From 2331250db0ca3b9e4389ef06f452f49265c61c2d Mon Sep 17 00:00:00 2001 From: Bertrand Benjamin Date: Tue, 4 Aug 2020 14:54:09 +0200 Subject: [PATCH] Feat: remove notes --- notes/304_DNBPro.ods | Bin 15516 -> 0 bytes notes/309.pdf | Bin 100302 -> 0 bytes notes/309.xlsx | Bin 86544 -> 0 bytes notes/311_DNBblanc_avril.ods | Bin 16049 -> 0 bytes notes/313.pdf | Bin 100342 -> 0 bytes notes/313.xlsx | Bin 93128 -> 0 bytes notes/502.pdf | Bin 100180 -> 0 bytes notes/502.xlsx | Bin 20627 -> 0 bytes notes/510.pdf | Bin 100172 -> 0 bytes notes/510.xlsx | Bin 60007 -> 0 bytes notes/Tentative avec sqlite.ipynb | 1018 ------ notes/bilan309.ipynb | 3333 ------------------- notes/bilan313.ipynb | 5065 ----------------------------- notes/bilan510.ipynb | 2623 --------------- notes/notes.db | Bin 11264 -> 0 bytes notes/tpl_bilan.tex | 81 - 16 files changed, 12120 deletions(-) delete mode 100644 notes/304_DNBPro.ods delete mode 100644 notes/309.pdf delete mode 100644 notes/309.xlsx delete mode 100644 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http://www.saltycrane.com/blog/2007/11/python-sqlite-tutorial-relational/\n", - " - https://pymotw.com/2/sqlite3/\n", - " - http://pythoncentral.io/introduction-to-sqlite-in-python/\n", - " - http://www.datacarpentry.org/python-ecology/08-working-with-sql\n", - " - (pour aller plus loin) https://plot.ly/python/big-data-analytics-with-pandas-and-sqlite/" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Connection à la base de données" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import sqlite3\n", - "conn = sqlite3.connect('notes.db')\n", - "c = conn.cursor()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Création de la base de donnée" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "c.execute('''drop table eleve''')\n", - "c.execute('''create table eleve (\n", - "id integer primary key autoincrement not null,\n", - "name text,\n", - "surname text, \n", - "classe text\n", - "commentaire text\n", - ")''')" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "c.execute('''drop table devoir''')\n", - "c.execute('''create table devoir (\n", - "id integer primary key autoincrement not null,\n", - "name text, \n", - "date date,\n", - "trimestre integer,\n", - "bareme integer\n", - ")''')" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "c.execute('''create table note(\n", - "id integer primary key autoincrement not null,\n", - "valeur float,\n", - "eleve_id integer not null references eleve(id),\n", - "devoir_id integer not null references devoir(id)\n", - ")''')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Import des notes pour les 309" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "all_notes = pd.ExcelFile(\"309.xlsx\")\n", - "notes = all_notes.parse('notes')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Les élèves" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "eleves = notes.columns[1:31]" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "for e in eleves:\n", - " conn.execute('''insert into eleve (name, classe) values (?, ?)''', (e,'309'))\n", - "conn.commit()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Les notes du trimestre 1" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['DM_15_09_18', 'DS_15_09_25', 'BB_15_10_31', 'Conn trimestre 1'], dtype='object')" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "devoir_t1 = notes.iloc[1:5].index\n", - "devoir_t1" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "for d in devoir_t1:\n", - " conn.execute('''insert into devoir (name, trimestre, bareme ) values (?,?,?)''', (d, 1, notes.BAREME[d]))\n", - "conn.commit()" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1 1\n", - "1 2\n", - "1 3\n", - "1 4\n", - "2 1\n", - "2 2\n", - "2 3\n", - "2 4\n", - "3 1\n", - "3 2\n", - "3 3\n", - "3 4\n", - "4 1\n", - "4 2\n", - "4 3\n", - "4 4\n", - "5 1\n", - "5 2\n", - "5 3\n", - "5 4\n", - "6 1\n", - "6 2\n", - "6 3\n", - "6 4\n", - "7 1\n", - "7 2\n", - "7 3\n", - "7 4\n", - "8 1\n", - "8 2\n", - "8 3\n", - "8 4\n", - "9 1\n", - "9 2\n", - "9 3\n", - "9 4\n", - "10 1\n", - "10 2\n", - "10 3\n", - "10 4\n", - "11 1\n", - "11 2\n", - "11 3\n", - "11 4\n", - "12 1\n", - "12 2\n", - "12 3\n", - "12 4\n", - "13 1\n", - "13 2\n", - "13 3\n", - "13 4\n", - "14 1\n", - "14 2\n", - "14 3\n", - "14 4\n", - "15 1\n", - "15 2\n", - "15 3\n", - "15 4\n", - "16 1\n", - "16 2\n", - "16 3\n", - "16 4\n", - "17 1\n", - "17 2\n", - "17 3\n", - "17 4\n", - "18 1\n", - "18 2\n", - "18 3\n", - "18 4\n", - "19 1\n", - "19 2\n", - "19 3\n", - "19 4\n", - "20 1\n", - "20 2\n", - "20 3\n", - "20 4\n", - "21 1\n", - "21 2\n", - "21 3\n", - "21 4\n", - "22 1\n", - "22 2\n", - "22 3\n", - "22 4\n", - "23 1\n", - "23 2\n", - "23 3\n", - "23 4\n", - "24 1\n", - "24 2\n", - "24 3\n", - "24 4\n", - "25 1\n", - "25 2\n", - "25 3\n", - "25 4\n", - "26 1\n", - "26 2\n", - "26 3\n", - "26 4\n", - "27 1\n", - "27 2\n", - "27 3\n", - "27 4\n", - "28 1\n", - "28 2\n", - "28 3\n", - "28 4\n", - "29 1\n", - "29 2\n", - "29 3\n", - "29 4\n", - "30 1\n", - "30 2\n", - "30 3\n", - "30 4\n" - ] - } - ], - "source": [ - "for e in eleves:\n", - " c.execute('''select id from eleve where name=?''', (e,))\n", - " e_id = c.fetchone()[0]\n", - " for d in devoir_t1:\n", - " c.execute('''select id from devoir where name=?''', (d,))\n", - " d_id = c.fetchone()[0]\n", - " conn.execute('''insert into note (valeur, eleve_id, devoir_id) values (?,?,?)''', (notes[e][d], e_id, d_id))\n", - "conn.commit()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Les notes du trimestre 2" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['DS_15_11_27', 'DM_15_12_09', 'Boulettes', 'BB_16_01_23', 'DM_16_01_29',\n", - " 'Brevet blanc Fevrier', 'Conn trimestre 2'],\n", - " dtype='object')" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "devoir_t2 = notes.iloc[7:14].index\n", - "devoir_t2" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "for d in devoir_t2:\n", - " conn.execute('''insert into devoir (name, trimestre, bareme ) values (?,?,?)''', (d, 2, notes.BAREME[d]))\n", - "conn.commit()" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "for e in eleves:\n", - " c.execute('''select id from eleve where name=?''', (e,))\n", - " e_id = c.fetchone()[0]\n", - " for d in devoir_t2:\n", - " c.execute('''select id from devoir where name=?''', (d,))\n", - " d_id = c.fetchone()[0]\n", - " conn.execute('''insert into note (valeur, eleve_id, devoir_id) values (?,?,?)''', (notes[e][d], e_id, d_id))\n", - "conn.commit()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# On essaie maintenant d'accéder à ces notes" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Ce sont les deux dernières lignes de la requete qui permettent de lier les tables." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Requete pour un élève" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(8.5, 'DS_15_11_27')\n", - "(12.0, 'DM_15_12_09')\n", - "(13.5, 'Boulettes')\n", - "(22.0, 'BB_16_01_23')\n", - "(12.0, 'DM_16_01_29')\n", - "(16.0, 'Brevet blanc Fevrier')\n", - "(11.5, 'Conn trimestre 2')\n" - ] - } - ], - "source": [ - "c.execute(' '.join(['SELECT note.valeur, devoir.name',\n", - " 'FROM note, devoir, eleve',\n", - " 'WHERE eleve.name=?',\n", - " 'AND devoir.trimestre=?',\n", - " 'AND note.devoir_id=devoir.id',\n", - " 'AND note.eleve_id=eleve.id'\n", - " ])\n", - " , (\"ABDOU Farida\",2))\n", - "for i in c.fetchall():\n", - " print(i)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Requete pour tous les élèves" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Nom \t\tDevoir \t\t\t\tnote \n", - "ABDOU Farida\t\tDS_15_11_27\t\t\t\t8.5 \n", - "ABDOU Farida\t\tDM_15_12_09\t\t\t\t12.0 \n", - "ABDOU Farida\t\tBoulettes \t\t\t\t13.5 \n", - "ABDOU Farida\t\tBB_16_01_23\t\t\t\t22.0 \n", - "ABDOU Farida\t\tDM_16_01_29\t\t\t\t12.0 \n", - "ABDOU Farida\t\tBrevet blanc Fevrier\t\t\t\t16.0 \n", - "ABDOU Farida\t\tConn trimestre 2\t\t\t\t11.5 \n", - "ABOU BACAR Djaha\t\tDS_15_11_27\t\t\t\t7.0 \n", - "ABOU BACAR Djaha\t\tDM_15_12_09\t\t\t\t14.0 \n", - "ABOU BACAR Djaha\t\tBoulettes \t\t\t\t14.5 \n", - "ABOU BACAR Djaha\t\tBB_16_01_23\t\t\t\t20.0 \n", - "ABOU BACAR Djaha\t\tDM_16_01_29\t\t\t\t16.5 \n", - "ABOU BACAR Djaha\t\tBrevet blanc Fevrier\t\t\t\t22.0 \n", - "ABOU BACAR Djaha\t\tConn trimestre 2\t\t\t\t14.5 \n", - "AHAMADA Nabaouya\t\tDS_15_11_27\t\t\t\t10.5 \n", - "AHAMADA Nabaouya\t\tDM_15_12_09\t\t\t\t10.5 \n", - "AHAMADA Nabaouya\t\tBoulettes \t\t\t\t14.5 \n", - "AHAMADA Nabaouya\t\tBB_16_01_23\t\t\t\t23.0 \n", - "AHAMADA Nabaouya\t\tDM_16_01_29\t\t\t\t14.5 \n", - "AHAMADA Nabaouya\t\tBrevet blanc Fevrier\t\t\t\t16.5 \n", - "AHAMADA Nabaouya\t\tConn trimestre 2\t\t\t\t12.0 \n", - "AHAMADI Faina\t\tDS_15_11_27\t\t\t\t4.5 \n", - "AHAMADI Faina\t\tDM_15_12_09\t\t\t\t8.5 \n", - "AHAMADI Faina\t\tBoulettes \t\t\t\t14.5 \n", - "AHAMADI Faina\t\tBB_16_01_23\t\t\t\t9.0 \n", - "AHAMADI Faina\t\tDM_16_01_29\t\t\t\t14.5 \n", - "AHAMADI Faina\t\tBrevet blanc Fevrier\t\t\t\t5.0 \n", - "AHAMADI Faina\t\tConn trimestre 2\t\t\t\t5.5 \n", - "ALI Mardhuia\t\tDS_15_11_27\t\t\t\t12.5 \n", - "ALI Mardhuia\t\tDM_15_12_09\t\t\t\t10.0 \n", - "ALI Mardhuia\t\tBoulettes \t\t\t\t15.5 \n", - "ALI Mardhuia\t\tBB_16_01_23\t\t\t\t20.5 \n", - "ALI Mardhuia\t\tDM_16_01_29\t\t\t\t19.0 \n", - "ALI Mardhuia\t\tBrevet blanc Fevrier\t\t\t\t23.0 \n", - "ALI Mardhuia\t\tConn trimestre 2\t\t\t\t16.5 \n", - "ALI SOULAIMANA Chamsia\t\tDS_15_11_27\t\t\t\t10.5 \n", - "ALI SOULAIMANA Chamsia\t\tDM_15_12_09\t\t\t\t14.0 \n", - "ALI SOULAIMANA Chamsia\t\tBoulettes \t\t\t\t14.5 \n", - "ALI SOULAIMANA Chamsia\t\tBB_16_01_23\t\t\t\t24.0 \n", - "ALI SOULAIMANA Chamsia\t\tDM_16_01_29\t\t\t\t15.5 \n", - "ALI SOULAIMANA Chamsia\t\tBrevet blanc Fevrier\t\t\t\t17.5 \n", - "ALI SOULAIMANA Chamsia\t\tConn trimestre 2\t\t\t\t17.5 \n", - "ALSENE ALI MADI Stela\t\tDS_15_11_27\t\t\t\t8.5 \n", - "ALSENE ALI MADI Stela\t\tDM_15_12_09\t\t\t\t4.0 \n", - "ALSENE ALI MADI Stela\t\tBoulettes \t\t\t\t19.5 \n", - "ALSENE ALI MADI Stela\t\tBB_16_01_23\t\t\t\t14.5 \n", - "ALSENE ALI MADI Stela\t\tDM_16_01_29\t\t\t\t11.0 \n", - "ALSENE ALI MADI Stela\t\tBrevet blanc Fevrier\t\t\t\t11.0 \n", - "ALSENE ALI MADI Stela\t\tConn trimestre 2\t\t\t\t4.0 \n", - "ANDRIATAHIANA Hoby\t\tDS_15_11_27\t\t\t\t16.0 \n", - "ANDRIATAHIANA Hoby\t\tDM_15_12_09\t\t\t\t10.0 \n", - "ANDRIATAHIANA Hoby\t\tBoulettes \t\t\t\t19.5 \n", - "ANDRIATAHIANA Hoby\t\tBB_16_01_23\t\t\t\t22.5 \n", - "ANDRIATAHIANA Hoby\t\tDM_16_01_29\t\t\t\t14.0 \n", - "ANDRIATAHIANA Hoby\t\tBrevet blanc Fevrier\t\t\t\t19.5 \n", - "ANDRIATAHIANA Hoby\t\tConn trimestre 2\t\t\t\t13.5 \n", - "ANLI Emeline\t\tDS_15_11_27\t\t\t\t8.5 \n", - "ANLI Emeline\t\tDM_15_12_09\t\t\t\t9.0 \n", - "ANLI Emeline\t\tBoulettes \t\t\t\t16.0 \n", - "ANLI Emeline\t\tBB_16_01_23\t\t\t\t13.0 \n", - "ANLI Emeline\t\tDM_16_01_29\t\t\t\t7.0 \n", - "ANLI Emeline\t\tBrevet blanc Fevrier\t\t\t\t10.0 \n", - "ANLI Emeline\t\tConn trimestre 2\t\t\t\t9.0 \n", - "ATHOUMANE Naouidat\t\tDS_15_11_27\t\t\t\t8.0 \n", - "ATHOUMANE Naouidat\t\tDM_15_12_09\t\t\t\t15.5 \n", - "ATHOUMANE Naouidat\t\tBoulettes \t\t\t\t13.5 \n", - "ATHOUMANE Naouidat\t\tBB_16_01_23\t\t\t\t19.5 \n", - "ATHOUMANE Naouidat\t\tDM_16_01_29\t\t\t\t15.0 \n", - "ATHOUMANE Naouidat\t\tBrevet blanc Fevrier\t\t\t\t16.0 \n", - "ATHOUMANE Naouidat\t\tConn trimestre 2\t\t\t\t13.5 \n", - "BOUDRA Nassifanya\t\tDS_15_11_27\t\t\t\t10.5 \n", - "BOUDRA Nassifanya\t\tDM_15_12_09\t\t\t\t16.0 \n", - "BOUDRA Nassifanya\t\tBoulettes \t\t\t\t16.0 \n", - "BOUDRA Nassifanya\t\tBB_16_01_23\t\t\t\t27.0 \n", - "BOUDRA Nassifanya\t\tDM_16_01_29\t\t\t\t19.0 \n", - "BOUDRA Nassifanya\t\tBrevet blanc Fevrier\t\t\t\t29.5 \n", - "BOUDRA Nassifanya\t\tConn trimestre 2\t\t\t\t14.5 \n", - "CHANFI Nadhrati\t\tDS_15_11_27\t\t\t\t4.5 \n", - "CHANFI Nadhrati\t\tDM_15_12_09\t\t\t\t16.0 \n", - "CHANFI Nadhrati\t\tBoulettes \t\t\t\t17.5 \n", - "CHANFI Nadhrati\t\tBB_16_01_23\t\t\t\t10.5 \n", - "CHANFI Nadhrati\t\tDM_16_01_29\t\t\t\t16.0 \n", - "CHANFI Nadhrati\t\tBrevet blanc Fevrier\t\t\t\t7.0 \n", - "CHANFI Nadhrati\t\tConn trimestre 2\t\t\t\t6.0 \n", - "COMBO Moinécha\t\tDS_15_11_27\t\t\t\t17.0 \n", - "COMBO Moinécha\t\tDM_15_12_09\t\t\t\t14.0 \n", - "COMBO Moinécha\t\tBoulettes \t\t\t\t19.5 \n", - "COMBO Moinécha\t\tBB_16_01_23\t\t\t\t26.0 \n", - "COMBO Moinécha\t\tDM_16_01_29\t\t\t\t18.5 \n", - "COMBO Moinécha\t\tBrevet blanc Fevrier\t\t\t\t28.5 \n", - "COMBO Moinécha\t\tConn trimestre 2\t\t\t\t16.0 \n", - "HALIDI Nisma\t\tDS_15_11_27\t\t\t\t12.0 \n", - "HALIDI Nisma\t\tDM_15_12_09\t\t\t\t18.5 \n", - "HALIDI Nisma\t\tBoulettes \t\t\t\t16.0 \n", - "HALIDI Nisma\t\tBB_16_01_23\t\t\t\t26.0 \n", - "HALIDI Nisma\t\tDM_16_01_29\t\t\t\t18.5 \n", - "HALIDI Nisma\t\tBrevet blanc Fevrier\t\t\t\t20.5 \n", - "HALIDI Nisma\t\tConn trimestre 2\t\t\t\t16.0 \n", - "HAMZA Samianti\t\tDS_15_11_27\t\t\t\t7.0 \n", - "HAMZA Samianti\t\tDM_15_12_09\t\t\t\t10.0 \n", - "HAMZA Samianti\t\tBoulettes \t\t\t\t14.5 \n", - "HAMZA Samianti\t\tBB_16_01_23\t\t\t\t16.0 \n", - "HAMZA Samianti\t\tDM_16_01_29\t\t\t\t8.5 \n", - "HAMZA Samianti\t\tBrevet blanc Fevrier\t\t\t\t9.0 \n", - "HAMZA Samianti\t\tConn trimestre 2\t\t\t\t7.0 \n", - "HOUMADI Mouslimati\t\tDS_15_11_27\t\t\t\t12.0 \n", - "HOUMADI Mouslimati\t\tDM_15_12_09\t\t\t\t11.5 \n", - "HOUMADI Mouslimati\t\tBoulettes \t\t\t\t12.0 \n", - "HOUMADI Mouslimati\t\tBB_16_01_23\t\t\t\t17.0 \n", - "HOUMADI Mouslimati\t\tDM_16_01_29\t\t\t\t10.0 \n", - "HOUMADI Mouslimati\t\tBrevet blanc Fevrier\t\t\t\t15.5 \n", - "HOUMADI Mouslimati\t\tConn trimestre 2\t\t\t\t11.0 \n", - "HOUMADI Chaharazadi\t\tDS_15_11_27\t\t\t\t8.5 \n", - "HOUMADI Chaharazadi\t\tDM_15_12_09\t\t\t\t16.5 \n", - "HOUMADI Chaharazadi\t\tBoulettes \t\t\t\t15.5 \n", - "HOUMADI Chaharazadi\t\tBB_16_01_23\t\t\t\t22.0 \n", - "HOUMADI Chaharazadi\t\tDM_16_01_29\t\t\t\t16.5 \n", - "HOUMADI Chaharazadi\t\tBrevet blanc Fevrier\t\t\t\t21.5 \n", - "HOUMADI Chaharazadi\t\tConn trimestre 2\t\t\t\t16.5 \n", - "HOUMADI Nasmi\t\tDS_15_11_27\t\t\t\t10.5 \n", - "HOUMADI Nasmi\t\tDM_15_12_09\t\t\t\t16.0 \n", - "HOUMADI Nasmi\t\tBoulettes \t\t\t\t13.5 \n", - "HOUMADI Nasmi\t\tBB_16_01_23\t\t\t\t20.0 \n", - "HOUMADI Nasmi\t\tDM_16_01_29\t\t\t\t17.5 \n", - "HOUMADI Nasmi\t\tBrevet blanc Fevrier\t\t\t\t16.5 \n", - "HOUMADI Nasmi\t\tConn trimestre 2\t\t\t\t18.5 \n", - "HOUMADI Dhoirfia\t\tDS_15_11_27\t\t\t\t12.0 \n", - "HOUMADI Dhoirfia\t\tDM_15_12_09\t\t\t\t11.5 \n", - "HOUMADI Dhoirfia\t\tBoulettes \t\t\t\t14.5 \n", - "HOUMADI Dhoirfia\t\tBB_16_01_23\t\t\t\t21.5 \n", - "HOUMADI Dhoirfia\t\tDM_16_01_29\t\t\t\t17.5 \n", - "HOUMADI Dhoirfia\t\tBrevet blanc Fevrier\t\t\t\t13.5 \n", - "HOUMADI Dhoirfia\t\tConn trimestre 2\t\t\t\t16.5 \n", - "LOUTOUFI Nachima\t\tDS_15_11_27\t\t\t\t8.0 \n", - "LOUTOUFI Nachima\t\tDM_15_12_09\t\t\t\t5.5 \n", - "LOUTOUFI Nachima\t\tBoulettes \t\t\t\t13.5 \n", - "LOUTOUFI Nachima\t\tBB_16_01_23\t\t\t\t14.5 \n", - "LOUTOUFI Nachima\t\tDM_16_01_29\t\t\t\t8.5 \n", - "LOUTOUFI Nachima\t\tBrevet blanc Fevrier\t\t\t\t16.0 \n", - "LOUTOUFI Nachima\t\tConn trimestre 2\t\t\t\t7.0 \n", - "MALIDE El-Anzize\t\tDS_15_11_27\t\t\t\t12.0 \n", - "MALIDE El-Anzize\t\tDM_15_12_09\t\t\t\t8.0 \n", - "MALIDE El-Anzize\t\tBoulettes \t\t\t\t17.5 \n", - "MALIDE El-Anzize\t\tBB_16_01_23\t\t\t\t18.5 \n", - "MALIDE El-Anzize\t\tDM_16_01_29\t\t\t\t14.0 \n", - "MALIDE El-Anzize\t\tBrevet blanc Fevrier\t\t\t\t15.0 \n", - "MALIDE El-Anzize\t\tConn trimestre 2\t\t\t\t13.0 \n", - "MONNE Kevin\t\tDS_15_11_27\t\t\t\t13.0 \n", - "MONNE Kevin\t\tDM_15_12_09\t\t\t\t6.0 \n", - "MONNE Kevin\t\tBoulettes \t\t\t\t17.5 \n", - "MONNE Kevin\t\tBB_16_01_23\t\t\t\t24.0 \n", - "MONNE Kevin\t\tDM_16_01_29\t\t\t\t9.5 \n", - "MONNE Kevin\t\tBrevet blanc Fevrier\t\t\t\t24.0 \n", - "MONNE Kevin\t\tConn trimestre 2\t\t\t\t10.5 \n", - "MOUSSA Roibouanti\t\tDS_15_11_27\t\t\t\t16.0 \n", - "MOUSSA Roibouanti\t\tDM_15_12_09\t\t\t\t15.5 \n", - "MOUSSA Roibouanti\t\tBoulettes \t\t\t\t19.5 \n", - "MOUSSA Roibouanti\t\tBB_16_01_23\t\t\t\t24.0 \n", - "MOUSSA Roibouanti\t\tDM_16_01_29\t\t\t\t17.5 \n", - "MOUSSA Roibouanti\t\tBrevet blanc Fevrier\t\t\t\t21.0 \n", - "MOUSSA Roibouanti\t\tConn trimestre 2\t\t\t\t16.5 \n", - "OUSSENI Hilma\t\tDS_15_11_27\t\t\t\t8.0 \n", - "OUSSENI Hilma\t\tDM_15_12_09\t\t\t\t12.0 \n", - "OUSSENI Hilma\t\tBoulettes \t\t\t\t12.0 \n", - "OUSSENI Hilma\t\tBB_16_01_23\t\t\t\t18.0 \n", - "OUSSENI Hilma\t\tDM_16_01_29\t\t\t\t17.5 \n", - "OUSSENI Hilma\t\tBrevet blanc Fevrier\t\t\t\t13.0 \n", - "OUSSENI Hilma\t\tConn trimestre 2\t\t\t\t13.5 \n", - "SAANLI Natali\t\tDS_15_11_27\t\t\t\t11.5 \n", - "SAANLI Natali\t\tDM_15_12_09\t\t\t\t14.5 \n", - "SAANLI Natali\t\tBoulettes \t\t\t\t14.5 \n", - "SAANLI Natali\t\tBB_16_01_23\t\t\t\t31.0 \n", - "SAANLI Natali\t\tDM_16_01_29\t\t\t\t18.5 \n", - "SAANLI Natali\t\tBrevet blanc Fevrier\t\t\t\t25.0 \n", - "SAANLI Natali\t\tConn trimestre 2\t\t\t\t19.0 \n", - "SAID AHAMADA Roukaya\t\tDS_15_11_27\t\t\t\t8.5 \n", - "SAID AHAMADA Roukaya\t\tDM_15_12_09\t\t\t\t16.5 \n", - "SAID AHAMADA Roukaya\t\tBoulettes \t\t\t\t15.5 \n", - "SAID AHAMADA Roukaya\t\tBB_16_01_23\t\t\t\t20.5 \n", - "SAID AHAMADA Roukaya\t\tDM_16_01_29\t\t\t\t12.5 \n", - "SAID AHAMADA Roukaya\t\tBrevet blanc Fevrier\t\t\t\t28.0 \n", - "SAID AHAMADA Roukaya\t\tConn trimestre 2\t\t\t\t13.5 \n", - "SANDA Issoufi\t\tDS_15_11_27\t\t\t\t6.5 \n", - "SANDA Issoufi\t\tDM_15_12_09\t\t\t\t5.5 \n", - "SANDA Issoufi\t\tBoulettes \t\t\t\t17.5 \n", - "SANDA Issoufi\t\tBB_16_01_23\t\t\t\t13.0 \n", - "SANDA Issoufi\t\tDM_16_01_29\t\t\t\t9.5 \n", - "SANDA Issoufi\t\tBrevet blanc Fevrier\t\t\t\t11.0 \n", - "SANDA Issoufi\t\tConn trimestre 2\t\t\t\t5.5 \n", - "SOILIHI Soifia\t\tDS_15_11_27\t\t\t\t6.5 \n", - "SOILIHI Soifia\t\tDM_15_12_09\t\t\t\t18.0 \n", - "SOILIHI Soifia\t\tBoulettes \t\t\t\t12.0 \n", - "SOILIHI Soifia\t\tBB_16_01_23\t\t\t\t20.5 \n", - "SOILIHI Soifia\t\tDM_16_01_29\t\t\t\t15.5 \n", - "SOILIHI Soifia\t\tBrevet blanc Fevrier\t\t\t\t13.5 \n", - "SOILIHI Soifia\t\tConn trimestre 2\t\t\t\t12.0 \n", - "SOUFIANI Laila\t\tDS_15_11_27\t\t\t\t4.5 \n", - "SOUFIANI Laila\t\tDM_15_12_09\t\t\t\t3.0 \n", - "SOUFIANI Laila\t\tBoulettes \t\t\t\t16.0 \n", - "SOUFIANI Laila\t\tBB_16_01_23\t\t\t\t10.5 \n", - "SOUFIANI Laila\t\tDM_16_01_29\t\t\t\t2.5 \n", - "SOUFIANI Laila\t\tBrevet blanc Fevrier\t\t\t\t7.0 \n", - "SOUFIANI Laila\t\tConn trimestre 2\t\t\t\t5.5 \n", - "YOUSSOUF Sitirati\t\tDS_15_11_27\t\t\t\t8.5 \n", - "YOUSSOUF Sitirati\t\tDM_15_12_09\t\t\t\t12.0 \n", - "YOUSSOUF Sitirati\t\tBoulettes \t\t\t\t12.0 \n", - "YOUSSOUF Sitirati\t\tBB_16_01_23\t\t\t\t10.5 \n", - "YOUSSOUF Sitirati\t\tDM_16_01_29\t\t\t\t6.5 \n", - "YOUSSOUF Sitirati\t\tBrevet blanc Fevrier\t\t\t\t7.0 \n", - "YOUSSOUF Sitirati\t\tConn trimestre 2\t\t\t\t8.5 \n" - ] - } - ], - "source": [ - "c.execute(' '.join(['SELECT eleve.name, devoir.name, note.valeur',\n", - " 'FROM note, devoir, eleve',\n", - " 'WHERE devoir.trimestre=?',\n", - " 'AND note.devoir_id=devoir.id',\n", - " 'AND note.eleve_id=eleve.id'\n", - " ])\n", - " , (2,))\n", - "FORMAT = '%-6s\\t\\t%-10s\\t\\t\\t\\t%-8s'\n", - "print(FORMAT % ('Nom', 'Devoir', 'note'))\n", - "for i in c.fetchall():\n", - " print(FORMAT % i)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Requete pour tous les élèves triée par devoir" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Nom \t\tDevoir \t\t\t\tnote \n", - "ABDOU Farida\t\tDS_15_11_27\t\t\t\t8.5 \n", - "ABOU BACAR Djaha\t\tDS_15_11_27\t\t\t\t7.0 \n", - "AHAMADA Nabaouya\t\tDS_15_11_27\t\t\t\t10.5 \n", - "AHAMADI Faina\t\tDS_15_11_27\t\t\t\t4.5 \n", - "ALI Mardhuia\t\tDS_15_11_27\t\t\t\t12.5 \n", - "ALI SOULAIMANA Chamsia\t\tDS_15_11_27\t\t\t\t10.5 \n", - "ALSENE ALI MADI Stela\t\tDS_15_11_27\t\t\t\t8.5 \n", - "ANDRIATAHIANA Hoby\t\tDS_15_11_27\t\t\t\t16.0 \n", - "ANLI Emeline\t\tDS_15_11_27\t\t\t\t8.5 \n", - "ATHOUMANE Naouidat\t\tDS_15_11_27\t\t\t\t8.0 \n", - "BOUDRA Nassifanya\t\tDS_15_11_27\t\t\t\t10.5 \n", - "CHANFI Nadhrati\t\tDS_15_11_27\t\t\t\t4.5 \n", - "COMBO Moinécha\t\tDS_15_11_27\t\t\t\t17.0 \n", - "HALIDI Nisma\t\tDS_15_11_27\t\t\t\t12.0 \n", - "HAMZA Samianti\t\tDS_15_11_27\t\t\t\t7.0 \n", - "HOUMADI Mouslimati\t\tDS_15_11_27\t\t\t\t12.0 \n", - "HOUMADI Chaharazadi\t\tDS_15_11_27\t\t\t\t8.5 \n", - "HOUMADI Nasmi\t\tDS_15_11_27\t\t\t\t10.5 \n", - "HOUMADI Dhoirfia\t\tDS_15_11_27\t\t\t\t12.0 \n", - "LOUTOUFI Nachima\t\tDS_15_11_27\t\t\t\t8.0 \n", - "MALIDE El-Anzize\t\tDS_15_11_27\t\t\t\t12.0 \n", - "MONNE Kevin\t\tDS_15_11_27\t\t\t\t13.0 \n", - "MOUSSA Roibouanti\t\tDS_15_11_27\t\t\t\t16.0 \n", - "OUSSENI Hilma\t\tDS_15_11_27\t\t\t\t8.0 \n", - "SAANLI Natali\t\tDS_15_11_27\t\t\t\t11.5 \n", - "SAID AHAMADA Roukaya\t\tDS_15_11_27\t\t\t\t8.5 \n", - "SANDA Issoufi\t\tDS_15_11_27\t\t\t\t6.5 \n", - "SOILIHI Soifia\t\tDS_15_11_27\t\t\t\t6.5 \n", - "SOUFIANI Laila\t\tDS_15_11_27\t\t\t\t4.5 \n", - "YOUSSOUF Sitirati\t\tDS_15_11_27\t\t\t\t8.5 \n", - "ABDOU Farida\t\tDM_15_12_09\t\t\t\t12.0 \n", - "ABOU BACAR Djaha\t\tDM_15_12_09\t\t\t\t14.0 \n", - "AHAMADA Nabaouya\t\tDM_15_12_09\t\t\t\t10.5 \n", - "AHAMADI Faina\t\tDM_15_12_09\t\t\t\t8.5 \n", - "ALI Mardhuia\t\tDM_15_12_09\t\t\t\t10.0 \n", - "ALI SOULAIMANA Chamsia\t\tDM_15_12_09\t\t\t\t14.0 \n", - "ALSENE ALI MADI Stela\t\tDM_15_12_09\t\t\t\t4.0 \n", - "ANDRIATAHIANA Hoby\t\tDM_15_12_09\t\t\t\t10.0 \n", - "ANLI Emeline\t\tDM_15_12_09\t\t\t\t9.0 \n", - "ATHOUMANE Naouidat\t\tDM_15_12_09\t\t\t\t15.5 \n", - "BOUDRA Nassifanya\t\tDM_15_12_09\t\t\t\t16.0 \n", - "CHANFI Nadhrati\t\tDM_15_12_09\t\t\t\t16.0 \n", - "COMBO Moinécha\t\tDM_15_12_09\t\t\t\t14.0 \n", - "HALIDI Nisma\t\tDM_15_12_09\t\t\t\t18.5 \n", - "HAMZA Samianti\t\tDM_15_12_09\t\t\t\t10.0 \n", - "HOUMADI Mouslimati\t\tDM_15_12_09\t\t\t\t11.5 \n", - "HOUMADI Chaharazadi\t\tDM_15_12_09\t\t\t\t16.5 \n", - "HOUMADI Nasmi\t\tDM_15_12_09\t\t\t\t16.0 \n", - "HOUMADI Dhoirfia\t\tDM_15_12_09\t\t\t\t11.5 \n", - "LOUTOUFI Nachima\t\tDM_15_12_09\t\t\t\t5.5 \n", - "MALIDE El-Anzize\t\tDM_15_12_09\t\t\t\t8.0 \n", - "MONNE Kevin\t\tDM_15_12_09\t\t\t\t6.0 \n", - "MOUSSA Roibouanti\t\tDM_15_12_09\t\t\t\t15.5 \n", - "OUSSENI Hilma\t\tDM_15_12_09\t\t\t\t12.0 \n", - "SAANLI Natali\t\tDM_15_12_09\t\t\t\t14.5 \n", - "SAID AHAMADA Roukaya\t\tDM_15_12_09\t\t\t\t16.5 \n", - "SANDA Issoufi\t\tDM_15_12_09\t\t\t\t5.5 \n", - "SOILIHI Soifia\t\tDM_15_12_09\t\t\t\t18.0 \n", - "SOUFIANI Laila\t\tDM_15_12_09\t\t\t\t3.0 \n", - "YOUSSOUF Sitirati\t\tDM_15_12_09\t\t\t\t12.0 \n", - "ABDOU Farida\t\tBoulettes \t\t\t\t13.5 \n", - "ABOU BACAR Djaha\t\tBoulettes \t\t\t\t14.5 \n", - "AHAMADA Nabaouya\t\tBoulettes \t\t\t\t14.5 \n", - "AHAMADI Faina\t\tBoulettes \t\t\t\t14.5 \n", - "ALI Mardhuia\t\tBoulettes \t\t\t\t15.5 \n", - "ALI SOULAIMANA Chamsia\t\tBoulettes \t\t\t\t14.5 \n", - "ALSENE ALI MADI Stela\t\tBoulettes \t\t\t\t19.5 \n", - "ANDRIATAHIANA Hoby\t\tBoulettes \t\t\t\t19.5 \n", - "ANLI Emeline\t\tBoulettes \t\t\t\t16.0 \n", - "ATHOUMANE Naouidat\t\tBoulettes \t\t\t\t13.5 \n", - "BOUDRA Nassifanya\t\tBoulettes \t\t\t\t16.0 \n", - "CHANFI Nadhrati\t\tBoulettes \t\t\t\t17.5 \n", - "COMBO Moinécha\t\tBoulettes \t\t\t\t19.5 \n", - "HALIDI Nisma\t\tBoulettes \t\t\t\t16.0 \n", - "HAMZA Samianti\t\tBoulettes \t\t\t\t14.5 \n", - "HOUMADI Mouslimati\t\tBoulettes \t\t\t\t12.0 \n", - "HOUMADI Chaharazadi\t\tBoulettes \t\t\t\t15.5 \n", - "HOUMADI Nasmi\t\tBoulettes \t\t\t\t13.5 \n", - "HOUMADI Dhoirfia\t\tBoulettes \t\t\t\t14.5 \n", - "LOUTOUFI Nachima\t\tBoulettes \t\t\t\t13.5 \n", - "MALIDE El-Anzize\t\tBoulettes \t\t\t\t17.5 \n", - "MONNE Kevin\t\tBoulettes \t\t\t\t17.5 \n", - "MOUSSA Roibouanti\t\tBoulettes \t\t\t\t19.5 \n", - "OUSSENI Hilma\t\tBoulettes \t\t\t\t12.0 \n", - "SAANLI Natali\t\tBoulettes \t\t\t\t14.5 \n", - "SAID AHAMADA Roukaya\t\tBoulettes \t\t\t\t15.5 \n", - "SANDA Issoufi\t\tBoulettes \t\t\t\t17.5 \n", - "SOILIHI Soifia\t\tBoulettes \t\t\t\t12.0 \n", - "SOUFIANI Laila\t\tBoulettes \t\t\t\t16.0 \n", - "YOUSSOUF Sitirati\t\tBoulettes \t\t\t\t12.0 \n", - "ABDOU Farida\t\tBB_16_01_23\t\t\t\t22.0 \n", - "ABOU BACAR Djaha\t\tBB_16_01_23\t\t\t\t20.0 \n", - "AHAMADA Nabaouya\t\tBB_16_01_23\t\t\t\t23.0 \n", - "AHAMADI Faina\t\tBB_16_01_23\t\t\t\t9.0 \n", - "ALI Mardhuia\t\tBB_16_01_23\t\t\t\t20.5 \n", - "ALI SOULAIMANA Chamsia\t\tBB_16_01_23\t\t\t\t24.0 \n", - "ALSENE ALI MADI Stela\t\tBB_16_01_23\t\t\t\t14.5 \n", - "ANDRIATAHIANA Hoby\t\tBB_16_01_23\t\t\t\t22.5 \n", - "ANLI Emeline\t\tBB_16_01_23\t\t\t\t13.0 \n", - "ATHOUMANE Naouidat\t\tBB_16_01_23\t\t\t\t19.5 \n", - "BOUDRA Nassifanya\t\tBB_16_01_23\t\t\t\t27.0 \n", - "CHANFI Nadhrati\t\tBB_16_01_23\t\t\t\t10.5 \n", - "COMBO Moinécha\t\tBB_16_01_23\t\t\t\t26.0 \n", - "HALIDI Nisma\t\tBB_16_01_23\t\t\t\t26.0 \n", - "HAMZA Samianti\t\tBB_16_01_23\t\t\t\t16.0 \n", - "HOUMADI Mouslimati\t\tBB_16_01_23\t\t\t\t17.0 \n", - "HOUMADI Chaharazadi\t\tBB_16_01_23\t\t\t\t22.0 \n", - "HOUMADI Nasmi\t\tBB_16_01_23\t\t\t\t20.0 \n", - "HOUMADI Dhoirfia\t\tBB_16_01_23\t\t\t\t21.5 \n", - "LOUTOUFI Nachima\t\tBB_16_01_23\t\t\t\t14.5 \n", - "MALIDE El-Anzize\t\tBB_16_01_23\t\t\t\t18.5 \n", - "MONNE Kevin\t\tBB_16_01_23\t\t\t\t24.0 \n", - "MOUSSA Roibouanti\t\tBB_16_01_23\t\t\t\t24.0 \n", - "OUSSENI Hilma\t\tBB_16_01_23\t\t\t\t18.0 \n", - "SAANLI Natali\t\tBB_16_01_23\t\t\t\t31.0 \n", - "SAID AHAMADA Roukaya\t\tBB_16_01_23\t\t\t\t20.5 \n", - "SANDA Issoufi\t\tBB_16_01_23\t\t\t\t13.0 \n", - "SOILIHI Soifia\t\tBB_16_01_23\t\t\t\t20.5 \n", - "SOUFIANI Laila\t\tBB_16_01_23\t\t\t\t10.5 \n", - "YOUSSOUF Sitirati\t\tBB_16_01_23\t\t\t\t10.5 \n", - "ABDOU Farida\t\tDM_16_01_29\t\t\t\t12.0 \n", - "ABOU BACAR Djaha\t\tDM_16_01_29\t\t\t\t16.5 \n", - "AHAMADA Nabaouya\t\tDM_16_01_29\t\t\t\t14.5 \n", - "AHAMADI Faina\t\tDM_16_01_29\t\t\t\t14.5 \n", - "ALI Mardhuia\t\tDM_16_01_29\t\t\t\t19.0 \n", - "ALI SOULAIMANA Chamsia\t\tDM_16_01_29\t\t\t\t15.5 \n", - "ALSENE ALI MADI Stela\t\tDM_16_01_29\t\t\t\t11.0 \n", - "ANDRIATAHIANA Hoby\t\tDM_16_01_29\t\t\t\t14.0 \n", - "ANLI Emeline\t\tDM_16_01_29\t\t\t\t7.0 \n", - "ATHOUMANE Naouidat\t\tDM_16_01_29\t\t\t\t15.0 \n", - "BOUDRA Nassifanya\t\tDM_16_01_29\t\t\t\t19.0 \n", - "CHANFI Nadhrati\t\tDM_16_01_29\t\t\t\t16.0 \n", - "COMBO Moinécha\t\tDM_16_01_29\t\t\t\t18.5 \n", - "HALIDI Nisma\t\tDM_16_01_29\t\t\t\t18.5 \n", - "HAMZA Samianti\t\tDM_16_01_29\t\t\t\t8.5 \n", - "HOUMADI Mouslimati\t\tDM_16_01_29\t\t\t\t10.0 \n", - "HOUMADI Chaharazadi\t\tDM_16_01_29\t\t\t\t16.5 \n", - "HOUMADI Nasmi\t\tDM_16_01_29\t\t\t\t17.5 \n", - "HOUMADI Dhoirfia\t\tDM_16_01_29\t\t\t\t17.5 \n", - "LOUTOUFI Nachima\t\tDM_16_01_29\t\t\t\t8.5 \n", - "MALIDE El-Anzize\t\tDM_16_01_29\t\t\t\t14.0 \n", - "MONNE Kevin\t\tDM_16_01_29\t\t\t\t9.5 \n", - "MOUSSA Roibouanti\t\tDM_16_01_29\t\t\t\t17.5 \n", - "OUSSENI Hilma\t\tDM_16_01_29\t\t\t\t17.5 \n", - "SAANLI Natali\t\tDM_16_01_29\t\t\t\t18.5 \n", - "SAID AHAMADA Roukaya\t\tDM_16_01_29\t\t\t\t12.5 \n", - "SANDA Issoufi\t\tDM_16_01_29\t\t\t\t9.5 \n", - "SOILIHI Soifia\t\tDM_16_01_29\t\t\t\t15.5 \n", - "SOUFIANI Laila\t\tDM_16_01_29\t\t\t\t2.5 \n", - "YOUSSOUF Sitirati\t\tDM_16_01_29\t\t\t\t6.5 \n", - "ABDOU Farida\t\tBrevet blanc Fevrier\t\t\t\t16.0 \n", - "ABOU BACAR Djaha\t\tBrevet blanc Fevrier\t\t\t\t22.0 \n", - "AHAMADA Nabaouya\t\tBrevet blanc Fevrier\t\t\t\t16.5 \n", - "AHAMADI Faina\t\tBrevet blanc Fevrier\t\t\t\t5.0 \n", - "ALI Mardhuia\t\tBrevet blanc Fevrier\t\t\t\t23.0 \n", - "ALI SOULAIMANA Chamsia\t\tBrevet blanc Fevrier\t\t\t\t17.5 \n", - "ALSENE ALI MADI Stela\t\tBrevet blanc Fevrier\t\t\t\t11.0 \n", - "ANDRIATAHIANA Hoby\t\tBrevet blanc Fevrier\t\t\t\t19.5 \n", - "ANLI Emeline\t\tBrevet blanc Fevrier\t\t\t\t10.0 \n", - "ATHOUMANE Naouidat\t\tBrevet blanc Fevrier\t\t\t\t16.0 \n", - "BOUDRA Nassifanya\t\tBrevet blanc Fevrier\t\t\t\t29.5 \n", - "CHANFI Nadhrati\t\tBrevet blanc Fevrier\t\t\t\t7.0 \n", - "COMBO Moinécha\t\tBrevet blanc Fevrier\t\t\t\t28.5 \n", - "HALIDI Nisma\t\tBrevet blanc Fevrier\t\t\t\t20.5 \n", - "HAMZA Samianti\t\tBrevet blanc Fevrier\t\t\t\t9.0 \n", - "HOUMADI Mouslimati\t\tBrevet blanc Fevrier\t\t\t\t15.5 \n", - "HOUMADI Chaharazadi\t\tBrevet blanc Fevrier\t\t\t\t21.5 \n", - "HOUMADI Nasmi\t\tBrevet blanc Fevrier\t\t\t\t16.5 \n", - "HOUMADI Dhoirfia\t\tBrevet blanc Fevrier\t\t\t\t13.5 \n", - "LOUTOUFI Nachima\t\tBrevet blanc Fevrier\t\t\t\t16.0 \n", - "MALIDE El-Anzize\t\tBrevet blanc Fevrier\t\t\t\t15.0 \n", - "MONNE Kevin\t\tBrevet blanc Fevrier\t\t\t\t24.0 \n", - "MOUSSA Roibouanti\t\tBrevet blanc Fevrier\t\t\t\t21.0 \n", - "OUSSENI Hilma\t\tBrevet blanc Fevrier\t\t\t\t13.0 \n", - "SAANLI Natali\t\tBrevet blanc Fevrier\t\t\t\t25.0 \n", - "SAID AHAMADA Roukaya\t\tBrevet blanc Fevrier\t\t\t\t28.0 \n", - "SANDA Issoufi\t\tBrevet blanc Fevrier\t\t\t\t11.0 \n", - "SOILIHI Soifia\t\tBrevet blanc Fevrier\t\t\t\t13.5 \n", - "SOUFIANI Laila\t\tBrevet blanc Fevrier\t\t\t\t7.0 \n", - "YOUSSOUF Sitirati\t\tBrevet blanc Fevrier\t\t\t\t7.0 \n", - "ABDOU Farida\t\tConn trimestre 2\t\t\t\t11.5 \n", - "ABOU BACAR Djaha\t\tConn trimestre 2\t\t\t\t14.5 \n", - "AHAMADA Nabaouya\t\tConn trimestre 2\t\t\t\t12.0 \n", - "AHAMADI Faina\t\tConn trimestre 2\t\t\t\t5.5 \n", - "ALI Mardhuia\t\tConn trimestre 2\t\t\t\t16.5 \n", - "ALI SOULAIMANA Chamsia\t\tConn trimestre 2\t\t\t\t17.5 \n", - "ALSENE ALI MADI Stela\t\tConn trimestre 2\t\t\t\t4.0 \n", - "ANDRIATAHIANA Hoby\t\tConn trimestre 2\t\t\t\t13.5 \n", - "ANLI Emeline\t\tConn trimestre 2\t\t\t\t9.0 \n", - "ATHOUMANE Naouidat\t\tConn trimestre 2\t\t\t\t13.5 \n", - "BOUDRA Nassifanya\t\tConn trimestre 2\t\t\t\t14.5 \n", - "CHANFI Nadhrati\t\tConn trimestre 2\t\t\t\t6.0 \n", - "COMBO Moinécha\t\tConn trimestre 2\t\t\t\t16.0 \n", - "HALIDI Nisma\t\tConn trimestre 2\t\t\t\t16.0 \n", - "HAMZA Samianti\t\tConn trimestre 2\t\t\t\t7.0 \n", - "HOUMADI Mouslimati\t\tConn trimestre 2\t\t\t\t11.0 \n", - "HOUMADI Chaharazadi\t\tConn trimestre 2\t\t\t\t16.5 \n", - "HOUMADI Nasmi\t\tConn trimestre 2\t\t\t\t18.5 \n", - "HOUMADI Dhoirfia\t\tConn trimestre 2\t\t\t\t16.5 \n", - "LOUTOUFI Nachima\t\tConn trimestre 2\t\t\t\t7.0 \n", - "MALIDE El-Anzize\t\tConn trimestre 2\t\t\t\t13.0 \n", - "MONNE Kevin\t\tConn trimestre 2\t\t\t\t10.5 \n", - "MOUSSA Roibouanti\t\tConn trimestre 2\t\t\t\t16.5 \n", - "OUSSENI Hilma\t\tConn trimestre 2\t\t\t\t13.5 \n", - "SAANLI Natali\t\tConn trimestre 2\t\t\t\t19.0 \n", - "SAID AHAMADA Roukaya\t\tConn trimestre 2\t\t\t\t13.5 \n", - "SANDA Issoufi\t\tConn trimestre 2\t\t\t\t5.5 \n", - "SOILIHI Soifia\t\tConn trimestre 2\t\t\t\t12.0 \n", - "SOUFIANI Laila\t\tConn trimestre 2\t\t\t\t5.5 \n", - "YOUSSOUF Sitirati\t\tConn trimestre 2\t\t\t\t8.5 \n" - ] - } - ], - "source": [ - "c.execute(' '.join(['SELECT eleve.name, devoir.name, note.valeur',\n", - " 'FROM note, devoir, eleve',\n", - " 'WHERE devoir.trimestre=?',\n", - " 'AND note.devoir_id=devoir.id',\n", - " 'AND note.eleve_id=eleve.id',\n", - " 'ORDER BY devoir_id'\n", - " ])\n", - " , (2,))\n", - "FORMAT = '%-6s\\t\\t%-10s\\t\\t\\t\\t%-8s'\n", - "print(FORMAT % ('Nom', 'Devoir', 'note'))\n", - "for i in c.fetchall():\n", - " print(FORMAT % i)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "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": "3.5.1" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/notes/bilan309.ipynb b/notes/bilan309.ipynb deleted file mode 100644 index 8dc34f3..0000000 --- a/notes/bilan309.ipynb +++ /dev/null @@ -1,3333 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "from opytex import texenv\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "plt.style.use(\"seaborn-notebook\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Information sur la classe" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "classe = \"309\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Import et premiers traitements" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['notes',\n", - " 'Remarques',\n", - " 'Conn',\n", - " 'DM_15_09_18',\n", - " 'DS_15_09_25',\n", - " 'pyramide',\n", - " 'BB_15_10_31',\n", - " 'DS_15_11_27',\n", - " 'DM_15_12_09',\n", - " 'Boulettes',\n", - " 'BB_16_01_23',\n", - " 'DM_16_01_29',\n", - " 'BB_16_02_15',\n", - " 'DM_16_03_30',\n", - " 'BB_16_04_02',\n", - " 'BB_16_04_19',\n", - " 'DM_16_05_18',\n", - " 'BB_16_06_03']" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "all_notes = pd.ExcelFile(classe+\".xlsx\")\n", - "all_notes.sheet_names" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 1er trimestre" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ds_name = 'notes'\n", - "notes = all_notes.parse(ds_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "

" - ], - "text/plain": [ - " DM_15_09_18 DS_15_09_25 BB_15_10_31 Conn trimestre 1 \\\n", - "ABDOU Farida 4.5 9.0 10.5 7.5 \n", - "ABOU BACAR Djaha 10.0 16.5 15.5 16.5 \n", - "AHAMADA Nabaouya 10.0 9.0 13.0 14.5 \n", - "AHAMADI Faina 4.0 4.5 5.5 4.0 \n", - "ALI Mardhuia 8.5 11.5 11.0 15.0 \n", - "\n", - " Pyramide \n", - "ABDOU Farida 0.0 \n", - "ABOU BACAR Djaha 17.5 \n", - "AHAMADA Nabaouya 17.5 \n", - "AHAMADI Faina 18.0 \n", - "ALI Mardhuia 16.0 " - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "trim1 = notes[1:6].T\n", - "baremT1 = trim1.iloc[0]\n", - "eleveT1 = trim1.iloc[1:31]\n", - "eleveT1.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Par élève" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "from ipywidgets import interact, interactive" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Normalisation des notes de chaque exo\n", - "eleveT1_norm = eleveT1 / baremT1.values" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "image/png": 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SM9JxpDlQbSq3Gm4RDAXJyczhzFtnFv3NkKTNpmkaoXBoLqiGQwTDQSPEzh6b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EFMppJ83v05D58+RCNqOHn4JMfbji+q9IciIT69+ikjkyNoNVo6D3VyvO34hgyFcvkcI5Mj6hzy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vyBufKqWKdm873W3dWJosRONRliPLtVCvbEZepGzGRqiX3Wqn1dVKT1sPTpvzz7SdOpVO8cGV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\neJeIuaq4cMmlRA8Ft8uNuyziUpFVVFVBlpQafdSlSvTh9lGXrl1jc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fmJLMtEQg0OAY6E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jrVEDYMDhYnJokunhSULe4Dv/nOtmAbe0dl8UUq8Rll53l5BZb4M+Kt6KKOrM7x5GRJHT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\nS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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def f(x):\n", - " #notes_exo_norm\n", - " ax = eleveT1_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n", - " d_norm = eleveT1_norm.describe()\n", - " d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)\n", - " eleveT1_norm.loc[x].plot(ax=ax, color=\"red\", alpha = 1)\n", - "\n", - " \n", - "interact(f, x = list(eleveT2_norm.index))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 2e trimestre" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Connaissances pour le 2e trimestre" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ds_name = \"Conn\"\n", - "notes = all_notes.parse(ds_name)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes.head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes.index" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "conn_2nd_Tri = ['Conn_15_11_18', 'Conn_15_12_08', 'Conn_16_01_20',\n", - " 'Conn_16_02_03', 'Conn_16_02_10']" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes_conn_2T = notes.T[conn_2nd_Tri]\n", - "notes_conn_2T.head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "barem = notes_conn_2T[:1]\n", - "notes = notes_conn_2T[1:]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes.head()\n", - "#barem" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes = notes.astype(float)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Traitement des notes" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [], - "source": [ - "notes.T.index" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "len(notes.T.index)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Un peu de statistiques" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " BAREME ABDOU Farida ABOU BACAR Djaha AHAMADA Nabaouya \\\n", - "count 12.000000 12.000000 12.00000 12.000000 \n", - "mean 22.583333 10.583333 15.37500 13.791667 \n", - "std 8.638796 5.546634 4.00071 3.933876 \n", - "min 10.000000 0.000000 7.00000 9.000000 \n", - "25% 20.000000 8.250000 14.37500 10.500000 \n", - "50% 20.000000 11.000000 16.00000 13.750000 \n", - "75% 20.250000 12.375000 16.75000 15.000000 \n", - "max 40.000000 22.000000 22.00000 23.000000 \n", - "\n", - " AHAMADI Faina ALI Mardhuia ALI SOULAIMANA Chamsia \\\n", - "count 12.000000 12.000000 12.000000 \n", - "mean 8.125000 14.916667 15.208333 \n", - "std 4.894919 4.425306 3.887382 \n", - "min 4.000000 8.500000 8.000000 \n", - "25% 4.500000 11.375000 14.000000 \n", - "50% 5.500000 15.250000 15.500000 \n", - "75% 10.375000 17.125000 16.375000 \n", - "max 18.000000 23.000000 24.000000 \n", - "\n", - " ALSENE ALI MADI Stela ANDRIATAHIANA Hoby ANLI Emeline ... \\\n", - "count 12.000000 12.000000 12.000000 ... \n", - "mean 10.125000 14.166667 8.125000 ... \n", - "std 4.871648 4.662877 4.205651 ... \n", - "min 4.000000 7.000000 0.000000 ... \n", - "25% 7.375000 10.500000 6.000000 ... \n", - "50% 10.250000 13.750000 8.750000 ... \n", - "75% 11.875000 16.875000 10.000000 ... \n", - "max 19.500000 22.500000 16.000000 ... \n", - "\n", - " SOILIHI Soifia SOUFIANI Laila YOUSSOUF Sitirati Unnamed: 31 \\\n", - "count 12.000000 12.000000 12.000000 0 \n", - "mean 12.416667 5.791667 8.750000 NaN \n", - "std 4.331876 4.125631 3.756812 NaN \n", - "min 6.000000 0.000000 3.500000 NaN \n", - "25% 9.750000 3.750000 6.500000 NaN \n", - "50% 12.000000 5.000000 7.750000 NaN \n", - "75% 14.750000 6.625000 10.875000 NaN \n", - "max 20.500000 16.000000 17.500000 NaN \n", - "\n", - " moyenne min q1 Me Q3 max \n", - "count 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 \n", - "mean 12.530303 5.090909 9.363636 12.613636 15.784091 19.681818 \n", - "std 3.542063 2.861976 3.142180 3.846043 4.025734 5.870574 \n", - "min 7.033333 2.500000 4.625000 6.750000 8.875000 10.000000 \n", - "25% 10.016667 3.500000 7.687500 9.875000 13.187500 17.500000 \n", - "50% 12.133333 4.500000 9.250000 12.500000 16.000000 19.000000 \n", - "75% 14.583333 4.750000 10.875000 14.875000 17.312500 19.250000 \n", - "max 19.300000 12.000000 14.875000 20.250000 22.875000 31.000000 \n", - "\n", - "[8 rows x 38 columns]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'barem' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Normalisation des notes de chaque exo\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mnotes_exo_norm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes\u001b[0m \u001b[1;33m/\u001b[0m \u001b[0mbarem\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;31m#notes_exo_norm\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes_exo_norm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolor\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"gray\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlegend\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfigsize\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m16\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m7\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0md_norm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes_exo_norm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdescribe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'barem' is not defined" - ] - } - ], - "source": [ - "# Normalisation des notes de chaque exo\n", - "notes_exo_norm = notes / barem.values[0,:]\n", - "#notes_exo_norm\n", - "ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n", - "d_norm = notes_exo_norm.describe()\n", - "d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "image/png": 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YeQx126Kd9tQ+CfwLWBFT2TtfVa9X1T+o6tkAqnoGMAVYDVgVeLNB6Q3o3whc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Kw/5IVdwdQU7Lzzzn1Py6Q7zLBDzu/t2AxNKajq3SIyiQ0W4isRhbimqv9nE5r577L++pdyzTXz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\n6QrIuU4B3hsRe5G+KL/Yq7Ck7UlHlt5brEd2A9Bh3tb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\u001b[1;33m=\u001b[0m \u001b[0mnotes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnorma_mean\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;32m/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, axis, broadcast, raw, reduce, args, **kwds)\u001b[0m\n\u001b[0;32m 3970\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mreduce\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3971\u001b[0m \u001b[0mreduce\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3972\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_standard\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreduce\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mreduce\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3973\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3974\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_broadcast\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_apply_standard\u001b[1;34m(self, func, axis, ignore_failures, reduce)\u001b[0m\n\u001b[0;32m 4062\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4063\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mv\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseries_gen\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4064\u001b[1;33m \u001b[0mresults\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4065\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4066\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m\u001b[0m in \u001b[0;36mnorma_mean\u001b[1;34m(n)\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mnorma_mean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m \u001b[1;33m/\u001b[0m \u001b[0mbarem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m/\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdropna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mNameError\u001b[0m: (\"name 'barem' is not defined\", 'occurred at index Trimestre 1')" - ] - } - ], - "source": [ - "notes[\"Trim2\"] = notes.apply(norma_mean, axis = 1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Brevet blanc février" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Exercice 7Exercice 4Exercice 5Exercice 2
bareme7.04.06.04.0
ABDOU Farida3.52.52.50.5
ABOU BACAR Djaha3.02.54.53.5
AHAMADA Nabaouya5.52.52.00.0
AHAMADI Faina0.00.00.00.0
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" - ], - "text/plain": [ - " Exercice 7 Exercice 4 Exercice 5 Exercice 2\n", - "bareme 7.0 4.0 6.0 4.0\n", - "ABDOU Farida 3.5 2.5 2.5 0.5\n", - "ABOU BACAR Djaha 3.0 2.5 4.5 3.5\n", - "AHAMADA Nabaouya 5.5 2.5 2.0 0.0\n", - "AHAMADI Faina 0.0 0.0 0.0 0.0" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "BB_fev = all_notes.parse('BB_16_02_15')\n", - "BB_fev = BB_fev.T[[ 'Exercice 7', 'Exercice 4', 'Exercice 5', 'Exercice 2']]\n", - "BB_fev.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Récupération des élèves n'ayant pas la moyenne trié par priorité" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/lib/python3.5/site-packages/ipykernel/__main__.py:1: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n", - " if __name__ == '__main__':\n" - ] - }, - { - "data": { - "text/html": [ - "
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Exercice 7Exercice 4Exercice 5Exercice 2
AHAMADI FainaFalseFalseFalseFalse
CHANFI NadhratiFalseFalseFalseFalse
SOILIHI SoifiaFalseFalseFalseFalse
SOUFIANI LailaFalseFalseFalseFalse
YOUSSOUF SitiratiFalseFalseTrueFalse
OUSSENI HilmaFalseFalseTrueTrue
ALSENE ALI MADI StelaTrueFalseFalseFalse
ANLI EmelineTrueFalseFalseFalse
HAMZA SamiantiTrueFalseFalseFalse
HOUMADI NasmiTrueFalseFalseFalse
SANDA IssoufiTrueFalseFalseFalse
ALI SOULAIMANA ChamsiaTrueFalseFalseTrue
HOUMADI DhoirfiaTrueFalseFalseTrue
HOUMADI MouslimatiTrueFalseTrueFalse
LOUTOUFI NachimaTrueFalseTrueFalse
MALIDE El-AnzizeTrueFalseTrueFalse
ALI MardhuiaTrueFalseTrueTrue
ATHOUMANE NaouidatTrueFalseTrueTrue
HALIDI NismaTrueFalseTrueTrue
HOUMADI ChaharazadiTrueFalseTrueTrue
SAANLI NataliTrueFalseTrueTrue
SAID AHAMADA RoukayaTrueFalseTrueTrue
AHAMADA NabaouyaTrueTrueFalseFalse
MOUSSA RoibouantiTrueTrueFalseTrue
ABDOU FaridaTrueTrueTrueFalse
ANDRIATAHIANA HobyTrueTrueTrueFalse
baremeTrueTrueTrueTrue
ABOU BACAR DjahaTrueTrueTrueTrue
BOUDRA NassifanyaTrueTrueTrueTrue
COMBO MoinéchaTrueTrueTrueTrue
MONNE KevinTrueTrueTrueTrue
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" - ], - "text/plain": [ - " Exercice 7 Exercice 4 Exercice 5 Exercice 2\n", - "AHAMADI Faina False False False False\n", - "CHANFI Nadhrati False False False False\n", - "SOILIHI Soifia False False False False\n", - "SOUFIANI Laila False False False False\n", - "YOUSSOUF Sitirati False False True False\n", - "OUSSENI Hilma False False True True\n", - "ALSENE ALI MADI Stela True False False False\n", - "ANLI Emeline True False False False\n", - "HAMZA Samianti True False False False\n", - "HOUMADI Nasmi True False False False\n", - "SANDA Issoufi True False False False\n", - "ALI SOULAIMANA Chamsia True False False True\n", - "HOUMADI Dhoirfia True False False True\n", - "HOUMADI Mouslimati True False True False\n", - "LOUTOUFI Nachima True False True False\n", - "MALIDE El-Anzize True False True False\n", - "ALI Mardhuia True False True True\n", - "ATHOUMANE Naouidat True False True True\n", - "HALIDI Nisma True False True True\n", - "HOUMADI Chaharazadi True False True True\n", - "SAANLI Natali True False True True\n", - "SAID AHAMADA Roukaya True False True True\n", - "AHAMADA Nabaouya True True False False\n", - "MOUSSA Roibouanti True True False True\n", - "ABDOU Farida True True True False\n", - "ANDRIATAHIANA Hoby True True True False\n", - "bareme True True True True\n", - "ABOU BACAR Djaha True True True True\n", - "BOUDRA Nassifanya True True True True\n", - "COMBO Moinécha True True True True\n", - "MONNE Kevin True True True True" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "((BB_fev / BB_fev.T['bareme']) > 0.4).sort(['Exercice 7', 'Exercice 4', 'Exercice 5', 'Exercice 2'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Élèves à soucis dans exo 1 (Calcul littéral)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['ABDOU Farida', 'AHAMADA Nabaouya', 'AHAMADI Faina', 'ALI Mardhuia',\n", - " 'ALI SOULAIMANA Chamsia', 'ALSENE ALI MADI Stela', 'ANLI Emeline',\n", - " 'ATHOUMANE Naouidat', 'CHANFI Nadhrati', 'HAMZA Samianti',\n", - " 'HOUMADI Mouslimati', 'HOUMADI Nasmi', 'MALIDE El-Anzize',\n", - " 'MOUSSA Roibouanti', 'OUSSENI Hilma', 'SANDA Issoufi', 'SOUFIANI Laila',\n", - " 'YOUSSOUF Sitirati'],\n", - " dtype='object')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "BB_fev.T[BB_fev.T['Exercice 1']<3].index" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Élèves à soucis dans exo 2 (géométrie)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['ABDOU Farida', 'AHAMADA Nabaouya', 'AHAMADI Faina',\n", - " 'ALSENE ALI MADI Stela', 'ANDRIATAHIANA Hoby', 'ANLI Emeline',\n", - " 'CHANFI Nadhrati', 'HAMZA Samianti', 'HOUMADI Mouslimati',\n", - " 'HOUMADI Nasmi', 'LOUTOUFI Nachima', 'MALIDE El-Anzize',\n", - " 'SANDA Issoufi', 'SOILIHI Soifia', 'SOUFIANI Laila',\n", - " 'YOUSSOUF Sitirati'],\n", - " dtype='object')" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "BB_fev.T[BB_fev.T['Exercice 2']<2].index" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['AHAMADI Faina', 'ALI Mardhuia', 'ALI SOULAIMANA Chamsia',\n", - " 'ALSENE ALI MADI Stela', 'ANLI Emeline', 'ATHOUMANE Naouidat',\n", - " 'CHANFI Nadhrati', 'HALIDI Nisma', 'HAMZA Samianti',\n", - " 'HOUMADI Mouslimati', 'HOUMADI Chaharazadi', 'HOUMADI Nasmi',\n", - " 'HOUMADI Dhoirfia', 'LOUTOUFI Nachima', 'MALIDE El-Anzize',\n", - " 'OUSSENI Hilma', 'SAANLI Natali', 'SAID AHAMADA Roukaya',\n", - " 'SANDA Issoufi', 'SOILIHI Soifia', 'SOUFIANI Laila',\n", - " 'YOUSSOUF Sitirati'],\n", - " dtype='object')" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "BB_fev.T[BB_fev.T['Exercice 4']<1.5].index" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['ABDOU Farida', 'AHAMADA Nabaouya', 'AHAMADI Faina',\n", - " 'ALI SOULAIMANA Chamsia', 'ALSENE ALI MADI Stela', 'ANDRIATAHIANA Hoby',\n", - " 'ANLI Emeline', 'ATHOUMANE Naouidat', 'CHANFI Nadhrati',\n", - " 'HAMZA Samianti', 'HOUMADI Nasmi', 'HOUMADI Dhoirfia',\n", - " 'LOUTOUFI Nachima', 'MALIDE El-Anzize', 'MOUSSA Roibouanti',\n", - " 'OUSSENI Hilma', 'SANDA Issoufi', 'SOILIHI Soifia', 'SOUFIANI Laila',\n", - " 'YOUSSOUF Sitirati'],\n", - " dtype='object')" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "BB_fev.T[BB_fev.T['Exercice 5']<3].index" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['ABDOU Farida', 'ABOU BACAR Djaha', 'AHAMADA Nabaouya', 'AHAMADI Faina',\n", - " 'ALI Mardhuia', 'ALI SOULAIMANA Chamsia', 'ALSENE ALI MADI Stela',\n", - " 'ANDRIATAHIANA Hoby', 'ANLI Emeline', 'ATHOUMANE Naouidat',\n", - " 'BOUDRA Nassifanya', 'CHANFI Nadhrati', 'HALIDI Nisma',\n", - " 'HAMZA Samianti', 'HOUMADI Mouslimati', 'HOUMADI Chaharazadi',\n", - " 'HOUMADI Nasmi', 'HOUMADI Dhoirfia', 'LOUTOUFI Nachima',\n", - " 'MALIDE El-Anzize', 'MONNE Kevin', 'MOUSSA Roibouanti', 'OUSSENI Hilma',\n", - " 'SAANLI Natali', 'SAID AHAMADA Roukaya', 'SANDA Issoufi',\n", - " 'SOILIHI Soifia', 'SOUFIANI Laila', 'YOUSSOUF Sitirati'],\n", - " dtype='object')" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "BB_fev.T[BB_fev.T['Exercice 6']<2].index" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['AHAMADI Faina', 'CHANFI Nadhrati', 'OUSSENI Hilma', 'SOILIHI Soifia',\n", - " 'SOUFIANI Laila', 'YOUSSOUF Sitirati'],\n", - " dtype='object')" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "BB_fev.T[BB_fev.T['Exercice 7']<3].index" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "BB_fev.T[]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Bilan 2e trimestre" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ds_name = 'notes'\n", - "notes = all_notes.parse(ds_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\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", - "
DS_15_11_27DM_15_12_09BoulettesBB_16_01_23DM_16_01_29Brevet blanc FevrierConn trimestre 2
ABDOU Farida8.512.013.522.012.016.011.5
ABOU BACAR Djaha7.014.014.520.016.522.014.5
AHAMADA Nabaouya10.510.514.523.014.516.512.0
AHAMADI Faina4.58.514.59.014.55.05.5
ALI Mardhuia12.510.015.520.519.023.016.5
\n", - "
" - ], - "text/plain": [ - " DS_15_11_27 DM_15_12_09 Boulettes BB_16_01_23 \\\n", - "ABDOU Farida 8.5 12.0 13.5 22.0 \n", - "ABOU BACAR Djaha 7.0 14.0 14.5 20.0 \n", - "AHAMADA Nabaouya 10.5 10.5 14.5 23.0 \n", - "AHAMADI Faina 4.5 8.5 14.5 9.0 \n", - "ALI Mardhuia 12.5 10.0 15.5 20.5 \n", - "\n", - " DM_16_01_29 Brevet blanc Fevrier Conn trimestre 2 \n", - "ABDOU Farida 12.0 16.0 11.5 \n", - "ABOU BACAR Djaha 16.5 22.0 14.5 \n", - "AHAMADA Nabaouya 14.5 16.5 12.0 \n", - "AHAMADI Faina 14.5 5.0 5.5 \n", - "ALI Mardhuia 19.0 23.0 16.5 " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "trim2 = notes[8:].T\n", - "barem = trim2.iloc[0]\n", - "eleveT2 = trim2.iloc[1:31]\n", - "eleveT2.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Par élève" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "from ipywidgets import interact, interactive" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Normalisation des notes de chaque exo\n", - "eleveT2_norm = eleveT2 / barem.values" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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RwZWrV3hY8BAhBOHTw1m7fS2TI/pPJZck6ZdJ79TR23X30hWhCMy+/c9dz+qf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14xGrWGidlJWns70Gm0VO+pIvg3oqxJkkTPcB/Dk6P+6J2CUqLCI5FkCYvPgoyCEHUwTxte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bz1GUkY/c7UIWDiN5fYh6PQeUOkmSGJwdZnBmOPocyXFJtNW0Hhm7ehx4fB5G5seYXp5B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Vnj5y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\nX3755ezcuROAhx56iDe96U3s37+fu+++m7KyM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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def f(x):\n", - " ax = eleveT2_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n", - " d_norm = eleveT2_norm.describe()\n", - " d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)\n", - " eleveT2_norm.loc[x].plot(ax=ax, color=\"red\", alpha = 1)\n", - "\n", - "\n", - " \n", - "interact(f, x = list(eleveT2_norm.index))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Analyse par élève " - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "from ipywidgets import interact, interactive" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "ename": "IndexError", - "evalue": "too many indices for array", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mIndexError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Normalisation des notes de chaque exo\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mnotes_exo_norm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfilter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mregex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"Conn\"\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m/\u001b[0m \u001b[0mbarem\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m#notes_exo_norm\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes_exo_norm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolor\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"gray\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlegend\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfigsize\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m16\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m7\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mIndexError\u001b[0m: too many indices for array" - ] - } - ], - "source": [ - "# Normalisation des notes de chaque exo\n", - "notes_exo_norm = notes.filter(regex=\"Conn\") / barem.values[0,:]\n", - "def f(x):\n", - " #notes_exo_norm\n", - " ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n", - " d_norm = notes_exo_norm.describe()\n", - " d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)\n", - " notes_exo_norm.loc[x].plot(ax=ax, color=\"red\", alpha = 1)\n", - "\n", - " \n", - "interact(f, x = list(notes.index))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 3e trimestre" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## DM_16_03_30" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ds_name = 'DM_16_03_30'\n", - "notes = all_notes.parse(ds_name).T" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'classe': '309', 'date': '30 mars 2016', 'titre': 'Devoir maison 5'}" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "latex_info = {}\n", - "latex_info['titre'] = \"Devoir maison 5\"\n", - "latex_info['classe'] = \"309\"\n", - "latex_info['date'] = \"30 mars 2016\"\n", - "latex_info" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "barem = notes[:1]\n", - "notes = notes[1:]" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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DM_16_03_30MalusExercice 11.1 Developper1.2 Developper1.3 Double developpement1.4 Developpement carréExercice 22.1 Addition fraction2.2 Multiplication fractions...Equation *Equation fractionequation simpleequation complexeExercice 4Calcul angleAngle alterneCalcul longueur2 methodesArrondi
Bareme20NaN61.51.51.51.5411...0.50.51161.511.51.50.5
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" - ], - "text/plain": [ - " DM_16_03_30 Malus Exercice 1 1.1 Developper 1.2 Developper \\\n", - "Bareme 20 NaN 6 1.5 1.5 \n", - "\n", - " 1.3 Double developpement 1.4 Developpement carré Exercice 2 \\\n", - "Bareme 1.5 1.5 4 \n", - "\n", - " 2.1 Addition fraction 2.2 Multiplication fractions ... \\\n", - "Bareme 1 1 ... \n", - "\n", - " Equation * Equation fraction equation simple equation complexe \\\n", - "Bareme 0.5 0.5 1 1 \n", - "\n", - " Exercice 4 Calcul angle Angle alterne Calcul longueur 2 methodes \\\n", - "Bareme 6 1.5 1 1.5 1.5 \n", - "\n", - " Arrondi \n", - "Bareme 0.5 \n", - "\n", - "[1 rows x 25 columns]" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "barem\n", - "#notes.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Suppression des notes inutiles" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes = notes[notes[ds_name].notnull()]" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes = notes.astype(float)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Traitement des notes" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['DM_16_03_30', 'Malus', 'Exercice 1', '1.1 Developper',\n", - " '1.2 Developper', '1.3 Double developpement', '1.4 Developpement carré',\n", - " 'Exercice 2', '2.1 Addition fraction', '2.2 Multiplication fractions',\n", - " '2.3 addition Fraction', '2.4 Multiplication Fraction', 'Exercice 3',\n", - " 'Equation +', 'Equation - ', 'Equation *', 'Equation fraction',\n", - " 'equation simple', 'equation complexe', 'Exercice 4', 'Calcul angle',\n", - " 'Angle alterne', 'Calcul longueur', '2 methodes', 'Arrondi'],\n", - " dtype='object')" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.T.index" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['Exercice 1', 'Exercice 2', 'Exercice 3', 'Exercice 4']" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list_exo = [\"Exercice \"+str(i+1) for i in range(4)]\n", - "list_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))\n", - "#notes[list_exo]" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "autres_notes = ['Malus']" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "item_avec_note = list_exo + [ds_name] + autres_notes\n", - "sous_exo = [i for i in notes.T.index if i not in item_avec_note]\n", - "#sous_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def toRepVal(val):\n", - " if pd.isnull(val):\n", - " return \"\\\\NoRep\"\n", - " elif val == 0:\n", - " return \"\\\\RepZ\"\n", - " elif val == 1:\n", - " return \"\\\\RepU\"\n", - " elif val == 2:\n", - " return \"\\\\RepD\"\n", - " elif val == 3:\n", - " return \"\\\\RepT\"\n", - " else:\n", - " return val" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes[item_avec_note] = notes[item_avec_note].fillna(\".\")\n", - "#notes.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "eleves = notes.copy()\n", - "eleves[sous_exo] = notes[sous_exo].applymap(toRepVal)" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#eleves.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Statistiques" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 29.000000\n", - "mean 13.034483\n", - "std 4.638602\n", - "min 2.000000\n", - "25% 10.000000\n", - "50% 14.500000\n", - "75% 16.500000\n", - "max 19.000000\n", - "Name: DM_16_03_30, dtype: float64" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes[ds_name].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#notes_seules = notes[ds_name]\n", - "ax = notes[ds_name].hist(bins = barem[ds_name][0], range=(0,barem[ds_name][0]), )\n", - "ax.set_xlabel(\"Notes\")\n", - "ax.set_ylabel(\"Effectif\")\n", - "#notes_seules.hist()" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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RrIk+8/cta+mLNZsS8g4yQ10UReZd89I9lRlDQX4BrebUpF9VVvXUZWxRFPns2mf0DffR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0wqpTy/jPrS2gTxNBAKMDYzzohllOnF2URIWG5mDuV5ZZTkFq/riwHRwuP3J9dZcCyilCsJhoMY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\nrlmq2C0A4ov4hgoAiEqlrjy5j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M6Bt7h97kRIR7Qdd/qTG7WstBI+UN/+1WjCvxX4Aj5G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P6t8lPTHt/J4w8Kz/OQOTg+SmZHNn29nvKKxtrnP/yTdEmi387vbnQV1iRVH4tvl7Vqyr3Chr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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Normalisation des notes de chaque exo\n", - "notes_exo_norm = notes[list_exo] / barem[list_exo].values[0,:]\n", - "#notes_exo_norm\n", - "ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, )\n", - "d_norm = notes_exo_norm.describe()\n", - "d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"./tpl_bilan.tex\")\n", - "cible_bilan = \"../3e/DM/DM_16_03_23/Bilan/\"" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"tpl_bilan.tex\")\n", - "with open(cible_bilan+\"./bilan\"+classe+\".tex\",\"w\") as f:\n", - " f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## BB_16_04_02" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ds_name = 'BB_16_04_02'\n", - "notes = all_notes.parse(ds_name).T" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "barem = notes[:1]\n", - "notes = notes[1:]" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#barem\n", - "#notes.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Suppression des notes inutiles" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes = notes[notes[ds_name].notnull()]" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes = notes.astype(float)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Traitement des notes" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['BB_16_04_02', 'Présentation', 'Exercice 1', '1.1.a Tableau',\n", - " '1.1.b formule', '1.1.c Nom fonction', '1.2.a Nombre machine',\n", - " '1.2.b Tableau', '1.2.c Formule', '1.3.a Graphique',\n", - " '1.3.b Comparaison', 'Exercice 2', '2.1 Trignonométrie', '2.1 Arrondi',\n", - " '2.2 Réponse', '2.2 Méthode', 'Exercice 3', '3.1 Probabilité',\n", - " '3.2 Nbr issues', '3.3 Points restants', 'Exercice 4', '4 Sophie',\n", - " '4 Martin', '4 Gabriel', '4 Faiza', 'Exercice 5'],\n", - " dtype='object')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.T.index" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['Exercice 1', 'Exercice 2', 'Exercice 3', 'Exercice 4', 'Exercice 5']" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list_exo = [\"Exercice \"+str(i+1) for i in range(5)]\n", - "list_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))\n", - "#notes[list_exo].head()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "autres_notes = ['Présentation']" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "item_avec_note = list_exo + [ds_name] + autres_notes\n", - "sous_exo = [i for i in notes.T.index if i not in item_avec_note]\n", - "#sous_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def toRepVal(val):\n", - " if pd.isnull(val):\n", - " return \"\\\\NoRep\"\n", - " elif val == 0:\n", - " return \"\\\\RepZ\"\n", - " elif val == 1:\n", - " return \"\\\\RepU\"\n", - " elif val == 2:\n", - " return \"\\\\RepD\"\n", - " elif val == 3:\n", - " return \"\\\\RepT\"\n", - " else:\n", - " return val" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes[item_avec_note] = notes[item_avec_note].fillna(\".\")\n", - "#notes.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "eleves = notes.copy()\n", - "eleves[sous_exo] = notes[sous_exo].applymap(toRepVal)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Statistiques" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 30.000000\n", - "mean 12.850000\n", - "std 4.512721\n", - "min 0.000000\n", - "25% 10.500000\n", - "50% 12.750000\n", - "75% 15.250000\n", - "max 21.000000\n", - "Name: BB_16_04_02, dtype: float64" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes[ds_name].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#notes_seules = notes[ds_name]\n", - "ax = notes[ds_name].hist(bins = barem[ds_name][0], range=(0,barem[ds_name][0]), )\n", - "ax.set_xlabel(\"Notes\")\n", - "ax.set_ylabel(\"Effectif\")\n", - "#notes_seules.hist()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Bilan tex" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'classe': '309', 'date': '02 Avril 2016', 'titre': 'Brevet Blanc'}" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "latex_info = {}\n", - "latex_info['titre'] = \"Brevet Blanc\"\n", - "latex_info['classe'] = \"309\"\n", - "latex_info['date'] = \"02 Avril 2016\"\n", - "latex_info" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"./tpl_bilan.tex\")\n", - "cible_bilan = \"../3e/DS/\"+ds_name+\"/Bilan/\"" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "with open(cible_bilan+\"bilan\"+classe+\".tex\",\"w\") as f:\n", - " f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## BB_16_04_19" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ds_name = 'BB_16_04_19'\n", - "notes = all_notes.parse(ds_name).T" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "barem = notes[:1]\n", - "notes = notes[1:]" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes = notes[notes[\"BB_16_04_19\"]!=0]" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 29.000000\n", - "mean 15.431034\n", - "std 6.528405\n", - "min 5.000000\n", - "25% 12.000000\n", - "50% 15.000000\n", - "75% 17.500000\n", - "max 30.000000\n", - "Name: BB_16_04_19, dtype: float64" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes['BB_16_04_19'].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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DM_16_05_18MalusExercice 1Dev 1Dev 2Dev 3Dev 4Facto 1Facto 2Facto 3...Equation deux cotesExercice 3ProbaProba ouProba comparaisonTableauFréquenceNombre pointsMoyenneMédiane
ABDOU Farida0NaN0.000000NaNNaNNaNNaNNaNNaNNaN...NaN0.000000NaNNaNNaNNaNNaNNaNNaNNaN
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AHAMADA Nabaouya13NaN5.3333332113333...15.66666733330311
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" - ], - "text/plain": [ - " DM_16_05_18 Malus Exercice 1 Dev 1 Dev 2 Dev 3 Dev 4 \\\n", - "ABDOU Farida 0 NaN 0.000000 NaN NaN NaN NaN \n", - "ABOU BACAR Djaha 11 NaN 3.333333 3 1 0 0 \n", - "AHAMADA Nabaouya 13 NaN 5.333333 2 1 1 3 \n", - "AHAMADI Faina 0 NaN 0.000000 NaN NaN NaN NaN \n", - "ALI Mardhuia 11 NaN 0.666667 0 2 0 0 \n", - "\n", - " Facto 1 Facto 2 Facto 3 ... Equation deux cotes \\\n", - "ABDOU Farida NaN NaN NaN ... NaN \n", - "ABOU BACAR Djaha 2 2 2 ... 1 \n", - "AHAMADA Nabaouya 3 3 3 ... 1 \n", - "AHAMADI Faina NaN NaN NaN ... NaN \n", - "ALI Mardhuia NaN NaN NaN ... 2 \n", - "\n", - " Exercice 3 Proba Proba ou Proba comparaison Tableau \\\n", - "ABDOU Farida 0.000000 NaN NaN NaN NaN \n", - "ABOU BACAR Djaha 5.666667 3 NaN 3 3 \n", - "AHAMADA Nabaouya 5.666667 3 3 3 3 \n", - "AHAMADI Faina 0.000000 NaN NaN NaN NaN \n", - "ALI Mardhuia 7.333333 3 3 3 3 \n", - "\n", - " Fréquence Nombre points Moyenne Médiane \n", - "ABDOU Farida NaN NaN NaN NaN \n", - "ABOU BACAR Djaha 3 3 1 1 \n", - "AHAMADA Nabaouya 0 3 1 1 \n", - "AHAMADI Faina NaN NaN NaN NaN \n", - "ALI Mardhuia 1 3 3 3 \n", - "\n", - "[5 rows x 25 columns]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "barem = notes[:1]\n", - "notes = notes[1:]\n", - "notes.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes = notes[notes[ds_name]!=0]" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 25.000000\n", - "mean 13.300000\n", - "std 3.455069\n", - "min 3.500000\n", - "25% 11.000000\n", - "50% 13.000000\n", - "75% 16.500000\n", - "max 18.500000\n", - "Name: DM_16_05_18, dtype: float64" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes[ds_name].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Traitement et bilan" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['DM_16_05_18', 'Malus', 'Exercice 1', 'Dev 1', 'Dev 2', 'Dev 3',\n", - " 'Dev 4', 'Facto 1', 'Facto 2', 'Facto 3', 'Facto identité remarquable',\n", - " 'Exercice 2', 'Equation simple', 'Equation fraction',\n", - " 'Equation simple 2', 'Equation deux cotes', 'Exercice 3', 'Proba ',\n", - " 'Proba ou', 'Proba comparaison', 'Tableau', 'Fréquence',\n", - " 'Nombre points', 'Moyenne', 'Médiane'],\n", - " dtype='object')" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['Exercice 1', 'Exercice 2', 'Exercice 3']" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list_exo = [\"Exercice \"+str(i+1) for i in range(3)]\n", - "list_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/pandas/core/frame.py:2320: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", - " self[k1] = value[k2]\n" - ] - } - ], - "source": [ - "notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))\n", - "#notes[list_exo].head()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "autres_notes = ['Malus']" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "item_avec_note = list_exo + [ds_name] + autres_notes\n", - "sous_exo = [i for i in notes.T.index if i not in item_avec_note]\n", - "#sous_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def toRepVal(val):\n", - " if pd.isnull(val):\n", - " return \"\\\\NoRep\"\n", - " elif val == 0:\n", - " return \"\\\\RepZ\"\n", - " elif val == 1:\n", - " return \"\\\\RepU\"\n", - " elif val == 2:\n", - " return \"\\\\RepD\"\n", - " elif val == 3:\n", - " return \"\\\\RepT\"\n", - " else:\n", - " return val" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes[item_avec_note] = notes[item_avec_note].fillna(\".\")\n", - "#notes.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "eleves = notes.copy()\n", - "eleves[sous_exo] = notes[sous_exo].applymap(toRepVal)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'classe': '309', 'date': '28 mai 2016', 'titre': 'DM 6'}" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "latex_info = {}\n", - "latex_info['titre'] = \"DM 6\"\n", - "latex_info['classe'] = \"309\"\n", - "latex_info['date'] = \"28 mai 2016\"\n", - "latex_info" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"./tpl_bilan.tex\")\n", - "cible_bilan = \"../3e/DM/\"+ds_name+\"/Bilan/\"" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open(cible_bilan+\"bilan\"+classe+\".tex\",\"w\") as f:\n", - " f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Bilan 3e trimestre" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ds_name = \"notes\"\n", - "notes = all_notes.parse(ds_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['DM_16_03_30', 'BB_16_04_02', 'BB_16_04_19', 'DM_16_05_18',\n", - " 'BB_16_06_03', 'Conn trimestre 3'],\n", - " dtype='object')" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes[17:].index" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "trim3 = notes[17:].T" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "barem = trim3[:1]\n", - "notesT3 = trim3[1:31]" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
DM_16_03_30BB_16_04_02BB_16_04_19DM_16_05_18BB_16_06_03Conn trimestre 3
BAREME203141203720
\n", - "
" - ], - "text/plain": [ - " DM_16_03_30 BB_16_04_02 BB_16_04_19 DM_16_05_18 BB_16_06_03 \\\n", - "BAREME 20 31 41 20 37 \n", - "\n", - " Conn trimestre 3 \n", - "BAREME 20 " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "barem" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "ABDOU Farida 11.5\n", - "ABOU BACAR Djaha 14.5\n", - "AHAMADA Nabaouya 8.0\n", - "AHAMADI Faina 10.5\n", - "ALI Mardhuia 11.0\n", - "ALI SOULAIMANA Chamsia 13.5\n", - "ALSENE ALI MADI Stela 3.5\n", - "ANDRIATAHIANA Hoby 13.5\n", - "ANLI Emeline 10.5\n", - "ATHOUMANE Naouidat 11.5\n", - "BOUDRA Nassifanya 18.0\n", - "CHANFI Nadhrati 2.5\n", - "COMBO Moinécha 15.5\n", - "HALIDI Nisma 15.0\n", - "HAMZA Samianti 8.5\n", - "HOUMADI Chaharazadi 14.0\n", - "HOUMADI Dhoirfia 15.0\n", - "HOUMADI Mouslimati 8.0\n", - "HOUMADI Nasmi 17.0\n", - "LOUTOUFI Nachima 10.0\n", - "MALIDE El-Anzize 16.5\n", - "MONNE Kevin 11.0\n", - "MOUSSA Roibouanti 16.0\n", - "OUSSENI Hilma 13.5\n", - "SAANLI Natali 19.0\n", - "SAID AHAMADA Roukaya 15.5\n", - "SANDA Issoufi 8.5\n", - "SOILIHI Soifia 11.0\n", - "SOUFIANI Laila 4.0\n", - "YOUSSOUF Sitirati 6.0\n", - "Name: Conn trimestre 3, dtype: float64" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notesT3['Conn trimestre 3'].sort_index()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Preparation du fichier .tex" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "latex_info = {}\n", - "latex_info['titre'] = \"\"\n", - "latex_info['classe'] = \"\"\n", - "latex_info['date'] = \"\"\n", - "latex_info" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "#eleves" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"tpl_bilan.tex\")\n", - "with open(\"./bilan\"+classe+\".tex\",\"w\") as f:\n", - " f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Bilan à remplir" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"tpl_bilan.tex\")\n", - "with open(\"./fill_bilan.tex\",\"w\") as f:\n", - " f.write(bilan.render(eleves = [(\"Nom\",, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))" - ] - } - ], - "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": "3.5.1" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/notes/bilan313.ipynb b/notes/bilan313.ipynb deleted file mode 100644 index 744af8d..0000000 --- a/notes/bilan313.ipynb +++ /dev/null @@ -1,5065 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "from opytex import texenv\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "plt.style.use(\"seaborn-notebook\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Information sur la classe" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "classe = \"313\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Import et premiers traitements" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['Notes',\n", - " 'Remarques',\n", - " 'Conn',\n", - " 'DM_15_09_18',\n", - " 'DS_15_09_25',\n", - " 'Pyramide',\n", - " 'BB_15_10_31',\n", - " 'DM_15_11_16',\n", - " 'DS_15_11_27',\n", - " 'DM_15_12_09',\n", - " 'Boulettes',\n", - " 'BB_16_01_23',\n", - " 'DM_16_01_29',\n", - " 'BB_16_02_15',\n", - " 'DM_16_03_30',\n", - " 'BB_16_04_02',\n", - " 'BB_16_04_19',\n", - " 'Enclos',\n", - " 'DM_16_05_18',\n", - " 'BB_16_05_31']" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "all_notes = pd.ExcelFile(classe+\".xlsx\")\n", - "all_notes.sheet_names" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 1er trimestre " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Par élève" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "ename": "XLRDError", - "evalue": "No sheet named <'notes'>", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/xlrd/book.py\u001b[0m in \u001b[0;36msheet_by_name\u001b[1;34m(self, sheet_name)\u001b[0m\n\u001b[0;32m 438\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 439\u001b[1;33m \u001b[0msheetx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sheet_names\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msheet_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 440\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mValueError\u001b[0m: 'notes' is not in list", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[1;31mXLRDError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mds_name\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'notes'\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mnotes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mall_notes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mds_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;32m/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/pandas/io/excel.py\u001b[0m in \u001b[0;36mparse\u001b[1;34m(self, sheetname, header, skiprows, skip_footer, index_col, parse_cols, parse_dates, date_parser, na_values, thousands, convert_float, has_index_names, converters, **kwds)\u001b[0m\n\u001b[0;32m 237\u001b[0m \u001b[0mconvert_float\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mconvert_float\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 238\u001b[0m \u001b[0mconverters\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mconverters\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 239\u001b[1;33m **kwds)\n\u001b[0m\u001b[0;32m 240\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 241\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_should_parse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparse_cols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/pandas/io/excel.py\u001b[0m in \u001b[0;36m_parse_excel\u001b[1;34m(self, sheetname, header, skiprows, skip_footer, index_col, has_index_names, parse_cols, parse_dates, date_parser, na_values, thousands, convert_float, verbose, **kwds)\u001b[0m\n\u001b[0;32m 370\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 371\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0masheetname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcompat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstring_types\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 372\u001b[1;33m \u001b[0msheet\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbook\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msheet_by_name\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0masheetname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 373\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# assume an integer if not a string\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 374\u001b[0m \u001b[0msheet\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbook\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msheet_by_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0masheetname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/xlrd/book.py\u001b[0m in \u001b[0;36msheet_by_name\u001b[1;34m(self, sheet_name)\u001b[0m\n\u001b[0;32m 439\u001b[0m \u001b[0msheetx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sheet_names\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msheet_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 440\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 441\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mXLRDError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'No sheet named <%r>'\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0msheet_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 442\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msheet_by_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msheetx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 443\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mXLRDError\u001b[0m: No sheet named <'notes'>" - ] - } - ], - "source": [ - "ds_name = 'Notes'\n", - "notes = all_notes.parse(ds_name)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# 2e trimestre" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Connaissances pour le 2e trimestre" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ds_name = \"Conn\"\n", - "notes = all_notes.parse(ds_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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BaremeABDOU FaridaABOU BACAR DjahaAHAMADA NabaouyaAHAMADI FainaALI MardhuiaALI SOULAIMANA ChamsiaALSENE ALI MADI StelaANDRIATAHIANA HobyANLI Emeline...MALIDE El-AnzizeMONNE KevinMOUSSA RoibouantiOUSSENI HilmaSAANLI NataliSAID AHAMADA RoukayaSANDA IssoufiSOILIHI SoifiaSOUFIANI LailaYOUSSOUF Sitirati
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" - ], - "text/plain": [ - " Bareme ABDOU Farida ABOU BACAR Djaha AHAMADA Nabaouya \\\n", - "Conn trimestre 1 20 7.5 16.500000 14.500000 \n", - "NaN 20 7.5 16.583333 14.333333 \n", - "Conn_15_09_09 4 1.5 3.500000 3.000000 \n", - "Conn_15_09_16 4 2.0 4.000000 3.000000 \n", - "Conn_15_09_30 5 2.0 3.500000 2.500000 \n", - "\n", - " AHAMADI Faina ALI Mardhuia ALI SOULAIMANA Chamsia \\\n", - "Conn trimestre 1 4.000000 15.000000 15.500000 \n", - "NaN 4.083333 14.833333 15.416667 \n", - "Conn_15_09_09 1.500000 3.000000 3.000000 \n", - "Conn_15_09_16 1.000000 4.000000 3.500000 \n", - "Conn_15_09_30 1.500000 3.500000 3.500000 \n", - "\n", - " ALSENE ALI MADI Stela ANDRIATAHIANA Hoby ANLI Emeline \\\n", - "Conn trimestre 1 10.5 16.000000 10.000000 \n", - "NaN 10.5 15.833333 9.833333 \n", - "Conn_15_09_09 2.5 3.000000 0.500000 \n", - "Conn_15_09_16 2.5 2.000000 2.500000 \n", - "Conn_15_09_30 2.0 4.000000 3.500000 \n", - "\n", - " ... MALIDE El-Anzize MONNE Kevin \\\n", - "Conn trimestre 1 ... 11.000000 16.000000 \n", - "NaN ... 10.916667 16.083333 \n", - "Conn_15_09_09 ... 1.500000 2.500000 \n", - "Conn_15_09_16 ... 2.000000 4.000000 \n", - "Conn_15_09_30 ... 4.500000 4.000000 \n", - "\n", - " MOUSSA Roibouanti OUSSENI Hilma SAANLI Natali \\\n", - "Conn trimestre 1 17.500000 10.500000 16.500000 \n", - "NaN 17.666667 10.333333 16.416667 \n", - "Conn_15_09_09 4.000000 1.000000 2.500000 \n", - "Conn_15_09_16 4.000000 3.000000 4.000000 \n", - "Conn_15_09_30 4.000000 3.000000 4.000000 \n", - "\n", - " SAID AHAMADA Roukaya SANDA Issoufi SOILIHI Soifia \\\n", - "Conn trimestre 1 17 9.000000 11.50 \n", - "NaN 17 9.166667 11.25 \n", - "Conn_15_09_09 4 2.500000 1.50 \n", - "Conn_15_09_16 4 2.500000 2.00 \n", - "Conn_15_09_30 4 2.500000 2.50 \n", - "\n", - " SOUFIANI Laila YOUSSOUF Sitirati \n", - "Conn trimestre 1 5.500000 6.500000 \n", - "NaN 5.333333 6.583333 \n", - "Conn_15_09_09 1.000000 0.500000 \n", - "Conn_15_09_16 1.000000 1.000000 \n", - "Conn_15_09_30 1.500000 2.500000 \n", - "\n", - "[5 rows x 31 columns]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['Conn trimestre 1', nan, 'Conn_15_09_09',\n", - " 'Conn_15_09_16', 'Conn_15_09_30', 'Conn_15_10_07',\n", - " 'Conn_15_11_04', 'Conn_15_11_12', nan,\n", - " nan, nan, 'Conn trimestre 2',\n", - " 'Conn_15_11_18', 'Conn_15_12_08', 'Conn_16_01_20',\n", - " 'Conn_16_02_03', 'Conn_16_02_10'],\n", - " dtype='object')" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.index" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "conn_2nd_Tri = ['Conn_15_11_18', 'Conn_15_12_08', 'Conn_16_01_20',\n", - " 'Conn_16_02_03', 'Conn_16_02_10']" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Conn_15_11_18Conn_15_12_08Conn_16_01_20Conn_16_02_03Conn_16_02_10
Bareme5.05.05.04.06.0
ABDOU Farida3.54.03.02.02.0
ABOU BACAR Djaha4.55.02.53.02.5
AHAMADA Nabaouya3.05.01.03.52.0
AHAMADI FainaNaN0.52.50.03.0
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" - ], - "text/plain": [ - " Conn_15_11_18 Conn_15_12_08 Conn_16_01_20 Conn_16_02_03 \\\n", - "Bareme 5.0 5.0 5.0 4.0 \n", - "ABDOU Farida 3.5 4.0 3.0 2.0 \n", - "ABOU BACAR Djaha 4.5 5.0 2.5 3.0 \n", - "AHAMADA Nabaouya 3.0 5.0 1.0 3.5 \n", - "AHAMADI Faina NaN 0.5 2.5 0.0 \n", - "\n", - " Conn_16_02_10 \n", - "Bareme 6.0 \n", - "ABDOU Farida 2.0 \n", - "ABOU BACAR Djaha 2.5 \n", - "AHAMADA Nabaouya 2.0 \n", - "AHAMADI Faina 3.0 " - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes_conn_2T = notes.T[conn_2nd_Tri]\n", - "notes_conn_2T.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "barem = notes_conn_2T[:1]\n", - "notes = notes_conn_2T[1:]" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Conn_15_11_18Conn_15_12_08Conn_16_01_20Conn_16_02_03Conn_16_02_10
ABDOU Farida3.54.03.02.02.0
ABOU BACAR Djaha4.55.02.53.02.5
AHAMADA Nabaouya3.05.01.03.52.0
AHAMADI FainaNaN0.52.50.03.0
ALI Mardhuia5.04.04.53.04.0
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" - ], - "text/plain": [ - " Conn_15_11_18 Conn_15_12_08 Conn_16_01_20 Conn_16_02_03 \\\n", - "ABDOU Farida 3.5 4.0 3.0 2.0 \n", - "ABOU BACAR Djaha 4.5 5.0 2.5 3.0 \n", - "AHAMADA Nabaouya 3.0 5.0 1.0 3.5 \n", - "AHAMADI Faina NaN 0.5 2.5 0.0 \n", - "ALI Mardhuia 5.0 4.0 4.5 3.0 \n", - "\n", - " Conn_16_02_10 \n", - "ABDOU Farida 2.0 \n", - "ABOU BACAR Djaha 2.5 \n", - "AHAMADA Nabaouya 2.0 \n", - "AHAMADI Faina 3.0 \n", - "ALI Mardhuia 4.0 " - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.head()\n", - "#barem" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes = notes.astype(float)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Traitement des notes" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['Conn_15_11_18', 'Conn_15_12_08', 'Conn_16_01_20', 'Conn_16_02_03',\n", - " 'Conn_16_02_10'],\n", - " dtype='object')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.T.index" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "5" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(notes.T.index)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Un peu de statistiques" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Conn_15_11_18Conn_15_12_08Conn_16_01_20Conn_16_02_03Conn_16_02_10
count29.00000030.0000029.00000030.00000029.000000
mean3.2068973.750002.3793102.4666673.344828
std1.1612591.381841.3001041.2521251.518361
min0.5000000.500000.0000000.0000001.000000
25%3.0000002.625001.0000001.5000002.000000
50%3.0000004.000002.5000003.0000003.000000
75%4.0000005.000003.5000003.5000004.500000
max5.0000005.000004.5000004.0000006.000000
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" - ], - "text/plain": [ - " Conn_15_11_18 Conn_15_12_08 Conn_16_01_20 Conn_16_02_03 \\\n", - "count 29.000000 30.00000 29.000000 30.000000 \n", - "mean 3.206897 3.75000 2.379310 2.466667 \n", - "std 1.161259 1.38184 1.300104 1.252125 \n", - "min 0.500000 0.50000 0.000000 0.000000 \n", - "25% 3.000000 2.62500 1.000000 1.500000 \n", - "50% 3.000000 4.00000 2.500000 3.000000 \n", - "75% 4.000000 5.00000 3.500000 3.500000 \n", - "max 5.000000 5.00000 4.500000 4.000000 \n", - "\n", - " Conn_16_02_10 \n", - "count 29.000000 \n", - "mean 3.344828 \n", - "std 1.518361 \n", - "min 1.000000 \n", - "25% 2.000000 \n", - "50% 3.000000 \n", - "75% 4.500000 \n", - "max 6.000000 " - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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iGz6VW6vBMAwmp0bwouMBXG47BAIBmhp3Y/fug1DIi1b8nHxXc2XCUq2XKP7i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NXn9Fn9Yr7CnLW6P8qc6TOdnqouu1zOOYLB2OScc0Y5731eSMiASQKBsM21Vq0y2BJbQtra9/9/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6bORn5lGS699R2e4G90oikuzXksnIB7rBtwLZjusGDyvBTsbQ9Ajvuz8SodHx/a1viQpmnjbM\ngQSrGAP/+zMhKp6MxDRiImOOVIydp9ZrO8dRfMmyTGNfM/2Tg8RHxfFt/eMTJbcLLheC1YKgUiKb\n/IW2bDBCkIsSX4riazszsxO8efszns0W6vT0HO7d+QHNETdpWwquke5mbJvhPPHxKeTll5GelR/S\nmePppRnedLzD6/NSmV9OdcHRXu7j8q7zPcOzY4Gv0xPSqC+ppW2ok4mFSQCiDJHotDqsDhuOzfTf\nLXYrxgw6PW1DHTjcTu5X3yUnJTukx3vW2F0O/v7uJzxeLz/c+vbEIU5hvjymFqZ52fYagPy0PO5W\nNlzsAYUYt9dN22AHA1NDO74fqTdRV1JLZmL6pero+BIUYOEi+wI46yLb6/PSPdTH7OYqEEBWSgal\n+SdTfYUJHV6fl48dTZhtFnLSsriWXxLURU2WZXyyiHiUG3yfQLbdOjLFtt1wCCvBjsvWHKJBp9+c\np71abZKXnd2KseWNFeZXF/bdhTtKMXaeWq/tHEfxJcsy77s/MjwzSlJMIk+uPzzxTqbgcvqLbY3G\n79jeKraD+L2/GMWX6KOz6xPdPc3+QKO0HCyWdSzWDSIiDNTX3SMnu2jP7xasgisUyLJMz3gfLQNt\nKBVK7lQ0nCjw8jCml2b5o+1NQMun1Wj54cZTorcl2i+uL9HU18KKedU/ZpZTQlFmwebIx+GKMYUg\nEBsZuzNrwRR9oGLsMiBJEr82PmdpfflcDARhrh4T85P80f4nAIUZBdwuv3nBRxQ6bE477cOdjMyM\n7vh+UUYBdcU1J1ZznjVXWQEWLrIvgLMssneruQqz8hgYHzqx6itM6PCJPj51trBuWSczOZ2KopP5\nWPdjyw2+FcgmCZK/HVzgSDf4ViCbUlBgsVmZWphmcm4K++bFLKwE20vXaA+tg+2Y9CZ+uPn0VOqp\nMMFhtplpGmhlZmkWAK1ai1Kp3LPzBp8VY9GmaGaWZtmwbRzLFRoKjqP4kmSJPzveMT4/SWp8Co9r\nHwSlotoXWf5cbEdEBAptWW84sti+6oqvpeU53n14apwcTgAAIABJREFUjtm8htEYye2bT0hNzUIU\nffT0ttLZ/QlRFElJzuTWjYdERcWGRMF1HERR5GNvI8Mzo5sBZ/dDupvq8Xj4+dNvgQVTgNrCKiry\ny/d9vCzLjM2N0zLYjsPlIEIbQW1hFfnpeYFr/VbWwtuu9yyuLWGMMKBWqjE7LEibOR9bHKUYu0ia\n+1vpGe8jOyWL+1V3w59lYfZlS7UInGuux1nhcDnoHO1haGoYSfafr9HGKFRKFStmf7eOVq2lrriG\ngm3n/WXjKirAwkX2BXAWRfZhaq6TqL7ChBZRFGnqaWVlfZXUxBRqSkLfFngQ293gHtGLKEtHusEB\n1iwbzCzOML0460+mRYFJayIvNYeCtHxiTNGX9mJ8HrQOttM12kO0MWpznnb/luAwoWXNsk7bUAfT\nSzMApMQnU5CWjyRLhyrGAEx6I/FRcUEpxkLBcRRfkiTxqu0100uzZCal86D63umu0bKMYLchOB0I\nOh2yMRLZaETWRRxabF9FxZfP56Wt4wO9fa0AlBRVUVtzZ89xW60bfGr6g5mZMdSiRKRCiXszZCcU\nCq6jcLk3A87WNwPO6h5gCOECXctAG91jvYGvE6Li+P7mt0Et2Hh9XnrG++ge7UWUROIiY6kvrSM5\n1p/h0j7UScdIF4kxCXxX/wSlUokkSVjsFta2drw3E8+PVoxtznsbIs/tPmRycZpXra+JNETy19s/\nXIqiP8zlZXu+Rml2CTdK6y74iI6P0+2ke7SXgakhREkMBCHnp+Vyu/wWCPC++9OOne34qDhulF4n\nMeby5ixcJQVYuMi+AEJdZAer5gpW9RUmtEiSREtvO4urSyTFJVJ3rfpSLXDscYPLEhKf3eCyBBuW\ndWZX5plfnscr+RVNMfpoclKyyU3OJtoQHQhiC8YN/iUgyzKN/S30TwwQFxnLdzeeXNp2qy+RpfVl\nWgfbWVhbBCA7JYuagiqijP45+e2KsemlGeZW5vd9nt2KsWhjNLGmmIBiLBQEq/jyiSIvWl4xv7pA\nbmo2dytvn/5ckiR/se1yIkTo/W3kW8X2AVwlxdfCwjTvPj7HajVjMkVzp+EpyUnp+z7W5bAz0t3M\ncFcjvs1FGFmrpbSommslNWe6aLhmWedl6x/YnHayU7K4W9EQsvGtlY0Vfmt6EWjpVilVPK17RFLc\n8XWDdqed1qEORjfnuLOSM0mMTqR5oAVjhJF/avj+yHPjOIqxKEPUnuLboNOH9O/C6rDy93c/I0oS\nPzZ8T2xkOLQyzNEMTQ/zvvsTEJya8bLg8rjoHutjYHIAnyii0+jwil5EUaS6oJLK/PIdXSrNA630\njvejUqoCCs68tFzqiqovfZfeZVeAhYvsCyBURfZJ1FyHqb7ChB5Zlmnr72RuaZ74mDjqy2pP3gZ6\nQWx3g7u9XhbXF1lYWWBhfQlR9u+IxxpjSE9KJzs5c1NFJKDaFcK25QY/LJDtquGfp/3E8MwIiTEJ\nPL3+KLxDco7IsszcyjxtQx2smFcRBIH8tDyqCir2uKe3tF55ablkJ2ceWzEWvVkEnLQwClbx5fV5\ned78kqX1ZQoz8mkouxma80UUEew2FG4XbLaQS0YjHFAwXXbFl9froaXtLQODnQiCwLWSGqqrGlDt\nc/7tp+BKzyjAo1IxvDiJLMtkJWdyo6TuTBaepxanedPxDp/o23OTexpEUeS3phcsri8FvleSVczN\na9dP/dzLGys09rV8DsYUFPxw8ykJp9jh+py18LnjZD/FmEal9p9vxs3zLzL62IqxLXyiyC8fn7Fq\nWeNORQMF6XknPv4wXx/9k4N86m0CoDKvnJqiqgs+ooNxe930jPXRNzGAT/Sh1+lJi09hZHPB7Hb5\nrX3f/7Is0zHSRcdwFzqNFq1ah9luRqVUUZlfzrXskkt/33pZFWDhIvsCCEWR7XK76BjoPrGaa7fq\nq7KoLKyxCDGyLNM52MP0wgwxkTHcrKz7ooLnvD4v80sLTC/NsrixhIyMhERMZDTJiUkkxCaiUat2\nuMH3BrLtn4p+lfDP075nfH6ClLhkHtc9PLbXOczpkGWZqcVp2oY62LCZUSgUFGcWUpFXFkgVP0zr\ndSzFWCBp+XMBHqk3BfUhHqziy+318Fvj76xa1ijNLqa+pC50C1OiiGCzovB4wLhVbJtAs7cL47Iq\nvmbnJnj/8XfsdivR0XHcaXhKQnzKjscEq+Bas6zzsbeRpfVlVEoV1QWVlGaH5qZMlmV6xvpoGfQH\nnN2tvE1OStapnxegd3yA5v4WZP/QD1GGSH689T2aff4eT4rFbuHv737Gu7m7pdPoqCmspCAjdCnr\nsixjdVj37Hpb7NbA77ZFsIqx7XzoaWRwaoiC9DzuVHxZadFhzoe+iX4a+1oAqC6spCq/4oKPaCce\nr4e+iQF6x/vw+LxEaHSU55XhE320DXWgVql5WHOP1F3XyN30jPXRPNCKTqOlMKOQwekh3B43Jr2J\n+pJaMi5Z+vh+XDYFWLjIvgBOW2TPLc3TNdSL1+c9lZpru+pLq9ZQWVx+ovayMHuRZZnekX7GZyeJ\nMkZyq6r+i97hdHvczC3NM7s0z7rFH7ijEATiY+NJTkwkLjoOWZAREYMOZNvpBv/sCL+Mrej+edo3\nTC/NkJGYzsOaU87ThjkRkiwxNjtO+3AnNqcdlVLFtZwSynJK0ag1x9Z6BasYUyoURBmj97S97qcY\nC1bx5fK4+PXTczZsZirzy6kpDPEOis+HwmpBEEUwGjaL7UhQ771OXRbFl9vjornlDcMjvQiCgory\n61SW30C5bfHyJAouWZYZnhmlZaANt9dNjCmaW9dukBR78s9DURR53/OJ0dkx9Do9j2rvEx91eu2M\n1W7l54/PcHpcgL/l+n7VXbKSQ7v44fF6+PnjMzZsZupLruMTvXSN9uATfcSYYqgvqT3ypv00+EQR\ns83Mum3nzvdRirGt88+kNzE2N8Gfne+IMcXwY8N3X9Qid5jzpXusl5aBNgDqiqopzyu74CPyb3T0\nTwzQPd6Hx+tBq9FSnnuNoowCWgfbGZgaQq/T86TuYdAjEoNTQ3zoaUSjUnOv+i6zy3P0Tw4iyzJp\nCanUl9QRfYAp47KxnwIsq7iKgsqbmKJjz+UYwkX2BXDSItvr89Iz3M/M4iwKhYJrecVkpWaeamVJ\nlmXGZiYYGBtEkmWyUjMozQurvk5L/9gQI1OjmAxGGqpufFWzug6ng9mleWaX5rDa/QE4KqWS5Pgk\n0hJTiY+JQ6FQIMv+ne+9bvDdgWz+AnyrzXzLDa5SqFDs4wi/qJVWnyjysuUVc6sL5KRk8U3VnUu5\nIPA1IIoiQ9MjdI504fS40Kg1VOSWUZJdxODU0Km0XrsVY1sFwIbNHNAlbXGQYsztdQel+HK4HPzy\n6TlWh5XaomoqzuLGzuvxF9syYDQgGU3IBhPsGju6aMXX1PQoHz+9wOG0ExubyJ2Gp8RtK4JDoeBy\nedy0DrYxND0CQEF6PnXF1ccONXS6nbxsfcPyxjLxUXE8qr1/6tlGSZL4o/1PphanA9/LSc7ifs03\np3reg17r95ZXzK3MU5pdzI1Sf/u5w+WgbaiD4c2gpIzEdK6X1BJliAz5MRyE2+ves+u9bt3Au0sx\nplQoECUJhSBQlltKSlzKpVeMhbncdI500zbUAcD1klrKci5msdEn+uifHKR7rBe3x41GraEspzSg\npHvT8ZbppVliTDE8qXtw7BGY0dlx3na9R6lQ+q9d2gga+5qZW11AEARKs4upyq+4Mve1Wwqw8ZFe\nXC4HgiCQtKUAS8s50+tBuMi+AE5SZO9Wc9WUVGAMYRCNxWahrb8zrPoKAcOTowyMD2GI0NNQdfNE\nXQZfChabldmlOWaX5nG6/EFDGrWG1IRk0pJSiYk8OKF8uxvcK/mQJAlZkEDgRG7w8whk2z5PW5Ce\nx+3yW+EbugvE6/P6b0ZGe/H4PERoI6jMK2dycYr51YWQunIlWcJqt+3YdVu3rmNxWPc81qDTE2WI\nYnljGa/oQxAEHtc+IH1bC/sWNqeNXz7+ht3l4GZpPSXZRSE53j143P5iW1DsLLa3teJehOLL5XLS\n2PwHY+MDKBRKqipvUn6tLvC6Z6HgWlxf4mNPE+vW9U21TTUF6flBnctrljVetLzG7rKTm5LN7Ypb\np160Hpub4G3n+4B+R6/V85eGbzFGhD6MTpZlPvU2MTA1RHpCGo/q7u+5bq6YV2nqb2FxbQmFoKAk\nq4jKgvITzUyH6pjtLkfgnFs1rzG1NL1HLwaXWzEW5vKzlbIPnLtr3SeKDE0P0TXai9PtRK1Scy2n\nhGvZJWjUGpxuJy9a/mDFvEpqfAoPqr85cSE8uTjN6/Y/EYD71d+QkZjO1OI0Tf2t2Jw2dBodtUXV\nl1r5tZv9FWBJ5FfUn5kCLFxkXwDHKbIPU3OFmrDq6/SMzUzQO9JPhFZHQ/VN9Ick+H5NyLLMumWD\n2aV55pbm8Wy220ZodaQlppKWlILJYDrWxXp7INuBbnCFCqWgDLSiqxVqTCoTasXZ3VB5vB6ebc7T\nlmQVcaP0+pX5EPpScXs99Iz10jfRj08UMegMuL1uJEnkn27/5UzThn2ijw2beU/g036KsQhtBMmx\niXsUYxa7lV8//YbT4zr78Ca3G4XFjKBSIpsikfUGZKMJNj8HzkvxJcsyE5PDfGp6icvlJCE+mTsN\n3xIdHYck+pga7mGkq4n1zbm7UCu4JEmib2KA9uFOfKKPxJgEbl27ceh7ZXJhij873+MTfdQUVlGR\nV3aqc9/pcfLzh9+wbi7UCILAjdLrlGSd0UIL0DcxQGNfMzGmGP5y69sDi09ZlplcmKJ5oA2b04ZW\nraW6sJKijIILvWeQZZm3ne8ZnRunJKuI4szCgGJsK3PhMirGwlwdtvSdAA1lNyjKLDzT1xMlkeHp\nETpHe3C4HKiUKkqziynLLQ0sbG3YzPze/BKb005Beh4NZTdP/d6dXZ7jVdtrREnim8rb5Kbm4BNF\nesf76BrtxieKV0L5tZvzVICFi+wLINgiO1g1V6gJq75OxtT8NJ2DPWg1WhqqbmDUh//M9kOSJFY2\nVpldnGdhZSGQLGvUG0lLSiEtMRVDxOlaK/dzg4v4kJHRq/VEakwYVcYzC1lzedyb87QbVOSVUVtU\nfSavE+Z4ON1OOkd7GJwaCuxyGXQG/vWbfzr3naztirG+if59b/zhs2JMr41gdmUOnyhyu+wmhZn7\n+7ZDheByIVjNCGq1X/u1mUiOQnHmii+H086nxpdMTo2gVCqpqb5DaXE1HpeT0Z4WxnpbcNn9hWdS\nahaFeWUkpWadyWKW3Wmnqb+FiYWpQKtkdUHljveLLMt0j/bQOtSBSqnkbuUdsk85I70V2LVFSlwS\nT+oenWnK7/TSLC9b/kCn0fLj7R/2JPTvhyiK9E0O0DnSjdfnJdoYRX1JHWkJF6PP2ZopTYiO5/ub\nTwMdTtvZrhhbs25lLlycYizM1aOpv4Xe8X7An9pdmJEf8teQJImR2VE6hruxu+woFUpKsospzy3d\nMcKysLbIy9bXeLyekNoLABbXlvi95RVen5fb5TcpzPB/7tiddloG2wJqyqui/NrNWSvAwkX2BXBU\nkX0SNVeoCau+jsfs4hxt/Z2oVWoaqm4QaQzdStiXjCiKLK4tM7c4x+LqcqAdMtoURVpSKqkJKSFt\nt/dIHiweKwqFkkitEaPaiEFpOJP3tcPt5JeP/l2omsIqKvPLQ/4aYU6GzWmjfaiLkVn/bKlOo+Ne\n1Z0zDXI6iu2Kr4ToBDIS0w5VjGlUauKj4ogxxQT0YqdRjO2LLPv92jYbglbzudjWG5BkOeSKL1mW\nGR3rp7H5DzweN0lJady+9RTZ49mj4MrMKqIgv4zI6NOHiQXDzNIsn/qasDps6HV6bpTUkZWciShJ\nvO/+yNjcOAadnkd1D4iLPHmozvzKAi9aXwUWHzVqDd/VPyYuBKFph7FmWeeXT78hSRLf33xKQvTx\n/i6dbidtQ50MT48gczEhSSvmVX75+AyVUsVf7/wY1CLBdi5CMRbm6vKpt5n+yQEA7lbeJj8tNyTP\nK0kSY3PjdIx0Y3VYUSoUFO2yZWwxNjfB2673yLJ8oKLrtKyYV3ne9BK31019SR3XckoC/29xbYlP\nfc2sWdaulPJrN2elAAsX2RfAYUX2adVcoSas+jqahZVFWnrbUSqU3KqqJ9p0NZIXLxten5eF5UVm\nl+ZZXl8JfD8+Jo60xBRS4pNR75N8fBKcoguL10qEUotRayJSbUKnPF64UTDYnPbNeVr7ng+nMBfP\nqnmVXz49x7epKEqJS6a2qIqE6ItpfTtI8bVdMTa7PMvYZovbfpxGMXYgsozgsPv/0en8hbbRhKSL\noLu3JSSKL7vdyodPL5iZHUelUlNbc4dITQSjXY2HKrjOE5/oo2u0h+6xXiRJIiUuGbfHzZp1nYTo\neB5uhgSdBI/o4dlH/5jJFufl5XW4nfz0/lfsLjv3q785lWZszbJOU38L85shScWZhVQVVKI74/sG\nt9fDP97/jNVh40ndw33zDU7CsRVjxl0t50coxsJcbT70fGJwahiA+1V3yUnNPvFzSbLExPwkHcNd\nmO0WFIKCwswCKvPK9uwQy7JMz3gfLQNtQSu6TsOGdYNnTS9wup17dsslWWJ4epTWofYrp/zaTagV\nYOEi+wI4qMgOlZor1IRVXwezvLZCU3cLgqDgZuX1c2nn/xrwK8EWmF2a26EES4xLJC0xhaS4xFOv\nlMqyjM1nxyW50Kv0mLRGjCojGkVo50vNdgu/fnqO0+3c0W4V5nKwZlnj7+9/QUAIdFJkJmVQU1hJ\njOn8z+dgFF+zy3O8aP0DhaDgekkNAkLIFGOHIkn+QtvpQIjQbxbbRkbmJ0+s+JJlmaHhbppb/8Tr\n9ZCcmE56bAIzQz1BK7jOG7PNwp+d71gx+48v1hTNdze/RXvC2fSO4S7ahzsDX8eaYvi+4Ska5dmn\n9/pEH88af2d5YyVkHTeyLDO9NENzfysWhxWNWkNVfgXFWYX7tm+H4vVetb1hanH63MZzAoox6/qm\nZuz4irGrVoCE2Z93XR8ZnvEbCR7WfENW8vEWqbbyDdqHO9mwmREEgYL0fCrzy/ftxpAkica+5hMp\nuk6D1WHlWePv2Jx2ynJLqSuq2fEednvddAx3XVnl125CoQALF9kXwO4i+yzUXKEmrPray+rGGo1d\nLciyRH15HQmxp2uVDLM/wSrBToooi9i8NryyD4PGcCbz2uvWdX799Dtur5t7VXfITc0J2XOHOT29\n43009beSEBWPIAgsbSwD/jmz6oIKTPrzHf+wOqxHKr4mF6f5o+0NaqWKb288CTiYQ6EYOzKRVpIQ\n7DYEtytQbM/bzbz4+NuxFF9Wq5n3H39nfmEKjVJFamQcG/NT+DzuEym4zouJ+Un+7HyHKEmolCp8\noo8oQyQ3r9Ufazdp3bLOr43PA4siKqWSh7UPSDunsQVZlnnT8Zbx+Uny0nK5W9EQ0vsOURIZmByk\nY7gLj89LpCGS+uJa0hPTQvo6PWN9NA+0khyXxLf1jy90Icbtce8oug9SjKmUSqJ37XqHFWNXlz87\n3zM66w8oflT3gMzE9CN/Zmsxqn2okzXrOgICeWm5VBWUH/iZ4/V5T63oOg12p53fml5gtlsoyizk\n1rX6Pe/XDevGlVZ+7eY0CrBwkX0BbC+yz1rNFWrCqi8/G1YzHzuaECWRumvVJMdfXEv/18RplGBH\n4ZW8mD2WM5vXXjGv8qzxd3yijwc198hKygjJ84Y5PbIs87z5JXMr89SX1BFpMNE22OG/8REEijIK\nqMwvP9dQF4/Xw3+//Qm7y45CEHhy/TGp8TuLzbG5cd50vEOr1vL9zafEmA6+Fh9XMba96N5KWt7T\nPSKKCDYrCo8HjEY2fG5+b3qF2e04VPElyzL9Ax20tr9FcrmIVKrxWc0AIVFwnRWyLNM50k37cCcq\npYpvqu6QEptE21AHA5NDyMjkpmRzvbTu0LZxURR50foHcyvzge8VZhRwu/zmefwaAdqGOugc6SYp\nJpFv6x+f2Ryly+OifbiLwakhZFkmNS6Z6yV1Idl9W1xf4tdPz9FpdPz1zl9O3K5/luxWjG2df2ab\nOdA9s0VYMXZ1ed3+J+PzkwA8qXtE+gHBWbIsM7s8R/twZ6AbJjc1h6r8CqKMBzvnQ6noOg1Ot5Pn\nTS9Zs66Tl5rDnYqGPRsdsixfeeXXbg5SgBVU3CCrqHxfBVi4yL4ABEGQm199PDc1V6j52lVfFpuV\nDx2NeH1eakqrSEu8uLCkr5WzUIJt4RRdWL02dEoNRq0Jk9pIhDI0N26La0s8b36BJMs8rn1wYQm8\nYfbicDn473c/4fN5+bHhB2JM0YzPT9A21LkZPuNPdq3IvXZuuRSSJPHLp99Y3vBnFOw3bjA0Pcz7\n7k9EaCP44eZTIg0H36TtR7CKMUEQiDJE7tn1NkYYEbaKba8Xp1rJ69bXzNstpGTm7VF8mS3rvHv3\njLX5KTReLwqffx4+1AquUOMTfbzr+sj4/AQGnYHHdQ92FIkr5lU+9jSyYl5FrVJTU1hFcVbhnl3V\nwakhPvY2BYLsjBFGfmz4bk+g0VkzOjvGn53vMemN/Njw/Z6RhLNgw7pBU38rsytz/nuHzAJqCirR\naU/22i63i7+9/xmny8l3N56QHHe1FrslScJit+xQjK1bN7A5w4qxq8qrtjdMLkwhIPC0fufCqCzL\nzK8u0DbUyfJmt1R2chbVBRVEH7JACmej6DoNbq+b35tfsbyxQmZSBver7u67SPclKL92c7gC7AYR\nhs+Lw+Ei+wIQBEH+z//nP89dzRVqvkbVl81h50NHI26Pm8qiMjJTwruRF81ZKMFkWcbus+MUnejV\nBowaAya1KSTz2nMr87xoeQUIfFv/mKTYcL7BZWFqcZqXra+JNkbzT7e/R6VUIUkSwzOjdIx04XA5\nUKvUlOWWci275Nx2l950vA2oUspzr1FXXLPj//eO99PU34JBZ+CHW98eO1V5P7YrxrYXAFshcVts\nKcZiTNHERhiJFVREanS0jXYxtbKAMTmdR0//HZ1OT2fHB/ra3qP2uBE2FWpnreAKBQ6Xg5etr1kx\nr5IYk8DDmnv7FsWSLDE0NULrYDsen4e4yFhuld0gIToem9POzx+fBWZ2FYKCOxW3yAtRIvFxWFxb\n4lnT76gUSv7S8P25z0zOLM3S1N+C2W5BrVJTmV9OaVbxsXbSJVni9+ZXzK3MU1tUTUVe2Rke8fmy\nWzG2df65w4qxK8GLlj+YXppBQAgs/iysLdI21MHi2hLgz/2oLqgMqpvjLBVdp8Hr8/Ky9TXzqwuk\nxqfwqPb+gSOkX4ryazdHKcDCRfYFIAiC/B//8R8XouYKNV+T6svhcvK+/RMut4uy/BJy0rMv+pDC\n7OIgJZhRb8CkN5IYl3islFtRFrFJdkTJh1alw6A2YFDqTz2vvbyxQudIN0qFgpqiaqKOufsY5uzo\nnxhkZnmWjMR0irMKA98XRYmZ5RnG5yf9s9IqNTkp2aQnpKFUnv2OwsjsGOObNyiJMQl7AqrG5iYY\nnR1Dr42grqTmTHRCsizj8riwOe3YHDb/v5027C7HDsWYwufDJEqoJBm3142sjUChUiI77CDLKJQq\nsnOKz1XBdVJWNlZ52foHDreT/LRcGspuHlkMOt1OmgfaAjOapggTVufntvyMxHQeVH9zIZobq8PK\nPz78isfr4en1RxemrZMkiYGpITqGO3F7PZj0Jq4X15CZlBHU/cNWWFxGYhqPah98kfccuzmJYkxA\nQKPRUJRZgEF3NrrKMHt53vQy0LERGxXL6mZbeHpCGtWFlYEMjaM4D0XXafCJIq/b3zC9NEtSTCKP\n6x4c2sL+pSi/drOfAiw6MZX/8//6n+Ei+7wRBEH+6f/9+4WquULNl676crldfOhoxO50UJxTSEHW\n5brQhfHj9nhYWl1m1byG2WrG7nTsCXs6CT58uHEjIiIgoEaNFi0CV+7aGSbMuaH0+dC63Sg2iwBZ\noSAzo5Dqqltoj9ldchGMz0/wtvODP3ujuIaynNJjFSkdw920D3cEvlarVPx464cL0zy6vR5+/vgM\ns83MrbIbFGcWHv1DZ31MHjcdI58TiZNjk6gvrTvUNT63Ms9vTS8wRhj46+2/fFH3GsflIMWY2W7Z\n81hBENBr9cRFxhBtiibSEEmkwUSUIRKtWhsuwEPIysYqz5tfBEIN46PjuFESfJv0eSu6ToMkSfzZ\n+Y7x+UniImN5Wv/40M2ML0n5tYVP9LFiXmVpfZm5mXEsKwsIXg//8z//M1xknzeHebKvMl+q6svj\n9fChvRGrw0Z+Zh4luRd/Y/K1I0kSK+srLK+vsrFZTHu8Hg66LqhVahSCEPjAEwSB+Og4YiKjjzXX\n5JE82CUHSkGBVqVFrzSgU5z8Bm/FvMrkwhQqpYqizIJzmYsMczQOl4OBqSGUCiWl2cX7toX7RB8L\nq4ssbSwjyzJatZbU+BRiTCcP3wsGq8PK8PQoMjJqpZrS7OJAN9RWWu3yxgp6nZ7C9PwL2yHweD2M\nzU9gd9pR+XzIsoy46bmPMUVTml1CbmrOpXQIy7JMx3AXHSNdqJQq7lfdJSPp6LTgLTweDz99fIbZ\nbg58TwBkIDk2iVtlN869RVuSJH5v8bdXX8suob607lxf/yjMNjPNA21ML80AUJCeT01R1Z4gM7vL\nwd/f/YTH6+WHW9+SEB22emzHJ/romxige7QHj8+LSqFEhiMXmzUqDZEGU6DwjtRHErX531c1Ffoi\nWLWs0T7UGXgfq1VqvD4vCkHgx4bviQtiB/uiFF2nQZIlPnQ3MjwzQrQxim/rHx/ZCn5VlV+yLGNx\nWFneWGF5fZnljRXWrOs77j8FQQCfj//7f/2vcJF93nypRTZ8eaovr8/Lx44mzDYLOWlZXMsvubIr\nbVcRfzCMlaW1ZdbNG9gcdlweF5Ik7ft4lVKspuAaAAAgAElEQVRFhFaHyWAiLjqWxLgE9LrPN2kr\nG2u09rbh8fp1Khq1huKcQjKS04IutrfPa0ds82trlScrtvsmBmjsa8ag02/O016uROWvlS2tV3pC\nGo/rDm5HtbscdA53MTQzgizLxEbGUltYRVpC6pldKw5TfMmyzPvujwzPjJIUk8iT6w/PPZl4bG6c\njz2NeHxeMhLTuV1+E7PNwu8tr3bMdOs0WooyCynOLLw0s3k+0cfbzg9MLExijPAHnB3Hl97U30Lv\neH/g68ToBL678QSH20ljXzPTSzMoBAVluaVU5pefy2ejLMt86m1iYGqIjMQ0HtbevxS+8f2YXZ6j\nqb+VDduGv500r4zSnFJUSiWSJPFr43OW1pe5UXqd0uziiz7cS4MoiQxNjdA52o3T7USj1lCRW0ZJ\ndhFKhZLhmVFaBlpxez0IgrCjIFAqlCgVCryib9+Fap1G6y++9Z93viMNJkx6Uzj1fJN16wbtw51M\nLkwB/pGe6oJKkmOTAuGVCkHBX2//QMwhBfNFK7pOgyzLNPW30DcxgElv4tv6x5iCMERcduWXx+vx\nF9Tb/nF7P+cjKBUK4qLiSIiOR6vW0jPeh8froSKvjP/xf/x7uMg+b77kInuLL0H15RN9fOpsYd2y\nTmZyOhVFZeEC+wxxupwsbrZ6W21WnG7XnpClLRQKBTqNFqPeSExkNAmxCUQZTUEVyqIo0jPcx9TC\nTOB7hgg9RTmFpCYkB/13LMoiNp8Nr+RFrzYSqfEX2yrF8W+au0Z7aB1sx6Q38cPNp5em4Pia2a71\nCuaG3mK30D7cGQh2SYpJpLao+syC7Q5TfEmyxJ8d/va91PgUHtc+OJcdbbfXzaeeJsbmJ1ApVdwo\nraMgPT9wTm1PyI0xRWN3+TtQFIKCnNRsSrOLg55VPAvsTjsvW1+zalkjKSaRhzX3gk6+Xlpf4nnT\nK7yifwFPrVLz9PpjEmN27rROLU7zqbcZu8uOMcLAzdL6Y+2Sn4StYLwYUwx/ufXtpS+MJEliaGaE\ntqEO3B43xggDdcU1LG+s0DveT3ZKFver7oY/j/Gf62Oz47QPd2Jz2lEpVVzLKaEsp3RPkeLxeugY\n6aZvoh9Zlok2RmOM0G8WDZ+7vGJMMZgijKhUKlweFxa7FZvTtm8BrtfpidSbtu2CRxKl9xfgV33O\nNhjMNjMdw12MzU8AEB8VR01hFanxKYH3pyRJ/PThV1YtaygUCv759o/7joxcFkXXaZBlmfbhTjpH\nutHr9HxX/ziwAHzUz10G5ZckS2xYzZvFtH+XesNm3vEYk95IQnQ8CdEJJETHExsZg1KhZGJhij87\n3iHJEreu1VOUWUhWfV64yD5vvoYiG6626ksURZp6WllZXyU1MYWaksrwB3qI8Pl8LK2tsLKxitlm\nweF04PV6kdl7TguCgEatwRChJ9oURVx0HPExsSHZ/VlaW6a9vyug/wKINJoozikkMTYh6L9vr+TD\n4rWAoMCk0WNSmzCoDMfeKWodbKdrtIdoYxTf33wabh2/BOzWegXTsrdmWadtqCPQLpiWkEptYTVx\nUQfPmJ6UwxRfkiTxqu0100uzZCal86D63plee+dW5nnb9QGHy0FCdDzfVN7eVyfmcDt50fyKVcsa\nKXHJZCSmMTg1HJghTYpN5Fp2CRlJ6ee627q8scLL1tc43U4K0vO5VVaPch/H925EUeRZ43OWNv8O\nAMpyS7hefHA7ttfnpXOkm57xPmRZJjMpgxul10OSCr+b6aUZXra8RqfV8WPD92fyGmeFx+uhc7Sb\nvvGBQIilQWfgX7/5p0u/UHDWbBUlbUMdbNjMKBQKijMLqcgrO1IHt2Ez09TfwuzyHIIgUJxZSHpi\nGotrS8wsz7JmWQ88NlJvIj0xjbT4VAw6PTaXHYvdgsVuxWK3YLZbsbvse15DQMAQoQ8U3v5CPJIo\ngwljhPFK3AcehsVupWOki7HZcWT8HUw1BZWkJ6bte+8gSRJ/f/8L69Z1lAol/3L3xx3Xx8um6Dot\n3WO9tAy0odPo+Lb+EbGHZCxs57yVX063c88u9fbNHZVStVlQf/5nv/NrayFTpVRxv/obMhLTAMJF\n9kXwtRTZW1w11ZckSbT0trO4ukRSXCJ116qv9MXuopAkiXXLBstry6xbzdgddtweT+BmaTdqlRq9\nLoJIo4m4qFgS4hKOlQR+EjxeD12DPcyvLO5ooYuNiqE4p5C46OALI5fowuK1oVGqMWlNmFRG9Krg\nd6RlWaaxv4X+iQHiImP57saTK7eK/SWyn9YrGJbWl2kdbGdhbRGA7JQsagqqiDKGPkn+IMWXTxR5\n0fKK+dUFclOzuVt5O+SFq08UaRtqp3e8H0EQqMqvoCKv7NBrptfn5XX7W2aWZ4k1xfC47gEbNjO9\nE/3MLs8BYIwwUJJVTGFG/pmfB2Nz47zr+ogkSVwvqaE0O7ixoJ7NG8mtu5FoYxR/ufkdGk1wx7tu\n3eBjbyOLa0uolEqq8iu5llMSss+bNcs6P398hizLfH/z6ZWdX55bmed588vA9TkvLZfaomoMX2HH\nz5ZruXWwnRXzKgIC+el5VBVUHGsBRZZlZpZmaexvweqwotVoqS2soiAjH6fbxczSLDPLs8ytzAeK\nDpVSRWp8CukJaaQnpgX+/H2iD6vD9rn4dlgwb/630+3c89qCIGCKMH6e/zZ8nv++7AnoNqeNjuFu\nRmZHA90ANYWVQaXiS5LE3979xIbNjFKh5F+/+SdMetOlVXSdloHJIT72NqJRaXhy/eGxCuWzUH6J\nksiaZX3HLrXVsdNJH22M2rFLHW2KOvQzU5Ilmvtb6ZsYIEIbweO6Bzu6scJF9gXwtRXZcHVUX7Is\n09bfydzSPPExcdSX1X4VLU+nxeaws7i6xLp5HYvdhsvjQhT3D1pRKpTotDpMBiOxUTEkxsZjMpjO\n+Yg/I8syM4uz9Az34RNFtBptwEeaEBtPcU5h0GnAsizjFJ3YfDb0KgNGrQGTyhT0vLZ/nvYTwzMj\nJMYk8PT6o69+x+Yy8LGnkYGpIUqyirh5rT7on5NlmbmVedqGOvw3xIJAftrxb4iDoX2og46RbgCy\nkjN5WHMP8Be0z5tfsrS+TGFGPg1lN0N23V2zrPNn5zvWrRtE6k18U3Un6EJOkiQ+9TYxOD2MQafn\nyfWHxJhi2LCZ6ZsYYGRmFFESUSlVFKTnUZpdvO/O+GnY3tqoVqm5X3WX9M0diMMw28z88uk5Lo8L\n8M/k3a/6hszkjBMdw+jsGM0Drbg8bqKNUdwqu0Fy7OnsIw63k5/e/4Ld5eBB9Tdkp2Sd6vkuCp8o\n8svHZ6xa1ijLvcbcyhxrlnVUSiXluWWU5ZZe2cyX47K0vkzrUDsLq9sX7iqDasc9CFEU6Z3op3Ok\nG5/oIzYylpul1wNjLqIosrC2yMzyLDNLs1gcn1V0sZExgYI7ITp+32LE6/MGCm+L3Roovi0Oyx7v\nN/jPJZPetCP5fGsWPEIbcWH3jHanna7RHoamR5BkiShDJFUFleSkZB3rmCRJ4n+//QcWuwWVUklt\nUQ3NA62XVtF1WkZnx3jb9QGlQsnjugekxCUf6+dPqvySZRm7y7GjoF41ryJuy/PRqjWBYjohOp74\n6Hi0x1jQ9Yk+/ux4z+TiFFHGKJ5ef7gnUydcZF8AX2ORvcVlVn3JskznYA/TCzPERMZws7Luq/nw\nDha3x8PS2jKrG2tYbBYcLiden3ffxyoEBRqNBqPeQLQpisSYeGKiYi5tV4DD6aB9oIs18zpqlZoI\nnQ6LzX9DkZKQTFF2ASZDcKFkkixh9VnxSl4iVAaitKag57X987TvGZ+fICUumcd1Dy9lAvPXhE/0\n8ff3v2C2mXlc9zDQChYsp2ntPA4jM6O87foAQFxkLD82fI9CocDt9fBb4++sWtYozS6mvqTuVDer\nsizTO95P61A7kiRRlFnI9eKaYy8IybJM91gvrYPtezQ1bo+bwelh+icHcbgcgN8vXZpdTEpc8NkJ\nB+H1eXnb+YHJxSlMeiOPax8QbTo8N0QURf5o/zMwCgCQm5rDvao7pzoW8P++rYPtDE4PA5Cflsv1\n4tqgZ8K34xN9/PrpOSvmVWoKq/Y41a8SH3oaGZwaoiA9jzsVDUiyxMjMKG2DHTg9LvQ6PXVF1eSm\n5ly6RftQcR4jKA6Xg5bB9oDbPTclm7rimj1dh2a7JbDLvbC2GAgh1ao1pCWkkp6QTnpCalD3dW6v\nO9B2Hvi3w1+I73dfoVKqAsnn25PQz1JB5nA7/cX11BCiJGHSm6guqCAnNfvEXUGSJPH/vfkbVqd/\nF1WlUPKo7sGlVXSdlsmFKV63v0UQBB7UfENG4vEyKIJRfm0ptPyJ3/7C2rGti0IQBGJNMf6COsZf\nWEfqTSd+z7jcLl60vmZ5Y5nk2CQe1t5Dq977ng8X2RfA11xkw+VUfcmyTO9IP+Ozk0QZI7lVVf9V\n7yAGFFkba2xYNg5VZAmAWq1Br4sgyhRJfHQc8bHxaK7gn58sy4xMjTE4Mex3tsYl4vS4MFv986IZ\nyekUZufvSCw/DP+8thUEMKr1mDSRGIOY1/bP075hemmGjMR0Htac7TxtmKNZs6zxjw+/olFp+Je7\nP56oOD5OSNFJWVhd5LemF0iyhF4bwT/f/RGdRofL4+LXT8/ZsJmpzC+nprDqRM9vc9p52/WehdVF\ndBodd8pvnTq4a2xunLddH5BlmTvlt8jftpsjSRITC1P0TfQHZs9PqwCzOe28bP2DNcs6ybFJPKi5\nd+RoyujsmL+lPDAbrOeHW9+FvCNheWOZDz2NrFnW0ag11BVVU5hREPTNoCzLvG5/y8TCJPlpudyp\naLiyxefo7Dh/dr4jxhTDjw3f7Vj09vq8dI320DvehyhJJETHU19Sd2azmxeBxW7dDFMcB/xhijVF\nVafucjiMpfVlGvuaWTGvolIqqcgr59pmuvtuvD4vc6sLzCzNMLM8F1gMExBIiIknPSGNjMQ0Ykwx\nx3oPyrIcCFzbKry35r+tDgu+fbrkQq0gc7lddI/10j85iCiJGCMMVOZXkJ92+lwhSZL42NvI0PQI\n4F88+Pd7/0JEkPcVV5HZ5Tletr5GkiXuVd0l5wSdNVvKr76JAcD/ORBtjMZit+xRaEVoI0iMTiAh\nZnOXOiouZJtmFruF582vsDqs5KZmc6e84cCd9XCRfQF87UU2XD7VV//YECNTo5gMRhqqbnw1s7Ch\nVmR9KWxYzbT3d2Jz2DFE6MlMzWB6fhabw4ZCEMhKzaQgKy/oLgy36MbitfpX4rWRmFRGIpSHt775\nRJGXLa+YW10gJyWLb6ruXFrtztdCsFqvoxBFkaHpETpHunB6XGjVGsrzyijJKgrJNfAgxZfD5eCX\nT8+xOqzUFlVTkVd2rOfdT80Vqp34hdXNuUTfwXOJS+vL9E0MMLEwiSzLJ1KALa0v86r1NU6Pi8KM\nfG5eOzzgzOl28tOHZ9g2d50EQeDWtZsUZeaf/Jc9AkmSGJgapG2oE6/PS0J0PLfKbhAXRHhQ21AH\nnSPdJMUk8m394ys77rRhM/OP978gCIL//XvAqIDVYaNlsI2J+UnAvwNbW1xzpQLednMRWsDtyLLM\nyMwoLYPtuDwujBFG6ktqD507lmWZdes605u73MvrK4EwU71OT3pCKumJ6aTGJZ9qA0OWZRxu5+bu\n97YWdIcVq8O6773LcRRkbo+bnvE++iYG8Ik+9Do9lfnlFKTnBRWEeBTbFV3RxijcXo9fuaZS82/3\n/+WLDjxdWFvkRcsf+Hw+bpffpCAjuGvoboXW0voSnm2dDoIgEBcZS1JMYmCX2qDTn8m5srS+zIvW\nP3B73FTklVFTWHXo64SL7AsgXGR/5jKovoYnRxkYH8IQoaeh6iY67eVoXw8156XI+lIQRZH+sUHG\nZycRBIHCrHwidDqGJkZwuJwoFUpy07PJy8hBrT76piEwry3aiVDqMGlNGFUmdIfMa2+fpy1Iz+N2\n+a0ruyv1JXBcrddReH1e+icH6R7txePzEKGNoCq/nIKM/FPf0B2k+LI5bfzy8TfsLgc3S+spyS46\n8rmOUnOFip0Ju/k0lN3Y95pjc9oZmBxkcHr4WAqw0dkx3nd/RJJk6ktrKckqPvR3eN/1kaGZkcDX\n56lDA38Lb1N/C+PzkwgIlGQXUV1QeeAi8MjsGG8732PSm/ix4bsre8Pu9Xn56cOvbNjMQc+TL64t\n0dTfwop5FaVCSVluKeW5165UR5rL46Z7tCewexppiKSmsIrs5MwLue7vVn6lxiVzo/T6kWMV4P9d\nZpfnmFmeYXZ5LqAIUygUJMcmBXa5Q5mzIMkSdqd9cwfcitnxuRA/SkFmiNDjcDlZWl9GlEQitBFU\n5JVRlFEQsvN9P0WXQlDwX2/+G8em2/zf7v3zlT1vg2FlY5XnzS9wez37foYGrdCKikepVDGzPIvT\n7TwX5dd+iq6jCBfZF0C4yN7JRaq+xmcm6BnpJ0Kro6H65hexK3tZFFlfCktry3QMdOP2uImNiqGy\nsIyVjVWGJkdxe9yoVWryM3PITssOqnVVkiVsPhtu0e33a2uNmFSmA+e1PV4PzzbnaUuyirhRej1c\naF8gJ9F6HYXb66ZnrI++iX58oohJb6S6oPJUc39wsOLLbLPw66ffcHpc3KloODRsJ1g1V6jYrvhK\ni0/lfvXdA4tKn+hjZHaMvvH+zwqwmERKc0rI3KYAk2WZ1sF2usd60ajU3K/+hrSE1AOPYau1UZT8\nbalatYbvbzwlJgR/1ydhdnmOT71NWBxW9NoI6kvryE7eGbi0uLbEs6bfUSlU/KXhO6JPEYZ1kciy\nzNvO94zOjVOaXcyN0uvH+tnR2TFaB9txuJ1EaCOoLaomPy33Ul8zvT4vveP99Iz34fV5Mej0VBVU\nhqQ1ORTsVn6VZBVRVVAZdEiUJEssb6wEZrn3U4RlJKaTFJN4ZgtYkiT5E9C3Fd4Wu4UNmwWH27Hv\nzxgjDCFTkB2m6PL4PPzX67/h8rjQqrX8271/QRukoeAqsm5d57emlzjdTspzr5EYk3BihdZ5Kb8O\nUnQdRbjIvgDCRfb+nLfqa2p+ms7BHrQaLQ1VNzDqr1Z72VVQZH0pbFd9qZRKygpKSYlPZmJukpGp\ncbw+L1qNlsKsPDJTMoL6APZtzmvLQcxruzzuzXnaDSryyqgtqj6LXzNMkJxU63UUTreTztEeBqeG\nkCTJr4cpqiIz8XQmhv0UX2uWdZ41Psfj9XKv+g45Kdk7fuYkaq5QsVvx9eT6w0PbwbdS3PdTgOWk\nZPGpr4mpxRlMehOP6x4cWIB6RA+/fHjOuvVzEVBdUElVQUVof8ET4BNFesZ66RrtRpQkUuNTuHWt\nnkhDJBa7lZ8+/IrH5+Hp9UdXOkBpcGqIDz2NJETH8/3Npyfq6PD6vPSM9dE91osoicRFxlJfWnem\ns8wnwSeKDE4N0jnag9vjRqfRUpFXTlFm4aULuzxM+XXchUC7y3EsRdhZ4PV5GZgconusF7fXv1ie\nmZhOpCESu8seUgVZMIouj9fDf735b1weNzqNjn+7/89oVF9Wob1doTW3Ms/M8uye7oLjKrS2OAvl\nFxyt6DqKcJF9AYSL7IM5L9XX7OIcbf2dqFVqGqpuEGm8OIVUMFxlRdaXwm7VV0p8EhVFZQgIjM6M\nMzY9gSiJ6HURFGYXkJ4U3Pzc7nlto8qAXrl3nsjhdvLLx9+wOqxXPjH4S+CkWq9gsDlttA91MTo7\nhoxMQnQ8NYVVpyqe9lN8rWys8qzpd3yij0c19wMBZqdRc4WKgxRfR7FbAbZFQnQ8T+oeHpij0DbY\nQedod+DruMhYvrv1BI3yct3oWuwWPvU2M7syh1KhoCS7hKmFKSwOKw1lN4JqYbysrJhX+eXjM1RK\nFX+98+Op56ptTjutg+2B4LDs5Ezqimsw6S/281CSJEZmR2kf7sLhcqBWqSnLLeVadsmlb28/Svl1\nkuc7jSLsuPhEH4NTQ3SN9uLyuNCoNFzLLaE0q3jfjpnTKsg8Xg/DM6MA3C47fA7Z7fHwX2/+N26v\nf3To3+/9CyrV1ewqDEahpVapkWUZn+gjIzGdOxUNp974Oanyaz+CUXQdRbjIvgDCRfbRnKXqa2Fl\nkZbedpQKJbeq6oN2IJ8HX7Ii60thu+pLq9FSVVxOYmwCbo+b4clRJuemkGQZo95IcU4ByfFJRxbb\nsizjklxYfbZD57VtTvvmPK2d+pI6ruWUnOWvGuYQTqv1CoYNm5n2oQ4mFqYASIlLprao+sQF736K\nr6WNZZ43vQRkHtU+YN26cWo1V6g4TPF1FNNLM7xu/3NHEvF+CrBV8yrPGl/g8flnRlVKFY9rH5AS\nfzyf63kiyzITC1M09jUHdtqykjJ4WHv/Yg/sFLi9Hv7x/mesDhtP6h4G5SsPluWNZRr7WljeWEGh\nUHAtu4SKvLJzDziVZZnx+QnahzqxOKwoFUpKsoupyL12aVSmwRKs8uu4hFIRtp2tsMmu0W4cbidq\nlZpr2SWU5pQcy428nZApyPSRaDV+BZnL4+K/Xv8Nj8+DXqfn37755ytRaB9LobW5Ux1pMOHyuPit\n6SXr1nXy03K5XX7r9OntQSi/jiJYRddRhIvsCyBcZAfHWai+ltdWaOpuQRAU3Ky8/v+z916/beX7\not+HvVO99967LLeZ8djjsaftOffkJEACBMhbnoIESAECBDfZeUsQXNx78xgk/0Aecs/Ze/a07emu\nsqotWb33LrGTi2utPFCi1UWJTbL5GQwgkRTXIk2utb6/b/mQmhSfHrv3VZH1rnBY9VWSV0RNaRUq\nlQqXx83o9DhzywGnabIlieqSSjJSzw6MJFnC6XfiET3Bfm2z2oxG+fbf2ua08e3zH3F73cEe2wTx\nIRJar1BY39mgZ6SPhfVAKXRhVgGtlU0hZXYPc5zia2Nnk0ddvyDLMjJyxNRckeI0xddxjM1P8HTg\nObIsc626DYPOcEQBVlVQydTSNCtbq8G/qy6s4mZ9ZKsSooUsyzx+9ZTx3SAHoDiniI6a9qiW2UYD\nWZb5uec3ZlfmotYOsxfgdg334PS4dgclNVOeXxZ1a4Msy8yvLdAz0semfQuFQkFVQQVN5Q1hl7PG\nm/Mov85LJBRhoiQyPj9B//hrnB4XapWKmqJq6kvrotYuJ4oiTwdeML4wgVatpSi7EJ/fFwzE91fY\n7LFfQWbUGYLD70x6I//Rx/9w4syWeCDLMjaXfTegDmSpw1FoeX1e/t71M2vb6xRlF3Kn+YOITHLf\nU34NzYwgyzJ5Gbl01LSfOa/iPIqus0gE2XEgEWSHTiRVXxvbm7x41YUsS3Q0tIcU9ITLfkXWtm0b\nuzOhyHqX2K/6MhtNtNQ0BSsj7E4HI9NjLK0tA5CenEZ1SQUpISzs+CU/dsGOpJAxaUxYtBYsanPw\nYnDLvsV3z/+OV/Byp/kDSnNLovciE5xKpLReobC8sUL3aC+rW2tAoO+spaLx3OWvhxVfzRWN9I72\n45dEFAoFn7bfO3UwWDwIRfElyRLdI30MTA6iVWv5uOXDA69jTwE2tTR94O/MBjNf3f4Mg/bqHGv3\nBvGkWlK4UdfBy+Fu1rbX0ag1tFQ0UVNUdWWqmgYm3/ByuJvstCwedtyPatDrF/0MTL3h9cQAflEk\n1ZJCR207OWnRqVxY3lyheyT87+xl5iLKr4ts4zyKMEmSmFiYpG/8FQ63E5VSRXVRFQ2ltVFbDIWD\niq4USwqftt89kN2XZRmXx3XA/W07Q0EGgXaXJFPSvh7w4xVk0eCwQmttex2v8LZUXqVUkmpNIzM5\n/cIKLcEv8KjrF5Y3V8jLyOVe652IzTrZtm/z4s1LFjeWUSgU1BZX01zeeGwly3kVXWeRCLLjQCLI\nPj8HVV8mWmsaz6X62rbv8KyvE1ESaa9rITs98gNQDiiynA7cHndCkfUecFj1VVVcQXnh22m22/Yd\nhqdGWdsMZNGy0jKpLqkMaQ6AT/Jh89lQqtRYtWYsGkuwX3t9Z4PvXwT6ae+23qEoqyCqrzPB8URa\n6xXK9iKRFfMJPv7DH38NZoeUCiXl+aWMzo2j0+j4/MYDUkJQ9cSS0xRfgYvbx8ytzmM1Wbnfdpck\n88Ep6A63g2+efn9kmFGoCrDLwtzKPI+6f8GgM/DVrc8xG0zIsszo3DhdIz34BB+p1hRu1l2P+JTd\nSLOytcp3z39Er9Xz9QdfYoxiALQfl8dF90hvsBKgMKuAa9WtEZucH8nqk6tCOMqv83KSIkyhUJBk\nsuL2evAKXpRKJVUFFTSW1Ue9auA4Rdd5WhIOK8jWd9aZWJg61gyzh1FnODCAzWqykmQMBOAXyb6G\notAyG8y7AXWg7DvVkhKRqfB+0c8vPb8zv7ZAVmom99vuRqylQ5ZlZlfm6BzqxuF2HKv8uoii6ywS\nQXYcSATZF+Oiqi+bw87TvhcIfoHW2mbyMsObvJpQZCU4jsOqr5bqRoyGtyf1je1NhiZH2drVl+Rl\n5lJVUh5SD5tbdGMXHBjUesy6QFZbr9KzsrnKjy8fIcky99vuXrrs4/tCNLReZ7FX/toz2o/9Av2d\ni+tL/Nb3GI/PE7ztdsMNAJ68fo5BZ+CLGw+iquu6CMcpvryCj0ddv7Dt2CY3LZuPWz860j/3S89v\nwd52CAx/+7DxFhOLU2cqwC4Tm7ZN/vbsB2RZ5osbD0lPPrgo4PF6eDncw/hCYNhSZUEF7VUtl7Ln\n1+P18C9P/obb4+az65+SnRb76d/r2xt0DnWxsrWKUqGkpriapvKGC/fpRnqOwlUkXOXXeZFkidWt\nNQanhphfWziQDTbrTRRmF5CfkUd2albUFGGnKbrCwe5y8M9//CWgdjSYuVbThsPtCJae7zjtOD3O\nI3+nQIHJYDygH9sLxi37FGRur/tIlvo8Cq1II0oiv/c9YXp5hvSkND699klEy/pPUn6tba9fSNF1\nFokgOw4kguzwOI/qy+Fy8rTvBV6fl78Txz8AACAASURBVKaqegpzQs/2JRRZCc7Lcaqv/Ky84Eqp\nLMusbq4xPDWKzWFHoVBQmJNPRVE5Bp3+1OcO9Gu78IhujBozFp0Ji9rC2uY6j7p+BhQ87Lh/4Smv\nCcIjWlqvs5AkibH5CfrGQ5tUfJyaa9uxEyyhbiitw6Az0DnUhUlv4oubD8Oe8hxp9iu+LAYLPr8X\nr+CjpqiKjpr2Axe3M8uz/Nr3R/DC26Az8OWNhweMC6cpwCoLymM+IOskXB4X3zz9DqfHxd2WjyjO\nKTrxscubKzwbeMG2Ywe9Vkd7ddul8kVLssTfX/7M4voSbVUtNJbVx21fZFlmZnmWl8PdONxOdFod\nrRVNVBZUhBwoOdwO+sZeMT4fMAKkJ6XRVtVypXVq4RBJ5ddZ25ldmaN3rJ8t+zYKhYLi7CJSLMms\n72zERBEWiqIrHGxOG//8xzeIkkiyJZl/uP3lgc+lX/QHHOD7Jp+fpiCDwHshy/KR/vCLKrQiiSRL\nPH39nLH5CZLNyTy8fj/iFS6HlV8Aeq2eT6/di2g1UyLIjgOJIDt8QlF9uTxunvQ+x+P1UF9eQ0l+\n8YnPl1BkJYgUJ6m+9l+oy7LM4toyI1OjON0ulEolJXlFlBeWnnlBf1y/9ubGJr/1PkatUvNZx6dH\nslsJYkM0tV5n4RdFhmdGeDUxgFc43rl7mprrsOIrzZpKz2gfVqOFz28+jFkZb6hIksQPL/7O8u7g\nsqbyBlorm4P3+3w+/vr026ASSIGCazXt1JWcXs5/WAGmVqmpyC+jtrg6rll9v+jnu+c/sr6zQVtl\nM40hKPwkSWJweoi+sX78okhWSiY3669fijaAvrFX9I71U5CZxydt0Z1lECp+UeTN9BCvJgYQ/ALJ\n5iQ6atpPrRA66rZPorWqJWy3/btCpJVfe+wF8T1j/WzaNlGgoDSvhObyhgPf02grwiYXp/nj1RNk\nWeZ2w00qzhjKeFF2HDb+5fFfESWJVGsKf7r1xakLQHsKreWNZRbWl1jf2cDush87XHc/hxVkVuNb\nB7hBZ4jZZ1qWZV68ecnQzAgWo4XPrt8/tz7rLPyinx9f/sTKZuAcolKqaK5ovLDy6zgSQXYcSATZ\nkeMk1ZfH6+Fp3wucbhfVJZVUFAUOfAlFVoJYcZLqaz+SJDG/ssDI9Dgerwe1Sk1ZQQml+cVnajsC\n/dp2lCoVVq2Z9fVNOl93oQ/20767vX+XlVhovc7CJ/gYnB5icGoIwS9g0htpLm/EK/joGes7Vc21\nX/GVak0hNy2Hgak3JJuT+fzGg0tTmSPJEl3DPQxODaFSqhAl8YDi6/ngS4ZmhoOPz07N5MG1++e6\ncPL6vIzMjTE0MxLsWz9OARYLZFnm197fmV6epTyvlA8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I+rhFUWR0bpz+8Ve4fR50Gi0N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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Normalisation des notes de chaque exo\n", - "notes_exo_norm = notes / barem.values[0,:]\n", - "#notes_exo_norm\n", - "ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n", - "d_norm = notes_exo_norm.describe()\n", - "d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "image/png": 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lDtAAWeoAyfk+oKMbeBEiAEmHAxe24SJEn/70F3j5y9eTH1DXZSvwk0x752df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\noboiCNhW12//OOfCBe7e85zn3HOe5959v2Z2fuf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Conn_15_11_18Conn_15_12_08Conn_16_01_20Conn_16_02_03Conn_16_02_10Trim2
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ABOU BACAR Djaha4.55.02.53.02.514.266667
AHAMADA Nabaouya3.05.01.03.52.012.033333
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Exercice 7Exercice 4Exercice 5Exercice 2
Bareme7.04.06.04.0
ABDALLAH Touraya4.00.51.51.0
ABDOU Mariam5.02.56.04.0
ABTOIHI SAID Yasmina6.51.54.53.5
AHAMED Anssuifidine6.01.51.53.5
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" - ], - "text/plain": [ - " Exercice 7 Exercice 4 Exercice 5 Exercice 2\n", - "Bareme 7.0 4.0 6.0 4.0\n", - "ABDALLAH Touraya 4.0 0.5 1.5 1.0\n", - "ABDOU Mariam 5.0 2.5 6.0 4.0\n", - "ABTOIHI SAID Yasmina 6.5 1.5 4.5 3.5\n", - "AHAMED Anssuifidine 6.0 1.5 1.5 3.5" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "BB_fev = all_notes.parse('BB_16_02_15')\n", - "BB_fev = BB_fev.T[[ 'Exercice 7', 'Exercice 4', 'Exercice 5', 'Exercice 2']]\n", - "BB_fev.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Exercice 7Exercice 4Exercice 5Exercice 2
HALIDI TomsoyèreFalseFalseFalseFalse
MOUGNIDAHO NourianaFalseFalseFalseFalse
SAGAF AmalFalseFalseFalseFalse
ABDALLAH TourayaTrueFalseFalseFalse
AHAMED AnssuifidineTrueFalseFalseTrue
AHMED ABDOU El-KarimTrueFalseFalseTrue
BOINA HASSANI NahimiTrueFalseFalseTrue
HALIBOU NafilatiTrueFalseFalseTrue
IBRAHIM LaouraTrueFalseFalseTrue
MOENY MOKO NadjmaTrueFalseFalseTrue
HOUMADI HimidaTrueFalseTrueFalse
HOUMADI AntufatiTrueFalseTrueFalse
ABTOIHI SAID YasminaTrueFalseTrueTrue
BACO ABDALLAH MoustadiraneTrueFalseTrueTrue
DJADAR IfrahTrueFalseTrueTrue
YANCOUB ToufaTrueFalseTrueTrue
ANLI KoudoussiaTrueTrueFalseTrue
YOUSSOUF AsmaTrueTrueFalseTrue
ATTOUMANI HanissaTrueTrueTrueFalse
MOURTADJOU El-FazarTrueTrueTrueFalse
BaremeTrueTrueTrueTrue
ABDOU MariamTrueTrueTrueTrue
AHAMED IssihakaTrueTrueTrueTrue
ANDILI ChayhatiTrueTrueTrueTrue
ANDJILANE RachmaTrueTrueTrueTrue
BINALI MaoulidaTrueTrueTrueTrue
BOINA AinatiTrueTrueTrueTrue
DAOUD El-FaroukTrueTrueTrueTrue
HOUMADI ABDALLAH AbdallahTrueTrueTrueTrue
MALIDE ABDOU NasserTrueTrueTrueTrue
MALIDE YounesTrueTrueTrueTrue
SAID ChamsoudineTrueTrueTrueTrue
\n", - "
" - ], - "text/plain": [ - " Exercice 7 Exercice 4 Exercice 5 Exercice 2\n", - "HALIDI Tomsoyère False False False False\n", - "MOUGNIDAHO Nouriana False False False False\n", - "SAGAF Amal False False False False\n", - "ABDALLAH Touraya True False False False\n", - "AHAMED Anssuifidine True False False True\n", - "AHMED ABDOU El-Karim True False False True\n", - "BOINA HASSANI Nahimi True False False True\n", - "HALIBOU Nafilati True False False True\n", - "IBRAHIM Laoura True False False True\n", - "MOENY MOKO Nadjma True False False True\n", - "HOUMADI Himida True False True False\n", - "HOUMADI Antufati True False True False\n", - "ABTOIHI SAID Yasmina True False True True\n", - "BACO ABDALLAH Moustadirane True False True True\n", - "DJADAR Ifrah True False True True\n", - "YANCOUB Toufa True False True True\n", - "ANLI Koudoussia True True False True\n", - "YOUSSOUF Asma True True False True\n", - "ATTOUMANI Hanissa True True True False\n", - "MOURTADJOU El-Fazar True True True False\n", - "Bareme True True True True\n", - "ABDOU Mariam True True True True\n", - "AHAMED Issihaka True True True True\n", - "ANDILI Chayhati True True True True\n", - "ANDJILANE Rachma True True True True\n", - "BINALI Maoulida True True True True\n", - "BOINA Ainati True True True True\n", - "DAOUD El-Farouk True True True True\n", - "HOUMADI ABDALLAH Abdallah True True True True\n", - "MALIDE ABDOU Nasser True True True True\n", - "MALIDE Younes True True True True\n", - "SAID Chamsoudine True True True True" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "((BB_fev / BB_fev.T['Bareme']) > 0.4).sort_values(['Exercice 7', 'Exercice 4', 'Exercice 5', 'Exercice 2'])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Bilan 2e trimestre" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ds_name = 'Notes'\n", - "notes = all_notes.parse(ds_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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DS_15_11_27DM_15_12_09BoulettesBB_16_01_23DM_16_01_29Brevet blanc FevrierConnaissance trimestre 2
ABDALLAH Touraya4.00.08.510.08.515.03.5
ABDOU Mariam17.514.018.035.020.031.013.5
ABTOIHI SAID Yasmina10.013.518.023.013.524.515.0
AHAMED Anssuifidine12.014.510.521.516.022.017.5
AHAMED Issihaka12.013.010.521.016.023.019.0
AHMED ABDOU El-Karim7.59.517.513.510.017.510.0
ANDILI Chayhati6.511.517.529.59.532.512.0
ANDJILANE Rachma9.017.517.524.017.521.517.0
ANLI Koudoussia9.514.017.523.014.523.514.0
ATTOUMANI Hanissa14.014.010.519.518.525.015.5
BACO ABDALLAH Moustadirane5.018.010.517.015.521.013.0
BINALI Maoulida5.017.018.025.516.026.013.5
BOINA Ainati9.514.018.025.516.028.516.0
BOINA HASSANI Nahimi3.015.012.012.511.517.013.5
DAOUD El-Farouk14.015.512.020.516.026.011.0
DJADAR Ifrah5.511.012.019.511.522.015.5
HALIBOU Nafilati3.57.512.016.58.517.07.0
HOUMADI Himida8.014.512.017.511.515.512.0
HOUMADI Antufati7.519.018.522.017.520.010.5
HOUMADI ABDALLAH Abdallah7.514.012.019.016.026.515.0
IBRAHIM Laoura5.04.518.518.012.516.08.0
MALIDE ABDOU Nasser18.019.018.528.017.528.519.0
MALIDE Younes16.017.518.535.518.537.519.5
MOENY MOKO Nadjma7.510.08.518.518.517.012.5
MOURTADJOU El-Fazar7.517.58.521.015.524.515.0
SAID Chamsoudine13.019.512.024.519.028.515.5
YANCOUB Toufa16.016.012.027.017.526.017.5
YOUSSOUF Asma10.50.08.516.512.019.010.0
\n", - "
" - ], - "text/plain": [ - " DS_15_11_27 DM_15_12_09 Boulettes BB_16_01_23 \\\n", - "ABDALLAH Touraya 4.0 0.0 8.5 10.0 \n", - "ABDOU Mariam 17.5 14.0 18.0 35.0 \n", - "ABTOIHI SAID Yasmina 10.0 13.5 18.0 23.0 \n", - "AHAMED Anssuifidine 12.0 14.5 10.5 21.5 \n", - "AHAMED Issihaka 12.0 13.0 10.5 21.0 \n", - "AHMED ABDOU El-Karim 7.5 9.5 17.5 13.5 \n", - "ANDILI Chayhati 6.5 11.5 17.5 29.5 \n", - "ANDJILANE Rachma 9.0 17.5 17.5 24.0 \n", - "ANLI Koudoussia 9.5 14.0 17.5 23.0 \n", - "ATTOUMANI Hanissa 14.0 14.0 10.5 19.5 \n", - "BACO ABDALLAH Moustadirane 5.0 18.0 10.5 17.0 \n", - "BINALI Maoulida 5.0 17.0 18.0 25.5 \n", - "BOINA Ainati 9.5 14.0 18.0 25.5 \n", - "BOINA HASSANI Nahimi 3.0 15.0 12.0 12.5 \n", - "DAOUD El-Farouk 14.0 15.5 12.0 20.5 \n", - "DJADAR Ifrah 5.5 11.0 12.0 19.5 \n", - "HALIBOU Nafilati 3.5 7.5 12.0 16.5 \n", - "HOUMADI Himida 8.0 14.5 12.0 17.5 \n", - "HOUMADI Antufati 7.5 19.0 18.5 22.0 \n", - "HOUMADI ABDALLAH Abdallah 7.5 14.0 12.0 19.0 \n", - "IBRAHIM Laoura 5.0 4.5 18.5 18.0 \n", - "MALIDE ABDOU Nasser 18.0 19.0 18.5 28.0 \n", - "MALIDE Younes 16.0 17.5 18.5 35.5 \n", - "MOENY MOKO Nadjma 7.5 10.0 8.5 18.5 \n", - "MOURTADJOU El-Fazar 7.5 17.5 8.5 21.0 \n", - "SAID Chamsoudine 13.0 19.5 12.0 24.5 \n", - "YANCOUB Toufa 16.0 16.0 12.0 27.0 \n", - "YOUSSOUF Asma 10.5 0.0 8.5 16.5 \n", - "\n", - " DM_16_01_29 Brevet blanc Fevrier \\\n", - "ABDALLAH Touraya 8.5 15.0 \n", - "ABDOU Mariam 20.0 31.0 \n", - "ABTOIHI SAID Yasmina 13.5 24.5 \n", - "AHAMED Anssuifidine 16.0 22.0 \n", - "AHAMED Issihaka 16.0 23.0 \n", - "AHMED ABDOU El-Karim 10.0 17.5 \n", - "ANDILI Chayhati 9.5 32.5 \n", - "ANDJILANE Rachma 17.5 21.5 \n", - "ANLI Koudoussia 14.5 23.5 \n", - "ATTOUMANI Hanissa 18.5 25.0 \n", - "BACO ABDALLAH Moustadirane 15.5 21.0 \n", - "BINALI Maoulida 16.0 26.0 \n", - "BOINA Ainati 16.0 28.5 \n", - "BOINA HASSANI Nahimi 11.5 17.0 \n", - "DAOUD El-Farouk 16.0 26.0 \n", - "DJADAR Ifrah 11.5 22.0 \n", - "HALIBOU Nafilati 8.5 17.0 \n", - "HOUMADI Himida 11.5 15.5 \n", - "HOUMADI Antufati 17.5 20.0 \n", - "HOUMADI ABDALLAH Abdallah 16.0 26.5 \n", - "IBRAHIM Laoura 12.5 16.0 \n", - "MALIDE ABDOU Nasser 17.5 28.5 \n", - "MALIDE Younes 18.5 37.5 \n", - "MOENY MOKO Nadjma 18.5 17.0 \n", - "MOURTADJOU El-Fazar 15.5 24.5 \n", - "SAID Chamsoudine 19.0 28.5 \n", - "YANCOUB Toufa 17.5 26.0 \n", - "YOUSSOUF Asma 12.0 19.0 \n", - "\n", - " Connaissance trimestre 2 \n", - "ABDALLAH Touraya 3.5 \n", - "ABDOU Mariam 13.5 \n", - "ABTOIHI SAID Yasmina 15.0 \n", - "AHAMED Anssuifidine 17.5 \n", - "AHAMED Issihaka 19.0 \n", - "AHMED ABDOU El-Karim 10.0 \n", - "ANDILI Chayhati 12.0 \n", - "ANDJILANE Rachma 17.0 \n", - "ANLI Koudoussia 14.0 \n", - "ATTOUMANI Hanissa 15.5 \n", - "BACO ABDALLAH Moustadirane 13.0 \n", - "BINALI Maoulida 13.5 \n", - "BOINA Ainati 16.0 \n", - "BOINA HASSANI Nahimi 13.5 \n", - "DAOUD El-Farouk 11.0 \n", - "DJADAR Ifrah 15.5 \n", - "HALIBOU Nafilati 7.0 \n", - "HOUMADI Himida 12.0 \n", - "HOUMADI Antufati 10.5 \n", - "HOUMADI ABDALLAH Abdallah 15.0 \n", - "IBRAHIM Laoura 8.0 \n", - "MALIDE ABDOU Nasser 19.0 \n", - "MALIDE Younes 19.5 \n", - "MOENY MOKO Nadjma 12.5 \n", - "MOURTADJOU El-Fazar 15.0 \n", - "SAID Chamsoudine 15.5 \n", - "YANCOUB Toufa 17.5 \n", - "YOUSSOUF Asma 10.0 " - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "trim2 = notes[8:].T\n", - "barem = trim2.iloc[0]\n", - "eleveT2 = trim2.iloc[1:32].dropna().astype('float')\n", - "eleveT2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Analyse par élève " - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "from ipywidgets import interact, interactive" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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DS_15_11_27DM_15_12_09BoulettesBB_16_01_23DM_16_01_29Brevet blanc FevrierConnaissance trimestre 2
count28.00000028.00000028.00000028.00000028.00000028.00000028.000000
mean0.4714290.6625000.6928570.5397320.7410710.5821430.680357
std0.2159940.2566250.1913470.1496160.1673890.1395860.188483
min0.1500000.0000000.4250000.2500000.4250000.3750000.175000
25%0.3125000.5687500.5250000.4468750.5937500.4656250.587500
50%0.4250000.7000000.6000000.5250000.8000000.5812500.687500
75%0.6125000.8562500.9000000.6187500.8750000.6531250.781250
max0.9000000.9750000.9250000.8875001.0000000.9375000.975000
\n", - "
" - ], - "text/plain": [ - " DS_15_11_27 DM_15_12_09 Boulettes BB_16_01_23 DM_16_01_29 \\\n", - "count 28.000000 28.000000 28.000000 28.000000 28.000000 \n", - "mean 0.471429 0.662500 0.692857 0.539732 0.741071 \n", - "std 0.215994 0.256625 0.191347 0.149616 0.167389 \n", - "min 0.150000 0.000000 0.425000 0.250000 0.425000 \n", - "25% 0.312500 0.568750 0.525000 0.446875 0.593750 \n", - "50% 0.425000 0.700000 0.600000 0.525000 0.800000 \n", - "75% 0.612500 0.856250 0.900000 0.618750 0.875000 \n", - "max 0.900000 0.975000 0.925000 0.887500 1.000000 \n", - "\n", - " Brevet blanc Fevrier Connaissance trimestre 2 \n", - "count 28.000000 28.000000 \n", - "mean 0.582143 0.680357 \n", - "std 0.139586 0.188483 \n", - "min 0.375000 0.175000 \n", - "25% 0.465625 0.587500 \n", - "50% 0.581250 0.687500 \n", - "75% 0.653125 0.781250 \n", - "max 0.937500 0.975000 " - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Normalisation des notes de chaque exo\n", - "eleveT2_norm = eleveT2 / barem.values.astype('float')\n", - "eleveT2_norm.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "image/png": 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MdITIjFdZka6bY5Qe01EjKtdvX6fmfg0NDxty27wy/JVcuvuLUoudvYbqSwHQEmxh34l9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\nFX8ffz4///mOrNyWVpcoqytjbHoMuVxORmIG2ce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s4lzVbnh4eNtV1+1V8k1xt5/6uevu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\n/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C3NMbs0y+zi7EucRiaT4evlS7BfMEG+QaQXpX8m7K/AURN2BTCE1XRuAWgFfiuEGHjh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\nrbvp6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75biKKAwWBEFEWFJabRaChzPzOMUxoPmzGL0+ngezRL/1yQZZmx2XFuPr5DOpPG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\nNyOHIksB+dl525J6ZFmmZ7yP3vF+hBCU55XSV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foXMf+VlqYj7Kvb/966gX6/l7HxQYZH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\nw59YiXbqLSYzB8rrd6zC+7mhqApT85HkntGZsYgrP68eu6tpGour6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eJ255KRno3BYESS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\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VAqK0lcRvktnvFIZhcOHSZ8zMjtPSvI8jh87s+GefF4ZhcOPW94yM9gKmGenpkx9QUV6b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FISYigujwcOpbmimprqGsupnKulayUmKZmpWEzWrxdcxJwdtDZ3OBEsMwqgAURfkf4ArgRMFu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\nqy+jTc0GHj/vCiqPOL5Ul+g4zse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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def f(x):\n", - " ax = eleveT2_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n", - " d_norm = eleveT2_norm.describe()\n", - " d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)\n", - " eleveT2_norm.loc[x].plot(ax=ax, color=\"red\", alpha = 1)\n", - "\n", - "\n", - " \n", - "interact(f, x = list(eleveT2_norm.index))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "# 3e trimestre" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## DM_16_03_30" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ds_name = 'DM_16_03_30'\n", - "notes = all_notes.parse(ds_name).T" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'classe': '313', 'date': '30 mars 2016', 'titre': 'Devoir maison 5'}" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "latex_info = {}\n", - "latex_info['titre'] = \"Devoir maison 5\"\n", - "latex_info['classe'] = \"313\"\n", - "latex_info['date'] = \"30 mars 2016\"\n", - "latex_info" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "barem = notes[:1]\n", - "notes = notes[1:]" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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DM_16_03_30MalusExercice 11.1 Developper1.2 Developper1.3 Double developpement1.4 Developpement carréExercice 22.1 Addition fraction2.2 Multiplication fractions...Equation *Equation fractionequation simpleequation complexeExercice 4Calcul angleAngle alterneCalcul longueur2 methodesarrondi
ABDALLAH Touraya10.5NaN6.033332.66666722...22001.0000002NaNNaNNaNNaN
ABDOU Mariam19.0NaN5.532334.00000033...32335.50000033330
ABTOIHI SAID Yasmina17.0NaN6.033333.33333323...33333.50000030310
AHAMED Anssuifidine15.0NaN5.523333.66666733...11332.66666732010
AHAMED Issihaka14.5NaN5.033223.33333332...3NaN233.166667322NaNNaN
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5 rows × 25 columns

\n", - "
" - ], - "text/plain": [ - " DM_16_03_30 Malus Exercice 1 1.1 Developper \\\n", - "ABDALLAH Touraya 10.5 NaN 6.0 3 \n", - "ABDOU Mariam 19.0 NaN 5.5 3 \n", - "ABTOIHI SAID Yasmina 17.0 NaN 6.0 3 \n", - "AHAMED Anssuifidine 15.0 NaN 5.5 2 \n", - "AHAMED Issihaka 14.5 NaN 5.0 3 \n", - "\n", - " 1.2 Developper 1.3 Double developpement \\\n", - "ABDALLAH Touraya 3 3 \n", - "ABDOU Mariam 2 3 \n", - "ABTOIHI SAID Yasmina 3 3 \n", - "AHAMED Anssuifidine 3 3 \n", - "AHAMED Issihaka 3 2 \n", - "\n", - " 1.4 Developpement carré Exercice 2 \\\n", - "ABDALLAH Touraya 3 2.666667 \n", - "ABDOU Mariam 3 4.000000 \n", - "ABTOIHI SAID Yasmina 3 3.333333 \n", - "AHAMED Anssuifidine 3 3.666667 \n", - "AHAMED Issihaka 2 3.333333 \n", - "\n", - " 2.1 Addition fraction 2.2 Multiplication fractions \\\n", - "ABDALLAH Touraya 2 2 \n", - "ABDOU Mariam 3 3 \n", - "ABTOIHI SAID Yasmina 2 3 \n", - "AHAMED Anssuifidine 3 3 \n", - "AHAMED Issihaka 3 2 \n", - "\n", - " ... Equation * Equation fraction equation simple \\\n", - "ABDALLAH Touraya ... 2 2 0 \n", - "ABDOU Mariam ... 3 2 3 \n", - "ABTOIHI SAID Yasmina ... 3 3 3 \n", - "AHAMED Anssuifidine ... 1 1 3 \n", - "AHAMED Issihaka ... 3 NaN 2 \n", - "\n", - " equation complexe Exercice 4 Calcul angle \\\n", - "ABDALLAH Touraya 0 1.000000 2 \n", - "ABDOU Mariam 3 5.500000 3 \n", - "ABTOIHI SAID Yasmina 3 3.500000 3 \n", - "AHAMED Anssuifidine 3 2.666667 3 \n", - "AHAMED Issihaka 3 3.166667 3 \n", - "\n", - " Angle alterne Calcul longueur 2 methodes arrondi \n", - "ABDALLAH Touraya NaN NaN NaN NaN \n", - "ABDOU Mariam 3 3 3 0 \n", - "ABTOIHI SAID Yasmina 0 3 1 0 \n", - "AHAMED Anssuifidine 2 0 1 0 \n", - "AHAMED Issihaka 2 2 NaN NaN \n", - "\n", - "[5 rows x 25 columns]" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#barem\n", - "notes.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Suppression des notes inutiles" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes = notes[notes[ds_name].notnull()]" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes = notes.astype(float)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Traitement des notes" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['DM_16_03_30', 'Malus', 'Exercice 1', '1.1 Developper',\n", - " '1.2 Developper', '1.3 Double developpement', '1.4 Developpement carré',\n", - " 'Exercice 2', '2.1 Addition fraction', '2.2 Multiplication fractions',\n", - " '2.3 Addition fractions', '2.4 Multiplication Fraction', 'Exercice 3',\n", - " 'Equation +', 'Equation - ', 'Equation *', 'Equation fraction',\n", - " 'equation simple', 'equation complexe', 'Exercice 4', 'Calcul angle',\n", - " 'Angle alterne', 'Calcul longueur', '2 methodes', 'arrondi'],\n", - " dtype='object')" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.T.index" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['Exercice 1', 'Exercice 2', 'Exercice 3', 'Exercice 4']" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list_exo = [\"Exercice \"+str(i+1) for i in range(4)]\n", - "list_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))\n", - "#notes[list_exo]" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "autres_notes = ['Malus']" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['1.1 Developper',\n", - " '1.2 Developper',\n", - " '1.3 Double developpement',\n", - " '1.4 Developpement carré',\n", - " '2.1 Addition fraction',\n", - " '2.2 Multiplication fractions',\n", - " '2.3 Addition fractions',\n", - " '2.4 Multiplication Fraction',\n", - " 'Equation +',\n", - " 'Equation - ',\n", - " 'Equation *',\n", - " 'Equation fraction',\n", - " 'equation simple',\n", - " 'equation complexe',\n", - " 'Calcul angle',\n", - " 'Angle alterne',\n", - " 'Calcul longueur',\n", - " '2 methodes',\n", - " 'arrondi']" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "item_avec_note = list_exo + [ds_name] + autres_notes\n", - "sous_exo = [i for i in notes.T.index if i not in item_avec_note]\n", - "#sous_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def toRepVal(val):\n", - " if pd.isnull(val):\n", - " return \"\\\\NoRep\"\n", - " elif val == 0:\n", - " return \"\\\\RepZ\"\n", - " elif val == 1:\n", - " return \"\\\\RepU\"\n", - " elif val == 2:\n", - " return \"\\\\RepD\"\n", - " elif val == 3:\n", - " return \"\\\\RepT\"\n", - " else:\n", - " return val" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes[item_avec_note] = notes[item_avec_note].fillna(\".\")\n", - "#notes.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "eleves = notes.copy()\n", - "eleves[sous_exo] = notes[sous_exo].applymap(toRepVal)" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#eleves.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Statistiques" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 28.000000\n", - "mean 14.767857\n", - "std 3.854968\n", - "min 6.500000\n", - "25% 13.000000\n", - "50% 15.750000\n", - "75% 17.125000\n", - "max 20.000000\n", - "Name: DM_16_03_30, dtype: float64" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes[ds_name].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#notes_seules = notes[ds_name]\n", - "ax = notes[ds_name].hist(bins = barem[ds_name][0], range=(0,barem[ds_name][0]), )\n", - "ax.set_xlabel(\"Notes\")\n", - "ax.set_ylabel(\"Effectif\")\n", - "#notes_seules.hist()" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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cv3kW3+QoaimPMJ8MaLS429fw/smfLttzKSOdTvNs5CGTUyNEwsU2osWq1kvHhVarw2K2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\nZG+xJDjk8yl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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Normalisation des notes de chaque exo\n", - "notes_exo_norm = notes[list_exo] / barem[list_exo].values[0,:]\n", - "#notes_exo_norm\n", - "ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, )\n", - "d_norm = notes_exo_norm.describe()\n", - "d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Preparation des bilans" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"./tpl_bilan.tex\")\n", - "cible_bilan = \"../3e/DM/DM_16_03_23/Bilan/\"" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"tpl_bilan.tex\")\n", - "with open(cible_bilan+\"./bilan\"+classe+\".tex\",\"w\") as f:\n", - " f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## BB_16_04_02" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ds_name = 'BB_16_04_02'\n", - "notes = all_notes.parse(ds_name).T" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "barem = notes[:1]\n", - "notes = notes[1:]" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes = notes[notes[ds_name].notnull()]" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes = notes.astype(float)" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['BB_16_04_02', 'Présentation', 'Exercice 1', '1.1.a Tableau',\n", - " '1.1.b formule', '1.1.c Nom fonction', '1.2.a Nombre machine',\n", - " '1.2.b Tableau', '1.2.c Formule', '1.3.a Graphique',\n", - " '1.3.b Comparaison', 'Exercice 2', '2.1 Trignonométrie',\n", - " '2.1 Arrondis', '2.2 Réponse', '2.2 Méthode', 'Exercice 3',\n", - " '3.1 Probabilité', '3.2 Nbr issues', '3.3 ', 'Exercice 4', '4 Sophie',\n", - " '4 Martin', '4 Gabriel', '4 Faiza', 'Exercice 5'],\n", - " dtype='object')" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.T.index" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['Exercice 1', 'Exercice 2', 'Exercice 3', 'Exercice 4', 'Exercice 5']" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list_exo = [\"Exercice \"+str(i+1) for i in range(5)]\n", - "list_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))\n", - "#notes[list_exo].head()" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "autres_notes = ['Présentation']" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "item_avec_note = list_exo + [ds_name] + autres_notes\n", - "sous_exo = [i for i in notes.T.index if i not in item_avec_note]\n", - "#sous_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def toRepVal(val):\n", - " if pd.isnull(val):\n", - " return \"\\\\NoRep\"\n", - " elif val == 0:\n", - " return \"\\\\RepZ\"\n", - " elif val == 1:\n", - " return \"\\\\RepU\"\n", - " elif val == 2:\n", - " return \"\\\\RepD\"\n", - " elif val == 3:\n", - " return \"\\\\RepT\"\n", - " else:\n", - " return val" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes[item_avec_note] = notes[item_avec_note].fillna(\".\")\n", - "#notes.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "eleves = notes.copy()\n", - "eleves[sous_exo] = notes[sous_exo].applymap(toRepVal)" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 27.000000\n", - "mean 14.314815\n", - "std 4.834070\n", - "min 6.500000\n", - "25% 11.000000\n", - "50% 13.500000\n", - "75% 16.500000\n", - "max 26.500000\n", - "Name: BB_16_04_02, dtype: float64" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes[ds_name].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#notes_seules = notes[ds_name]\n", - "ax = notes[ds_name].hist(bins = barem[ds_name][0], range=(0,barem[ds_name][0]), )\n", - "ax.set_xlabel(\"Notes\")\n", - "ax.set_ylabel(\"Effectif\")\n", - "#notes_seules.hist()" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'classe': '313', 'date': '02 Avril 2016', 'titre': 'Brevet Blanc'}" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "latex_info = {}\n", - "latex_info['titre'] = \"Brevet Blanc\"\n", - "latex_info['classe'] = \"313\"\n", - "latex_info['date'] = \"02 Avril 2016\"\n", - "latex_info" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"./tpl_bilan.tex\")\n", - "cible_bilan = \"../3e/DS/\"+ds_name+\"/Bilan/\"" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open(cible_bilan+\"bilan\"+classe+\".tex\",\"w\") as f:\n", - " f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## BB_16_04_19" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ds_name = 'BB_16_04_19'\n", - "notes = all_notes.parse(ds_name).T" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "barem = notes[:1]\n", - "notes = notes[1:]" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes = notes[notes[\"BB_16_04_19\"]!=0]" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 28.000000\n", - "mean 17.071429\n", - "std 6.353352\n", - "min 7.000000\n", - "25% 12.750000\n", - "50% 16.500000\n", - "75% 21.125000\n", - "max 31.500000\n", - "Name: BB_16_04_19, dtype: float64" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes['BB_16_04_19'].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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DM_16_05_18MalusExercice 1Dev 1Dev 2Dev 3Dev 4Facto 1Facto 2Facto 3...Equation deux cotesExercice 3ProbaProba ouProba comparaisonTableauFréquenceNombre pointsMoyenneMédiane
ABDALLAH Touraya6.0NaN2.6666673311NaNNaNNaN...NaN1.6666671130NaN000
ABDOU Mariam17.0NaN8.0000003333333...26.00000033330330
ABTOIHI SAID Yasmina14.5NaN7.0000003333333...33.66666733131000
AHAMED Anssuifidine16.5NaN8.0000003333333...15.33333333032311
AHAMED Issihaka16.5NaN6.3333332333332...36.66666733333311
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5 rows × 25 columns

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" - ], - "text/plain": [ - " DM_16_05_18 Malus Exercice 1 Dev 1 Dev 2 Dev 3 \\\n", - "ABDALLAH Touraya 6.0 NaN 2.666667 3 3 1 \n", - "ABDOU Mariam 17.0 NaN 8.000000 3 3 3 \n", - "ABTOIHI SAID Yasmina 14.5 NaN 7.000000 3 3 3 \n", - "AHAMED Anssuifidine 16.5 NaN 8.000000 3 3 3 \n", - "AHAMED Issihaka 16.5 NaN 6.333333 2 3 3 \n", - "\n", - " Dev 4 Facto 1 Facto 2 Facto 3 ... \\\n", - "ABDALLAH Touraya 1 NaN NaN NaN ... \n", - "ABDOU Mariam 3 3 3 3 ... \n", - "ABTOIHI SAID Yasmina 3 3 3 3 ... \n", - "AHAMED Anssuifidine 3 3 3 3 ... \n", - "AHAMED Issihaka 3 3 3 2 ... \n", - "\n", - " Equation deux cotes Exercice 3 Proba Proba ou \\\n", - "ABDALLAH Touraya NaN 1.666667 1 1 \n", - "ABDOU Mariam 2 6.000000 3 3 \n", - "ABTOIHI SAID Yasmina 3 3.666667 3 3 \n", - "AHAMED Anssuifidine 1 5.333333 3 3 \n", - "AHAMED Issihaka 3 6.666667 3 3 \n", - "\n", - " Proba comparaison Tableau Fréquence Nombre points \\\n", - "ABDALLAH Touraya 3 0 NaN 0 \n", - "ABDOU Mariam 3 3 0 3 \n", - "ABTOIHI SAID Yasmina 1 3 1 0 \n", - "AHAMED Anssuifidine 0 3 2 3 \n", - "AHAMED Issihaka 3 3 3 3 \n", - "\n", - " Moyenne Médiane \n", - "ABDALLAH Touraya 0 0 \n", - "ABDOU Mariam 3 0 \n", - "ABTOIHI SAID Yasmina 0 0 \n", - "AHAMED Anssuifidine 1 1 \n", - "AHAMED Issihaka 1 1 \n", - "\n", - "[5 rows x 25 columns]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "barem = notes[:1]\n", - "notes = notes[1:]\n", - "notes.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes = notes[notes[ds_name]!=0]" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 28.000000\n", - "mean 14.839286\n", - "std 3.291554\n", - "min 6.000000\n", - "25% 13.500000\n", - "50% 16.000000\n", - "75% 16.625000\n", - "max 19.500000\n", - "Name: DM_16_05_18, dtype: float64" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes[ds_name].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "notes[ds_name].hist(bins = barem[ds_name][0], range=(0,barem[ds_name][0]),)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Traitement et bilan" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['DM_16_05_18', 'Malus', 'Exercice 1', 'Dev 1', 'Dev 2', 'Dev 3',\n", - " 'Dev 4', 'Facto 1', 'Facto 2', 'Facto 3', 'Facto identité remarquable',\n", - " 'Exercice 2', 'Equation simple', 'Equation fraction',\n", - " 'Equation simple 2', 'Equation deux cotes', 'Exercice 3', 'Proba ',\n", - " 'Proba ou', 'Proba comparaison', 'Tableau', 'Fréquence',\n", - " 'Nombre points', 'Moyenne', 'Médiane'],\n", - " dtype='object')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['Exercice 1', 'Exercice 2', 'Exercice 3']" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list_exo = [\"Exercice \"+str(i+1) for i in range(3)]\n", - "list_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))\n", - "#notes[list_exo].head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## BB_16_05_31" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ds_name = 'BB_16_05_31'\n", - "notes = all_notes.parse(ds_name).T" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "barem = notes[:1]\n", - "notes = notes[1:]" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes = notes[pd.notnull(notes['BB_16_05_31'])]\n", - "#notes = notes[notes[ds_name]!=0]" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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BB_16_05_31PrésentationExercice 1Lecture graphiqueCalculMaximumExercice 2Application pgm calculProposition 1Proposition 2...TotalExercice 5Prix lettre métroPrix lettre mayotteTache complexeVolumeExercice 6Couleur présenteFormule tableurNombre boule (équation)
ABDALLAH Touraya8.540.000000NaNNaNNaN1.000000300...01.0000003NaNNaNNaN1.000000300
ABDOU Mariam25.043.6666673133.666667331...30.00000000NaNNaN0.666667020
ABTOIHI SAID Yasmina10.543.6666673131.33333330NaN...NaN0.0000000NaNNaNNaN1.0000003NaN0
AHAMED Anssuifidine12.531.3333330201.333333301...NaN0.000000NaNNaNNaNNaN1.0000003NaN0
AHAMED Issihaka15.523.3333333202.000000303...NaN1.333333NaN21NaN1.333333310
AHMED ABDOU El-Karim7.530.666667NaN1NaN2.000000303...NaN0.000000NaNNaNNaNNaN0.000000NaNNaNNaN
ANDILI Chayhati16.044.0000000332.00000033NaN...NaN0.000000NaNNaNNaNNaN1.666667320
ANDJILANE Rachma10.542.0000003002.000000303...NaN0.000000NaNNaNNaNNaN2.333333322
ANLI Koudoussia15.542.0000003NaN03.333333323...NaN1.0000003NaNNaNNaN1.66666732NaN
ATTOUMANI Hanissa9.030.000000NaNNaNNaN3.000000333...NaN0.000000NaNNaNNaNNaN1.0000003NaN0
BACO ABDALLAH Moustadirane8.520.6666671NaNNaN4.000000333...NaN0.000000NaNNaN000.000000000
BINALI Maoulida10.531.0000000033.000000303...NaN0.000000NaNNaNNaNNaN1.0000003NaNNaN
BOINA Ainati19.534.0000003301.666667302...NaN5.00000033330.000000NaNNaNNaN
BOINA HASSANI Nahimi8.521.6666671032.333333303...00.000000NaNNaNNaN00.666667020
DAOUD El-Farouk19.040.000000NaNNaNNaN4.333333332...30.000000NaNNaNNaNNaN0.000000NaNNaNNaN
DJADAR Ifrah10.521.3333332NaNNaN3.666667332...NaN0.0000000NaN001.0000003NaN0
HALIBOU Nafilati9.532.0000001201.000000300...NaN0.000000NaNNaNNaNNaN1.0000003NaN0
HOUMADI Himida6.540.00000000NaN1.666667311...NaN0.000000NaNNaNNaNNaN0.000000000
HOUMADI Antufati9.040.000000NaNNaNNaN1.0000003NaNNaN...NaN0.000000NaNNaNNaNNaN1.66666732NaN
HOUMADI ABDALLAH Abdallah18.542.0000001203.666667333...30.6666672NaNNaNNaN1.333333310
MALIDE ABDOU Nasser17.544.3333333232.666667323...NaN0.000000NaNNaNNaNNaN1.0000003NaNNaN
MALIDE Younes28.545.0000003334.333333333...31.000000NaNNaNNaN31.333333031
MOENY MOKO Nadjma5.512.0000001201.666667311...NaN0.00000000001.0000003NaN0
MOURTADJOU El-Fazar15.041.000000NaNNaN32.00000033NaN...32.00000001131.000000030
SAID Chamsoudine14.542.0000001203.000000331...NaN0.000000NaNNaNNaNNaN0.000000NaNNaNNaN
YANCOUB Toufa16.534.3333333232.00000033NaN...NaN1.66666732NaNNaN0.000000NaNNaNNaN
YOUSSOUF Asma8.520.000000NaNNaNNaN1.666667302...NaN0.66666700021.33333331NaN
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" - ], - "text/plain": [ - " BB_16_05_31 Présentation Exercice 1 \\\n", - "ABDALLAH Touraya 8.5 4 0.000000 \n", - "ABDOU Mariam 25.0 4 3.666667 \n", - "ABTOIHI SAID Yasmina 10.5 4 3.666667 \n", - "AHAMED Anssuifidine 12.5 3 1.333333 \n", - "AHAMED Issihaka 15.5 2 3.333333 \n", - "AHMED ABDOU El-Karim 7.5 3 0.666667 \n", - "ANDILI Chayhati 16.0 4 4.000000 \n", - "ANDJILANE Rachma 10.5 4 2.000000 \n", - "ANLI Koudoussia 15.5 4 2.000000 \n", - "ATTOUMANI Hanissa 9.0 3 0.000000 \n", - "BACO ABDALLAH Moustadirane 8.5 2 0.666667 \n", - "BINALI Maoulida 10.5 3 1.000000 \n", - "BOINA Ainati 19.5 3 4.000000 \n", - "BOINA HASSANI Nahimi 8.5 2 1.666667 \n", - "DAOUD El-Farouk 19.0 4 0.000000 \n", - "DJADAR Ifrah 10.5 2 1.333333 \n", - "HALIBOU Nafilati 9.5 3 2.000000 \n", - "HOUMADI Himida 6.5 4 0.000000 \n", - "HOUMADI Antufati 9.0 4 0.000000 \n", - "HOUMADI ABDALLAH Abdallah 18.5 4 2.000000 \n", - "MALIDE ABDOU Nasser 17.5 4 4.333333 \n", - "MALIDE Younes 28.5 4 5.000000 \n", - "MOENY MOKO Nadjma 5.5 1 2.000000 \n", - "MOURTADJOU El-Fazar 15.0 4 1.000000 \n", - "SAID Chamsoudine 14.5 4 2.000000 \n", - "YANCOUB Toufa 16.5 3 4.333333 \n", - "YOUSSOUF Asma 8.5 2 0.000000 \n", - "\n", - " Lecture graphique Calcul Maximum Exercice 2 \\\n", - "ABDALLAH Touraya NaN NaN NaN 1.000000 \n", - "ABDOU Mariam 3 1 3 3.666667 \n", - "ABTOIHI SAID Yasmina 3 1 3 1.333333 \n", - "AHAMED Anssuifidine 0 2 0 1.333333 \n", - "AHAMED Issihaka 3 2 0 2.000000 \n", - "AHMED ABDOU El-Karim NaN 1 NaN 2.000000 \n", - "ANDILI Chayhati 0 3 3 2.000000 \n", - "ANDJILANE Rachma 3 0 0 2.000000 \n", - "ANLI Koudoussia 3 NaN 0 3.333333 \n", - "ATTOUMANI Hanissa NaN NaN NaN 3.000000 \n", - "BACO ABDALLAH Moustadirane 1 NaN NaN 4.000000 \n", - "BINALI Maoulida 0 0 3 3.000000 \n", - "BOINA Ainati 3 3 0 1.666667 \n", - "BOINA HASSANI Nahimi 1 0 3 2.333333 \n", - "DAOUD El-Farouk NaN NaN NaN 4.333333 \n", - "DJADAR Ifrah 2 NaN NaN 3.666667 \n", - "HALIBOU Nafilati 1 2 0 1.000000 \n", - "HOUMADI Himida 0 0 NaN 1.666667 \n", - "HOUMADI Antufati NaN NaN NaN 1.000000 \n", - "HOUMADI ABDALLAH Abdallah 1 2 0 3.666667 \n", - "MALIDE ABDOU Nasser 3 2 3 2.666667 \n", - "MALIDE Younes 3 3 3 4.333333 \n", - "MOENY MOKO Nadjma 1 2 0 1.666667 \n", - "MOURTADJOU El-Fazar NaN NaN 3 2.000000 \n", - "SAID Chamsoudine 1 2 0 3.000000 \n", - "YANCOUB Toufa 3 2 3 2.000000 \n", - "YOUSSOUF Asma NaN NaN NaN 1.666667 \n", - "\n", - " Application pgm calcul Proposition 1 \\\n", - "ABDALLAH Touraya 3 0 \n", - "ABDOU Mariam 3 3 \n", - "ABTOIHI SAID Yasmina 3 0 \n", - "AHAMED Anssuifidine 3 0 \n", - "AHAMED Issihaka 3 0 \n", - "AHMED ABDOU El-Karim 3 0 \n", - "ANDILI Chayhati 3 3 \n", - "ANDJILANE Rachma 3 0 \n", - "ANLI Koudoussia 3 2 \n", - "ATTOUMANI Hanissa 3 3 \n", - "BACO ABDALLAH Moustadirane 3 3 \n", - "BINALI Maoulida 3 0 \n", - "BOINA Ainati 3 0 \n", - "BOINA HASSANI Nahimi 3 0 \n", - "DAOUD El-Farouk 3 3 \n", - "DJADAR Ifrah 3 3 \n", - "HALIBOU Nafilati 3 0 \n", - "HOUMADI Himida 3 1 \n", - "HOUMADI Antufati 3 NaN \n", - "HOUMADI ABDALLAH Abdallah 3 3 \n", - "MALIDE ABDOU Nasser 3 2 \n", - "MALIDE Younes 3 3 \n", - "MOENY MOKO Nadjma 3 1 \n", - "MOURTADJOU El-Fazar 3 3 \n", - "SAID Chamsoudine 3 3 \n", - "YANCOUB Toufa 3 3 \n", - "YOUSSOUF Asma 3 0 \n", - "\n", - " Proposition 2 ... Total \\\n", - "ABDALLAH Touraya 0 ... 0 \n", - "ABDOU Mariam 1 ... 3 \n", - "ABTOIHI SAID Yasmina NaN ... NaN \n", - "AHAMED Anssuifidine 1 ... NaN \n", - "AHAMED Issihaka 3 ... NaN \n", - "AHMED ABDOU El-Karim 3 ... NaN \n", - "ANDILI Chayhati NaN ... NaN \n", - "ANDJILANE Rachma 3 ... NaN \n", - "ANLI Koudoussia 3 ... NaN \n", - "ATTOUMANI Hanissa 3 ... NaN \n", - "BACO ABDALLAH Moustadirane 3 ... NaN \n", - "BINALI Maoulida 3 ... NaN \n", - "BOINA Ainati 2 ... NaN \n", - "BOINA HASSANI Nahimi 3 ... 0 \n", - "DAOUD El-Farouk 2 ... 3 \n", - "DJADAR Ifrah 2 ... NaN \n", - "HALIBOU Nafilati 0 ... NaN \n", - "HOUMADI Himida 1 ... NaN \n", - "HOUMADI Antufati NaN ... NaN \n", - "HOUMADI ABDALLAH Abdallah 3 ... 3 \n", - "MALIDE ABDOU Nasser 3 ... NaN \n", - "MALIDE Younes 3 ... 3 \n", - "MOENY MOKO Nadjma 1 ... NaN \n", - "MOURTADJOU El-Fazar NaN ... 3 \n", - "SAID Chamsoudine 1 ... NaN \n", - "YANCOUB Toufa NaN ... NaN \n", - "YOUSSOUF Asma 2 ... NaN \n", - "\n", - " Exercice 5 Prix lettre métro \\\n", - "ABDALLAH Touraya 1.000000 3 \n", - "ABDOU Mariam 0.000000 0 \n", - "ABTOIHI SAID Yasmina 0.000000 0 \n", - "AHAMED Anssuifidine 0.000000 NaN \n", - "AHAMED Issihaka 1.333333 NaN \n", - "AHMED ABDOU El-Karim 0.000000 NaN \n", - "ANDILI Chayhati 0.000000 NaN \n", - "ANDJILANE Rachma 0.000000 NaN \n", - "ANLI Koudoussia 1.000000 3 \n", - "ATTOUMANI Hanissa 0.000000 NaN \n", - "BACO ABDALLAH Moustadirane 0.000000 NaN \n", - "BINALI Maoulida 0.000000 NaN \n", - "BOINA Ainati 5.000000 3 \n", - "BOINA HASSANI Nahimi 0.000000 NaN \n", - "DAOUD El-Farouk 0.000000 NaN \n", - "DJADAR Ifrah 0.000000 0 \n", - "HALIBOU Nafilati 0.000000 NaN \n", - "HOUMADI Himida 0.000000 NaN \n", - "HOUMADI Antufati 0.000000 NaN \n", - "HOUMADI ABDALLAH Abdallah 0.666667 2 \n", - "MALIDE ABDOU Nasser 0.000000 NaN \n", - "MALIDE Younes 1.000000 NaN \n", - "MOENY MOKO Nadjma 0.000000 0 \n", - "MOURTADJOU El-Fazar 2.000000 0 \n", - "SAID Chamsoudine 0.000000 NaN \n", - "YANCOUB Toufa 1.666667 3 \n", - "YOUSSOUF Asma 0.666667 0 \n", - "\n", - " Prix lettre mayotte Tache complexe Volume \\\n", - "ABDALLAH Touraya NaN NaN NaN \n", - "ABDOU Mariam 0 NaN NaN \n", - "ABTOIHI SAID Yasmina NaN NaN NaN \n", - "AHAMED Anssuifidine NaN NaN NaN \n", - "AHAMED Issihaka 2 1 NaN \n", - "AHMED ABDOU El-Karim NaN NaN NaN \n", - "ANDILI Chayhati NaN NaN NaN \n", - "ANDJILANE Rachma NaN NaN NaN \n", - "ANLI Koudoussia NaN NaN NaN \n", - "ATTOUMANI Hanissa NaN NaN NaN \n", - "BACO ABDALLAH Moustadirane NaN 0 0 \n", - "BINALI Maoulida NaN NaN NaN \n", - "BOINA Ainati 3 3 3 \n", - "BOINA HASSANI Nahimi NaN NaN 0 \n", - "DAOUD El-Farouk NaN NaN NaN \n", - "DJADAR Ifrah NaN 0 0 \n", - "HALIBOU Nafilati NaN NaN NaN \n", - "HOUMADI Himida NaN NaN NaN \n", - "HOUMADI Antufati NaN NaN NaN \n", - "HOUMADI ABDALLAH Abdallah NaN NaN NaN \n", - "MALIDE ABDOU Nasser NaN NaN NaN \n", - "MALIDE Younes NaN NaN 3 \n", - "MOENY MOKO Nadjma 0 0 0 \n", - "MOURTADJOU El-Fazar 1 1 3 \n", - "SAID Chamsoudine NaN NaN NaN \n", - "YANCOUB Toufa 2 NaN NaN \n", - "YOUSSOUF Asma 0 0 2 \n", - "\n", - " Exercice 6 Couleur présente Formule tableur \\\n", - "ABDALLAH Touraya 1.000000 3 0 \n", - "ABDOU Mariam 0.666667 0 2 \n", - "ABTOIHI SAID Yasmina 1.000000 3 NaN \n", - "AHAMED Anssuifidine 1.000000 3 NaN \n", - "AHAMED Issihaka 1.333333 3 1 \n", - "AHMED ABDOU El-Karim 0.000000 NaN NaN \n", - "ANDILI Chayhati 1.666667 3 2 \n", - "ANDJILANE Rachma 2.333333 3 2 \n", - "ANLI Koudoussia 1.666667 3 2 \n", - "ATTOUMANI Hanissa 1.000000 3 NaN \n", - "BACO ABDALLAH Moustadirane 0.000000 0 0 \n", - "BINALI Maoulida 1.000000 3 NaN \n", - "BOINA Ainati 0.000000 NaN NaN \n", - "BOINA HASSANI Nahimi 0.666667 0 2 \n", - "DAOUD El-Farouk 0.000000 NaN NaN \n", - "DJADAR Ifrah 1.000000 3 NaN \n", - "HALIBOU Nafilati 1.000000 3 NaN \n", - "HOUMADI Himida 0.000000 0 0 \n", - "HOUMADI Antufati 1.666667 3 2 \n", - "HOUMADI ABDALLAH Abdallah 1.333333 3 1 \n", - "MALIDE ABDOU Nasser 1.000000 3 NaN \n", - "MALIDE Younes 1.333333 0 3 \n", - "MOENY MOKO Nadjma 1.000000 3 NaN \n", - "MOURTADJOU El-Fazar 1.000000 0 3 \n", - "SAID Chamsoudine 0.000000 NaN NaN \n", - "YANCOUB Toufa 0.000000 NaN NaN \n", - "YOUSSOUF Asma 1.333333 3 1 \n", - "\n", - " Nombre boule (équation) \n", - "ABDALLAH Touraya 0 \n", - "ABDOU Mariam 0 \n", - "ABTOIHI SAID Yasmina 0 \n", - "AHAMED Anssuifidine 0 \n", - "AHAMED Issihaka 0 \n", - "AHMED ABDOU El-Karim NaN \n", - "ANDILI Chayhati 0 \n", - "ANDJILANE Rachma 2 \n", - "ANLI Koudoussia NaN \n", - "ATTOUMANI Hanissa 0 \n", - "BACO ABDALLAH Moustadirane 0 \n", - "BINALI Maoulida NaN \n", - "BOINA Ainati NaN \n", - "BOINA HASSANI Nahimi 0 \n", - "DAOUD El-Farouk NaN \n", - "DJADAR Ifrah 0 \n", - "HALIBOU Nafilati 0 \n", - "HOUMADI Himida 0 \n", - "HOUMADI Antufati NaN \n", - "HOUMADI ABDALLAH Abdallah 0 \n", - "MALIDE ABDOU Nasser NaN \n", - "MALIDE Younes 1 \n", - "MOENY MOKO Nadjma 0 \n", - "MOURTADJOU El-Fazar 0 \n", - "SAID Chamsoudine NaN \n", - "YANCOUB Toufa NaN \n", - "YOUSSOUF Asma NaN \n", - "\n", - "[27 rows x 32 columns]" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 27.000000\n", - "mean 13.203704\n", - "std 5.653895\n", - "min 5.500000\n", - "25% 8.750000\n", - "50% 10.500000\n", - "75% 16.250000\n", - "max 28.500000\n", - "Name: BB_16_05_31, dtype: float64" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes[ds_name].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Ok/RK2/9U0gck/V6z7R7T8H8tVOcE9UnSbzd/P18SEd9aey1VeLuk/SPLE2+/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\nAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "notes[ds_name].hist(bins = barem[ds_name][0], range=(0,barem[ds_name][0]),)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Bilan personnels" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes = notes.astype(float)" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['BB_16_05_31', 'Présentation', 'Exercice 1', 'Lecture graphique',\n", - " 'Calcul', 'Maximum', 'Exercice 2', 'Application pgm calcul',\n", - " 'Proposition 1', 'Proposition 2', 'Proposition 3', 'Proposition 4',\n", - " 'Exercice 3', 'Construction géométrique', 'Thalès', 'Périmètre',\n", - " 'Exercice 4', 'Proportionnalité temps', 'Pythagore',\n", - " 'Utilisation formule', 'Vitesse', 'Tableau', 'Total', 'Exercice 5',\n", - " 'Prix lettre métro', 'Prix lettre mayotte', 'Tache complexe', 'Volume',\n", - " 'Exercice 6', 'Couleur présente', 'Formule tableur',\n", - " 'Nombre boule (équation)'],\n", - " dtype='object')" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes.T.index" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['Exercice 1',\n", - " 'Exercice 2',\n", - " 'Exercice 3',\n", - " 'Exercice 4',\n", - " 'Exercice 5',\n", - " 'Exercice 6']" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list_exo = [\"Exercice \"+str(i+1) for i in range(6)]\n", - "list_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))\n", - "#notes[list_exo].head()" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "autres_notes = ['Présentation']" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "item_avec_note = list_exo + [ds_name] + autres_notes\n", - "sous_exo = [i for i in notes.T.index if i not in item_avec_note]\n", - "#sous_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def toRepVal(val):\n", - " if pd.isnull(val):\n", - " return \"\\\\NoRep\"\n", - " elif val == 0:\n", - " return \"\\\\RepZ\"\n", - " elif val == 1:\n", - " return \"\\\\RepU\"\n", - " elif val == 2:\n", - " return \"\\\\RepD\"\n", - " elif val == 3:\n", - " return \"\\\\RepT\"\n", - " else:\n", - " return val" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "notes[item_avec_note] = notes[item_avec_note].fillna(\".\")\n", - "#notes.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "eleves = notes.copy()\n", - "eleves[sous_exo] = notes[sous_exo].applymap(toRepVal)" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 27.000000\n", - "mean 13.203704\n", - "std 5.653895\n", - "min 5.500000\n", - "25% 8.750000\n", - "50% 10.500000\n", - "75% 16.250000\n", - "max 28.500000\n", - "Name: BB_16_05_31, dtype: float64" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes[ds_name].describe()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'classe': '313', 'date': '31 mai 2016', 'titre': 'Dernier Brevet Blanc!'}" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "latex_info = {}\n", - "latex_info['titre'] = \"Dernier Brevet Blanc!\"\n", - "latex_info['classe'] = \"313\"\n", - "latex_info['date'] = \"31 mai 2016\"\n", - "latex_info" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"./tpl_bilan.tex\")\n", - "cible_bilan = \"../3e/DS/BB_16_05_18/Bilan/\"" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "with open(cible_bilan+\"bilan\"+classe+\".tex\",\"w\") as f:\n", - " f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Bilan 3e trimestre" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ds_name = \"Notes\"\n", - "notes = all_notes.parse(ds_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['DM_16_03_30', 'BB_16_04_02', 'BB_16_04_19', 'Enclos', 'DM_16_05_18',\n", - " 'BB_16_05_31', 'Connaissance trimestre 3'],\n", - " dtype='object')" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes[17:].index" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "trim3 = notes[17:].T" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "barem = trim3[:1]\n", - "notesT3 = trim3[1:32]" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notesT3 = notesT3.dropna()" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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"HOUMADI ABDALLAH Abdallah 18\n", - "IBRAHIM Laoura 4\n", - "MALIDE ABDOU Nasser 18\n", - "MALIDE Younes 19\n", - "MOENY MOKO Nadjma 5.5\n", - "MOURTADJOU El-Fazar 14\n", - "SAID Chamsoudine 15\n", - "YANCOUB Toufa 13.5\n", - "YOUSSOUF Asma 4.5\n", - "Name: Connaissance trimestre 3, dtype: object" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notesT3['Connaissance trimestre 3']\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Preparation du fichier .tex" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "latex_info = {}\n", - "latex_info['titre'] = \"\"\n", - "latex_info['classe'] = \"\"\n", - "latex_info['date'] = \"\"\n", - "latex_info" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "#eleves" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"tpl_bilan.tex\")\n", - "with open(\"./bilan\"+classe+\".tex\",\"w\") as f:\n", - " f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Bilan à remplir" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "bilan = texenv.get_template(\"tpl_bilan.tex\")\n", - "with open(\"./fill_bilan.tex\",\"w\") as f:\n", - " f.write(bilan.render(eleves = [(\"Nom\",, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))" - ] - } - ], - "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": "3.5.1" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/notes/bilan510.ipynb b/notes/bilan510.ipynb deleted file mode 100644 index 371c595..0000000 --- a/notes/bilan510.ipynb +++ /dev/null @@ -1,2623 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "from opytex import texenv\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "plt.style.use(\"seaborn-notebook\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Information sur la classe" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "classe = \"510\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Import et premiers traitements" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['Remarques',\n", - " 'notes',\n", - " 'Calcul_Mental',\n", - " 'DS_15_09_20',\n", - " 'DS_15_10_30',\n", - " 'DS_15_11_20',\n", - " 'DM_15_12_07',\n", - " 'DS_16_01_18',\n", - " 'DM_16_01_25',\n", - " 'DS_16_02_08',\n", - " 'DS_16_03_21',\n", - " 'DM_16_04_01',\n", - " 'DS_16_04_11']" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "all_notes = pd.ExcelFile(classe+\".xlsx\")\n", - "all_notes.sheet_names" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 2e trimestre" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Bilan DS_16_02_08" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ds_name = \"DS_16_02_08\"\n", - "notes = all_notes.parse(ds_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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WE1lDR1cHB88cpKW9hVWLV7FswTKX1CHCr3ERdgq/INRH1uJJKiJLsYe6yJSx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B5Stm7dSfa2/FVx8ubGPhxVGgmCwM3qcwwM9rB71wG2bN5u/ruBwR7qbl9Bo1UDEB0Vz8H9Jx0e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WKM4pEuiieiKFolC4U0PDKMZWiQwSGrf8C1TeKQQvywQQu5SJBJiiZa2A2PDF8b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\nzfdsiibFP9iCd58bstuCh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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "notes_exo_norm = notes_exo / barem\n", - "\n", - "ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n", - "d_norm = notes_exo_norm.describe()\n", - "d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "image/png": 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jrnJc9xqR8T7P5cdlxTX7z3Plr5PNrME4HP/R57sMOIXDtVNlxrfWeIGZ1YhI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\n2gAA7GsKUPa8qvpUVX21qr5cVV+ZLP/jKmPo7jd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" - ], - "text/plain": [ - " DS_15_11_20 DM_15_12_07 DS_16_01_18 DM_16_01_25 \\\n", - "ABDOU ALI Nassim NaN 11.5 9 13 \n", - "ABDOUL-KADER Toura 6.5 5 3 12 \n", - "AHAMADI Djelane 15.5 14 13.5 18.5 \n", - "AHMED Aicha 15.5 0 13 14 \n", - "AHMED Hamza 8 7 10.5 5 \n", - "AHMED Laine 12.5 13.5 12.5 14 \n", - "ALI Naima 12 13 12 13.5 \n", - "ANSSURDINE Zaidou 4 5.5 0 0 \n", - "ARBABI Idiamine 15 16 16.5 13.5 \n", - "ATTOUMANI Mtahida 8.5 18 10 18.5 \n", - "BACAR Musbahou 18.5 17 15.5 18.5 \n", - "BACAR Natacha 15.5 14 10 11 \n", - "BAHEDJA Rachma 15.5 16 10 16.5 \n", - "CHAHARANE Djawadi 13.5 12.5 12.5 16 \n", - "CHARIF Nassuria 13.5 14 4.5 10 \n", - "COMBO Danil 5 13.5 11.5 8.5 \n", - "HOUMADI Naima 15.5 0 8 8.5 \n", - "IBRAHIM Hakim 7.5 13 6.5 12 \n", - "IBRAHIM Yanick 16 13.5 16.5 17.5 \n", - "MADI Himidati 12 16.5 11 4 \n", - "MARI Ismaël 11.5 18.5 16 17.5 \n", - "MOHAMED Yousra 15.5 10 11 9.5 \n", - "MOUHOUDHOIRE Nithaou 8.5 14.5 9.5 15 \n", - "SAINDOU Abdoul Anzize 10 0 10.5 0 \n", - "SAÏD Hakim 9.5 11.5 15.5 12.5 \n", - "SOIFENE Fémida 11 16 8.5 11.5 \n", - "ZAKARIA Najwa 11 13.5 12 12 \n", - "\n", - " DS_16_02_08 CM \n", - "ABDOU ALI Nassim 7.5 5 \n", - "ABDOUL-KADER Toura 2 3.5 \n", - "AHAMADI Djelane 15 15 \n", - "AHMED Aicha 11 16.5 \n", - "AHMED Hamza 13 11 \n", - "AHMED Laine 9.5 10 \n", - "ALI Naima 16 13 \n", - "ANSSURDINE Zaidou 0 15 \n", - "ARBABI Idiamine 13 13.5 \n", - "ATTOUMANI Mtahida 6 11 \n", - "BACAR Musbahou 20 19 \n", - "BACAR Natacha 9 16.5 \n", - "BAHEDJA Rachma 18 16 \n", - "CHAHARANE Djawadi 11.5 9 \n", - "CHARIF Nassuria 5.5 11 \n", - "COMBO Danil 10 7.5 \n", - "HOUMADI Naima 9.5 6.5 \n", - "IBRAHIM Hakim 8 11.5 \n", - "IBRAHIM Yanick 15.5 15 \n", - "MADI Himidati 7 3 \n", - "MARI Ismaël 14.5 17.5 \n", - "MOHAMED Yousra 9 11 \n", - "MOUHOUDHOIRE Nithaou 5.5 13 \n", - "SAINDOU Abdoul Anzize 4.5 1.5 \n", - "SAÏD Hakim 17.5 17 \n", - "SOIFENE Fémida 5 5 \n", - "ZAKARIA Najwa 5.5 10 " - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notesT2.sort_index()\n", - "#barem" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notesT2 = notesT2.astype(float)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Un peu de statistiques" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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DS_15_11_20DM_15_12_07DS_16_01_18DM_16_01_25DS_16_02_08CM
count26.00000027.00000027.00000027.00000027.00000027.000000
mean11.80769211.75925910.70370411.9444449.94444411.240741
std3.8002025.3786803.9861765.1259775.0788654.842461
min4.0000000.0000000.0000000.0000000.0000001.500000
25%8.75000010.7500009.2500009.7500005.7500008.250000
50%12.00000013.50000011.00000012.5000009.50000011.000000
75%15.50000015.25000012.75000015.50000013.75000015.000000
max18.50000018.50000016.50000018.50000020.00000019.000000
\n", - "
" - ], - "text/plain": [ - " DS_15_11_20 DM_15_12_07 DS_16_01_18 DM_16_01_25 DS_16_02_08 \\\n", - "count 26.000000 27.000000 27.000000 27.000000 27.000000 \n", - "mean 11.807692 11.759259 10.703704 11.944444 9.944444 \n", - "std 3.800202 5.378680 3.986176 5.125977 5.078865 \n", - "min 4.000000 0.000000 0.000000 0.000000 0.000000 \n", - "25% 8.750000 10.750000 9.250000 9.750000 5.750000 \n", - "50% 12.000000 13.500000 11.000000 12.500000 9.500000 \n", - "75% 15.500000 15.250000 12.750000 15.500000 13.750000 \n", - "max 18.500000 18.500000 16.500000 18.500000 20.000000 \n", - "\n", - " CM \n", - "count 27.000000 \n", - "mean 11.240741 \n", - "std 4.842461 \n", - "min 1.500000 \n", - "25% 8.250000 \n", - "50% 11.000000 \n", - "75% 15.000000 \n", - "max 19.000000 " - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notesT2.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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9utu60ePoQWNt45IFJc/z6HX34sIPF5BMJ6FRa3Dk0SPY27P3oVHdYCSIM5+c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ITclErzegKDJenwe3K5DX++Kc7nZGduxbxMKMTwzy+OkPpKVmcf3DX743ybPX69khE94IZdY6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mTDvwkY+bp9Lb10NXb8XTlbh2JhlrIkNpcFLAgC9ZV1tNY201zTlO+oqZrKZsDL0uYKK1sr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\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eG4ICFOYVUGq2UGoq+WjGUe4K2lvGG9IfrRahCIRQuN/Z99Hsmnu8+7ycGgHg5w9+ci0X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\nWSl1caOyRPDboB0/bH6IPuR3/CnzsU+vU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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Normalisation des notes de chaque exo\n", - "notes_exo_norm = (notesT2 / barem.values[0,:]).astype(float)\n", - "#notes_exo_norm.describe()\n", - "ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n", - "d_norm = notes_exo_norm.describe()\n", - "d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "image/png": 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kpTwktyRJkiSpUTY8JUmSJEmNsuEpSZIkSWqUDU9JkiRJUqNseEqSJEmSGmXD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\nAJYvXx44yaHWrl1buX0feh9Pd/+5mV3g7o+Y2XLg38zss+7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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = notesT2.hist(figsize = (16,8))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Analyse par élève " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from ipywidgets import interact, interactive\n", - "from IPython.display import display, HTML" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "DS_15_11_20 NaN\n", - "DM_15_12_07 11.5\n", - "DS_16_01_18 9.0\n", - "DM_16_01_25 13.0\n", - "DS_16_02_08 7.5\n", - "CM 5.0\n", - "Name: ABDOU ALI Nassim, dtype: float64" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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9utu60ePoQWNt45IFJc/z6HX34sIPF5BMJ6FRa3Dk0SPY27P3oVHdYCSIM5+c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sWyHMEMaRigYyk/bXxWLFtsrnzZdwe90h8pISl0xj+SFiI/fW9OFF4PK4uNV1lxmzCb1Wz9Gq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HZUVWV6cZapxRkA6itqaaiqQxM0ZFWfwVY0BQ0VDUEnuoKIaDBiEnXJdYLgGvZIrlHQb1Oj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v67ry983Wzja9ozGn1iRjEv6gnyRjErcsLfiDfib25MVGQwIpSSnxwjY/x0R9Re2VP/4b\nrp7TxvK8DsvrK4zNTWJMMHK/tfPMs7lCCGwuB9NLM7gCW0hIFGYX0FzRQH5aPkaNEY0qVqBIUYne\nyX7mrAto1Bo6LO1UF1Udey7w+Hd5NPwYl2eLZGMyD1rukZdxurGKqCzz6bPPsG3ZKcsv4UHL/VPN\n5goh+KT/M9ZdG9yuvUVD+el9FA4iNDuO/Is/J+VZD6aFebR7XS9Jp8NeVY2vvRPVww8x1rdeGyMp\nl2eL3wx8QSAUoLyglLsNnaw61hicHcYX9KPX6mmubKS2pObA4lSKSgzPjzKxtC8vLqTDcvtYebHb\n644VsrYVADJSMmipbKTEVHzoa2h6dZbu8V7KC0p52PLO6//yJyCqRAkrYZy7ThYdy6xtrrPj30GF\nCi1actNzKcopoCjX/NaMkElRCYdrkx/81d+5KWivC5Ik8WS4F6/fS01pFWkpqTybGEIIQWtt02t1\ngS6aaDTKL598ihCCW5YWTNl5h8YWxb+OhDnqdXRUbFHs64sZTn/bkBUZh2uTVbsV53Zsnk6tVlOQ\nk09RfiFZaZk3HfNT4N7d4clgDwaDgXfb778y93pWnldqxKSj0Nl8h6z0zHM5/mFsbjsZnh4jHAmT\nlZ5Ja23ToQXOmxLLEwgGGJ+fwrG1iQoVZeYSqksrzxzHcRALa0tMLkyTmpTC3daOcz32aXC5t+gb\nG0ARCrcssRnmqcVZFq1L8euoVSoqisupLK5Aq9Hg8e4yNjeBe3cHjVpDdWkF5eaym03EbyCvE8vz\nOuxvCqYkJXO3pfO1NsX2o7eml2Zx+l1ISJgy82gst1CQUUCiJhGdOnb8ZdsKT8Z7iEgRivPM3Gvs\nIkF/dEGtKApDcyOMLoyjQkVzZSPNlY2ner9IUYlP+j/D4d6ksrCc+013T/W5GwwH+fHjnxOOhPmt\nro/ITj/f50j2ewl+9Snap5+TOTxItt0Wv8ybmspmQzPhzncwvPsxOtPVrEUXN5Z4PNqNrMjcqmkl\nKzWTZzNDbO/GHNotJbU0VTQcqGYSQrBsX6FvaoBAKECyMYkOy+0D43OeZ2t3m5H5MVbsqwBkpWbS\nXNVEce7Rys9gOMiPHv0EIQS/8+D7JCZcTMf7UBlxNIIsFNRCRSgYxr3txu5y4PHFZtBVqMjKyKQg\nx4QpO+9cFWBXwTdihvZNKmhhL+x7qIdgKJY/pVaraa9vvfZGKwCzK/PMLM2h1Wj58N77x57shRCE\nIwfP9J40tkiv0x9pZJVgMLyW89ubjMe3y5rNitWxEZ+NzkhNp8hkpiDXdGUL8DeZaDTKo4En+IMB\nuprvnPvCzx/w80X/YxShkJ6Sxr3WzkspMsKRCCMzYzi2NtFpdTRV17/iRPomxPLIsszC2hJzqwso\nikJWWiYNVRZSk8/f+EQIwfjcJMsbq0f6H1wkTreLvrEBhBC017diys4jKkeZW15gfm0xfr2CHBMt\ntU0vzO8JIbDa15lcnCEiRUhOTKKhykJOxtniSm548ziPWJ6zIoRgfH6K5fUVMlIz6Gy+fS4eAZvb\nTmaW5nD6XESIubrXl1kozMwnUZNIgiYBf9DPo9En2LccGA1G3mm6S2HO8UWafdvBo+En+EN+ctJz\neNhy70TGQftEpAi/6vsUl2eLmuJquupPZyS44bLxq75PSUlM4fv3vnuhHbbw2hLS57/E2PuYvIkx\nEp/LDN00m3G3tKPcf4+ErvfQGC9W4SGEYHB2mNGFcXRaHW3VLVid66w7NwCoKCijtbrlUPfgHZ+H\nnok+bFv2mLy4vIHGivoj14YuzxYj86OsOqwAZKdl0VLVhDmn8ETP2VcjT5lfX6DDchtLae0ZfuuD\nOcqNWJajqFUqVEJ9qIzYHwxgc9qxOe3seD3xn2elf13cnmcCwmVxU9BeU2aWZpldWQCgurSSmtKq\nK35EJ+fXT35DWIpQWlBMY3X9ax/v5dii2L/hF7q9wXAwPgN6EBcVW3QdiUgR1jdtrNms8Z04vU5P\nkamQIlPhpS1W3lZGZsZYtVmpKCrDUnF+H1IQK5afDPew6/NiNCQQDIcw5xXQUtt0KYWjV3O/4AAA\nIABJREFUEIJV2xrj81MoikKRqZCGSgtarfaNiOVxbDn35MUBDHoDlopaCs9BXnwUz3fVi0xmmmsa\nLq3I39x20j8+CELQ3tBGbmYONqediYVpQuEQRkMCFUXlrNrW2PV7SU1Opb2+9ZVYnogkMbM0y/JG\nrANRkGOKuyHf8PZynrE8Z0UIweDUCBubNvKycmivbzuXTSEhBE63i9nleZy7scI2IyOdupI6zFkF\nJGqMGNQGppZmGJwdRhEK9aV1tNW0HltUh6UI3eO9LNmW0Wl1dFpuU3GCrNv47SNhftn7CdteN5bS\nWu7UtZ/qnPFsepCxxQnKC0p50Hz/cj4bZJnAUA88+oTUgV5Miwto5FhUZESnw1Fdi7e9E827H5JQ\n13yu8mQpKvHl8GPWNq0kGZPISslkdXMNgPwsE+21bWSnHbyxLEUlRubHmFiaQhEKhTkFdFpuk5p0\nuO+Bc8fJ8NwYVuc6ADnpObRWNVGQffLPEvu2g1/0/JrM1Ex+++7Hr/2ajirReAEbViKclxtxIBSM\nF7f7hqAAmWkZ5OeYyM/Oe2PGUW4K2mvGC9IfrRahCIRQuNPU/sbsmrvcW3SP9AHwna5vXcoH5FXG\nFl0HhBC43Fus2q3YnQ4UoaBCRW5WDsX5ZnIzc26khOeAzeng2cQgqckp3G/rOlepraIo9I8Psrnt\npDi/CEt5DT2j/ex4PRTnF9FUXX9prz2v38fQ1Age3y6JCYnkZeeyZF2+trE8gWCAiYVp7C7HhcmL\njyIqR3k61IvHt0tNaRXVpZUXfp+OLSfPxgcBuN3QRqIxkfG5SZxuV0xeXFROZUlMXizLMuNzk6za\nrWg1Wlrrmg6M6Nnxehifm3xOhlxJubn05tzxFnIRsTxnRVEU+sYGcLpdmPMKaaltPLdznRAC185W\nrLD1xKTIqWkp1BZXY84uxKhNJOAP8HSkB49/l4yUDB623CcjJf3Y4y5uLMWzbsvyS+hq6MCgO5ls\nMxQO8Re9v8bj85w6Y1ZRFP6i51c4d1zcb7pL1V5MzWUS9XoIPfoE7dMvyBodJMvhiF+2m5aGs7GZ\nUOcDDO9+hP6EmcMH4Q14+fTZ5+z4PCQZkwiGgihCISMlndu1tw4tMoUQrNhX6Z16FpcX37HcPlIm\n7HBvMjI3xror1vXNy8ilpaqJ/KzjI92eR1EUfvz45+z4dvje3Y/IST+9E/5hMuJIVCIqZNQCNCot\nRk3Cub1XguEQdqedDaedbY87/vOM1PRYcZtjOlOSw2VxU9BeI2IRGDMsWpcwGhLobL5DKByid7T/\nzBb3V8WToR62PW4yUtO539Z11Q8nzkXFFj1fCOt1+ksrPALBwF5mrJVgOARAcmISRSYz5rxCEgxv\n9kzEdSIUDvFF/2NkRebBrbvn2ukWQjA2O8GKbY2czGzuNNxCrVYTkSS6R3rZ9XkpKyyhfs8o7jJQ\nFIXppVkW1mJzmBqNhq7mO2SkHr3Qu0xkZU9evBKTF2emZdBYVX8h8uLjCIXDPB7sJhgO0lrbdKGG\nOg7XJs8mBkGl4palBfeuh4W1RYQQ5GRk01BlOdA5ds1mZXRuAkVRqCgqo7as+pViVQjBmt3K1OIM\nEUkiOTGJxqr6S5mpvOFyuMhYnrMSjUbpHuljx+u5EPULgGtni7nlBTZ3nEhIJKcmUVlcQXG2GZ1K\nx+RcLIJMo9bQXttGXUnNsedbb8DLo5EnbLqdJCUk8qD5Pqask+U5B0IB/qLn13gDXtqqW2g+RT6p\nN+DlJ49/jiIUvn/vt451bL5owisLSF/8EmPfkz15csxwUgCbRcXstLaj3HufhLsP0Zwwdsi2Zeez\nwS+JSBE0ag2yIpOYkEhbdQsVhWWHmmp5fB56JvvZcNlQq9U0ltfTVNFwqLzYvu1geG4U25YdAFNW\nHi2VTSfKLD6I8cVJ+qcHqC6q4l5j54luI4RAEhJhORyXEQOEopGvZcSKGoP2ctyIQ+Ewdpcdm9OB\na2cr/vP0lLS94jaPJOPp3ckvkpuC9pqgKAqjsxOs2a0kJybR2XQ73ua3Oe08mxh6LYv7yyYcifDJ\n098ggM6m2+RkvhndZXj92CK1SnWAedX5xRbJsozNZWfNth4/0Wg0Ggpz8ykymclITb+WXeQ3GSEE\nvWPPcG67aKiso8xceq7Hn19dYGpxltTkFO61dL7QKQlHIjwd7sUX8F3q3OrzsTwqlQohBJlpGbTW\nNl2LeJ7N7Zi82B8MYNDpY/LivIIrfe17/V4eD/YgKzKdTbcvpAi0uxw8mxgCoKqkgjVbbDMrwZBA\nQ2Udpuy8I/8Gu75dnk0M4Q8GyEzL4Jal5UAVTUSKML00x8q+DDk3H0tF7Y0M+Q3nMmJ5zko4EuHJ\nUA/+oJ+68hoqi8sv5H62draZW1nA6Y51bJNSEikrLqMwswC3x83w5ChKVKEox8z9pq5jc18VRWF0\nYZzh+VjWbVNFAy1VTSdS8PiCfv6i+1f4Q/5Tuxcv2Vb4YugRmakZfK/r42uTJS1kmcBgNzz6hLSB\nXvKWFr+WJ+v12Ktr8d3uQvPwQxJqG1+RJwshmF6ZoWeyP/4znVZHU0UDltLDM9OlqMTowjjji5Mx\neXF2AR31t0k7QF4shMC2ZWdkfgz7dqy7XJCdT3NlI6bMk21IHIQ/6OdHj36CRqPhdx78gIQjjJYO\nkhFH5SiRaATBXhrIGWTE5004Esbu2sTmtONybyGI1X6pyakU7HVur0NdclPQXgNkRWZwcgS7y0Fa\nShodje0Y9C++gFc2VhmdncBoMHK/7ewW95fJxPwUi9Zl9Do9H957/6ofzrlyUGzRywXwecYWCSHw\neD2s2q2sO2xx6XRmWgbF+Wbyc0zfWOOry2BpfYXxuUlyMrLpaDrdvNNxrDs2GJwaIcGQwDttXQe+\nt0PhEE+He/EHA5ciaX05lqe5tpGpxRlsTjtajZbG6nrMV+S4HggFmZifwu6KLULKCkuoKau6NjPw\nLvcWPaP9aNQa7rd1nmsn3+a0MzA5jAoVqckp7Hg9qFQqKorKqCqpOPE5QIpKjEyPYXM5MOj0tFla\nDi2+d3Y9jM1NsOP1oNFoqCmtoqyw5Mo7ejecnsuM5TkrgVCQJ4PdhCJhWmoaLzQn2e1xM7uywOa2\nExmZxBQjJeYispKzGF0YZ3vbTYoumQfN9ynKPf5xbLqdPBp5jDfgIzstiwfN90+UUb3r9/KLnl8R\nCAfpqr9DbUnNiX+HJ2PdzK7NU1daS6fl9olvd5lEPW5Cjz5B1/0FWSNDZDo345ftpqez2dhCuOsB\nCe9+hDozm88Hv2RtMza/qkJFXWkNzZWNhzpRCyFYcazRN9mPPxQgKSGJDks7xXlFr3xWCyHYcNkY\nnh9l0x2LLjPnFNJc2UhuxumlwS/z+eCXLNtXud/YRVXRi5/Tx8qIUaERGoza85MRnzcRKRIvbp1u\nVzylJCUphYKcPPJzTFfm03JT0F4x0WiU/vFBXDtbZKVncruh7dCF2b6D8HlY3F8GiqLw66e/QYpG\nqS6ppKbszTG2Og8URTk+tigcju92HcR+bFFUjuLbcxhM0Bswm8wUmQqvxa7Y247X7+PRwBM0ag3v\n3r5/rptJWzvb9Iz0oVZruNfaeaRUNhgK8mS4l2AoiKWiloqisnN7HM9zWCzPviPu2PwksixTmFtA\nY7Xl0gpJWZFZXFtmbmUBWZHJSM2gsdpyogXjZWO1rzM0Pbq3Adl1LtL//dzb/YWOEILsjCwaqyxn\nyigWQrBkXWZycQYhxJHduphZWEyGLEUlkhOTaayy3MiQ3xCuKpbnrHj9Xp4M9RKNRmlvaD1w3vs8\n2dn1MLsyj2NrEwWFxGQjhQUFRCJhppZn0aChsbiBrro7x24aSVGJnok+5tcX0Wo0dFhuU2WuPLZA\n2fF5+EXPrwhFwqeai43KUX765C/Y8Xl4/9a7x0bQ7KMIhc1tJyuOVTRqDTXFVadya34dwkuzSF/8\nksTep+RNjWMMxhI9BLBRWMhCRQULFRWI1jt0NHUd+bg8/l16J/pZd22gVqlpKLfQVNHwyueSEAKr\nc4OR+VGcO7HowqJcMy2VTecWf2R1rvNJ/2fkZuTw3c4PAZCEFO/CSkpsnO2qZMTnjSRJ2Lf2ittt\nF4qIGbMmJyaRn2OiYK+4vazi/KagvUIiUoTe0WfseD3kZeVyy9JypGRECMHE/BRL52hxf9HYXXb6\nx4dQqVR8cO999Neki3JdOGlskQBM2XkUmczkZmZf2927tw1FUfhqsJtd3y7t9a3k55xtpuYgfAEf\njwd7iMpROhrbTyTL9wcDPB3qIRQJ01hlobSw5NweD5wslscf8DM4NcKO14PRYKS1runCc3Kd2y7G\n5ibxB/3odXosFTWY804WnXBVzC7PM7M8R1pyKndbOl7LcGe/QN4nwZBAfUUt+TmnMys5iG2Pm4HJ\nYULhELmZObTWNR0aBRKRIkwvzrJiizmMFu7JkN8ExdA3lauM5Xkdtj1uekb6EQg6m25f+DkGwOP1\nMLuygN3lQCBITDKSkZ2B1bGOL+QjIymD95vepTDjeHXK4sYy3eO9RKIRivOK9rJuj97Y2t5184ve\nXyNJEg9a7lFecLJNy+1dNz97+gu0Gg0/uP+9Q2cbFUXBvu1g2b7Kin2VUCQUv0yFiqI8M/VldeRl\n5F6eV0NUwtP9Bf5f/5jCqQnMViuavcSKsMGAvaYOf3sXmm99SEJVfVyeHJWjjMyPMb40iaIoFGTn\n02m588oGpxCCtU0rw3OjbO1uA1CSV0xzZSNZaef3morKUf7tVz/DE/DwUdd3SEpKfFFGLEcQQgVC\noFfrSdC+Xf4mUlRic8vJhtPO5rYznjqSZEyMG0qlJade6OvqpqC9IkLhED0j/XgDPsx5hTTXNJxI\nwiWEYGhqhPVNG7mZOdxuOB+L+4vky2dP2PXtkpORTWfz9ZTEXGeEEAghrv3z/DYytTjD/OoiRSYz\nLbUnN+w4jnAkZiAUCAVPLavzBXw8HeolLEVormmk+JwkeaeJ5VEUhdmVeeb2osWqSiqoLqk899do\nMBRkYmEamzNm1lFaWEJtaRW6a65Ogdj7dnRmnFW7lbysHG433DrTh/nC6iKTizNAbNEZlxefoyNt\nOBJmcGoEl3sLo8FIe30L6UeYf+3s7jA6N4nH60Gr0VB9I0O+llyHWJ7XwbHlpH98AI1aw73WDlIv\nSY2x6/MytzLPxt55x2hMQGVQYd9xoEZNS2UTrWXNJGoTDzUmgth87FcjT7BvO0g0GHmn+R4F2Uc7\n/rp2tvhl3ydE5Sjfan1Aielk8WjTK7N0T/Riyszjw45vxx+XoijYtuws21dYsa8RlmKjUAl6A8V5\nxZSaiglFQkwsTcULvszUTOpLaynLL73QudyIFGF8aZKxhYl4d68yI5fmzW0MPY/I+v/Ze6/extZ0\nW+9hzso5h1LOWaqwUse9z7ENX/qPHPjGB/0LDPvGgO0Lw//APjgb7r27e6+kKuUsKudEUiRFiTnM\n4AtKXFJJVaVAxeIDLCygKFGTlDjnHN833jFmp8hyOhNff5KZyWFLO67WDsay0vAowag30tfQTXlB\n2YXz65kNeWZ1liNfPLG3orCctuoWstIyk/Ya4jbiGGMrE0xvzlBTWk37q1YiQvTZ2IiTjSAIHB45\nsTntONxORCk+P23UGxLiNsOSnvT3IyVoH4FAKMDQzBihcOhWyaX3GXF/HwTDIf4x/BMAbzv6yUxP\n3skkRYr7wn18xIfpEYx6A992v02agBBEkaHpEY59J7e24nv9Pj5MjxATYnQ2tFF8x3nWjb0trGuL\nN67lcR8fMbU4SygSIsOSTmdjW1KSDyVJYmNvk5WtM3txBi01TaRbnp69+HOcP1dXFJXRXNN47XO1\nKIpMLEzjcMfnzTIs6bTXt2Ix3dxefB1kWWZla42V7TWUCgVNrxooLyr75PGedRYvbqwQE2JYTGZa\napoeZCctxZd5SrU8d2HPsc/U4iw6rY63Hf0PGkjnC/hY3V5n/9AGgFarISiECEkhcjKyed3YR5Yp\nG6PK8EnLqCRLzG8sMLkyjSzLNFU20lX7eTeew3PIv43+A0mS+F33d5TkfnnWWZZlfpz6hW37Dm3V\nLeRm5rBl22HncDcRYmnQGSjPL6WisJz8zLwLC1CyLHPocbKwtci2fRcZGYNWT315HXVlNV8MxroJ\nkiSxvLPK1Oo0kdNjUyqVfNP2lsrCi66j8PoSwk9/xTj6gfxFK4ZwfFdZUiiwlZTi7eqDd7/D0Pct\nSq0WSZbYtu8wvTrHsf84XuNWFBeyGV+oYrouZxbiMxuxN+jjryN/Q6fW8V3XO3RK3bO1EScbQRRx\nJsTtIcJpOJhep08ESiUryDQlaB8Yr9/L8Ow4kWiEuopX1JR/ebbiKgRRYGg6HnFfVVJJY/WX4+Uf\nk+mlWXbt+xh0en4/8P1jH06KFJ8lJsT4eWyQUCTMm45+spK0CCPLMuPWKewuByX5RbTXt976c3vs\nO2FoehRRFOlqar+VHTpeFRavqtBpdfS2dN24GiwmxJhbWWD/8ACVSkXLq0ZKCm5vB3Z6XMytnLMX\nV9Xd6fkem5gQ4/3UCL6A79qzz3aXg5nlOaKx+MzVQ6bRHh45mVyYISbEKM4rpLW2+bNCKBKNsrS5\nws6ZDTm/iMaq+lRl2CPyFGt57sLZgpvJYORNRz+6L1h3k40/6Gd1e4N9xwEyMgqFgrAcBhU01TRQ\nXVCJUW3EoDKgU119bK5jNz9P/4o36CPrtOv2cwLL5rbzt7F/B+APPT98sUJGEAW27Tu8nxtO7IhB\nfAezvCC+E5uXmfvZHeUzfEE/i9vLrO6uEhViqJRKqooqaayoJyvt9gtWZ92wE8tTeIO+RHq+SW/k\n990/fHLnVBCFeHrxyiwF+3s07uxSsbZKwfY2ylNra1inY7+mjvXqKpbKyzjOyqaquJK26uY7Vxpd\nlUYsSiIRIYIkwdTCFJ7jE/oauym6Q+fuS0cURZweFzanA7vLkQg31Wt1iZ3brPTMW1/nUoL2ATk6\n8TA6N05MEJJS/RGNxSPu/cH7jbhPBpIk8dfBvyNKIo2v6qkuuZ9AmxQpksHk4gz7joOkh5nNry6w\nub9NdkYW/a09d77JPJszk2SJnuYu8rOvn9J4vpbHbDTR19J9p92PPcc+cysLCKJAYW4BrbXNNwqu\nC4VDLKwvJWx+FUVl1FXWPvnwu+sQCocYPE1u7Wps/+RNTyAUxLq2gMMdt9kpFUoG2nuTtqByXULh\nEBML03i8x5iNJrqbOr44d+nxHjO3YuXE70WtUlNXWUNFUdmzFlLPkadcy3MXFjdWWNtZJ92cxkB7\n76OkmgeCAVZ3Nti17yX+LUaMnLxs6ivrMOvMGDV6TGoTeuVli2lMiDG6OM7K7hoqpYqehi7qyz5d\nw7bn3Ocf4z+hVCr5Y8/vyM+66JwRRIG9w3227DvsHu4lBAKAWqXm+45vKM69fZVZTIixurfOwtYS\nvqAPiHe0NlU0UJJXfC1xfIbj6JCxpYlEIJNOoyMSi5CflccPHd9eaYU/m38dWRjDHwpg1Bvpbeim\n4tReLHjcBH/6K4pf/07BwjzZR0eJ7z3OysLZ2kFs4Fv03/0Z9Q1C0M5sxHEBG0GSxXjeyUc2Yr1a\nh93pYGJh+l4aEF4ykiTh9LixOe3YXQ5iQnzxVqfRUnAaKJWVnnmj60dK0D4Qh0dOxuenkCSJ9vrk\nxeWHwiEGp4YJR8K01TVTVni9hLvHYNe2x/TyHEqFkj+9/V2qZibFk+SsRifDks6bjv6k3ZCf7TKY\njWbedvQnbQ7UdexmZHYcgL6W7mull35cy9Pd3JkU4RgMBZlcnMXj9aDX6emob/3i8cTtxVusbK0l\n7MXNNY033il+6pz4vLyfHkaW5EsiVRRF1nY3WNveSMySadQaXrf3fTb5+j6RJImF9SU297dRKVW0\n1jV/sapJlmW2D3ZZ2ozbkNNMFpprGlM25AfiOdTy3BZZlpldmWfHtkd2RhZ9Ld2P1rsaDAVZ3dlI\nuBIA1GoV9XW1WNIsGNQGDFoDRpUBg8qASnHxOOM7qUNEYlFKcos/23W7bd/hx6lfUKvU/Ln3D6Sb\n09g93Gfbvs2ecz9h4bQYzZQXlFNRUMa+84Cp1RnK8kv4ofO7O4ssWZbZO9zHurWIzW0//XkWGivq\nqCl59dnFhWP/CRPLU+w44u9VQVYeHt8xkViUutIa+pp6ruzr9QZ8jCyMsefcR6FQ0FTZSPurlsTP\nkiSJtf0NZtfn8AX9KBVKmlQ6qjc3SZ8Yo2DJiv7MnqxU4iiv4KSjB/nd7zH0vEX5UTXmxzZigIgQ\nQxCjceEuKdCptWiUv71WQRD4cfQXorEo3/a8S7VO3BJJknAfH3FwKm7PLPJajYaCnAIKc/PJycj+\n4r1YStA+AAeHNiYXZ1CgoKupPekR9L6An/dTw8SEGD3NnfcecX8X/n3kZwKhIIU5BXQ3dzz24aRI\ncYFQOMTP44NIksw33W+SdoGyOR2MWyfjc2CdAxj1yZtHgviC2djcBAqFkv62ns/u6H2qlidZSJLE\n2s4GK1tryMi8Kq2irrLmyouRy+NmbtWKPxhAq9HQUFVHaUHJi13lPjxyMjo7gVqt5m3nAGajCYf7\nkPnVBYLhEGqVGkEU0Ko1vO7oexJptAeHNmaW5xBEkfKiMppe1X/x7yUSjbC0scLO6U5WSX4xjdV1\nD24V/Vp4brU8t0WSJCYWprG7HBTk5NPd1PGo54pgOMTa9noi9RsgLzuH2poaBIWATqmNC1u1EaPK\neEEMBcNBfp15z4Hbjl6r513ra0ryrl6AWNld4/3c0G9BT6eLXmlGCxWF5VQUlJOV9ptVU5Il/nX0\n79jdDvobe2mouH6v7Zc48npY2Fpi42ADUZLQqDXUlryioaLuQr1OMBJienWWld1VZFkmLzOX/Mw8\nrJuL8eTqxp4r+3YFUWBu3crcxjyiJFGYXUB/Uy8Zp7ZhURJZ21tndn0efyiAUqmktuQVLdXNmM/l\nN0jRKKGxQRS//I2MqTHytrdQnmqWsF6Pvb6Rk55ehHffIVdWIMtSwkYsywoUyGgUn08jtq4tsbG3\n+VXWUt4XkiRxdOLB5rRjczmIROMhZhq1hoKcPApzC8jJzL7yGpQStPfM9sEusyvzqFUqepq77u0i\n4/EeMzQ9+qAR97fB6/fx8/ggAN/1vH0SN2wpUkD8pnBoZhT38RGttc2UFyXH7eDxHvNhegQFCl53\n9N3bzqPd5WDcOoVKqWSgrffKlNrr1PIkC4/3mMmFGYLhIOnmNDob2xJ9qaFIOG4vPg1bKS8qo76y\n5pN1MS+Js2uCQWfAbDTh9LhQKBRkpmVydHKETqtjoK333sKfboM/GGDcOoUv4CPdkk53Y/u17OlH\nJx7mVhfwntqQ6ytrKE/ZkJPKc63luS2iKDIyO4775IiywlJaa5sefQEsFAkzv2LFfhrgplAoqCmr\npqS4iKAUQqVUY9QY4v+pjOhVcXutLMtYNxeZWIm79xrK6+iu70StUhOJRdhx7LFt32bfZUvUoCgU\nCupKa6grqyXT8ukwnWA4yP8z+F8RhBj/8fU/3Wn29SrCkTDLu6ssbi8TioQStT91pTUcHjuxbi4i\niALppjQ66tqxux0sbS+j02j5vvPbK2eCdx17DC+M4Q/5MeoM9DR0U1lYHrcXiyKre2vMrc8TCAdR\nKVXUltXQUtWESf/lc1HU7STw07+gG/qZ/LlZMj3Hicfc2VnYmpvw9Qygevs96mvcP3v9Pn4Zf49B\nr+e7nneP5hZ4yciy/Ju4ddoJn4pbtUqdELe5mTmJ9z4laO+RtZ0NFjeW0Wo09LX23LuF7vDIyehc\nPOL+dUffpT6up8LY/CR2lwOTwcQPfd889uGkSAHA+u4mC+tL5Gfn0dPcmZSbpEAoyODkENFYlN7m\nLvJzrpcefFsODm1MLEyjUWsYaL/YyXeTWp5kIQgC82uL7Nr3UCqVNL1qQBRFlrdWEUWRDEs6LTVN\nZKS9LHvx5xBFkeHZMY5O4lUSWWmZZKSls7G3hV6rY6C970la1wRRZG7Fyp5jH41aQ0dD67XSsOM2\n5J1TG7JAmslCS23Tg88Fv0Seey3PbYkJMT5Mj+D1+6gpr6a+svaxDwmIi5yx+UmC4SAAGpWa2soa\nCvPzCUlhZIWMXmXAeM6OrFQoOfIe8fP0IMf+E4w6A2ajGeexi7N77ExLJhUFZUiSxMz6HEadgX/q\n/xNpX1i42D3c4+/jP5JuSuO/efPP9zJ3LEoiW7btC7U/8deuobOunYqCcn6ZGcTmtpNhzuD33d9d\n2MkF8AV9jCyMs3u4F7cXVzTQXtOKRq1BEAVWdleZW7cSjIRQKVXUl9fSXNmI8QtC9iobcVSIEY2F\nUW5tYXj/npypKYpXVtBF4mJJUiixV1Tgbu8k/Podyo5uFB+F4smyzPupETxeD70t3TfKrkhxO2RZ\nxuM9TojbUCRuJ1epVBRkx8VtpjmDN//07csWtP/H//a/YzGaMZvMWIxmTAbjva4Qy7LM0sYKa7sb\npyumPQ+22n42/6fT6njT0Y/pASPur4sgCvzr4D+QZIn2ulZKC1/OnE+K58mJ38vgxAc0ag3f9rxN\nijUyGosyODlMIBSgpaaRiuLyL39TEti17zO9NItWo+V1ex8Wk/nWtTzJ4uDQxuyKNRH8oFHH7cVl\nhS/XXnwVDrfz1F4cRKlUIkkSZqMZf9CPXqfndVsvpicoZs+IV/XsMb+6gCRLvCqroq7iajv5x0Si\nERY3ltm17wNQWlBMQ1XKhnxbXkotz22Jd3kPEwwHaXrVQNUdQzaThSzLbOxtsbixnBCkWrWGV+XV\nFBcWEjkVWHq1DqPGiEJS4HS52bXtYjtyJJ7HqDNSX1ZDRWHFhYXJ+Y0FxpYmMOlN/PPAny7YbK9i\ndGEc69YiNSXVvG19fS+vd+dwj/HFiXhyMQpk4q9bp9YiK+LXwtK8Er5tf3tBVAsimhRoAAAgAElE\nQVSiyPyGldn1eURJpCArn/6mXjItGcSEGMs7q8xvWAlFw3GHR3kdzZUNn5w3FmXxQhrxp2zEOpX2\nYmdtNIo0Pox++D0501Pk7+4k7MkhgwFbfQMnXT0I775HVV6ZyIMpzMmnu7kz6e9pis8jyzInvhMO\nTsVtMBwCQKVU8j/95//8sgXtX/7yl4//DZPBhOVU4CaErtF451myeHCBlR3bLiaDif62nqTPy32J\nzb0t5tcWMeqNvO18+Ij763C2G6ZSqfjzm9+nLGgpHg1RFPl14gO+oD9pq63nd+GqSytprK5PwpFe\nn+2DHWZXrGg1WvKzctl17N+6lidZhMIhrGuL6LQ66r4Se/EZwVAQ6/oSdpcj3otYUs6rsip+nfhA\nKBJGrVLxTffbJ7kAeRUnvhPGrVMEwyGyM7LobGi/dk1P3IZsxev3oVGrqauspeIzfbcpLvPSanlu\nSyAU5P3UMJFohI6Gti+Glj0k/mCACesU3oAv8W9ajZbq0grysnLZOzpg27nDkS/u1FCjpjCtgNy0\nXHYde0RiEYpyCnnX+vrSTuTM2hyTK9NYjBb+uf+Pn92pFEWRfxn6K27vEd+2v6WqKHkNE4ceJ+NL\nkzg8hygUCmpLa2ivaUUURUYXxxNBUAqguriKpsqGhPV593CfkYVRfEE/Bp2B3oYuKgsrEESBpe0V\n5jethKOR+OJneR1NlQ3otRfdB7IsJxYIolIEMZFGHEOUBRQyKFFhUOtvlMgsHrlRvP8Zy+gwBXOz\npB97Eo8d5eSwVl3NRnU1Jf/9/4Ax92EXh1NcRJZlvH4vB04HB4c2/tP/+J9etqD99a8/4Qv48Qf9\nF/5/PuL8jDOhazaasZhMp0LXjPoa/nhJkphcnMHmtJNmTqO/tfvRxOTS5gqr2+ukmS28bu97lIj7\nL/G3oR8Jn16Q2+paHvtwUnylzK8tsrm3RUVRGS21TXd+PlmWmVyc4eDQRlFuAZ2N7Y9ys762vc7i\n5goARoORgdaeO9XypLg5oiSyvrvJ6vY6kiSRlZ5JS00TFpOZ5a1VVrfXE12MzTWNVD7QLn4yiMVi\nTC/PYXc50Gl1dDW2Xzu7QZKkRBqyIAqkmdNoqWlM2ZCvwUut5bktJ34vH6ZGECWR3uYu8p6Q/VOS\nJJa3Vlnb2QC4sHt5hsliJCMrnbycfLJMmRg1epSikrH5SQ5cNnQaHW9aByjPv5jpMLE8xez6POnm\ndP6574+ftZqfBLz8l8F/QaFQ8N+++Q9ftCp/iZOAl8nlKbbsOwCU5ZfSVddBhjkdWZaZ27AysTyF\nSqmisrAch8eZqP3JzchBlmVcJ24UCgWNFfW0v2oFYHF7GevmIpFYBK1aQ2NFA40V9Rfuo2NSjIgU\nuWQjjp2lEcsKdKqLacR3QZYkpLUVNIM/kzE5RuHKMrpoPIVXVCqxV1bibu8k8vodyrauS/bkFA9H\nNBJl4E/vXragvWqGVpZlwtEI/oAf30dC98wWdx6j3nBO6J7u7BrNCYuPIAqMz0/h9LjISs+kt6Xr\nUUWkLMvMrVjZtu0+esT9p/CceBicGgbgd/3fPfhOdooUziMXw7NjmI0m3nW9udbC1ZdY3FhmbWeD\nzLRMBtp6HuVzd76WB8CgM/C2s/+rmK97Khy6ncyvLRAIBdFptDRW11N8uoO0tLnK2s46Rr2B9vpW\nxq1TRGPRJ59S/zEJe+X6MgD1VbVUl1ZeW2BFohEW1pfZc5zZkEtoqKp9kq6ip8BLruW5C+7jI4Zn\nx1CgYKC9l8wrAvEeg2AoiM3lYMe2hz/ov/S4WqWiqrSSquIKUCnwx/yIiBjUBvQaPbv7e8yvWJFl\nqCutoafht/tKWZYZW5zAurVIliWTP/f94bOfm/X9DX6ZeU9Oejb/PPCnW7kRQ5EQM2tzLO2sIMsy\nuRk59NR3JfpxBVHg/ewQG7YtjHojv+v6jpz07PgcvX2X8eUJfKfvg0qporGinobyOlb31rFuLhIV\nomjVWpoqG2ioqEen0X7WRizJCpTIaBVatB/ZiO8Dj/eYD6O/Un3opHXfRs7sNPm7O5z91KDBgK2h\nEW93b9yeXPp8FihfAqlQqI+QZZloLIrvVOieF7xn3UjnMej0GA1G/MEAkWiEzLQMuhs70Osf/8ZR\nlmUmrFPYnkjE/VUMzYzi8rhJN6fxTfebxz6cFF8R0ViUn8cGicSivO0cSIoV98zqazIYeds58Ci2\n2o9refR6A+s7G5iNJl6396XEwj0TPLVW213xebjK4nLqKmvQqDXIsszixjLru5uYDEYG2nox6A0c\ne4/5MD0KwOv2vmcXkuU+PmJiYZpINEJ+dh4d9a036ll2Hx8xv7qANxC3IddX1lKesiEn+Fpqee6C\n3eVgfH4KtVrNm47+R0sJDwQD2Fx2DpwOTnwniX/PSstElERO/F5UKhV5Wbk4j1wIooBapaaypJyq\nkgpUahUBIUhEiqBTaolGY0wuzhD0B8kyZfJN+1ty0uO/e1mWGbKOsryzQk56Nn/q/f1nrzm/zLxn\nfX+D5qpGeuq7rv2aBFHAurnI3EY8B8FitNBd10F5wW+f0UAowD8mfsLtPSIvM5fvO7/FeDrruufc\nZ9g6hi/oQ6fRkWnJwOE55LyG0Ko1NFc1UV9Wi6zikzZipaxAgfLGNuK7Issyv0x8wOv38rq9L+FG\nkdxOFL/+hGVsmIL5OdJOfvudu/PyOGxpJdD3GgbeobQ8zaDWl0JK0N6ASDSKP/jbTq4v6Mfn9xG5\nQujqtbrEbK753I6uTvuwN7iiJDI6O4Hr2P1kIu7PE41F+bcP/44sy/Q0d1FwzymwKVLAxcWe+spa\nasqr7/ycDne8C1ajUfO2Y+BRwn2uquUBWFhfZmNvkzSThYH23q9qfvWhECWRjd0tVrbXztmLG0k7\nDXSRZZmF9SU29rYwGUy8bu+9sGNudzkYm59Ep9HGu4qfmT08Eo0wuTCD69iNUW+gq6njRotEkiSx\ndbDD8uZqvO7DnEZLbdOT2W17LL62Wp67sGPbY2Z5Dr1Oz9uOfgwP5PryB/2JgBqvP26tVaAgJzOb\nwtwCCnLy0Gl1yLLMnuOA+VUrgihSmFuAxWhm62CHaCyKSqWisricqpJKtBoNYSmCP+ZHIStY39tk\nc38LPXr66npormpMjCsMzn5gbX+D/Mw8/tDzwyfdgTEhxn8Z/Be8QR9/7PkdxbmfnzmWJIm1/XWm\nVmYIRkLotTraX7VRV3YxCO7Q4+TfJ38mFAlRU1LNQFMfKpUKf8jPyEJ8llahUNBQXkdDeT2re2ss\nbC0lxv5ERAQECnMLqC6tJCc9m5goXLARa1UatMrHu25t7m0zv7ZASX4xHQ2tV36NLEmIK0to3/9M\nxuQ4RasraM/sySoVtspKjtq7iLx5h7K1E8UTc00+d1KC9g4EQ0GGZsYIhoMU5uSTm5WDPxhMCN5Q\nJHTpe7Qa7W8i91ToWkxmtJr7s0vEhBhD06Oc+L3UlFVTX/U0Iu7PWNpYZnVnA41awx9f//BVhluk\neFjOUgqz0jN53d5358/eie+E91MjyMgMtPU+yizg52p5ZFlmfnWBrYMd0i3pDLT1PMm5+ufK4VE8\nvTgQCqI9tReX5Bcl/q5kWca6tsjm/jZmo4mBtr4rQ5TOAv3MRhNvOgbQ3mCX8ykgy3JiNlipUNJc\n00BZYemNPl/hSITFjSX2HAcAlBWWUF9Z9+CLwU+Br7WW5y6c1SXGP0P997J4J8vyBRHrC8RttAqF\ngtzMnISI/dTPDoSCTC3O4PEeY9Dpaa1rwRfwsb67SSQaQaVUUVFcRnVpJTqtjqgUxR8L4DpxMbe6\nQDQWpSSrmN+3fo/FaEGSJX6ZHmTTtk1hdgG/7/4eterqWU7XiZt/+fBXtBot/927/5jYRf349e05\n9xlfmuTYf4JKqaK5qpHmysZLr2l1b50P88PIkkxPQxeNFfVIksT85gIza3OIkkh+Zh7tNW3su/ZZ\n2l4hKkbRaDXUVryiOL+IA/cBKztrHPk9qFCRacqkuqiSioKyT76OhyQcifDj6C8oFPB97zfXdjnJ\nkQjS6AcMw+/JnZkib2/vN3uy0chBYxPerl7Et9+m7MlJICVob4kv4GNoZoxINEJNeTV1FTWXLtqC\nIOAPBi5Zl886ys6jUWvOzeeaEru6ep0+KUI3Eo3wfmqYQOhpRdxDfBXwb0M/Eo1FHyURNsXXRSAU\n5OfxQRQo+Lb7zZ13woLhEIOTQ0SiEbqaOijKvVwYf99cp5ZHlmVmlufYte+TmZZBf2vPV1XzcR+c\nJTfbztuLK2ou2G3PLyZYTGYG2no/e0NkXVtkY28rnn3Q2n3n5P3HwOE+ZGpxlpgQoyS/iJbaphvf\nmLqPj5hbteIL+NGoNdRX1VJ+Q3H8nPnaa3luS9wJEXekZFjSGWjrTcr7Jssy3oAv0YPpDwYAUCqU\n5GaditjsvGtb7SVJYnV7nZXtNQBqyqqpLq1kz7HP2s4G4WgEpVJJRVFc2Op1egRJwBM6ZnptlkOP\nE61ay7vG19QX1aFEyY9TP7Pj2KMkt5gfur795LnDurnI6OI4RdkF/LH39xc+U85jF+NLk9iP4ons\nNaXVtNe0YfooSVmSJcaXprBuLqBVa/mu4x3FuUXsOw8Yto7iDfrQa/W0vWrBG/CysLNERI6g1Wqo\nLa+hsrAcUZYTNmJkJeFgiK39HWxOOwA6jZaK4jLKi8oedVRmcmGG/cMDWmqaqCi+fX+7eOhAOfgT\nlvERCufnsHi9icdc+fkctrQR6HuNYuAtSnPKhXFTUoL2Fni8x4zMjhMTYjRW11NderMYdFEUrxa6\noeClBDy1SnUxiOr0/wa94cYX9mAoyGAi4r6VkvynEyhx6HYyMjeOAgV/eP3DV7kan+L+kSSJD9Mj\neLzHdNS33jlUJSbEeD81jC/gv9W54K6ct7Fep5ZHlmWmFmfYP7SRk5FNb0vXkwuLew5IkpRILxYl\nkcy0DFpqmkj/aEbqfDhfmslCf1vPF2/MZFlm3DqF3eWgOL+IjvrWZyniguEQE9Ypjn0nWIxmups7\nMBtvNtcoSRJb+9ssb60iiCLplnRaaxrJeOE25FQtz92QZZnppTn2HPvkZubQ29J1q/dPlmVO/N6E\niA2E4psRSqWSvKxcinILyMvOvZPb5ejEw+TiDKFwiAxLOh0NbRh0enbte6zubBCOhFEqlJQXlVJd\nWolBb0CURFb215jdmEeQBSoKynnd0IdJbWZw6gP7rgPK88v4ruPdla9blmX+MfEju4f7dNV10Frd\njC/oY2J5mk3bFgClecV01XWSabn8WYvEovw8/Sv7zgPSTWn8rvt7VEoVo4vjbNt3UKCgvLgMCYnV\ng1WicgyDTk9daS2FOfmo1WoUsvKTNuJgKMjm/g47tl0EUUCpUFKcX0hlycVO3ofA5XEzNDNKhiWd\nt50DSTsXy5KEtLyAZvBnMqfGKVpdRROLB9IKKhX2qmqOOjqJvP4GZUt7yp58DVKC9oY4j1yMzU8i\nSiLtdS2UFpYk7blFSSRwzrJ8Jnj9oQAfv9cqpQqz0XQpedloMH72A+f1+/gwPYwgPr2I+18nPnDs\nOyErPZM3Hf2PfTgpXiArW2ssb61SlFtIZ2PbnS5OkiQxMjuO69hNRXE5za8aHlR4iKLI1OIMNpcD\ns9FEX0v3tXabJUliYmEau8tBXlYu3c0dz3IX8LFwHsVtf4FQIG4vrqqjpKD40u9elmVml+fZse+R\nZrYw0Hb92WVRFBmaGcXjPaamvDoxC/3cECWRhbUltg52UKlUtNe1UJRXeOPnCUfCLKwvs394ZkMu\npaGq9kXOgqdqeZKDJEmMzU9yeOSkOK+Qjobrne9lWebYd4LNaefAaScUjo+OqZQq8rNzKTwVscm0\nwsaEGPOrC+w5DuL23poGSgtKkGWZXfs+qzvrhMIhlAoFpYWlvCqrwqg34Av4GVkYwxVwo9Nr6anv\noSAjj5GZMdyeI6qLKnnX9ubK8KRwNMz/++t/JRQNU11UxcbBJpIskZOeTXd9J4XZVzuNTvwn/H3i\nJ7wBLyW5xbxtHWB1b52p1WnCUoT0tDR0Oh17rn0kWcKoM1BTUkNpXjFalRa9Snftv2dBENh17LO5\nt5VYTMjOyKKqpIL87Lx7/1xIksTP44P4gwHedb2+1w53KRyCkbg9OWd2mvz9/cRjAZMJW2MT3u5e\nxHffoypKnu54SaQE7Q2wOe1MLkwD0NnYQWHuw9QrSJJEIBS81KPrDwaQZOnC1yoVyktC12w0YzIY\nEyt1FyLu23rIfCLdf+FImL8N/QhwIUUuRYpk4PEe835yGJ1Ox7fdb+80n3jevpufnUdPc+eD3nSe\nr+XJTs+iu7nzRq9HlETG56c4PHJSkJNPV2N7agfoC4TCIRbWlzg4tcNVnNqLr3rfz/99pJvT6G/r\nubH4ikQjDE4OEwwHaatrpqyw9Mvf9ETZdxwwszyPKIlUFpfTWF1/q78317Gb+ZUFfMG4Dbmhqo6y\nwpIXI/hStTzJRRBFhk8XhiqLy2n6xKKjLMt4vMeJmdhwJAzEHXL52XkU5haQm5WblFq3z7HvOGB2\nxYogChTk5NNW14xWo0WSJPYcB6xurxMMB1EoFJQWlFBTVoVep2d5a5XlnVVixCgrKaWupIaRhXF8\nXh+NxQ28a3195eu2ue38deRvAJgNZrrq2qksrPjk52nPuc/PU78SFWI0VTaSm5XN0OII7uARarWa\ndFMa7hM3oMCis1BT+oqqgvI75zXIsszhkZONvS1cHjcARr2RypJyygpK7s2Kv7q9ztLmStI66m+C\n6LCjfP8zltEhCq3zWHy+xGOuggIOW9oI9r+GgW9QGp9XgOB9kRK012THtsvM8jwqpYqelk5yM3OS\ncHR3Q5ZlgqHgpR5dfzCAKIkXvlahUGA2/DabK0oi67ubaNQa3nT0PZnUxNkVK9sHO+i0Ov74+ofH\nPpwULwRBFPhl/D2BUJCBtt47V16sbK2yvLVGuiWd1+29Dxpc8XEtT1t9y612WEVRZHQunoB+kx2M\nrw1JktjY22Jla+2cvbiR9E+s1suyzNTSLPuOAzIs6fS39tyowuY8/mCAwckhBEGgt7WLvKyn46i5\nKb6An3HrFP6gnwxLOl1NHbfqHpckic1TG7IoimRY0mmpaXp2VUfnSdXy3B/RWIwP0/GxkLrKGmrL\nXwHx99x9coTN6cDmtBOJRgBQq9QU5ORTmJtPbmbOg49kBMMhphZnODrxxFOFG1oT95uSJLF/aGN1\ne51AKIACBSUFRbwqqyYcCTO1NEswEsRkMVJdWcHC+jLHgRMaSxr4tuktWtXlRbVN2zaRWISa4upP\nvlZZlrFuLjKyNIakEGl51YTt2MGOcxcAi8FMOBRBiZJ0fRr1FXUU5xXeyyKp1+9jc3+LPfsBkiyh\nVqkpKyyhsrg8qcnwwXCIH0d/Qa1S80PvN7c+hycDWZKQFubRfPiFrMlxCtdW0QjxhGhBrcZWVc1R\nRxeRN9+gam5D8ZUuTqcE7TVY391kYX0JjVpDX2v3k68RkGWZUDh0aUbXH/QjiOKlrz+Ll8+wpJ+r\nGDI9ymydJEn86/t/JOxWyahTSZFidnmebdsuVSWVNL26W+jYrn2f6aVZDHoD7zoHHjSs4qpanruI\nUEEQGJ4dx+P1UFpQTFtdS0rUnsPlcTO3asUfDKDVxHcESws+vSMoSRJTS7McHNrITMugr7X7zrsT\nRycehqZHUSoVvO7of/AZsmQiiAKzy1b2Dw/QqDV0NrTdeuwlbkNeYv/QBkB5USn1lc/Phpyq5bl/\nQpEw7yeHCUVCVJaUI0kSNqeD6GnlokatORWxBeRmZj+6W+VsgWN5axVZlqkuraSusiaxcCnLMgeH\nNla21xLhVCX5RVQUl7G+u4XNaUelVFFdVcny/iq+kI+aklf01XVjUpvQq66XlC3JEsFYiEHre1Zs\na+i1eopzCtmybyNLYFDrkQQZFSosRjM15a8ozit8kGtIJBph27bL1v5OYjGiICefqpIKstIz73wM\no3MTONyHScnaSDZSKIg8/B7jyAdyZ6bJsx0kHvObzaf25D6kd9+jKvx8NdNLIiVoP4MsyyxvrrK6\ns45eq6O/redZX2hkWSYcCZ8TugGcR64r64Ugbun4OIzKbDTde9Li/qGNyYVpFAoFf37z+1SyY4o7\ncdbvaTFZeNc1cKd5UZfHzfDsGGqVijcdA1hMNwu5uQufq+W5CzEhxtDMGCe+EyqKymiuafzqRW0o\nEmZhbYkD55lYKqO+suazYkmSJCYXZ7A57WSmZdLX2pW0aqSDQxsTC9PotTredg48WL/mfSDLMtsH\nu1jXFpBkmdryV9RWvLr139z5RQeNWkNj9ecXHZ4SqVqe+0eSJFzHbnZse4n0XIhXKBbk5FOUW0B2\nRtaji9ir8HiPmVqcIRAKkmZOo7Oh7cI1R5ZlbE47K9trieqgotwCLGYLazsbiKJIYU4+bp+H48gx\n5SVltFQ2Y9QaMKoMGFSGC/O1siwTlaKJ/3xhH4NzQ7i9R5gNZpSSglhEQIMaTgtoLCYzteWvKMwt\neJTPnCRJHDhtbOxuceKPpwanmdOoKqmgKK/gVtf7s3uG7PQsBtp7n/y5RLQdoDpLT7bOY/b7E485\nCwtxtrYT7HsD/W9etD05JWg/gSzLzK0usH2wg8lgpL+159kV3V8X69oSG3ubmAwmygpLCYaDiZ3d\nsxXM8xh0hnMzuqaE4E1mr+VPo7/iC/rJz86lt6U7ac+b4usiEo3w09gggiDwrus1aXeIwvcFfAxO\nDiNJIn1tPeRkPJwl8Dq1PHchGosyND2KN+CjqqSSxuq6J38Rvw8kSWJzb4vl7bXf7Ky1TV8MAzkf\ntJWVnklfS3fSF+LO+jXTTBZed/Q9+x7hY98J49YpQuEQOZnZdDa03drtkPi9ndrCr/t7e0xStTz3\nhyiJuDxubE47dtchMSGeHqtRaxBEAWSZvtYecrMef3TsSwiCgHVtkR37HkqlkqbqBsqLLtZXybKM\n3eVgZXsNrz8+a5mblRPfwAj40ev0yLJEMBqioryM4sIi9GodRo0Rg9qISqE8FbExQCYmChx6nEwu\nTSNEBcxaM7Fo7MJxpZkt1Ja/oiAn/0lcK87moDf2tu5U+yOIIj+N/Uo4Eubb7jfPbhNLliQk6yza\n97+QOTVB0foa6lN7ckytxvbqFZ6ObqJvvkHZ2PKi7MkpQXsFkiQxvTTL/qGNNJOFvtYe9LrH68C6\nb84HmORkZtPX0p1YrYxEI/GKoXMzur6gP2HxOI9eq0vs5J4PpbqNBcwfDPDj6C8AfNP1+pPzailS\nfApZlhmdm+DwyElTdT1Vd6jUCUfCDE4OEYqE6WhooyT/YWw8N63luQuRaIQP0yP4g4Fnnax7W+I7\nfQv4bxg4JEoiE9ZpHO5DsjOy6G3pupeZ6vOLrHepInlKRGNRppdmcbid6LU6upo6yLpDSGE8uGs5\nsbNeUVRGXWXtnQLg7oNULU/yEUURp8fFgdOOw3UYF67E70sKcwsozC0gKz0T17Gb0dlxlEolA+19\nT3rR4zw2p52Z5XliQoz87Dza6poviTRZlnG4D1nZXufEdwKAyWAiEIrbklUqFaIo0lBdR2FhPkEx\nhFqpxqA2IIgxJEAhg9PpYmF16VK7BkC6JZ3a8uoHSRm+LcFQkK2DHbYPzmp/FBTnF12r9mdpY4XV\nnXVelVbRUF33QEd8f0jBIPLwrxiHP5A3O0Ou3ZZ4zGexYG9sxtvbj/T2O1T5VydbPxdSgvYjBFFk\nwhpP/8xMy6CvpftRh8EfCkmSGLdO4nA7r1VpEo3FLqUu+4L+RDrgeXQa7SeF7ud+xsTCNAeHNox6\nA7/r/y4ZLzPFV8TW/g5zq1ZyMrPpb+259cVXEAQ+TI9w4vc+6Fz3bWt57kI4Eub91AjBcPCrmWG/\nNItZWEr9NSthRFFk/PR6kZOZTU9z170moZ6vIikrLKG1tvnJ3lRel/OBSAqFgoaqOqpKPp20eh2c\nHhfzqwuns8/a09nny9VKj0Gqlid5CKLA4ZELm9OOw32IeJoRYtDpEyI2My3j0vt7ZuHXarS86ejH\nbDQ9xuHfmFAkzPTiLK5jNzqNlvb61itn0OOpwC5WtlY5PhW2SqUSSZJQKBTIskxrbRPlRWVExAiC\nJKJTaVEpVCxtrrC2s3HpOTMs6dRW1JCXlfNs/l5vWvvjD/r5aWwQnVbH973vHjTs8aEQD/ZRDf5I\n2tgohQvzmAKBxGOO4mJcre2E+t9A32uUz2y0JSVozxGLxRidn+DoxBO3ADV1vMg/6E8hiCIjs2Mc\nnXhu3asZE2L4g4FLYVTB8OU5XY1ac2lG12Iyo9PGe8okSeL/G/xbfGawpomK4uTMDKZ4+fiDfn4e\nf49KqeLbnrcYbjmX9lgC4q61PHchGA7xYWqYUCR8553tp8xZWu7K1irCLdJyRVFkzDqJ88hFbmYO\nPc2dDxKk91gLLPeNy+NmcmGaSCxKQU4+7fUtd7JVX51O3US65fFCtVK1PHdHEAQcR05shzYcR04k\nKV5daNQbKMwtoCi3gHRL+hfP01v728ytLmDQG3jb0f9sZpdlWWZjb4vFjWVkWaayuJyGqrorzz2y\nLOPyuFneWsPj9Vx6vK2uhbLCeKdpTIgxbp1K1OKckWFJp76ylpzM7GcjZD/mOrU/siwzPDOG69hN\nd1Png9VyPiayKCLNz6D98AtZUxMUrq+jPl0Uimk0HNTU4GnvIvb2W5T1TU/enpwStKdEohGGZ8fw\n+n0U5RbS0dD6VVqA4hH3I/gCPuoqaqiteJWU5xVE4Uqhe7Zqdh61Sp0QulEhht3lQKlU8uc3v3+U\n5OUUzwtJkhicHOLE76WrsZ2ivMJbPU/c4mll+2D3QS2eyarluesxvJ8eIRKNJDWA6qngPj5ibtWK\nL3C7PlNRFBmdn8DlcZOXlUt3U8eDnpseywJ/34QjYSYWpjk68WAyGOlq6q+v+qEAACAASURBVLhz\nqnMoHMK6vpSYq6soLqe+ouZBnVepWp67ERNiONyH2JwODs+JWJPBdCpi80kzp91YcJ3Vr1lMZl63\n9z85a/rnOPGdMLk4gz8YwGIy09nQ/smMCFmWcR8fsbK9hvv46MJjbXXNZKZl8n5yiNipTRsg3ZxG\nY3U92RlZz1bIXsWnan8MOj3W9SXysnLpbel6Ua/5ukiBAAz9inHkA3mz0+Q4HInHfGlp2Jqa8fWc\n2pPznp7gTwla4jsSwzOjBEJBygtLaalt+ir/mM8IR8IMTg0TCofufWdUFEUCoUDCsnwmeAOh4JXz\nGxmW9IRl+Wxn16g3vMjf1/lUakmSyMvK/SoXWW7K2QxMSX4xHQ2tt36exwjhSXYtz13wBfx8mB4h\nGovSXt9K6QvYTQpHwixsLLPviNcclBWW0nBNe/EZgigydtrfm5+dR1dT+4MvOMDjhpTdJ5Iksby5\nytruBkqlkpaaRsoKS+/8vM4jF3OrCwRCcRtyY3UdJfn3b0NO1fLcjmgshsMd74h1HrmQTu8HzEYz\nRad2YovJfKffnyzLzK8usHWwQ2ZaJv1tPfc6MpBsBFFkYX2J7YMdlAolDdV1VBaXf/Y9cR8fsbix\njMd7fOXjJoOJ1tqmF7/gclXtD0BHQ9uDVQ89dcT9XVS//kja+ChFC1aMwd82oBzFJbja2gn2v0HR\nO/Ak7MlfvaD1BfwMz4wSjkYe/QbyKeEPBng/NUw0Fr3TLtdtkSQpIXRdHhfbtr1Pfq1SqYyL3I9m\ndI16w7MQgNftDbaYLLTUNJKdkfWIR/u0cR8f8WF6BKPewDfdb24tQs+qox6yJuW+annuwonfy9D0\nKDEh9ijngWQhSRJb+9ssn9qL081ptNQ23bhTXBAERucncB8fUZCTT1dj+6OeYx6zRuq+sbscTC/N\nEhMESguKaa5purPYECWRjd0tVrfXT23ImbTUNt5bt2+qludmRKJRHG4HB047Lo87saidZrKczsTm\nJ30xQJZlJhdmOHDayM/Opbup81ncN5zH7nIwszxHNBYjNyuH9rrWLwaZuo+PmFiYTog5jVpNR0Nb\n0hP0nzqSJDE6N47znNX6rrU/LxFZFBFnp9B9+JXs6QkKNzZQnd6fRrVaDmpqOe7sJvrmW1S19Y9i\nT/6qBe2x94Th2TFiQoyGqjpelVU98NE9bY59JwxNjyBJEr2t3eRmPl7E/cjsOIdHTsxGMz3NnZfC\nqPynu5jnUSoUmBJC15QQuiaD6VEuWLIsEwwFLwjW+P8DiJJ44WsVCgVmgykxWxyKhNi17wNQkl9M\nY3XdrSsuXioxIcbP4+8JhUO86ei/dVqq+/iI4ZkxlEoFbzr6Sbunm93z3Hctz1049h4zNDOGKIl0\nN3VQkPP0rEafI24vXsAX8KFRa6ivrL1Ue3EdBEFgZG6coxMPhTn5dD6ymD1j177P9NIsBr2Bd50D\nL+q8EAwFGbdOceL3kmay0NXUkZQAn2A4xMLaIjZX3FJXWVxOXWVNUl0YqVqe6xGJRrC54juxbs8R\nMvH7ynRzWiLY6b5DmyRJYmRuHJfHTUl+Me31Lc9uYyMciTC9NIvT40Kr0dBW13Ktc/Xm3jYgU1lS\nce/H+BQ58Z3wy8QHjHoDrXXNbB/s3qn252tB8vvgQ9yenD83Q/bhYeIxb3o69uYWfD39yO++Q3lF\ncNl98NUKWpfHzej8BKIo0lrbTHnR3S1NLxGXx83I7BgKpZLXjxhxLwgCf33/d2RZprOxneKPdopk\nWSYYDl3a4fQF/FeKRZPBeCmMymQwJWUOLr67HLyUAu0PBpDkj0W3ErPRdGFn2Ww0YzIYL90se048\nzK0ucOL3olapqa+sobyo7EncVD8FphZn2XPs36lyxh8MMDg5hCAI9LZ2kZd1vyfih6zluQtHJx6G\nZ8aQZYmelvt/X5JBOBJhcWOJvTN7cUEJ9VV16LQ3rxGLCTFGZsfxeI+fZMbC2SxguiWd1+29LyrM\nUBRFrOuLbB/solapaa9voTA3OfUSh0dO5lcXCISC6DRaGqrrKckvurOYSdXyfJ5wJIzNeSpiT36b\n6cywpCdErOmeE90/RhAEhmZGOfadUF1aSWN1/YP+/GQgyzKb+9ssri8jyRLlRaU0Vjc8Kxv1QyLL\nMoOTQxz7Tug/10scDIfY2t++Ve3P14q4u43q1x9JnxijcMGKMRQPgpUBR2kZrrZ4erKyZwDFPdWg\nfpWC1u5yMGGdRkams6Ht2droHgqb0864derRI+5XttdY3lxFrVLzpze/u9YNgizLhCLhhNA9L3iF\ncwEIZ5gMxkszumaj+coLgiiJBILBizvFAT/+UODS/K9KqbokXC1GM0aD8UY3T7Iss32ww9LmCjFB\nIM1koaW26U7djS+BsxqGdEs6bzv6b3XzGIlGGJwcIhgO0VbXnJS5vc/xGLU8dyG+uDUOCuhr6X6y\nM1aSJLF1sMPy5iqCKJBmTqO1ppHMW35GYkKM4Zkxjn0nFOcV0l7/tMQsXOwSz8/Oo6e589ntMH2J\nXfs+cytWREmkqqSChqq6pPwezmzIK9trSJJEVnomLTVNnwzY+RKpWp6rCYVDiZ3Yo5PfEncz0zIS\nItb4yHN4kWiU91PDBEKBZ+3a8/p9TC5O4wv4MRtNdDa0kf4EF0ofm+2DXWZX5inKLaSrqf3S4zet\n/UkRRxYEpJkpdEO/kD01ScHW5kV7cm3cnhx7+x3KV3VJsyd/dYJ2177PzNIcSqWSnubOxIpMis+z\nfbDD7IoVg87A287Hi7j/tw//TiQaoaKojJbapls/jyzLRKKRS2FUvoCfmBC79PV6rQ6tRotSpUSW\nZKKxKOFIJGGPOkOtUl0SxBajGUOSg6si0QiLGyvs2uOzxaUFxTRUfZ025FAkzM9jg0iSxDfdb261\n4CKKIkMzo3i8x3fa4b0uj1nLcxccbidj8xMoFUr623qe3ELK0YmHuRUr3oAPjVp9ai8uu/VnLxqL\nMTIbF7Ml+UW017c+2ZuY87bJ29auPXV8AR9j81MEQgEy0zLoamxP2nx7MBzCuraI3eVAgYKKknLq\nKl7dyIacquW5SDAUTIjY8yFE2elZFOYWUJCbf+tKtfsiGA7xfnKIcDRCe10Lpae1Ns8NURRZ3Fhm\nc3873u9cWUtVaeWLOyfclkg0wo+jvyLLEt/3fvPZe9rr1P6k+DSS9wQ+/IppdIi8uRmync7EYycZ\nmdibW/D39iO9+RZV9u012VclaM/m1DRqNb0t3U/uZuypc7ZD+pgR926Pmw8zowD8YeD7pAprQRDw\nBf0ce485OjnGF/QRCoev3Mk9Q6VUodfpsZjMZFgyyErPwGKyPNh7c3TiYW7VitfvO7Uhx+cDn9oO\n0n0hyzLDs2O4PO5bBynJssy4dQq7y0FxfhEd9yxankItz12wOe1MWKdRqVQMtPc+CYt0JBphYX2Z\nPUd8zry0oISGqto7LfBEY1GGZ8Y48XspLSimre7pz9XFhBjvp+K1a43V9VS/wA5hQRCYWZ7nwGlD\nq9HQ2dCe1IVphztuQw6Gg+i0Ohqr6yjO+7wNOVXL8xuBYACby86B08GJ7yTx7zkZ2RTm5lOQU/DF\nwKLHxhfw8X5qBEEQ6G5+frkB5zk8cjK9NEckGiEnI5v2htYnt4jwGEwvzbFr37tx1/qnan8qi8uf\ntMPqKSFub6Ia/In08VGKlhYxnNqTJYUibk9u7yDc/wZldz+KG4wIfRWCdvzHYVa21ljZXkOn1dHf\n2nNrO9HXjCzLWNcW2dzfftSI+/dTwxydeMiwpPOu6/WNvz8mxM7tyAYSluFQJHTpa7UabWKn1aDX\no1IokWSJUDiMPxTv1Q2fi3w/Q6fVXUpdNhvNt5rf+xKyLLN1sMPSxsqpxdJCS83XYUPe2N3Eur5E\nfnYuPc23646zri2ysbdFdkYW/a0997oY8JRqee7CvuOAycUZNGoNr9v7Hu18KkkS2we7LG0m928/\nEo0yPDuK1++jrLCE1trmZ/N7CoVDDJ7uMHU1dVCUpHnTp4Qsy2zt72BdX0SWZeoqXlFT/ippvyNR\nFFnf3WR1Z/2LNuRULU+8LcLmsmNz2vH6fQAoUJCTmR3fic3Je3buoURuADL9rT3Pul0gEo0wszyP\nw32IRq2hta75RZ4XrsvRiYf3U8OkmSy863p96xGlj2t/CnLyqSqpICs989lcLx4bWRCQpsdP05On\n4vbk04DXiE7HQW0dJ109cXty1avP2pO/CkH7f/+f/xeb+9sY9Qb623ofPGzgJSHLMlOLM+wf2sjL\nyqWn+eEj7iPRKH/78A9k4rN8eZ9IUIvGopfTkG8kQE3XugjfViBbPhK6dz0Bxm3Iy4k05GTsUj1l\nvH4fv058QK1W813P21u9zs29LebXFjEbTbzpGLjXnfWnWMtzF3Zse8wsz6HTaHnd0YfZ+LCVMZfc\nCVW1VNzBXnxGJBphaGYMX8BHeVEpLTXPr5f8xOfl/fQwsiwz0Nb7Yhe3PN5jJqxThCJhcjNz6Gho\nS+qiYTAUZH5tEYf7EAUKKkvKqT1nQ/5aa3lkWY6LWGdcxPqCfiAeuJibmZMQsTfpd36KnI1YqJQq\n3nT0PUji/X0hyzLbtl2sa4tIkkRZQQlNrxq+OrusJEn8MvEBX8B3pzaE88934LSxsbvFid8LpGp/\n7oJ0cgwffsE8MkTe/CxZLlfiseOsLBzNLfh7B5DffIsy8+Ii01chaP/yl79gMZnpb+35Ki429028\nt2sCp8f1aBH31vUlNnY30ao1fNP95kKq8JlwjcSil75Pr9NfuXN6H0JGEAT8wcClGd1gOHjpazVq\nzbnZ29/qevQ6/Y3f22TPET5FRFHk18khfAEfvc1d5OfcvObG7nIwNj+JTqPlbefAvdqFnnItz13Y\n2t9mbnUBvVbH647+B1ksvM/58Ug0wofpUfxB/7OfQ3W4nYzNTaDRqHnbMYDpkcL87ptoLMrU4iyH\nR070Oj3dje23DgD7FA734akNOYROq6Opup7sjKyvqpZHlmW8AV9CxPqDASCe1J+blUNRbgH52Xlo\nnkEWwE3Yc+wztTiLTqvjbUf/s7eV+gJ+Jhdn8Pq9mAxGOhvayLhhH/dzZn13k4X1JcoKS2ira0na\n88qyjMd7zMbeVqr2J4mIm+uoB3+KpycvLWIIh4FTe3J5Oa62DsID71B09SDKipcvaP/X//l/obel\n69mvFj4lBFFgaDoecV9VUkljdd293vh9HOLk9fvYs+9fCmU6w6g3XJFWbEpqz+BtEUXxaqEbCn4y\nZCrNZCEjLZ3MtPiM7pfe67gVc4el06TXdHMaLbVNZL6QC9eZTbi8qJTW2uYbf7/He8yH6REUKOJ1\nVGn3Mwf6XGp57sLZDYJBb+BNe1/SQno+5r4TvsORMEMzo/iDASqLy2l6xmL2jLMwP5PByJuOgXsZ\neXgKyLLM6vY6y1urKBQKmqrrqSguT+rvL25D3mB1ZwNJklAqlfGdrhdcyyPLMid+b0LEniW9KpVK\n8rNyKTwVsS9ZyMNvC5Lxz1H/sxcnkiSxtLnC+u4mCoWCgpx8VC/w7/djBFHE4Y73pRbm5N/bZ1Y4\nvccLnGu8MOoNmE1mtE/gHvTZIohkbKxRaP3/2XvT2MjW+7zzd2rfuLNY3Pd9J5tbL9f3XsuW5ViJ\n5Wz2GEEy9giWPUrGcBI4/mDHMiJIsGEBMZwP4/EYA8mKBNuxEiUDjKRIlu5Vs5vNZnPf972qWMW9\n9qpzznwosppssrvJZpEskucHNNgkT516q+rwnPO87///PKMUTE2St7yM6uD9Dej1LJWVUz0+drsF\n7bPvd9/6E+51EApHLe49vvhZ3J83ZueQkvwiUi0pMeF6E3MYzxoDpFarSU2KitvDf6+7wL5qllOY\nk091ybtlcSYKrm03PUPPMRvN/ETbg3N/1j6/jx/3PyUUDtFe33pphh83LZbnIkwvzjK1OIPZaOJB\nc2fcK2FezWCuKqmgOI4ZzP5ggKeDvXj93iuZoLtKJuanmF2eJy05jftN7XHJ2k5UXFtu+ieGCIVD\n5Fizaaqqj/skptfvY2x2HOemi6qSCioKy27NsQLRa/DO/i52l4N1lwN/INo6o1apsWVERWxWhvVG\nXmMvwsT8NLPLc6RYkrnf3JEQk+MXxb29ycDE0KltWAoKiY4+EKB4YYGyuTnK5uZI395GgNstaF/N\noVWIH/6An8cDPQSCgXNld8qyjC/gPyZYPb7o/8WDvKpDBEHAbDSd6D01G810D/Sw69kjMy2D+00d\nl/ESrx1JkvD4PGzv7bK9t8P23g6eg56lQ0wGI2nJqaQeCNwUS/Kxm/3NnS1GZsbZ9+6j1WipLq2k\nKKfgxt2IhcIhPnr+mGA4xKOW++deWQ2FQzzuj+YM1lfUUpJXdCnjvKmxPO+KLMtMLkwzuzyPxWTh\nQXNH3EqAJ+enWT4oL8635VJTWh1Xl1R/wM+TwV58AR/lBaVUl95Mo67XIcsy/RNDrG/YybFmc6+2\n+Va9vlfxBwO8GBtke28bs9FMW13LpZiWRSKRWzNRLssyW7vbsYidQDBa1qdRq7FlZJFjzcaabr0W\nE8hEQZZlhqdHWbavkpGaTmdD262YHJIk6U4I2s2dTQYnR0ixJNNW1wJXeQ6UZdw7Wyw7VtjejcZX\nGfQGCrLzybNmo74l55HrRpyd5oN/+WuKoFV4d/a9HroHeghHwidWvCRJwhfwnzRn8nmQDpzMDlEJ\nAmbToWA1x0qGzUbza1difAE/P+j5EQCPWrri3juVqITDYXb2Xwrc7b2dY/m5KkFFSlJybAU3NTkV\nvU7H0voKUwvTRESRlKQUGitqb0z/jCzLvBgfxO5yUFVSQWVR+bkeL0oiPUPP2drdpjS/hLry6ksZ\n502P5XlXjrqgJ1uSuN/U+c4iPlpevHJQXhwmyZxEQ0Vt3J1GfQE/Twef4Qv4qSgso6qk4laKvaPH\nfllBCbVll3PsJwqSJDExP8386gIqlYrGynoK7ngm7KvIsszmzla0nNjtjDm1ajUabBk2cqw2rGmZ\nt0K0xQtJkngxPojD7SQn08a9upZbeb64bYiiyEd9j/H6ffxE20NSrtHcS4n9uTzuhCmUImgvn82d\nLXqGnyPLMvm2XERRYt/nwevzIL1ynKhUqqhYfcWcyWQwvlMJ4WGemEFv4Kfvfxivl3SjkGUZr9/H\n9t4OOwcCd8+zf6wnV6/Tk5acisVkYXd/B9dBQHhhTgE1pZUJ32O+4lhjcHKYtOQ0HrZ0nutG4qg7\n92WuUt2WWJ53RZZlRqbHWLKvkJqUwv2mjnOvYm3v7UTLi/d30ajVVJVUxrW8+BCf38eTwV78QT+V\nReVUFscv9iUROVqd0FBRS/ElVSckEnaXg8HJESJihMKcAurLa+60QJMkic3dAxHrchI6ME7UarTk\nZNrIsWaTmZZxK/uB44Uoijwb7mNzd4uinAIaKm+eC/pd47AlpiS/mPrymuseDqDE/lwGiqBVOBei\nKOL1e4/1eO77PHj9Pl49HtQq9THBelgybDIY4/rHKkkS3+n+PqIoUltWTdk5QrJvMxFRZPeVVdzg\nK6VFh8YmapWa8sJSygtLE/Jmxuf38VHfYwDeb3t07pnMw/6ntORU7jd1XMpN7W2L5XlXZFlmcHKE\nVeca6SlpdDaeLa86FA4xMT/Nsn0FgDxbLrWlVZfiTO/1e3k62Is/GKCquILK4vOt9t9UvH4fjw/6\nx9/VHfym4fV56RsbYM+7T/JBueFdiu6TJAn3zmZMxB5W8ui0upiIzUhNT8jzfqISjoR5MviMPc8+\nFUVlVJdUXveQFF6D1+/lR72P0Wq1fNjxXsL1PiuxP/FDEbQKpxJ1afOc6HE9dDk8ikatiQlWUZJY\n21hHp9XxsKULyxVFRazY1xicGkYlqPiZR5+4c4YVZ0GWZQLBwDGBu7O3e2wVV0AgNTmFrPTMaD9u\nUuq1xzDIssyTwWds7W7TXN1AQXb+uR6/tL7C8PTopTq93tZYnndFkiQGJoZYdznITMugo/7eaycR\nZFlm2b7CxPxBebHJQn1lLZmpGZcyNo/Py9OhXgLBANUllVQUlV3K8yQqxxy+Wzpvnev2aYiiyOjM\nOMuOVTRqDS01jZdmBpcIiJKIezsqYh3ujZiI1ev0MRGbnpKmiNgLEAwFedzfgy/go668htL84use\nksIryLJM78gLNrZctNY2k5eVc91Dei1K7M/FUQTtHScSiZxwE/b4PPgOnA2PotVoj620HpYM63X6\nYyuuhzf3JoOJR61XZ3H/d88+xuv3kp1po72+9Uqe86YjSRJ7nj02tlws21fxH5iBHMViMh9zVD5L\nbFA8mVmaY3Jh+p1KhTc2XfSOvECj0fBea/yzOO9CLM+7IkkSfWMDODc3sGVYaatrPXEDvXNQXryz\nv4taraaquIKSvKJLu9H2+Dw8HewlEApSW1pFWRyc2W8isQxmnT6awXxJUUuJxop9leGZMSRJoqyg\nhOqSylsj6kRRZGPLjd3twOneiKUCGHR6cqzZMRGrlDLGD6/fR/dAD8FQkJaaJvJtudc9JIUj2F0O\n+sYGyEzLoKux/cYc+76An8W1JZbWV4iIEVSCQJ4tl5L84mvt/010FEF7RwiFwzFTpqPmTIFTBIxe\nqzsmWC1HhOtZmVyYZmZpjmRLEg+aO6+kzGPfu8+Pnr8sS70MZ8vbjnt7k+HpMbx+LyqVCpPeiC/o\nP2bgdZ7YoIuys7/L4/6n6LU63m9/dK4+3939PboHe5AlmfvNHXHLKz3kLsXyvCuiKPJ8tB/Xtpsc\nazatNU2oVCpC4RCT89MsHZYXZ+VQW1Z9KeXFh+x7PTwd6iUYClJXVk3pHW9NOJx4tJgsPGrpuvZK\njKtiz7NH39gAXr+P9JQ07tU2X+pxd5lExAgbmy7sLifOzQ1EKZoQYNQbD0SsjbTk1BtzI38T2fXs\n8WTgGaIk0lF/j6wM63UPSYHoYs0Pn/+YUCjI++3vXVm1YDyJRCKsONdYWF2MVUdmpKZTml+MLSNL\n+bt+BUXQ3jKCodCpwvXV3kmI2oa/XG196SocD3Ogo+YwV2lx3zfaj93txGw08ZOd71/6891GJEli\nYW2JqcUZRFEkNSmF0vwSImLknWOD3oWIKPJxXzdev5euxnas6Zlnfqw/4Odx/1MCoSD3apvJjXOp\n0V2L5bkIEVGk98BEJc+WS0ZKOhPzU4QjYSwmCw0VtWSmXU558SH73n2eDPYSCoeoL6+lJP/2GyKd\nhdHZCRZWF8lITaersf3WrFa+jXAkzNDkCHa3E71WR2tt86Ufg/EiEong3HJh37Dj3HLFJhtNBiO5\n1hxyrNmkJCUrN7tXyObOFj1DzxEEgfvNHaTdkOSA28z43CRzKwu3osdZlmU2tlzMry7iPjDzNBlM\nlOQXUZidf2viwy6KImhvILIsHxOuR0uGD10Lj2LUG6OlwkdWWy0m86WvmsqyzIuxAexuJ9mZNtqu\nwOI+Ikb47uMfIMkSzVUNFOScr99S4SX+YIDxuUnWN+wAFOcWUlVSiU6rfafYIKPecK7Pf2R6jMX1\n5XM7E4YjYboHnrHv3b+UstK7GstzESKRCD3Dz9nei2bwqdVqqorKKckvvnQRtefZ4+lQL6Fw+M64\n+54VWZbpGxvA4XaSb8ulubrxzgghWZZZWF1kfH4KWZapLqmkvLA0IV9/OBLGubmB3eVk44iINRvN\n5B6UEydbrrYVROE4h2X8Wo2Why1dJJkt1z2kt7K1u83s8jyiKJKdGY1quqnVCkfZ9+7zUV83Rr2B\nD9rfu1XO5krsz+tRBG0Cc2ji81KwemMrr0fFwyEmg+lEj6vFZL7W2RtREukdfoF7Z5PCnAIar8Di\nfm51gfHZSdQqNZ969FN3ZtXhsnBvbzIyM4bH50Wn1VJTWk1Bdt6xz/E8sUGH/1KSkl9r3uXc3KB3\n5AVJJgvv3Xtw5guSJEk8G+nDvb1JcW4h9RW1cT3e7nosz0UIh8P0Twyh1WqpKa3CeAU3Trv7UTEb\njoRprKynKLfg0p/zphERRZ4OPmNnf5fKonKqSique0hXytbuNi/GBgiEgmSlW2mpaUyICLNQOIxz\n04nd5cC15Y7F31lMlpiITTJblPNPArFsX2FoahSD3sCjli6MCdqb7t7ZZGZxDvfO5onfpSWnkWu1\nkW3NvpG99UdNJG+zk7sS+3MSRdAmALIs4w/4TzVniojisW0FBMwmUyzH9ahwTdRZqHAkzNPBXnY9\ne1QUllFdevnlH//z6Q8JBAMUZOfRXN146c9325EkifnVRaYXZxElkbTkVBoqakl5gwHS22KDBASS\nLEnHRK7ZaCIUDvGj54+JRMK8d+8ByWc0QZBlmaGpEVYca681IboISizPzWJnf5eeoeeEI2Gaquop\nzFHE7OuIOrY+xRfw01TVQOEdq2wJhoL0Twzh3t7EqDfSVtdM6jWUjQZDIRxuJ3a3A/f2ZiwKL9mc\nFOuJTTIr3hCJzOzyHBPz01hMZh62dCXE5AhEr4/unU2mF2fZ2t0GwJqWSUVRGSajCYcrOnmyubsV\ne0xqUkps8uSmrP4d5tXfFXNQJfbnJYqgvUJkWcbn9x0TrNGv3piZwyGCIGAxmo+ZMyWZLZiMpht5\ngAZDQboHevD6r8bifnt3m8cDPQB8ouuDGznTmIj4A/5oGfKBrXxxbiHVJZVnMpQ5LTZod38PSX5p\nOKVRa2KmQYU5+dSWVp/ZrOYwPD3FksyDls64RjcpsTw3i529HXqGnxOORGiubqQgO++6h5TweHwe\nHvf3EBEjdDa0natn/TYgyzLTi7NML82iEgTqymsoyi289JWOYCiI/VBM7GzFqlpSLMkxd+KbaGhz\nVznqfJ+alML9po5rrZKTZRnXtpvpxdlYy0dWupXKojLSTjFKDASD0UkVl+PYCu5NOB5D4TA/7P0Y\nURT5oOO9O3Xfp8T+KIL2UpAkCe+BcPW8IlyP3rwDqFQqLCbzK6utbUB4OwAAIABJREFUFsxG060r\nlfX5fTyOWdw3km+73JvMp0O9uLc3SbYk837bw0t9rruGa8vNyMw4Xr8XnVZHbWkV+a+UIZ+Fw9ig\nQ4Hr2nITeqWc/iyxQYezska9kUet9zHo43PyVmJ5bh7bu9v0DPcRESNXcp65TUTNbXpRqdQ8bOm6\nk07xG1su+seHCEfC5GXl0FhZH3dBEggGXorYG74ipnASWZYZnBxh1bmGNS2TjoZ7V34/d2gkNL04\ny87+LgC2jCwqi8pJTT7bNSwYCuJwb8TE7cmKgeyE6hU+9N2oKa2kvPBu5Ysf5a7G/tw5QSuKIqvr\na3HZtyiJ+AMBfH4vXr8v9s8X8PHqe6NWqTGZTJgNJszGl/8MeuOlzQDn5+YlXBnynmefJ4M9RMTL\nt7gPRcJ8r/sHyLJMe30L2ZnZl/Zcd5FoGfIC04tzB2XIaTRU1r7zCdPj8/JxXzeCIFBXXo3X74/2\n4+7vIB4pvX81NkiWZV6MD6JWqXnU2hW3kjwllufmsbW7zbPh54iiREttE3lxdre+C6xt2OkfH4z2\nAbbev5Je50TDH/DzYnyQ7b0dLCYzbXUtFz6v+AN+7AcrX4cln3DzexYVTkeSJJ6P9rOx5SIvK4eW\nmqYr6WuUZRnn5gbTi7OxEtTsTBuVRWVvbBF6G6FwCKd7g3WXA9e2O3aPm2SyHBO319W7ubO3y4/7\nn2AxmXm/7dGtWxB6F+5a7M+dE7RLK8uYrEmUlNzuDMKFhQV8rn2KChKvz29zZ4ue4ecICNxvaj+1\n7CVeTM5PM7M8h1aj4ZMPPqGc5C4Bf8DP2NxkrMylJK+IquKKc+VaSpJE90APO/u7J2J2ZFlm3+s5\nVqr8amwQQGZqOrZMW1xig5RYnpvH5s4Wz4b7kGSJ1pqmuEc13SUO+wCTzUk8bOm6k7EQkiQxPjfJ\nwtoSapWaxqp68m2559qHz++LidjDck+AjJR0cqzZZFttd3LC4K4QEUV6hnrZ3tuhJK+IuvKaSxMR\nsixjdzuZWZxlz7sPQK41m4qi8rhXWoQj4Zfidssdqzy8LtdtWZb5cf9Tdvd3ud/UcWMiuK6KuxL7\nk1CCVhCETwH/EVABfyHL8h++8vvfAj4LhAEX8KuyLK+8ZZ8nBG1dRyOVlTc7l+ptTE9PM9Y7nJCC\nFqIW932jA2g0Gh62dF6q0cV3u39AKByiNL+YunPEvyicj40tF6MzE3j9XvRaHTVl1eTbcs90UZta\nmGF6aZZ8Wy4tNU1v3T4cDrOx5WZ4epSIGEGtUh/rQ79IbJASy3PzcG9v0jvyAkmWuFfbTI5Vqca4\nCEdzxK3pmXTUX33JZKKwvmFnaGqEiChSlFtIXXn1G88HXp+XdZcDu9vJ7kGpJ0BmagY5VhvZmdlx\na4lQSHxC4TBPBnvY93qoKqmgsqg8rvuXZZl1l4OZxVn2DyZ687JyqCgquxIDsUgkchAp5XglF9kU\nE7eXnYu8uLbEyMw4ebZcWs9w/3CXuc2xPwkjaAVBUAHTwCeAdeA58EuyLE8e2eZ94JksywFBEH4d\n+ECW5V96y34VQZugrDhWGZwcwaDT87D1/qWVW21suXk2/BwB+OkHn0CvSwzXwduIKInMrywyvTSL\nJEmkp6TRUFH7Rqfird1tugd6MOqNvN/+8Ez5yJFIhCeDz9j17FFVXEFFUVlcYoOUWJ6bh2vbTe/I\nC2RZpq2uhexM23UP6VZwtGTyqiLXEhWPz0vf2AD73n1SklJoq20+dvO37/Vgdzmwuxyx1TFBEA5E\nbDbZmVl3wpRF4XT8wQDd/T34g34aK+soioND/qG77czSHB6fF4Fon2RFUSkW0/X0tUbECBubLuwu\nJ87Njdgks1FvJMeaTa7VRmpyalzPI8FQkL979jEAH3b8hDJZdEZuY+xPIgnaLuD3ZVn+2YPvfweQ\nX12lPbJ9M/Cnsiy/95b9yn/7jb+JxeEsLC3wa5/7nCJoE4S55XnG56cwG6MW95clNn/c/5SdvR3S\nU9J42NJ1Kc+h8BJfwM/Y7AQOtxMBgeL8IqqKy0+I1Ugkwkd9j/EF/Dxo7iQjNf2t+5Ykib6xfpyb\nLgqz82msqj/15Hve2KBIJML4/KQSy3OD2Nhy8Xy0H2SZtvpWxX06zkQiEboHn7Hn2aO6pJKKortr\ntBIRRUamx1h1rqHVaKkrq8YX9GPfcMRWxgRBwJqWSa41G1tmVsJEtihcPx6fl+6Bp4TCYe7VtZD7\njlUkkiSxtrHOzNIcXr8PQRDIt+VRUViKOYHch0VRZGPLHV253XTGIigNegM5mTZyrNlxEU4DE0Os\nOtepr6ilJK8oHkO/U9ym2J+LCNp4F13nAUfLh1eBjjds/78B/99ZdvxidBqtNowgRG9iXyUSiZxn\nnG/lttSjXwVlhaUEwyHmVhboHem7NIv79roW/ufTH7K1u417e1PpsbhkTAYj7fWtbGy6GJ0dZ2F1\nkfUNO7VlVeRlvSxDHp2dwBfwU15YeiYxK8syY7MTODddZKZl0PCGVSONWk1Ganpsv6+LDdrz7LG0\nvhx7XIolmVAohGvLTWpyyplWjBWuHuemi77RfgDaL9lg7q6i0WjobLjHj/ufMrkwjclgJO+cfaS3\nBY1aTXN1A+kpaYzOjDM4NQJE2xtsGVlREZuRdS7vAIW7Q9RYsJ0nQ88YGB9E19h+rvsQSZJYda4x\nszSHL+BHEAQKcwqoKCxNyFJRtVpNjtVGjtWGKIm4tzZZPxC3C2tLLKwtodfpY+I2IzX93OLWvbPJ\nqnOdFEuyMgH9jqhUKvJteeRl5R6L/RmcHGZibvLOxP7Ee4X2HwOflGX51w6+/2dAuyzLv3nKtv8M\n+N+B92VZDr/6+1e2PTbIf/KZf8IX//CLsRXaSCTCyooYNzdgURQpKFDHRZT9j//xP5iYmOC3f/u3\nz/3Ym7JCC1GhMTQ1wopjjcy0DDob2i6lX+vQ0l2v1fHJh5+I+/4VTkeUROZWFphZmjtShlyH1x8t\n40uxJPOo9f6ZPvPDFf0kcxIPWzovLDZFUWRoaoS1DTsqlQqdRkvgyCougMVkOVjFTXltbJDC1eJ0\nb9A31g+CQEf9vTuXmXrV7Hn26R7oQZJEupo6zjT5dJvZ3d9j1blGalIKtowsZRJb4cy4tt30Dveh\nUqm439z51hg4URJZcawxuzSPP+hHdSBkywpLb6QrtiRJuLc3oyX6bifhg5g+nVZ3TNy+7X5AkiQ+\n6uvG4/PwXut9UpNTr2L4d4KbFPvzZ//Pn/N/ffX/PvazRCk5/oIsy586+P7UkmNBEH4K+BPgJ2RZ\n3jy5pxP7lb/99ef4/Wp0OnBvL/H+z9YeE7Tr6/FbVY1EIuTmXv8q7U0StHC8jDTXmkNrbfwt7iVJ\n4rvdPyAiRi7FnEHhzfj8PsbmJmNlyIIgICPzftujM2XZrW/YeTE+iEGnj8aJXPBi/rpYnmAoeLCC\nu3um2KC05NRbP3uZSDjcTvrGBlAJKjoa7inVFleEa9vNs+E+NGoND1u6Eip/UkHhJnF4LdNpdTxs\n6cJySqmwKIosO1aZXZ4nEAygUqkoOhCyt8UZW5IkNne2YuI2FA4BoNVoY+I2My3jVHE7uzzPxPwU\nRbmFNFbWXfXQ7wQ3LfYnkUqOnwPlgiAUAXbgl4D/5egGgiC0AP8n8DNnEbOHmE0SJqNEKCTg9SZG\n1NDS0hKf+tSn6Orq4smTJ7S3t/Mrv/Ir/P7v/z4ul4uvf/3rjI+P09fXx5/+6Z/yK7/yKyQnJ9PX\n14fT6eSP/uiP+If/8B9e98uIGyqVitbaFp4NP2fdZUc3q6M+zhb3KpWKxqp6+scHmV6cpTSv+Non\nHu4SJqOJ9vpWHO4NXowPIElRh71dzx4Wk/mNn/XW7jYDE8Oo1Wo6GtouLGbfFMuj1+nJzrTFzIVO\niw3a3Nlic2fr5WszGI8J3OQLxgYpnI7d5eDF+GBUzDbeIzNVEbNXhTUtk6aqegYnR+gd6eNR631l\nIkdB4R3IzcohFA4xMjNOz/BzHrV0YTgQqaIosmRfYXZ5nmAoiEqlojS/mLKCktg2twWVSoU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9+ktLSU3d1dfvEXf5HvfOc7J/Z/G3toXyUUDtE90IPHFz+L++6BHrZ2t0lNSuG9ew/iMMq7hSiK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\n55mnd6iPjOStrVXp7O9mbHIcu83GkneJ1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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Normalisation des notes de chaque exo\n", - "notes_exo_norm = (notesT2 / barem.values[0,:]).astype(float)\n", - "def f(x):\n", - " #notes_exo_norm\n", - " display(notesT2.loc[x])\n", - " ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n", - " d_norm = notes_exo_norm.describe()\n", - " d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)\n", - " notes_exo_norm.loc[x].plot(ax=ax, color=\"red\", alpha = 1)\n", - "\n", - " \n", - "interact(f, x = list(notesT2.index))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# 3e trimestre" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## DS_16_03_21" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ds_name = \"DS_16_03_21\"\n", - "notes = all_notes.parse(ds_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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BarèmeABDOU ALI NassimABDOUL-KADER TouraAHAMADI DjelaneAHMED LaineAHMED HamzaAHMED AichaALI NaimaANSSURDINE ZaidouARBABI Idiamine...IBRAHIM YanickIBRAHIM HakimMADI HimidatiMARI IsmaëlMOHAMED YousraMOUHOUDHOIRE NithaouSAINDOU Abdoul AnzizeSAÏD HakimSOIFENE FémidaZAKARIA Najwa
DS_16_02_08209.53.510.510.511.00000018.0000009.508...14.511.5013.0000008.50404.511.5
Exercice 154.01.03.04.04.3333334.3333333.002...4.04.003.3333332.00101.02.0
Opération 113.03.03.03.03.0000003.0000003.0NaN3...3.00.0NaN3.0000003.0NaN0NaN0.03.0
Opération 213.00.03.03.03.0000003.0000003.0NaN3...3.03.0NaN3.0000003.0NaN3NaN3.03.0
Opération 310.00.00.03.03.0000003.0000000.0NaN0...3.03.0NaN3.0000000.0NaN0NaN0.00.0
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ABDOU ALI NassimABDOUL-KADER TouraAHAMADI DjelaneAHMED LaineAHMED HamzaAHMED AichaALI NaimaANSSURDINE ZaidouARBABI IdiamineATTOUMANI Mtahida...IBRAHIM YanickIBRAHIM HakimMADI HimidatiMARI IsmaëlMOHAMED YousraMOUHOUDHOIRE NithaouSAINDOU Abdoul AnzizeSAÏD HakimSOIFENE FémidaZAKARIA Najwa
DS_16_02_089.53.510.510.511.00000018.0000009.5088.5...14.511.5013.0000008.50404.511.5
Exercice 14.01.03.04.04.3333334.3333333.0022.0...4.04.003.3333332.00101.02.0
Opération 13.03.03.03.03.0000003.0000003.0NaN33.0...3.00.0NaN3.0000003.0NaN0NaN0.03.0
Opération 23.00.03.03.03.0000003.0000003.0NaN33.0...3.03.0NaN3.0000003.0NaN3NaN3.03.0
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" - ], - "text/plain": [ - " ABDOU ALI Nassim ABDOUL-KADER Toura AHAMADI Djelane \\\n", - "DS_16_02_08 9.5 3.5 10.5 \n", - "Exercice 1 4.0 1.0 3.0 \n", - "Opération 1 3.0 3.0 3.0 \n", - "Opération 2 3.0 0.0 3.0 \n", - "Opération 3 0.0 0.0 0.0 \n", - "\n", - " AHMED Laine AHMED Hamza AHMED Aicha ALI Naima \\\n", - "DS_16_02_08 10.5 11.000000 18.000000 9.5 \n", - "Exercice 1 4.0 4.333333 4.333333 3.0 \n", - "Opération 1 3.0 3.000000 3.000000 3.0 \n", - "Opération 2 3.0 3.000000 3.000000 3.0 \n", - "Opération 3 3.0 3.000000 3.000000 0.0 \n", - "\n", - " ANSSURDINE Zaidou ARBABI Idiamine ATTOUMANI Mtahida \\\n", - "DS_16_02_08 0 8 8.5 \n", - "Exercice 1 0 2 2.0 \n", - "Opération 1 NaN 3 3.0 \n", - "Opération 2 NaN 3 3.0 \n", - "Opération 3 NaN 0 0.0 \n", - "\n", - " ... IBRAHIM Yanick IBRAHIM Hakim MADI Himidati \\\n", - "DS_16_02_08 ... 14.5 11.5 0 \n", - "Exercice 1 ... 4.0 4.0 0 \n", - "Opération 1 ... 3.0 0.0 NaN \n", - "Opération 2 ... 3.0 3.0 NaN \n", - "Opération 3 ... 3.0 3.0 NaN \n", - "\n", - " MARI Ismaël MOHAMED Yousra MOUHOUDHOIRE Nithaou \\\n", - "DS_16_02_08 13.000000 8.5 0 \n", - "Exercice 1 3.333333 2.0 0 \n", - "Opération 1 3.000000 3.0 NaN \n", - "Opération 2 3.000000 3.0 NaN \n", - "Opération 3 3.000000 0.0 NaN \n", - "\n", - " SAINDOU Abdoul Anzize SAÏD Hakim SOIFENE Fémida ZAKARIA Najwa \n", - "DS_16_02_08 4 0 4.5 11.5 \n", - "Exercice 1 1 0 1.0 2.0 \n", - "Opération 1 0 NaN 0.0 3.0 \n", - "Opération 2 3 NaN 3.0 3.0 \n", - "Opération 3 0 NaN 0.0 0.0 \n", - "\n", - "[5 rows x 27 columns]" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "barem = notes['Barème']\n", - "notes = notes.drop('Barème', axis=1)\n", - "notes.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "DS_16_02_08 20.0\n", - "Exercice 1 5.0\n", - "Opération 1 1.0\n", - "Opération 2 1.0\n", - "Opération 3 1.0\n", - "Opération 4 1.0\n", - "Opération 5 1.0\n", - "Exercice 2 2.0\n", - "Unité temps 2.0\n", - "Exercice 3 6.0\n", - "Durée 2.0\n", - "Horaire 2.0\n", - "Fraction de temps 2.0\n", - "Exercice 4 5.0\n", - "Placer fraction axe 2.0\n", - "Comparaison denom 1.5\n", - "Comparaison num 1.5\n", - "Name: Barème, dtype: float64" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "barem" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Absents" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['ANSSURDINE Zaidou',\n", - " 'HOUMADI Naima',\n", - " 'MADI Himidati',\n", - " 'MOUHOUDHOIRE Nithaou',\n", - " 'SAÏD Hakim']" - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(notes.T[notes.iloc[0] == 0].index)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Présents" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "notes = notes.T[notes.iloc[0] != 0].T" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "count 22.000000\n", - "mean 10.136364\n", - "std 4.282250\n", - "min 3.500000\n", - "25% 8.125000\n", - "50% 10.500000\n", - "75% 12.625000\n", - "max 20.000000\n", - "Name: DS_16_02_08, dtype: float64" - ] - }, - "execution_count": 89, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "total = notes.iloc[0]\n", - "total.describe()" - ] - }, - { - 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Exercice 1Exercice 2Exercice 3Exercice 4
ABDOU ALI Nassim4.0000001.3333332.0000001.333333
ABDOUL-KADER Toura1.0000000.6666670.0000001.333333
AHAMADI Djelane3.0000001.3333332.0000003.333333
AHMED Laine4.0000001.3333332.0000002.166667
AHMED Hamza4.3333331.3333332.6666671.500000
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" - ], - "text/plain": [ - " Exercice 1 Exercice 2 Exercice 3 Exercice 4\n", - "ABDOU ALI Nassim 4.000000 1.333333 2.000000 1.333333\n", - "ABDOUL-KADER Toura 1.000000 0.666667 0.000000 1.333333\n", - "AHAMADI Djelane 3.000000 1.333333 2.000000 3.333333\n", - "AHMED Laine 4.000000 1.333333 2.000000 2.166667\n", - "AHMED Hamza 4.333333 1.333333 2.666667 1.500000" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes_exo = notes.T.filter(regex='Exercice').astype('float')\n", - "barem_exo = barem.T.filter(regex='Exercice').astype('float')\n", - "notes_exo.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Exercice 1 5\n", - "Exercice 2 2\n", - "Exercice 3 6\n", - "Exercice 4 5\n", - "Name: Barème, dtype: float64" - ] - }, - "execution_count": 92, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "barem_exo" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from ipywidgets import interact, interactive\n", - "from IPython.display import display, HTML" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "DS_16_02_08 10.500000\n", - "Exercice 1 4.000000\n", - "Opération 1 3.000000\n", - "Opération 2 3.000000\n", - "Opération 3 3.000000\n", - "Opération 4 3.000000\n", - "Opération 5 0.000000\n", - "Exercice 2 1.333333\n", - "Unité temps 2.000000\n", - "Exercice 3 2.000000\n", - "Durée 1.000000\n", - "Horaire 1.000000\n", - "Fraction de temps 1.000000\n", - "Exercice 4 2.166667\n", - "Placer fraction axe 1.000000\n", - "Comparaison denom 3.000000\n", - "Comparaison num 0.000000\n", - "Name: AHMED Laine, dtype: float64" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - 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Aja4baKxvhFKhTPXwFixdwiohJPU4joOYi82kSiXSlI6F5/mE2fCFLi+/2zL1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ukkNzv3rIemc0E5qgoJwB/w88e+h3jDPiQkumuu8uWVe8cew1mokRK5KKqkg9BVSqlF0zR63/Xy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HjQy/6YvI8eE33cbwLKVU6pzwWnhW+jAsxGHzPI/OvicMjg/j9/m5du41TlRVZ3tZQhxpUpW0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\nPOsoGJ+a4H7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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Normalisation des notes de chaque exo\n", - "notes_exo_norm = (notes_exo / barem_exo).astype(float)\n", - "def f(x):\n", - " #notes_exo_norm\n", - " display(notes[x])\n", - " ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n", - " d_norm = notes_exo_norm.describe()\n", - " d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)\n", - " notes_exo_norm.loc[x].plot(ax=ax, color=\"red\", alpha = 1)\n", - "\n", - " \n", - "interact(f, x = list(notes_exo.index))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Bilan 3e trimestre" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ds_name = \"notes\"\n", - "notes = all_notes.parse(ds_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['3e trimestre', 'DS_16_03_21', 'DM_16_04_01', 'DS_16_04_11'], dtype='object')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "notes[15:].index" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "trim3 = notes[15:].T\n", - "trim3.columns = ['Calcul mental', 'DS_16_03_21', 'DM_16_04_01', 'DS_16_04_11']" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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Calcul mentalDS_16_03_21DM_16_04_01DS_16_04_11
Barème20202020
ABDOU ALI Nassim13.59.5NaN10.5
ABDOUL-KADER Toura43.54.58
AHAMADI Djelane1610.51416.5
AHMED Laine810.5129.5
AHMED Hamza9114.510.5
AHMED Aicha17.5181716.5
ALI Naima179.513.515.5
ANSSURDINE Zaidou12.57NaN8
ARBABI Idiamine13815.510
ATTOUMANI Mtahida98.518.58
BACAR Natacha144.51411.5
BACAR Musbahou192018.516.5
BAHEDJA Rachma1610.516.516.5
CHAHARANE Djawadi1313129
CHARIF Nassuria12131114.5
COMBO Danil145.5711.5
HOUMADI Naima510.516.5NaN
IBRAHIM Yanick1214.518.517
IBRAHIM Hakim1011.510.59
MADI Himidati510.511.510
MARI Ismaël141317.59.5
MOHAMED Yousra8.58.51810.5
MOUHOUDHOIRE Nithaou7.5515.59.5
SAINDOU Abdoul Anzize94NaN10
SAÏD Hakim17.5201919
SOIFENE Fémida6.54.5175.5
ZAKARIA Najwa6.511.5911.5
Unnamed: 28NaNNaNNaNNaN
moyenne11.444410.222213.812511.6923
min43.54.55.5
q18.257.511.3759.5
Me1210.514.7510.5
Q31412.2517.12515.25
max19201919
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Calcul mentalDS_16_03_21DM_16_04_01DS_16_04_11
ABDOU ALI Nassim13.59.5NaN10.5
ABDOUL-KADER Toura43.54.58
AHAMADI Djelane1610.51416.5
AHMED Aicha17.5181716.5
AHMED Hamza9114.510.5
AHMED Laine810.5129.5
ALI Naima179.513.515.5
ANSSURDINE Zaidou12.57NaN8
ARBABI Idiamine13815.510
ATTOUMANI Mtahida98.518.58
BACAR Musbahou192018.516.5
BACAR Natacha144.51411.5
BAHEDJA Rachma1610.516.516.5
CHAHARANE Djawadi1313129
CHARIF Nassuria12131114.5
COMBO Danil145.5711.5
HOUMADI Naima510.516.5NaN
IBRAHIM Hakim1011.510.59
IBRAHIM Yanick1214.518.517
MADI Himidati510.511.510
MARI Ismaël141317.59.5
MOHAMED Yousra8.58.51810.5
MOUHOUDHOIRE Nithaou7.5515.59.5
SAINDOU Abdoul Anzize94NaN10
SAÏD Hakim17.5201919
SOIFENE Fémida6.54.5175.5
ZAKARIA Najwa6.511.5911.5
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