOCjAAjwJGiGXAOan+EqtSoMic3gc5Cnq4gYMP+fezo2EtlZSXte1s4qaae\nnb1dvBJ1Eagzr0KUCVm37PrCTCWtnZ0EJmSTdjOpM+LDE+roMkpzvotXO3dTHlbSun8vJ1bXsi2u\n4cWuvYhCmTHkFCJ1zuCk2JCxMVYgwIUfl5bXMNVkiaI8RgEjROos8AIRlSagTJVygZOqa9m9txmp\nyqACtcZQIUK7QqdaXmvfy25a6RBYGlRwXMUE2tr2UVZWgcSWWiBbsqd2TEyMEAWGGAUbc1SmjBOC\nHO3dPUhoCBFqEaaYHMY4/0pTP8mtZGXVpJHjWAzdKK+176Glcy8ttkCDBMQoBVX2RwV+3d5KLpPl\nzJp6WvbtRTJZrEAsigoUREEMaAwiqEBsoGAMaIgQU6OQSSJWI0RFRwgzDGSEHoVmC/MnTiUyhsd3\nbWJ3dT11jdOJbZ7O/fs5qr6BHVGBZpsnQtiZ72L6xCnsMYZX29wuOJPra+gKKujs6aUqLKdqcoY3\nu3po6trPwto6ZmQmsXvXLqbXT6XZWpp6u+gGft+9n9kNR9EbWTZ39zIxgNmT6tldKNCj0CbKJpun\nOe6lvKyatiikyeaJiNlLzFZi9vd088HJU6i3hi2de9lKRFhTw1YCNuzfz8KJddSpYavuobNQYFrj\nTHryHbB7F7ttLy2BEFVXsjsqsG/fXuZOaqA9jmgVyKuyy0a02IgtxOwJDBtE2KEFdlVkKATQHPcS\n9LZx/FFzaO/qZKuN2G0sIpYmE7NBlJ2iEBTDqpEoET3MOmomFPJEu7bQZeBtAy917aeyfhozamfw\n9p4mdhvI105iS76bvTaiBUVjSyGIsDaix1oqbESLtWTjiFZi3hSLdHWwtH4mE3Rk81NHzIp6LoxX\nLLIzCBUoORG6VenCcX6NCL2q9PjPBVU6vOGSw0VJCv58cOFPgF5xOaUKoAOIEGqE9NwaESKU/QDq\n7jUBJzu7cNGtLNAt0OvFaE6U2LcZGyhYJ2/zQIihPjCcXlXLB3LVrG3fx5Pde8kg5FEagiynVdcy\nt2wCjzbv4BnbRaVCp0C3GgzKBNwuqREQi1CpSgR0AjGQ8+OVyPisv3fyzMnilVUInaLEajDYVPSE\nUHwnXjOoghGhWpVufy+DUIaSxz1rFqEDocy3ZYGCCLHvS0KRGf+bCMTqPmeB4ytqOTYImFFRy4+b\nNvGm2IPlg4a1ot4RohkYoDAtSqcIHaVriAJ7Sr4XP7tykB6gp2QfNoD9yWd/ald6tdKKU+Fo33aT\ne5VuTNFRvAxw9+hWA2LJK2ANIiUSFst+hZ2q7GjfwwvdbbSXPGM5Mdus5a29u3gxdtqoO/3ZYjHs\nQ0lNSFXSTWJ9n/PaNw6XEPa+vkNLD5q2W4QhTxLytH1sFQFK90K2KF3+nm3pMyilW5kHiDPVKFYO\nFxiICGgu5NkaVvK71h1sIGak5PkYYgY3sAYZkLH0gYqDl1eX5gRKsqD9IRzYzhzO2v+HWupdumS7\noCUv0oKWykVos5bftLWCDNwHuzmO+XXbngFjVXw2f4XYgQ/bpxxksGsPfKzv7qQDTdRBx6Xk3ZQu\nVpauSK7FdgZc3+/r+kIXGwvdgz+7BKDxIb2fMcEMURDQXFkDGIz69USNIjagJ1DaLVgqUSMYLYkU\nqabJrNLo0cGGoM8gecZJ/+8Pf1wU1BTPUeiTAUqZuF+Sy6hBNXZOp1iUACQumnQijgmk5NVa645L\nMU5i1GClhPDUM0j/ZKD2LYN6Jxhs3NTfq/Q+FjhgOdlgY5kKqP5tu2dP21f1QiEe+GwEiH/uPmOR\n/F7y7OrsNfcl7hhw7mAYE8zQWj2JH6/8NKKxeyBfzyJqUOD1UJlhLBFCiKIqpOUNClYMYouVr1JS\n9hBYZ48nMLj9i40RpM8LKymLUO8g+M8GwYpFCImJMBR/Lg44qClZFFjFtScxxuD7jE9wiaMNIWVm\nJcBI8gK9bBcLEgACahFjwLj+pAxtBBG/pL6nBjHu/hqa9LwAKQoMI67//n+LRXzyDVskIiFAxfUj\n2YLYzeMqlpbEKKGYPuOVRMtcn4rDUdrv0i2BSxH495NcZxR3D9zeDcYYbPLsyfU+QqbqImIqBmOt\newUxrPv3LzEcjAlm2FNWyW3z3U4zRvFSRQmsOBfQavpgCMXvVtNEiSCouK1yEzPBbdytTiJ5raJW\nvep30sh4JnB0ZL1D2VfsqVgC68KHIRZRUzR3kndpFTHFak0V6wo5A7/hu6hT4SRCX1LFYv13FXHE\n76WeiCdgCRA1jjKwxBjUCIG4XElKvAlh+apRFefMKsbzuTPPjHGvXY2iSbtqsCnhB6g3NUQEAgG/\nC3GRqZymksAQ26KGTsbDqu9PybMa72NZFKH4/KU7hcfE/nsp08fEahDrNIsA6rVnYnKmdKOxE6Ia\noyqoDn96wJhgBhWhkMulHC5WESyxkj6M2ADJRFir7gUntiY4plAQDRC/K2tRInon0ioxfSVUEhlJ\nXoYAqCGWyA0uYAMBK/5M5ywGBChOeqkKGPVteNYUQcWAdQRlA3FXiEFtkVDVuOMiQuTzDqWEHau6\n2L4UCd1pAcUYF9O3/phRsEYSuiWxJ8W4OqwokewGz3SJZDZFa0SVQEIkhMBkHKFZIfCDEXiGNf6C\n0L2lPmXaCQOJ94HU/x6m2qv4fko3vE80NiYgssVzrLWIBD7iJSARVgNHA3EiKK3bzceGgCDWmZ5O\ndgw//DommAERTMZg1altJSbWAFEwOOpWLWA0CwoxFlVBRDHWaRGL9JEwRvGDm5g+XuqbgMj7GpHa\nombpY+KG6XSjxEdJmMMYQ2QVkZLiMf9bFJQwlggqYSoqCymRl2gCdSFPCRzDuqCSJybFM5UzqUSL\nppWIEEuSuCs9T/qVigti3LEQIFCEIL2/6496Yk4+Bxgcc4tRp6msEhq3IaPGFgnctUYEo6FjhIRh\nvPQvMkcWnP5K7+kEkHpN4TQtJJrZEXKc6nfFxqRaWDVAfYjYGkNkLarGbfpolViz3syOsbGk5ulw\nMCaYITRCbS5HXi0FBWtN6mglDxPHBhWv1nEME+CkpxXnGwDe7EmVjNOcqkDg7XWHGPdCkv+L0Yd+\n8RPvlMVQvN46k8fZq0WzR60SixJgsKaUKL00BsQYEj88USYGQUuZAJypU9KGTcw8T9waJFqhr0QG\nx7DOzHGEHeIsneQcI04qGxMiYl1JtpfcBueDBCZ2zr9RAs8kjqiDNHseqE1NuSCx8X39ah9hIYYk\nxODCx16zSNGnSRB7U04J/G/eQrDu3Nhr40itKy6MnG9gYxeRiqz4/wPiMAIdPomPDWYQYUp5lryN\nKWjyUJ4IrSPmWDNYnB3oBsypPwXnW3g7Oxlcq45ZIu98FcsILIJNJX0S0bGJpEocvMRMouhPl762\nRAr387Ux4kyoxBRKkNrbnuhT51EkZTSFEqYwqClGWUxqfrj7BAhilFCLe2VnAvHELBjvn2SMK6kw\nqQZQTABZ6xgw4wnVeJ/CAEHiTPv7giUUg0jRsHFaxPlDYYmvlAyE8aaiY44kbF4k/mQM0migu5t/\nJ84Jdj6fpeD9AifY3HWxD2lFGSGynjksWA3IWyHSiEgzRCUh24NhbDCDgUk5QTUgUog19P6CEqEo\nMVEcpHZvr0KgFotQSCSndVLBGCHWCMig1kmaJKFT1BAhcRwXnV2Mt31NGqmipIYnCS0mOiP5PzV3\nAHDSOEBQk0GxXkI79e6I2Js13nkU4+Vo6vf2k9xknPMuhkA84YglCAIyjnUxxhCou1cgeCnumCIQ\n9dc6AgdLYJw5kiHrGMckjnKAwRFhRgTxbYp1TId/HrDeKccFGsR6v6dom7tIlUnNSyOh81/62qIp\nSoMQoM68xEn7xJCN8U6+daaUxfkT+eT3SFCEghXiWCloQGyVnpE0k0TkR8AFwG5VXeSPTcItIHY0\nsAn4I1Xd63/7K+DPcJbF/6uqDx60E0aoK3NdKcQurKpiKMSOkKwNKIBzPgkoYEFDrHU508i/nMgz\nkBJ6u9FJnFghTohcLLE1QMbdJw3TZYi9M1uazIlVMSqYQIohPIHIWgIjiCY2MkCA8aHNWIKilIaU\nEAxOkifHAx+ZMYHF4BxNQ0AgkdcEAUHgzKfAS+NADKHvY2gkleSJ5sgGJg07hkWfHJGA0DiGCtX3\nLQj7hE0dcwoiYdr/5PmKfoWzxY1/TwZJNS1i06iZ6TNpKaUnRL3wSfMCNjWdDAHWe2yJAw8Q+zxO\nIsicsHR+ZgELYUBknUkVWYhi6yyMwflvcDocxjm3AP8MlG5ffw3wiKp+S0Su8d+/IiILccvGHAtM\nAx4Wkfl6kPhWIFCbM8QqnutjpwYzgVePxtuKTkJYDbzdnnXnapAStqvFsWl4zqpS0ESam3TQYzS1\nNZ06dmFFFdIXAN7WV4NIwSeDnFMXq4vmGBxBWo0RQjICsVEUIXAKBWNw4VijRWlsxR2XACMxRrKI\nxn6KoxIGmZSBgjT6KYTGS2RPaKE4H8R4LSFGCSwEQYhoDIFxhG+c82zERWdCBAlMauIlUS1nuhWJ\nOHC2H0mpSJFZ+ubiEmYQ45x5FYNoiOlnFrnQrfEBkKK5mGbljaI2TE0kF7GLcZrXAkIUGkSNy1pb\n8QJPiKxJLYQohoiAKBpBM0lVHxeRo/sdvhA403++FXgM+Io//hNV7QXeFpH1uNUxnj5gJ4xhYkWG\nJMNvrThJYDUNaKoqkXUWP17mx2pQ74RZNakUsH5grTgWiJNEki1Kfcc4Xu16Z8/GAd6P9PcBVevM\nG82CJ5i4JNVZlHxBKoEBF+1R58yKFktKXGi2DALrmUUQsgTiHF68aeOkciL9XRsi6p1eX0RtfOjY\nJFJV3Av1IVaRwDGgv4+L+hTDnK7/yW8RIgZrAgIb+HLtoinptFVckiiz6fWUhEhFi2Pi/pfiD2qA\n0Dv3Rec6CVwMLJ9wVoBYp/ki60KssTphYAk98bswsFil4AVqFBsitcSZ0Q+tNpTMbd4FNPjPRwH/\nVXLeNn/sgAgEasqcylNiNPZ18z5SRInGiKxzxdS6KEZC3FYT6ZI43MWEmAu0BS75VsoQkjhkboA1\nieuXvJRYsi7vIaSEIOLDsv3OFY0RAgjc8UCK7WWcRU5oAherJwBjEO+AQujDpp54A0dIpf6CiPik\nl4/GmMTsKC7PYkQIS6NYXpskkSoRJSgJq7r+WQzFud8SJn6CSe8rViEIUQpeEASe0dULC03bHCy7\nbEyARBCbJJSaRAVdlMkHXH3GG5crAMps6EwvWyzkc+/Znxu7jL61lliFnEAceWFolXegGA7fgVZV\nlaE8owNARC4HLgeY3HAUNbnQEX4BbDYgjmOfuFIkECJ16tPf02kEXCbSpqaPCwfGaQZSiSUErC8s\nM1gboeJScY6QDVaCdPATVV4MC0rRbPIvWqzzCfpGhdSXayQun2BMYjsXY+9J5McRtS0xL1xsPwhc\nf5N7JwSeSHBwya7kQmMMoYbO/BBJfRAVx6zO6Xb2jEmltk19FscMrmJWlKLT7wWDSZ4no55pfLBW\nrH8u5/QWI2qSmnHFg/57JgkdUFJEGeOzI8VwuuM199karEZIGOAird68xZvGQeAtg8gzDFhjsd5P\nLDV5D4ZDZYYmEWlU1Z3i1kna7Y9vB2aUnDfdHxsAVf0+8H2AuR88XiuzPpYfOEkVZ0BxUhuSRI24\nxJx34GJ1zoCNE6slRNVJlti6YY+tI4AI5yiq+mCfFm1YLYlFx85k9vZpkQBLNXhyzEWqTBo2jZNs\ntxg/sIISYSQoSbS5BJaogASEThciQZBKbnDhULyZAwkjFbVTkgVOapXEM33giT1x0h2BF30M44VL\nUXy56BB9wqOlgYHAMRahz9gHfWqtAl/Okc4jMc4Mcv+rf3NJDK6EP5IomwiiQRpOTfqUiBTHgKEP\ngJAyqit+DFATe6vB+5QqWCtFE/hdYIb7gM8C3/L//6Lk+I9F5AacAz0PWHuwxoxAVcapu0QFAqn0\njilSomJ8XYpjHmtBMkGag0jP0zAt6IqEtA7AlT0ZZ06VxDUjNeAdNFdJmbTkPljvPKYeoyqUxOM1\njff7IjZfLAeZog1tXHtp5MeHIAOfVwnDMDWv3K2c+SASIKmAL94z8R2wFlduJD6BaFJtpYEhtMkx\nLd4zJXzrGSb0vpMzY0ygaV9TDZ2UffjQr5MaBuvNtyJK7XTfl37+QPKtmN0vXqNa+jkJcFjPQD6o\ngvMTwUWPEi3vnGrj8lPGpOH44WA4odU7cM5ynYhsA/4axwR3isifAZuBP3Id11dF5E7gNdw8jP91\nsEgSOJ+hIuc42QY+0xonA+bmz1rUhTYVXNrWD5BP/KimCr1oEqWSv+RdSIBam8oqq4E71+Z9rNyb\nX8kgJuXV1pkiRdPIDPAZnIMNID69FyISO8LzTrxLNDmfwF2rJSZQcajSTK4JnIlTQryJHZ+eKUoo\nIUjkw6M+3ahgAkVCAXEmSoDzy4yEvo1i8SAYxEhK+GlizATutOQZMAgRSXWSgw+HYtKiwkATGVQy\nRn62nJq+FayuBskJIif+khINX6KjbrzjOJkDEqKeCTRw719ViWOLNcZH/ITsSOYZVPWSIX46e4jz\nrwOuG3YPcOG4yqyP4HgJbkNFKNqvEcUKU+cgO2lsvb3rkmolmkUTOg6Ikhdm1Q1ymHwXYglTRrAm\nAGud+eWZIfBOtoimESajge9mSRQljbAk0Rc3wd0RtZ8NhpPsgXgSEsVosVCuT2lFn6iMN3O8U+sO\nu4JBI45xTeBLetVplCBhVCPeYbWuRBxIMscuuKSgIWJi/2zegRZn9gWaAYn8dYBx2sMJBFuSkEwc\nYhDjygdS7yDxi/wYJfeWZC4DShwkuQo/GUlJo3yuBNZ9l4wSWOvL9sX5h8Te5DVkrA+2aNGJHi7G\nRAbaoORCQAM09I5XEuUBQCgjAAKvLklDqrGo09bWScZSM8vi6lRy4DOgzuq1sbOvNZOUYQeO4JWS\nOQCJxHP9cHMaSG1p/B2ScxKbHFwJg02lvrj/DWnFatG0Mmn8Py3bVoOUFPwZyaBEfcKUjqiDfiFM\nh9ATnBXIJPFc6xnJE1+ivZzk9+ZYEhf2PpZnO4TIMZfX0Ma4zG5iYfaZbOX7YoqyZABK/S3jo4Qi\nQuAJP2kvqRbAZ7cTgeeCB15IGleJkLwjZyk5LRH53ET8LvgMIwoRJWssotYXuHmHSouEE2vkw2lO\nhat/XapKHChGY1QNsSvUdpItTtRtkcDVGsdw1kka61+eqnPalNgTbVKR6qgyTqRqido1KsTGvQzn\nIiTRKUc8iaZIvwfW29te2hlISrJTQg98UZY3pkUKlCohwTvRvpSDknk1LvTq4jMBLg8RA4Fx4djQ\nO76uIjaZS+skfRoBCpPVZpMZ0QZMiF8EAxFXA+WQVEcGfRzy/uSnyX3UlZCoWEIyqMY+GZo8f1GK\ni88hWRshoaOFpNLJiZnYR6ncNapK5BlIVQk0MXeHD3PwU8Yxjv8eGBuaASEMbTqRxGoMkiSDfNjP\npi4tav20UO/gJas0O9UZo9YVncWJOeJnsKmlWOtNEqkqfnZSJ815+3s57VSsV7IknoALgyamhina\nwvhklPFlywpiIuIkvIh6wezKNlzM35WoI9aZ5Rk/Mmn0KkBMhPMZjJ8H4AO4ptg3kYybjecjR6FJ\n/CORh88AACAASURBVITE7/BJLmNRddM93cJc1icBvSMs4ibzqGK0hyDuQINaIhOm4xGqIRLFUBxT\nSJVAPxiMy3JiTbISiHtG72G5UGukrv4EFzEKQucXGnWVAopBbOSv9dNDvV8Qpj6m11m+BH24GBvM\nIEqZKHHgSc5YRGNXnuHVeWiK4TM1bvBj1JsP7gW6DLar/bHWkjGCSuxNIogDHwtPIlIkbSZx82RN\nIJva8OnkIIoOqWqU/mRtMfYPPulUYt6VmqzG10OZkjIHR8Ce6YwnCONMrlAlJSqVqCQP4ftsCiUZ\nYnz5txsLl/dw45Yk9xL/JWUyEUrLIURc5jnG1zcRkYma6Vn/a/a+/jxm1hlMPm4lca4cYoMGIblk\n/BKxIt508f6KauwrZkln/wXpGPtoES5CFViwoU3nfiTOt5TkNcAJGVSwomQ0IA6KzOHOS/Iecb9o\n34ExNpgBJZDIFXX5CfCKenr18xTES3aSHIOQ0US6x87BE01zE26QLWqd46hiCL1T5WCJKYAvF0Yc\nMwXqSzzSMSz4hFbsXp4mM3hdVxIZJoh3kotOovn/qXvTH8vS/M7r82znnLvFmntWZe1d7are7PbM\ntBu7PYMHaxiN0YwHiTdgAa9G/AFIFrxCAoH4A3gBCGkkjAYxY48tjOw2Htvd9nS7u3qr7q6tqyoz\nK/fYb9x7lmf78eI5EZlGNk6MscpHSlVVVGTEvRHP8lu+v89XF32MebLuLownX9kAmIgSAzo+3iBn\n2SkyVrMEIwqTIyEEdD0ppA7GRS8KbR53zKHIpjURYexYq3Te0Cufd/YG09g4fFwAaMiY3GLaO/i3\nfw3/1q+y6Vs+ePMPWH30Ds/8zD/E7j5TBJEjwOC8dqRKzlZuyMz5D2p8Wzw5sETJ9UqTUYh2nLDj\n8e/pTP6OKjmhylJOe7El6ZZRxKhKeg1nG+dx6fppn4/JZihVAcOZpqiEKgkZdUHqcX+BMQkcKyxl\nJgogniskBTmvNgllGD8TEc35qY4ojAgifvyawpO3xfmFgEby8LjxN9az1ajHOa8nFYxD+YWkNAoD\nC2xYqTIfkXRpoJHKPwUDqSTJoM8XvpQ3Ud5f0hjlSSd3+d5Xv8r66BEv/Y2f48ILr2Cb2SiZoJRS\n9BMlWVUQXI9vg/F1qhJqnd1SZ2O2RjQajxZPtfyQ03d/j3z/X+Pad5jrFXZuuba5x9Gb/wNv/ugN\nXv2H/wnzFz9HNs2f+Nk9Dusey7DVGP6dXXNaQ076iYR1vM2yoLQZb4InQq8zoaVkkmE8NM8QY7lU\nFAEj5WNpnKaTx92ip3o+FpsBEZT48vvM5YrNBNzZ+stnNfxxOJ6MFsPZUkxSQpAImPy4C5xViTVL\ndeXsCi0hQxTGj47FW9GIxFG8J09UjUpE7J5Y+OVFlVNLy9jVzeP1fLYI43iqjRoqpRQ2AaTzOjw8\n1gKdbxIA9RjrYgQq2Scd/D7f+8r/yt6B44fffpsXf/ILfPHf/gU2drYfN7rkrMRrnnj9+ZwMAn+y\nl3HWsHNpiW1vEU/u4VfHHL73u0z8LbQ6xU4VNs9oT3tEEoumR518k/f+2X/Fsz/373Pls3+H1Gyc\nh7MZi5GIjLWfc+KI0oh4mnhM++AuRmnc1iWk3iWNc+4laSsTa+a8Mlh+B2eSZnPeNyg/V60Uavx/\nZ1Umnct7M3A+8/I0z8diMygEnbrzwfCczgb9H1/BWjRJacgeRm2SGkVbbuwnlMBgHDoZ79c0LlZR\nlM+XsxRZIRLGSCyg44r9h4+IQWE2d9naLo69+gxLQ1GPnokEgXNKhzqnUJcN96SGqPCWxmEeKRur\nbJKRP3RWijwvdY7hj1LjbRlphjdYuHf425+/xn/5P91merLi5oMvs7d/xN/7xX/ExavXSuSVTenV\nqHLb6bMSaFTn8pASgY3fQwJ1vI2//bvI/tcw/hi9zrh2hSjoBtjYnNN2x8QM1UThe8XWjpCP3uL2\nr//XnNy/wyf+zi+iFrvAWZ9jPPO1YGIE6dDRE/ZvcXzrW6zufY/sA5Mrr7D5yS/RXH6daDfO8TLm\n/CIbb/oxSVYKrETIATFunGtRjyklZw09OG/AnkULT/N8LDYDklEhkfHlmj8LFcZ6vChGdBcwVoXK\noiwbpqg0yqLUyGPdaBayBh0VST1OpnIuVQmkJNomnPDud7/Br//WV7hw4QLTCzf4hV/4hfIKrCWq\nXIQHUsKKNM4NP0l2KLX6ckKFUS4CJTZ/ciSyTIbJuQTh7GbQj+Oy8e8pEpmpHGOW3yX4fYblMRuN\n5ciDKMsH3/oWv/LgAb/4S7/Es88/C2eQAinUvqwMokuX+2wu+6whYBio4x3Szd9AHv0hzWROF4Vm\n4pjOtiFl+r5nGBLRB5yOTDYq7qw9ta6wLrDjPIff/Kf84NG7XP/Jnwdg+8p1bGOI7ZJwcg9nE/7k\nUcm71g/Jez+kyZnTLsDBwMEfvYO78gU2PvFFzPYNxFiSnOt+S29CZYxEdLdHd+tb9A9vYXauMb3+\nKcx8l2zqsjmw5zIOJP0Juf7TPB+LzRBiYm//iDMlqpKS9J5JLFQe5RcKEhEVR9JbPhu8kXHyKY4/\nkDFlO883ctHjUypBOQ1MTWK1WhFj4PDuB/zml7/CW/fXmPePuXJtzfOvfhqA7c3iBncWPpUE3Zxv\nrNLVjdSqw61vslxlZpdu0NudEr6MHecncxBMPu88mzPR3hN/NIJhoNIgep/Gd/StYrJxgYPTt6i3\nLiAKNueKG9NTfvOf/Qqf/am/zaufeh1XNWPEVsqk2ki5LUZGk1MDMw4wy28zPPrX1PE+iQliN1Fu\n5HNbRYwRN92i2ajobce06tjf75nMNsk5EnzN6WFkSInm4R9z+zfeAKB99jpbF2cQ9hjWLUbNQRl8\nLpOM0xqMVWxfvshi9xLr0xN0vMmDb3zA5OJrzK++jG52sHVDmfEw6BwID95mdfMPMMsfMVMef2xZ\nfvDbDGwR3AYbz36K+Y2fINkpWIvEUqLXTxxEf97zsdgMq/XAV75+cxTYKWLmfJY1pfy4zp9LV9kY\nQ8oQ85n/jSamIt9N8nietsilC5JS6VwG5LNnK+9zuT7hd7/5DreOoG1bglSY6YQcPKcd/C//4rcB\neP65l3DVFFfNxkm7wvF5LBmAhpafunZAffJDHh5E8q3neTu8Sq+ac2m0MWeCuCdmGswoidAKqwvJ\nzyA02vOFF9d4Bcf+lHfv97z1fstpbxn0BJsSylruPjjk1euGT84P+YNf+xV+ePPvcuXGyxg3RyRx\nsTpgYQb22grMlMoqrjR3+eTs6zTxR4iOtGHCrXuK0xD4/Oeu0tiOdnVKPbUcH/fcvH3MfGK5cmXB\nzpWGcDexdxTYvXwBn9fcObC888GSL70+BWBnch8GRzp9wNTAyaGjmi4w1YLYJ6JdsLhwBaoJGWHj\n8jP4fmBjOKbhDvqoRU03IWaGvsXYipOD+9ThGNsfkrJG1TUmJxZVRzw+IZ9qVqtbHH7wbWYXXmKy\nc5kwRMLgMfav2c2QRHEaFCE7ziUWuZy+fjzdz7g4kJGkGVJG6+p8A6QMkp6okKgy4EM6I7dlbA4s\naNmsj7l360Pun2SU28DMZlilUMZwfHgIWbh56yMAbt26z+VnXmbj2idAGcL4evQYMhkNn7vSc312\nzOHeES9d2uDNj97n9sOIufI6QTdjCB2e2AQGawyiSg3+7NZorEFJ5JXZI167MvC9t+/zxrcfcnJ8\nypt3NLqqULohZY+rZ3Rxwje+f5+f/MQ2TsN3fv932bj8AVdf/1vMZzU/fuP7PDt9yMPBIrqmwjCX\ne/T7d3mw0rz00vPEvuVgGfnBhwOvvBiZXm6oqsD6eMnm7gz9yPDeXc2791p+6jMXmWws2aSm84nd\nS5vMLzV8+OgyX/vRvfImnOLyhUQcAvMNSPPE3uHAoHrmG5vofEr0u9isSI1jZ+ciMcYiVYkr0gAa\nz9D1hH7Nxs51tjYWaD1BNhZ06zX96SGz7U1CtlhafNuz2NhgurmJj4cMDx8gOTFzhvawe+p1+LHY\nDKCJptTOkwCiybZo0yVmktIkFQi5oAeVwEBEY4mq1NhFhOxKWJU5a4YlyBkL6JzQueXqoufWR/e5\nvw/ZLqibKZUI3RDRxjHf2OAMaQ4wmzVEiXRRkTBkiehRPm61YiodX/zsgqm3+Knj+rMz3rp3SLf3\nIW73RYZmirHV2LALWGVZi4ah1P0be6ZhyqxDZkO1bDYPcL7DMfDKsxvcbyq+f78jZENWltW6o6lq\nZpMZJ4PlD99JDFHYajyvLx5w8wf/igufeZWL9SN2N07YtMKdj+7TVIrFbMLvva358LbhFzcdG3XF\nanXM4WFmPUR0NaeijOCiEy88v8WQG6ze4td+521+4jOXef7KhNPOcPtex9UdzXPP7vCtHx4A8O0P\nI19sMiZPSLll57JBWc0qVbx7d82WVVyOP2SxWNDoXdYHG+iNZ5juPEdMDjvZJKnMQjL9qmWydYH+\n4CEaz7odkHqOI5N0BRpm29tgT+h7z/HqDnUzoe86Ls0SVWMRWT71KvxYbIYksBxKoyxJJsQ8hkp5\nRDkWHo4SIWJIKSCqkA+iaEhl959JNNRItD5TsFoyVnqa2GHSKW98cMzxKrG1VTNtamY2088sR60w\n1RPW6zWVLeW+aTNBQkfKA94YlDbkmHFGIAvTKnNxnth/8zY7i4xkz/7hwEQb8vEduq0GH0ofIYsC\n1Y9oF2Ha1GRjcbbcMJs28rmNFZO9d6n1LtKe8NKlSywq+L3vHvBgr6eZb0KsWXc9KdUsaouYmnnj\nuDTr+enX5/jvPOLkZqS/0ZObJaIc+BV6MuPOA8X3PmiIsebbbx7xuZfg2qUFH95riVKRskJXU6oN\nQ3u4h+/XrE9P+NkvXmOx8Qpvv7PiowenfOa1G0wXFb1kFjPDlWfKGPzNm/f4uS9sovKUg9U+bjOy\ntZPwx4Ef++QmX/3qEjtvuHK9RqQnhpba7rKKFd5tEtOMoAzeQ05rZicRozSVieTFNsrWDOvTAgJI\ngLbonVyo2+uOtl+TTcuRRPQ6Y5vFU6/Dj8VmyFAgYRqCmOIok8uIoXIGHwKiLFFyyRMEUgwIo3mg\n8ESlSNA6l8ZOTAiJrDWkyGs3am6+c8xpqkjGk/2ajcklutUhlavROWC0YSVCMy0x8GwyIQ0tfb+m\ns8VY6fOXI5++mvnfvxs4WSc+eP8B4dEhs11PVSVqteaTVzZZyh36cAE1fRZtDdbVJX8oXTJyFjxC\n6Hu2OebT15b89LNL3j5cc/fujDsf9ZxODnj2+UssGou1FdpUWG3AWhSKbvAgkYtbM65fXvDWzRVd\nr7n98Jhf/609fvFLc2obmUwu4tWMb3+Q2G8NOUQenEC9cRmz7Fn7NUfHAaXnBH+E1pqq3sL7Y6pm\ngptWvPjcBrWruXWn4198+SNefOEyn//EnEHgwaNyIA2isIuLTGeG0/uOw+UhC7PC5J6r1y/wystb\nnIYZ+/llzGyXIDusHk5o68swv4DRFTkrvNKYBg7J5DxATOQU8IPQLo/J2uJNQ0QRQsKqwmISN5Tm\njB9Q8azr/t8/1Tr8WGyGlDMn/UDIEWUMMQnroaBg8ogwEekpapOCGU9JUDiUGQdMniA+C0KIJfGu\nTDU2XoSLO4Y3h0Q120bUCbOthsokVimSY2DeLLDW4ePZgA/Y2qKzIatArh2SPS/srPnUzpI3ho69\n5iq377bc/eGS2xcC//hnG169CljD24+WvHf3HWi2OOprfG7HBpRgJDPTpa/9Exda/sFLJ7x+/ZiD\n/RO+/SPLb39nj8ZVfOGTlu3dHS5s7zE9rckaQjdQNTWSBZ8Cja05DsL3bncMfccwDEymc964t8nG\nD7d48ZltfEq8f/eU791cU7maVduyt9rmN7665NF+z1GY8VtfOeToRPO51xdcu+rIjeHR/iN2d3ex\nzQ7GehYbx2zMOp69cZWvf/8UyZ6/+eM32JmPFrcXrrH1wk+wmFrefuerdCeGZzbnXL7UA5ZrL17j\nQXeD77SvwewThDyjaSqMbWhosBiyjvggDCExeOiCBV1jpMyFdLYujVntiKLxNhNCYtpY0IoYM6mK\npCTE9JeIpFd/OlHvvwV+geKH9z7wH4nIsVLqeeAt4J3xr39NRP7Jn/89AGeotUMZTZUVqvKEpEjZ\nYZwl+CK/KEzNJ+kVZ/jGhGRbeEEUKrNPpftY6YYmDHx07wF3Hh5R1bvUTJlNa2I4xRlha2uLLpUk\netkqVv1I64uR6dYO0RY7v2mluXFJsd0cM/N3OWp2WCwMrTK8+1GHz4rXX654dJT5zm3PLB+zPLiD\n33yObBzWWmqr+LFpy1V1zHF0/Hs/bbm0vocKwt17pxg3p5VE33kuXr8MtWNjUWP1mkiZ6e77HldP\ncVVNHzPLvhwQRI01hhR7rDF8/abmnWNhWB2zueHo+sAQNF2A2486jro5XZfYms85Xbf8wXdaHu57\n/v7fvc7mLGM2ZlBV3N+zXLtxkYmf0L1/yrPXL/H1H3S8c3PFT/0txwvPlybl5WsX2dm5gKiKNHuR\nm++/j7NT5MTw4fGUR/Y19jc/Szu5DGlSVAZ6YLnKbGwalIp0fSCkUbNkNasAne+x2hS0ZjVHFJx2\nnqZyVE5xuO5Y+kBVVWMT0+EaVQgPT/n8RYl6XwZ+WUSiUuq/AX6ZAhEDeF9EPvfUr4BysHdDX6pI\nSpdeg1LECIJm8AHRpcyaEaw1pZuqFDFFUiyfb+yIF5SIDnrMNRJeDEYHLu9MMARiDEymU3IqCJIs\nkRgC21sLDg6X1LWiHZ7Q84iGpAgGJAxUJlCJ59oFxTvHLSdtoPOKk06g2WU+3WdvqHnw6JjUK2aL\nU9q6wtvSuNPS8hOXloS3v8WnP3GN165c5/CtA75/U/it39/nJ//GZzHNMW/f9hyvBkII3Li6y3OH\nivfur5lvbbNen9INHapyuFHmPp8vONrfo7KWISUWyhN9z917nhcuwT/+t17gO+/O+T9+/yO6mDke\nMt5EjIK7B4cj31Vx55Hl//zqAz772pTPf/4lbt1+xP/2L7/HL/0HP4Ntdljlixw86NjemfKPfv5T\nxJhZbJR+zHB8yjvf+h4Xrlzi2qUZ3Usvc+KnrNghb19nv75CnO3gmhofYb3cQ50ec2ivsmag73uM\nMUzqBqUzSlmUVaSk6KNwfNIiCprKYbVm2a3YWky4duUCe4en7J121HVNCAPLdYdz7qnX4V+IqCci\nv/3Ef34N+Hef+jv+KY/Wisl8isrQe0/hZIO2Qk7FDyFzJiMovYaUIzhzTsfQ43WYKHoftGCsRWeL\nkYxVNfcPD5nONjCLS2xtzGlMQkJPUpbj5T4XLmxD8Dhds1iUxEtSj0qeSlqk1aBadhY1jx75Miif\nWmDCyRpCtuhqwsmxo+uFT72yy953j8jrY5aHe8hsA601F6qe154xfOf7aybdLax37B0lfucrj0h2\ni8tbmZw1t+5bbt054G9+dptXbxiS7HD7YEXf98QQzh14tNbUrqGpa5xrCilD9ShrqCvLbNEQ+yXH\n+3u8+vwF/uUfPqAnEwfDsl+XWryPiFZsbmxz58Sz/JGiXR3w7PVLNBp08vzo3fu8/MIWs+mE924f\ncXHL8OyVKV/543u8c7+8lus7OzTLKaYx9P0GZus6gR1W9QZxvk3nZqAcwQt9FMRtsBoqhqQZ+kDt\nGoxTrENgwwFxYH85kJWmCwld1SilaaMnxEDrE/dPO7amNZuLBZNZaRj2ITCIph3+arVJ/zEFQnz2\nvKCU+g5wAvznIvKVP+0vqScgYovtC6U0msosrtIjcj0pdK3QZ6YTo0zZUKGsKfzVeKZFEXxKI14R\nJGViLCZ5SRJdzJwe7PG5V6/y3r5G5YAymb5dMwwDkg1hCATJbG7OqaWcKKsTj7HQ5DVTNK9e8Gzq\nxEnXcfXKBH13yW99c58Hh5Eqe/7om7exQ0fODbN6A2stq8MDUnXEuvM4Cz//0ws+9/Kce8/scOvB\nEXceZP7VGyd8cGi4cXXKbOrYDo6Xrm8xrzzzmeHyrmF/memW+9QbVxgoshVnLFlFQupJecJ0e5f1\nyQFGDL11TI2G1DPf3GYdFDYl/s0vPMuLLzzDf/dP/4D7Bx0ZhdWK3XlDZaGxsLvQ5Jj46u/+gJPj\nUzaahpvv3GL14B4f7YHINs45fvDWMV39AuZ60Satmwn9VsV9MRwBp9WEJRPWakoMNWsfiSqTUsZn\nhdEZpxt8iEy0UNcaUNS1BZ3xWZjOZwxJWIcOo6GpNKIcEY3Gsup7VqcD9057dAZXGTZmc3aqnt1J\n89QL+f/TZlBK/WeUYdn/efzQfeCGiBwopT4P/JpS6nX5U4q9T0LELj3zgiSJWOdotDvvypbmW+GL\n5pgIWVjHyJAhhzg6xUpp2kih8OVcfMbsqA0qzS2FJMW1Swsq6bh9bHh0/w7P7E5ZNIrTY89ie4v5\n7oJt3+NmDem0OD5P6wY9nRKXLZICD4+EX/3VtxhWDzmJE5R5lenUsnE5cGEqPDyE3AZOusQH657j\n5gKrbAmSiSpRp8z12QoT17RR8/snr/DO17bI1afZ77/Nj00tGwtDM51x86MTUrb0qaKNPR89PGVa\nObQzXL52naODfQIZiYHVKqFNhyiDc44YFT6DGgK7W3NMU3Hx4gW2Nhq+MEl85tOX+MY3LvLH7/QM\nybGYOl662PDixZqdiWJ7CpVNKBHMHIzR7GxWKGOpJbBgguiGw3qXrt6k78qis43hIFVoYJkUSxyt\nGPpsWXeBHk0ejSCtLhovZRQxKkzlSEpIMZOJeGuIWej8QBSYTRyiDYerjrUvIfGQElvzKSFl2iES\njBCUYXm8RElibzX835fen/n8hTeDUuo/pCTWPydjXVMKcHgY//0NpdT7wCeAb/4/fS2tFLOqNLfQ\nZaR8tW4ZQiwSiEwRcKXE4AN5lGxkBKcArUlpOHcDVUmNRAWFhIDOCeKaT796lfsf3WSjzqSNxWgf\nlVBZqCvN8d4RlQqY3LN76SIA9+4fULuGWPX0R57bvWW72cb3kdvHCT/vsaYhDJ5VGPDPXGNy/Qab\nzSVeX1ykOQicPlxyryuv6cVNTX/6gO9+4x5fey9xf/MKy2XFVnvEkDU7m1PqSnFx03LpcsM7751w\n796SGCOrVkBrTo8O2dAWpR1d11JXhsPVktUQwFhcNcE6x9Fyxe6sQk4DwzAQwgbJCzOdMeGYf+dL\nr3KwesD9dc3rr1xkU3Vc2qnYmmqauuRkbZeIKCqtaa2hC4m+AZ8agmnYY4tTJvhRbtIrw3FUqCSs\nxNAC66SRqqB/DIUDZbUZy56ZFBUxJ7oQMabCaYtIZOkL0KGPcLpeUzU1rY9oZRGlMUozs5aQilrV\nVQaVYR1CYbsqjXL/P98MSqm/B/ynwM+KSPvExy8ChyKSlFIvUoh6H/x5Xy9m4eC0Q5uiRxcFIZeE\nCV3mtbrTVQE1YMlaY4xQOXc+zFJV1WjYIaQU8T7Rx57oBXLEMZTpudTi3BytYekjWxauXrnIdGOD\no709thdN0b26crM4q5k2jq63qNriveUoNZArMILJPUY5NucLpqohJs16NXBv/wEftgf84NRwUC1Q\n0wXWaJzOvPf+mu8/2Oetg01mFyZopbmzdlx85gVQhtZbLm9tM1kc0YVD1p3lzsNTjgeomzkDntVq\nxZBKY3HdtfRRsT+sUbrB1g5VVexsPsNJ/5Cd55/hwtWrfHj3Ln/0wXfohp4bu2+gzQKdrjDbvsTn\nX7/B/t4eZjEnN4oBofOZThe1b7SaGkOvIqmG5GtwUwYzw6eKMI6btlkjUXC6Yh0zXtlC3HC2DDqJ\nIozTS9ZatBImlaMeEp+4POP+wZr9ITHERBJFHyOTyYSL21tkFENaY7Q945gg+YxFK0gSshYmzpYG\nbBKG0D/1uv6LEvV+GaiBL4+yhbMS6peA/0KV0a0M/BMROfzzvkfOmdP1qjiujFNKMRdnnhhSuQGc\nK15vKkEYy6w5YZTF+56MQufEZFITQiClREhPYBxVZmP7Ik1e8satFSELVTNjPSy5vLuJrRzBe4yZ\nsHXhAtlOAFjHXaIYtJ2w7luydrR6AzMR1sd3wLfojQnz+YKmqjmICZ0169Cw3ztaY8mqIgchhMAH\nonhxfpmdC/B8JdRN4uLuNo+mwuIoEYZ99g9brvtr2HmFbR6yu1Xz6FixfxzYWw8cLgeMCSQxmLok\n69gpQYOpSiihtOZh2/Ezn/8izz3/HMt1z9c/vIdez7h07VOczixbO9ssJgqdJsxmhnU3ZyUT+kGo\nR8+4aAvuMhgpchkEiZroDMlUeK9ZKSHkcRZFg44arzKDUvhRO6Z8LCXycfasKA08lbFk32NTYuIU\nKQ8kHE0zJavMhHr0fku0oYg0cyqe4N4HzowdrdaIUsQQSKpEDgaFtn+JqtU/g6j3P/4Zn/vPgX/+\n1N99fHLOtG1PypzLj02lyWfuKzESfcAYR0geSZlOFNkHkmRyDISQyg9WykaxpjqfE6iM5tJ8IHrP\nweEK+kMu7V7k4XFLU80JOCQrojIcrweSPmb7YkG0N9MNpN5g1Wu6sCbPZ9xWivml57h3GGkO3qXZ\ne0A93eSlH/8ci+vXufWDN3m46gn1hEZXRDuBegKScCai54arjYb6FDcJ1P1DJKxpl4+QHcejvUN8\nyKzblhUVB8sjdjcVy3VLpCZpRYgBIeE7EDUvA0e1hapmUDXBVeR6g9+5dUr94ZtcqhKfubDgwnM/\nxsVLF1itVnz3dsuRzJlMFMoZmvmCR4eWWQXGFZiCtoJV0DgLkvBBEY0mZY03liiWNia60XneoZCq\nhC0xVQSdCaFML8ZUBqOsNcSc8DljdWmOGqV546NjjGtwTpcQuawpKgvLPpZwiCLSVEojxlBpTSAT\nU6bPxSO7DwHvc3Ew+n9BQ/pYdKC1UmxtzuiHgRiLNkkrjXYGkxVelVCo7/vi05aE7Mv1JyFjf9d6\nNQAAIABJREFUSNROkJxIdmSIajBS8gan4Iuv7LA1rfnK9z/k1edeoNq+yv6371DN5kRr0Tqhqimr\noaex7Tj/UOZ1J7uXOVgNJPWoYASGlr0wRb/8kyx9T39wh0uTa7y6fZVmtsFsNuNK1aBTRUwVgkHP\nZ5CFDR3QswyNZSs57MRhgUcPl/TZctq3DH0JIV5+/jKP2oofvP01fvzTN3j0cI/Dg4Q3Ddk5RDuS\nMWRbgWmgasDVDKYi1jPSdIuhqdlwoHRALQxxWrOXNM2kQcVE7hXKaW7+6EM8DfXF15g42KgDtQHv\nC/JfkYlJSAm8EsQpcjZ4lUE59DhX6nNGe4V1Y+FCBNHFhszncriREpIoXF17DoohaMdqSHTDQJsK\nOGziLG0sryEkEJ0ISQgpYLVmMIbKGoaUkJHMIVLC5piH8/Hap3k+FpshizAMfYnz+3JDpF6dTy35\nFDHGkiXjvSelhEaTUmI2qZi4ihtzODk8Yk9tlS5tzGQSRhm2neff+OzL9OsHbGzOeO25Bfspk4ae\nQRSxAmYT+iGUBpZ1VJOiTWofLAlHexhXk/s17f597PoBarrJtc9+iffMjLDxHM3ucxzt7cPxfSZO\nk5VF2jzqphRD12M1NNOaTgv7cVYWQhSi70jiCMnycNjgxXmDtZaNacaoxNv3JpwcvMu9ox5fLRjs\nBLENYhxibPljp5jJhGhroqlIzQKZz4jNjJUSjk3itsBBr5kqR2MUrUucimB0Zm9YEKioVz1eJ2Kj\nqJ1FicWoCBj6kGkH8Aq6AG0WvGjWOYwA5zKu2udMGgp2J6uMqyq0Gu2+YiFqZFNOfEmZIQmTpgI0\nfejJSlHbmjYMrAePD5H2nNyjqbRBW0MbMzWK02EomKCU8DkSUoE9xwy1+Wu2GUSEk2VHiBGtFDEV\nJ0djHKu+K3iUcTzSWlvwL6N/saTAEDIfnrSELLhZBqVRVpOiMK3hk1cqrm0pJr3wiZefoxtatrYu\nM59UDElQMRO6Nc6W/CMmhcSSEFYk2v17JLeJuXCFxZUbDDdd4ToFjygLsy12NzdYNJYkdmTnqtF8\n2aIzpcolilVI7HXFmN0FRS0RjSK5GTLpmS4qXn3tebJpGMKSzUXFtede4c5bb2IaBWaO2IZsHGIq\nUAZxFdLMyFWN15boZkhVo6spzWyKEvAGjlSmM4IL4JImJUMXA6cR0HOUsVTHgYkV6lZhJWOtJUWP\n1pqsFT4IbRBOQy4HCYoA55wkq8C44j8dUyIqhUptaYQqM1YGNajMwtVoY3AKfEgs2yVZWbJKKElI\nzhhnqVTpeZQya6ajGByiFVVIRe3sE8oahiEgStPlRCBz3PunXocfj81A0QBJziRlikUUmrYfcMaW\nW0ASOZZmjTP68QbJmpCFngqFEIdANprKGKzT7MwmXJq2xOUDBunAwPJEodMh5IBRU+7evUt7ekw7\nRE5OTticVaxHfddkMiEMp7x96z0GdR0wqN3ncDrT9omqalA58vDRI4ZuBcBs0nASIgfUHEbPqSgw\nFlWV8nDXRbZVplGZRoQJBhUVmIrt7W2a2SaH+w/56PaSwwPFwWlLa7eYLzqOvCWPoZEYSzY1yVWI\nrcm6ITc12dSYaoIeXW0QTZeEpVGsfGS3bshAmzKDNrgMD1NF3wW07qiVYuIMzmpC6KjGab0gZbqw\n95kuRqJtEKXoY5GoA9TWlA2UEsZqps0EHzziTPGd0FIIJkrol2eT7mUSsBQ9OkLKYOqyv4YCT9PW\n4CzEAENO1NaSRdH6wBASPgb0mZGKAqMz2QvnJn1P8XwsNgMiOGcIURFCgAwhRJRxgKB1cXdJRp3f\nEPPpDGU00QdiFqq6QqMJo6WqshatFat1xw/efshvHv8QFQ6Zb+1y536Pne3y0e097u+fcrpeE3wa\nO9yag5PI73y5WNPtXtimj5m9OMNevkiMCUmZpKDv1lRG4bSh6wa0UTjnWMU1HRVL8fTGIdaSlFAp\nxZAV06qmV4k0JJSr6foWmx0mVZwE4XtvPeLiDO481LzxzgPu7S+5sFggtlhliaoRrUnakaoKsRPE\nVqi6RmmHqmvE2QJaw2CVwueEN5ZJVfFoCEydJuFIEhjG8NRYRW1KxWhIGSOletMBShvWQ4+PqRQv\ntEVCwMeAqaf4XE6POHgqW24UlwRf2oIEn9A6lmrQ6MUQUUiIOGdIKKaVGcdiHTEEYhcJWdDG0PsB\npYoAc1ZPyk0VMjqnMs5rHEOIhORRWHRK5JjOx22f5vlYbAY16o2sKdzPGDJ2UhLhYQgwzhBbrYkx\nkgXW67bo+zUoYwghMsRA4yqcc6SUaDuPz4lKHD+4nViIIT/Y52ApdH7FvdOIp0JPtpk0hddzRpo7\nm3Q7GTJeOcTVoCLVdI5KhWznfUA5Q0oaXbnyOqSUIAVGXmkZ5CEXZE2thL4fMFpIWRHaAScaoqaS\nikfHgdtq4BGRw9YjesGVK3MkJkwFSmzhcGhTEkZdkZXFmAk5K6QapdTaFftbSjFiUlWI+FJhs4p2\n8ONpLFhnqbVGkXBGY7LG6EjfRyoFlbF0fiBnjaeEgKe+wBiyaNLQo6szMqFmFTIqDjRKsWx7mqYG\nZ+iHrhg2OosZLQjIQu8TSSXawTCpKozJBF8EhDnnorQdk3FjEofrJVZFtK1wpvCxQlD0wReWlerp\n+3KopjML2ad4PhabQXiMkDdKoetiaZpixlpNVVW0vScOvljKmuI0mXNRscaQwULTNKSUWJ+eFJ2z\n0RirEauZb15i123Q9Z7kFLOUOaSjH4rfQ5KSp5zNRVRVKa0Gn/Ep4nMm9j2KZdE8MSIcRUiSORkC\nXSrlX+0sUXkiBdXiVINTitB1RFHUlaIPUBExOdMNPTZnsjGss+IkZOrFAiOBiS4h5DpkzMSRSOSo\nC9TYlC50GZeNpaIE6DSiNVNGpaJoFQJdSCQCk7pCGXcukw4xUtcQh8RAYlZZbCoQ4y4K664oSb1k\n+hBIqjQ4Q0rlBncVEs4OkYy1jpxSuV1QnHYDziuUq2hjwkjCeqHSCWtLfuFDRiWhDwVNI8ai7Rg6\njV4UzjmST+QQWOWMVgnxoWB5TJF315Ur+UTSGHWGiHu652OxGYq7SsZIpveFbpFltK5Cs1odk0So\njcXWFbHtCWc7XiusKMKQWK3b8gNxFdoaQhgKzMs1dLoiGUO0JRQbKLIFFSKCIWePscULDEmMeLEy\ngmgsWRlyjEg/YJqaLIpYeDWF3KYUQ0rFXDwHggoMohiyJvYD2tWYusKLENuMy4kQI5ICM2vQRuM0\nJKM5zgbCFJwQoyfpzMqXnoM2YWRrOaJ251AwpaQYpCRQVQlFNJGcimNDypraGpwxVECfEnY8UBKl\naDGfTRiGgXXXM6kr0MK6C8V4fbSmqmxdfNJGD41qNitJdD6Dn0UkRSpliTriQyy9ItugQqRSBgmh\n/KwTdMNASkJdO2LWdD4iVpf34YdiCB8HsI5+6MmmzCiolIkplgNMKwiBnIthuq0cRjJ1Fkz0HD/l\nOvxYbAaA5XKFMQ7nXGEgpYjETEgRtKEx5RfXr9aElPGS0CmjtWHI+Zy6htL0fY8GlCQ6D0upaBvD\nsXGEUDMkxdHQs+xjmZ/IgmAJIZVuKWfdv3JjDIUPWapUKEIXUNYUXqqUylMyUDk7lvcyXc6Iq9HO\nUFVVIXj0Hc4UsDI5M3FVqXqlMsoaoUx4NZaDrqfSBq8NbQ99ckQVCyolF0p4YcWOgBmxhf0aA6k3\nqEbQxiEmkjI4JcSssWLwosb1U4oQVTUK607XAEymMyQLNnlmRqO0pQ8eV1d0KRFkhAZrR4iZPias\nLUsp5ESIGWs9Do0xmjhEwmmLtZpo7dh19nQoKqOZ1HY8BEMJobQihUBMEUQThoHcDWhnEevKrZQH\nnKtpFAxdXxqzItBBNuW2GSQT1F+z0ioIxlakkCF7fAwj+E2TU1Gl+lw2xpmlq80lEtJj4lZpQ9ZF\nopFjIuWE0RX1tMZNa4IGZR1Zl3nquprhXMdpF0bW0hnsUSBnznwZw+jYmc9lIPYcbGZG34gROk0I\nEas1WltqVQjgcfDkwWOaMq+rUiqGjUrT+h4h0zhLjEIXBVMb4knLhUXDKkWWa0+UVDrSodh0WVNM\n4UMYSrVEm+JoFDPW2WKjmxWRhJbCAJcEWSe6lEdspSIqwSlFDhmPZ1FVVLbmZL3CIUycwlQ13dCT\nteak7VGmJsVEVIVO4mr3OLcDsopUrshPJCcmTc1io2a56gqVPHp832GcBRGCh6AVMWtEGxy5EPxM\nOf19P5C1wVQVw9DhQkSaisbUDG3LEGPxb8sZF0vxBJHS/IMnLAX+/OdjsRlyFvwwlF/wKMnWShHj\nQAy55AjWYMQWZpCriRpszMQUMKq04M8erQwZSCmQvaLLkUNlsaGEJH3qOTrtWHlPSjBIKkiafOYJ\n93jKLYomm4hkhyJCjGhXIykRfFco4UYjQ0CRyaYqFYysyHI2gKMI63XZjNaVUEoC1kBMMHSeqAva\nJkbDcQ6cLDuM08SsGYaBqKRM/uV8bgpaKVWqW07IubyuGCNKlYXn3JTcDQwp4WYTRChhF1C5hsYq\nwuDpY8+0qjhedWhajLOINgwpkkM/hmGGSaVwzsCkYeU9vU+s12usNmyOcwODFzof0K7CaMW6a9HR\nYkxRItfGlg2LUFOUq12MWBE6n0q+KELoE65SLBYz+pjwfsCEARHN4HuyNlSW81xrQBeDF59IQ4+V\nQiZM4a9ZnyHnjPhMyIWXrbQiBiGmctIqqwrSPYbScxjCiJdXNFVTQiqfsa643xR/NoUzhq7ryToy\nlRrlMofS03YDvU/EITLEXHCJowyY0RXocQ3CQC4COI0ipozShdZtjAKlCqZEaYyM13s/kHUxLclq\nQGmL0ab4k8VAzsWEI41eBVqKTYoS6LXHWstpKiAurRXWKAafCVFKxUiVRFVEo3NCBo+pFNHHUoDQ\nDqUVioTVFRWG1bpjIgU6Jc4RCPjWk0OgaRq8j8UWV0EICSTT1Iah9ygthVCRMkZpopuyCh0Kjasd\nJsPypETmltIJ7vvAYKByrhQ6RLGYNIQh0rV9ATqMRo5NXZXyuYKcAwlTOMxZcXR0UhqwTqMnM1Lb\nomLEqoREQ4gJZxJ1TkQRjKuR2RTpekwMVNb89coZtFK4SqHFEVJk6Dx17Wgm0/LLGSJD6NFKoZUl\nxoAShTZC156irMM1hWeUYsK5onWXXNJgrS2nnUd8JA0tPvTEkBlyLHyeMTwqSecIMj5znqGQnLP3\n4DS6Gu12M+isUKb4zoQYECmwY2xRfGbJaGXP4bd6xMZPjCEbRU6F9qBz+RrkiNJ2ZMiWSbaUctEH\n6RLnFxOQ8ihVZgNUFnTMWB3K9/MdKmpkGBCjGaxDTDEvzz6ikyCmuP4UkWSL04aswSlQRtNlyLmA\nn3PMVFZTV47TIdL5DmNLkj6sWmpjqKblZvAJGDxTMxoUhkDjSt9AnCIZTUgGawWSQQj0/UDlGrQR\nQu9JSpFDJIWInTbUzZQ+JqRvwTq0FE5Sir7kF6kcqEZB9gMYjRhNSpYU/hLpGH81j9Cue3JKiFM0\nTV3KqD4Q45kbpcZoTVaJylqCbxmGjLYVpEgIHj026aJPkAdSSjirGdY9UQSvFI5UOJ4h4nNhF2VK\naFRy8DO48GigoWsYDcQleHIsntGiDHHEyttxhYqtUW68SaxGW1tOVVVGSCX2ZA9eK4yyKK3KeKqU\nUAsDOeRxMF8IqQCTxY5t1UyxhBpFhJm+lFatxaSA8UI2gtEaqM5LjipDDkNxNnUOIZPXgSieZr7A\nmeJ/MIRUbj7A2Zp1u8K4ipwzq7YvMZ2tyaIRU1DwJitoNKktE2U5gUgkBkGURRtofbnt0tgUM1IK\nEcpEtHblwIueSkZ0f0pMnEUbQ3e6ZuhaMJachaQyThWxn9MaH0qnuzal/OpTRPkS7mb92NHoaZ6P\nxWZIKRO8Z9bUiFb0bVc6lcGTs2CMGlv8o42TGn2KtSb6FiNgnEV5j6RQ6uuVxVk9WjkpRJV8JKVE\n9olMwVcmSYiksTL0mNV6ZvYhaSgaKGtHfY3Guro41asCSs7aFs+IFEjpzKyk+EtnETBVIYwj4wCS\nIacBiYLSFmUskjI2pbF/kkgUXH1EUGfsH6XQMY1WTgqtDIpMGoaysWoKsl8ErQPZVMQBnCiMK7dI\nTKE0F1MZsw2nLUGXhmBCgRSmk+q7Yh08hm0GhbIVOgaitaXZFjPGulK9GxPVpmkQcfTrlpR86Yco\nGLRCuULyiDGUIsIQC3G8rjDK4PuOmAVXWcJqVQSZxpGjIMFjqwqjxvefheA7tDLYlHDGMAwdKiZS\n5cqkY0rkv0xu0l/FoxRonVmtT85j/X4IGO2wThNCZlgfjg5luoj1pPgOKDL/V3vnHyNXdeX5z7nv\nVZXbdrvd3caOf4F/xMSY4YfB6xCTMJlAfq+UsDuaJRJLRopCQNFkRkSRMpuNtJrRjEa7M7PSJJmV\ndjSz5I8ZmGSYAFolDAQSL78SjLEJYGNssDFggzH+3XZX1Xv37B/nvlevy1Xd1e3G7rbrK7W63q/7\n7nvvnnvPOffc7/GJktaqlgvBW9Sp1moM14Yh9cyoVEJDqFFxikQxtXqNxKeot/wJaZqSKyAiZIky\nRB0uSvGpx2sJlcRymUlEyMSMpglOQnJzbNmqeo/6unmmRHFlZx9IgaSORmIprPCIr+NU0SShBnkG\nuNR5XGTrOvCaJ05MULzHMmCWYqQUEyV1fK2GViomGOKJfJ1SXELVyJpTzBsXxyViF5NKaj1nLYHU\nUw6euiRJqJRjhr2YKhLUzbp6ynGJZLhOKjHlSpn68RPghLRktT4+NERUroCmRKk3gfdqalWtRqln\nJi6KSFNvLud6HR06SeIVV6kQA2l1mFJcply2te7ilSQZhqSGF4cPYRkuKuFqwyT1BK/2TUoOXFon\noYZ6W17aKSZKIvbfgK8C74bT/ouq/jQc+2PgK5jP4xuq+m9j1kIVST2RRKRJnZOnTuHimKhUYvjk\nSdJa8KtLTOrrphI5l7tD4zim7lPLOC8KaT1PDRXFjiS1pYtlCVQ03pPaeG6NLjFKyizNLaqNjJPq\nA/1M2SJlXYQmKaJhKA4rrbJ4GxFzEWb2R1QqN3iskrpl8kkFFzeGbwU0FajERBLhIkXSxAztWs2m\nONIQ0h6Zg6EkEphBhkkjh0YlxCe44RpSsoQlQs1mpl2F1NWJvEd8iupJ6nFmVykkKVFQlbxZsZyq\nepyzTqeWeCJnyeir1RqRc0SuhlZP4rAYoTiEcHsXofVhynFY3O8tlkuTOhI5akndkqqknihyxL5m\nvFflGE1qISbKoy6hlqYhw1LIreGrRGHNgqQWloKGBPFeIbKFYFQT4igmikpIfXIJAe7mdBIxgP+p\nqn9Z3CEia4BbgMuBRcDPReRSzRTwNvBhyKOuRKUYVy4TiaN+Ysj86qUYUUfijVXbqa108EkdxFGv\nhiSFLrKwX7I1HYJ3WE/sawyrCz2mz5OP4BXBRhSBQFUpZEnQnBqdpU9PgY+QKCZyJeNvVUccWTnm\n27d1uWiKk3Bt5tqLnFF0JXXUKaplcFGeztZ7TzRct8ZEjLgEoWRGKGYrOLERx6kP2XkssUtUq6Iu\nGN1iC55wFk4SDdeg4nF1CbaPhZtEqZKmNeIkyROuGGmzs8aYpvjkBOWSRcdqLSGOInC2yCZSM1ZL\ncWyJuOqBwymSQNCgIUmMR0olKJVQbywmzpk3rF6rBRthmPS4TZjGLsLH4H0pZHAKGZckJVIsyUuS\nIvXEVL+4hPcpmiRI3YL2BHNBe1/LMxV1ggmRiI2CLwD3BpaM3SKyC1gPPD3aRYJSOzUMkaMiDupQ\nTW2VUqrBbxzHJgDeFn07b5NjTjRPBug0IU0S691CUj/1WC+VOpJ0GHydVB0uI6r1xn06YnmgpPk7\nFBeDeiJKJKRokpJgvZtzjrTmG4up4hIRghcJ/4MxLBHqbRmllHssXj9VpF61kSgu4eIS6lNckmCs\nneC1ikZxMIgt/sj5FDQmimyyz6NIpGiaomILmsQJzifgBO8EPTmch21oFOOiGK2fDIkBGyMbIUZM\nATyUnQNfo16vIpHDV4fDe1aII0taWE/MjZsYWZeGVYlCRJrZWfUEanUil+WcBo0EceYZkrgMzufP\nEKWgYinNXJIiEfi4hGBxSZE3yhSpVm3EKUVIzwxEYpujSutGPCwRzJzVYdM9M5vhD0TkNowG5puq\nehhYjDHsZXgz7BsVqmp0LL5ObeiURSeWyqhPzIcfOXwybKlwKYFPSZOQPtaZaxavqKa4OBjCqcdr\nSoxQTRPMpeItv5la4yG13sY7H3LC2VJESTxRbC3ce9PXE1dDEFzmGfJpZmkDzv6liS1cSaBOSowj\nJbKE5lEF1cQMZRHI0yx6NE3sowZazZTUggBdbDMeSYpozZZWGlkUJGEVnYugWsWJkIqzhi4x4uuW\nilc96hwl5yDxpPVqSJiuxiqRmk4elSJzPPjUnsNFJNi7jZ0xXqj3puIAUqsjzibnVBwW1BXCNErm\nUIjSWnjC1EJs6oojgUoPWk+RtGYjcBUiidDYOp00rTfsK1/D1+xZcZF9a9swL1tcQaqnkKMJvhzj\nfZ0oKhPN6LE5neqJjhv0RIXhfwF/al+FPwX+CmPW6xhFRr2o1EO1NoR6sQUgJKTVGlmCQwmMy+qT\nkM7UGqJ6Rb1DqVtUY1RGUbyvWyNAQ4pbwafG0B0hpE7MTQh5Wlhrmh6XOLymNiMW9nkcoqazq09s\nviB25imSKFCVRKB1fGqTZxECzocPqqD2PObyi8Oik5AsXFITCm/pXKPYoUkdrzVjGCTLbWdCJBJR\nJyGWGFEPdUHFmXs2qeOiCKRk6lAUm/elVkPikr2/+inisK4gDmHSOlyzHMxpgqjinOKJoF7Pe3NL\ngF4375dauIWorWjL1g3EqjBMTgeaIPkiIxfeMmlqLB4+tTBrjUGPw8kEVUes3oQsipHYwkm8qglq\nCL6MEOsISiWILB+H05SSi0jqVePrTRNTKTvEhIRBVd8pNOq/A/5v2HwLWFo4dUnY16qMnFGvPLNP\nnQJiUZp59ks1KnnUJqach1SrSCAhjl0JEVuHEDuLUvUhVkmCf92hJkRhTsAiZNM8A6ZPvfViIW2q\nDx6XTE0yQzxF1OJ/UnyYH7CVeRJls97ZxJkJGGBhza6Eat28UhWzAWx5g4VqeFI0tZtFIWY/qYfE\nfBpCL0RQ9eAiG8nEZubTpGbrFdQatC3uKZsHy3kk8ZDULLlhXAJvDbuEorUqomakEwVDNDXh0uQU\n9arlco4kzu0nDQTPvu5CJ2LvsBQ3Ej5G6sCnSMhkSlwiDd8UxEa3ZBhNh3FRiSTxOAl1dEBigZl4\nxVEzJ4E6XKkU5g1KpkqmVUtt5pNcAJwxYxFF5ax1hnSXnWGiJGILVXV/2LwZeDH8fhD4JxH5a8yA\nXgU8M2aBIWbGJlgtnEK9ERKnqUd9grigF2tGPiVGC+PVKCZrw3kQnzob0o19MiVSjw/09NmcQpoM\nB5+/hFGEfOJNlIZuq5aHOgubAPBJYp4qEbxaQB4QeiEXFgmZZ0mCcocoWksCSUFsoQchINE5yyNt\nxqKEyb+6CbSqzTID4j2pxEjq8zUgjhhKDkm9qTep1c252BqsV7t/IjY7q3VSZysGIwXE2TV4SE7i\nxWwCF5kzwien8OLDKJQGW0nxdWs+4jySupBvD5SSLWZyitcS1BM0pKUHCxh0LjbXswzjcn5dy61g\ngpAitWFwsa1YJMWfGka8R50irgSmUCFJFQ1U9aqpqdX1IainSGRLQzvFREnEPi4iV1szZg/wtdBw\nXhKRHwHbsIjkr4/lSQLo75vFf/zMhnDDLBWVqStOc80aLyHcIY8cMlUjS0CeQX2mfmT7GkNlMQiv\n8Ix5gF6xnCIiImvWTcfza8R6M1w2Svig35sHxPxfTWV7JZvPyA3PkMwbZ+s6RLI8FAJqDHRJmkJk\n4R3qbL84ExoNwYY4QXxsDINZ7ygCXsJEZCMvtpMQAhKSvWQJyLN7+8L7VAGVKCSNbHQgGhj1VMGS\n7Bp1i4hFnyJhxjrMwYhzJGFuIDO4c0M+Ns+bjWS2AElVQ248S7WqpDj1ocwolGVGOaG+XhNcXOFv\nXrq35Tc9rR20ahxnG+vWrdNnnt009olhelgUWgl8RjVZfKZ2504WMmHI7iFqQXvZvfPzioIgNtqY\niEg+8118Bk/hOcNooaIETpCwXgMgzK0UC8im0fObn34s+2nJwqzxpioWWjLGc3rMbZzdQ7SRPKaY\nKL75mQGy3Nwe417N34eSj6DF+9kTBoOfxr01uFmzMhGHk9C/iGbWiU3iimxW1XUtH6yAKTEDDY13\nNVrvnNkPxfPHQiBiaH3PJsGZCPK6ZgnYadgbI9ooIySDvKlkbmGkSTVrtGkJcyJmmGuh3pb0sVBo\nXvZIVVkL8jHyHcbqQuYjhwWbS9C8Rz5D3jA1myEvluNMxYF8NGz9zITZ/WwU1BHHpFgmUngGtbkj\nVaIQHSDSGHmziAEblay8bN45GofN0HkU01lCe0EYiZbqTpOun+0bTxkTRat654LQdGyESqdZVtLT\ntcm87l5PuyaMFY1GOAby0JHmZ3ahcWWdbItnaH6nzdDQI/sxX2ej9MZ36cTbk3nRpPAeGt64xjlN\nV41jlVtW4rRAsbcd+VIaKKpDRdXlTNCqAbSzO6wOzR9X8hDu5utHCotrlBHUpuJ5md6el4G2LGus\n52hl8zSul5G9OfYOnXO5EyHb3wwno8llNjFZCEHJ36HLz7GSWwmH5ueNfPeu6Zwzw5QShlYfNFMP\nsmP5WmfG7tkzwSmWNV60ErqWgqhm2Is2v1JtOTqJ2ciN7UIMTubalfzCApt4m3qMMBFajTIFQWv1\nDJrpF4XypGB66IjGpg37LPsu+QjX6h27UeuenWMlu9PawXi/WxZx3NyBjIUpJQwtG808Xru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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage.io import imread_collection\n", "# votre chemin\n", "image_dir = './*.jpeg'\n", "# on crée une structure rassemblant toutes les images du répertoire\n", "im_dir = imread_collection(image_dir)\n", "print(\"Nom du fichier :\", im_dir.files[0])\n", "# affichage de l’image\n", "plt.imshow(im_dir[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Travailler sur des fichiers JSON\n", "\n", "Un fichier JSON est un fichier très classique de stockage de données semi-structurées.\n", "\n", "Vous croiserez fréquemment des jeux de données stockés en JSON mais aussi des pages web utilisant comme format de stockage le JSON (il s’agit du format de stockage des données d’un Jupyter notebook). L’importation d’un JSON est extrêmement\n", "simple avec Pandas, on va utiliser *pd.read_json()* :" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fr-en-reussite-au-baccalaureat-age\n" ] }, { "data": { "image/png": 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DmDqyR0AWdxVxigKXiMgxvF4vb685wMvLswlxubjhIsO00T2JiQpX4DqB6Mgw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\n4xG6JUQ1zffKTKVH19hT7utgfiVPvLm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "\n", "df = pd.read_json('https://data.education.gouv.fr/explore/dataset/fr-en-reussite-au-baccalaureat-age/download/?format=json&timezone=Europe/Berlin')\n", "#https://data.education.gouv.fr/explore/dataset/fr-en-reussite-au-baccalaureat-age/table/?sort=-annee\n", "\n", "#énumération des colonnes\n", "#print(df.columns)\n", "\n", "#accès à la valeur située en (0,0)\n", "print(df.iloc[0,0])\n", "\n", "X,Y=[],[]\n", "L=[]\n", "for x in df.itertuples():\n", " if x.fields['age']==\"toutes tranches d'âge\" :\n", " #print(x.fields['annee'],x.fields['pourcentage_d_admis_au_baccalaureat_general'])\n", " L=L+[(int(x.fields['annee']),float(x.fields['pourcentage_d_admis_au_baccalaureat_general']))]\n", " \n", "\n", "%matplotlib inline\n", "#importation de la librairie\n", "import matplotlib.pyplot as plt\n", "\n", "L.sort()\n", "for co in L :\n", " X,Y = X+[co[0]],Y+[co[1]]\n", " \n", "plt.figure(figsize=(10,6))\n", "plt.plot(X,Y)\n", "plt.xlabel('Années')\n", "plt.ylabel('% Réussite')\n", "plt.xticks([an for an in range(1997,2017)],[an for an in range(1997,2017)])\n", "plt.title('Exemple de graphe simple')\n", "#plt.grid()\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }