From cf0e112a800c95eaf146201748bd0ff4f244b096 Mon Sep 17 00:00:00 2001 From: 61cbc2a4c93a3237a08f8b8e6c523229 <61cbc2a4c93a3237a08f8b8e6c523229@app-learninglab.inria.fr> Date: Fri, 3 Apr 2020 08:45:34 +0000 Subject: [PATCH] Fini sans relecture --- Projet Maman 2/Untitled.ipynb | 115 +++++++++++++++++++++++----------- 1 file changed, 78 insertions(+), 37 deletions(-) diff --git a/Projet Maman 2/Untitled.ipynb b/Projet Maman 2/Untitled.ipynb index 97ede4e..7a97829 100644 --- a/Projet Maman 2/Untitled.ipynb +++ b/Projet Maman 2/Untitled.ipynb @@ -2,17 +2,9 @@ "cells": [ { "cell_type": "code", - "execution_count": 49, + "execution_count": 3, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['01', '02', '03', '04', '05', '06', '07', '08', '09', '10', '11', '12', '13', '14', '15', '16', '01', '02', '03', '04', '05', '06', '07', '08', '09', '10', '11', '12', '01', '02', '03']\n" - ] - } - ], + "outputs": [], "source": [ "## Projet Maman 2\n", "\n", @@ -24,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -32,15 +24,15 @@ "output_type": "stream", "text": [ " Type Num Id Label\n", - "0 Quiz 283 01 Module 1\n", - "1 Quiz 268 02 Module 1\n", - "2 Quiz 285 03 Module 1\n", - "3 Quiz 259 04 Module 1\n", - "4 Quiz 234 05 Module 1\n", - "5 Quiz 190 06 Module 2\n", - "6 Quiz 188 07 Module 2\n", - "7 Quiz 181 08 Module 2\n", - "8 Quiz 165 09 Module 2\n", + "0 Quiz 283 1 Module 1\n", + "1 Quiz 268 2 Module 1\n", + "2 Quiz 285 3 Module 1\n", + "3 Quiz 259 4 Module 1\n", + "4 Quiz 234 5 Module 1\n", + "5 Quiz 190 6 Module 2\n", + "6 Quiz 188 7 Module 2\n", + "7 Quiz 181 8 Module 2\n", + "8 Quiz 165 9 Module 2\n", "9 Quiz 149 10 Module 2\n", "10 Quiz 136 11 Module 2\n", "11 Quiz 129 12 Module 3\n", @@ -48,21 +40,21 @@ "13 Quiz 93 14 Module 4\n", "14 Quiz 80 15 Module 4\n", "15 Quiz 74 16 Module 4\n", - "16 QuizP 126 01 Jupiter\n", - "17 QuizP 95 02 R\n", - "18 QuizP 77 03 OrgMode\n", - "19 QuizP 77 04 Jupiter\n", - "20 QuizP 53 05 R\n", - "21 QuizP 43 06 OrgMode\n", - "22 QuizP 70 07 Jupiter\n", - "23 QuizP 45 08 R\n", - "24 QuizP 35 09 OrgMode\n", + "16 QuizP 126 1 Jupiter\n", + "17 QuizP 95 2 R\n", + "18 QuizP 77 3 OrgMode\n", + "19 QuizP 77 4 Jupiter\n", + "20 QuizP 53 5 R\n", + "21 QuizP 43 6 OrgMode\n", + "22 QuizP 70 7 Jupiter\n", + "23 QuizP 45 8 R\n", + "24 QuizP 35 9 OrgMode\n", "25 QuizP 69 10 Jupiter\n", "26 QuizP 43 11 R\n", "27 QuizP 36 12 OrgMode\n", - "28 Exercices 195 01 Module 1\n", - "29 Exercices 117 02 Module 2\n", - "30 Exercices 85 03 Module 3\n" + "28 Exercices 195 1 Module 1\n", + "29 Exercices 117 2 Module 2\n", + "30 Exercices 85 3 Module 3\n" ] } ], @@ -71,7 +63,7 @@ "\n", "Type_init= list(donnees.columns[3:19])+list(donnees.columns[20:32])+list(donnees.columns[34:37])\n", "Type=[i.split()[0] for i in Type_init]\n", - "Id=[i.split()[1] for i in Type_init]\n", + "Id=[int(i.split()[1]) for i in Type_init]\n", "Num=[(sum(donnees.loc[:,type]>0)) for type in Type_init]\n", "Label=[\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 3\",\"Module 3\",\"Module 4\",\"Module 4\",\"Module 4\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Module 1\",\"Module 2\",\"Module 3\"]\n", "tableau=pd.DataFrame({'Type':Type,\"Id\":Id,\"Num\":Num,\"Label\":Label})\n", @@ -82,12 +74,12 @@ }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -103,7 +95,7 @@ "\n", "plt.figure(1,figsize=(20,5))\n", "plt.subplot(131)\n", - "tableau.loc[tableau.loc[:,\"Type\"]==\"Exercices\",\"Num\"].plot()\n", + "plt.plot(Id[-3:],list(tableau.loc[tableau.loc[:,\"Type\"]==\"Exercices\",\"Num\"]),\"r-\")\n", "plt.ylabel(\"Num\")\n", "plt.title(\"Exercices\")\n", "\n", @@ -113,7 +105,6 @@ "tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 3\"),\"Num\"].plot()\n", "tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 4\"),\"Num\"].plot()\n", "plt.legend([\"Module 1\",\"Module 2\",\"Module 3\",\"Module 4\"])\n", - "\n", "plt.title(\"Quiz\")\n", "\n", "plt.subplot(133)\n", @@ -122,6 +113,56 @@ "tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"OrgMode\"),\"Num\"].plot()\n", "plt.legend([\"Jupiter\",\"R\",\"Orgmode\"])\n", "plt.title(\"QuizP\")\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "##### Graphs deuxième version\n", + "\n", + "fig1,(ax1,ax2,ax3)=plt.subplots(1,3,figsize=(20,5),sharex='col')\n", + "\n", + "ax1.plot(Id[-3:],tableau.loc[tableau.loc[:,\"Type\"]==\"Exercices\",\"Num\"],\"r-\")\n", + "\n", + "\n", + "ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 1\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 1\"),\"Num\"]))\n", + "ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 2\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 2\"),\"Num\"]))\n", + "ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 3\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 3\"),\"Num\"]))\n", + "ax2.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Module 4\") & (tableau.loc[:,\"Type\"]==\"Quiz\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"Quiz\") & (tableau.loc[:,\"Label\"]==\"Module 4\"),\"Num\"]))\n", + "ax2.legend([\"Module 1\",\"Module 2\",\"Module 3\",\"Module 4\"])\n", + "\n", + "ax3.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"Jupiter\") & (tableau.loc[:,\"Type\"]==\"QuizP\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"Jupiter\"),\"Num\"]))\n", + "ax3.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"R\") & (tableau.loc[:,\"Type\"]==\"QuizP\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"R\"),\"Num\"]))\n", + "ax3.plot(tableau.loc[(tableau.loc[:,\"Label\"]==\"OrgMode\") & (tableau.loc[:,\"Type\"]==\"QuizP\"),\"Id\"],list(tableau.loc[(tableau.loc[:,\"Type\"]==\"QuizP\") & (tableau.loc[:,\"Label\"]==\"OrgMode\"),\"Num\"]))\n", + "plt.legend([\"Jupiter\",\"R\",\"Orgmode\"])\n", + "\n", + "ax1.set_title(\"Exercices\")\n", + "ax2.set_title(\"Quiz\")\n", + "ax3.set_title(\"QuizP\")\n", + "fig1.text(0.5, 0.02, 'Id', ha='center',size=\"xx-large\")\n", + "fig1.text(0.09,0.5,\"Num\",ha='center',rotation='vertical',size=\"xx-large\")\n", + "fig1.text(0.15,0.83,\"Module 1\",color=\"red\")\n", + "fig1.text(0.24,0.39,\"Module 2\",color=\"blue\")\n", + "fig1.text(0.30,0.15,\"Module 3\",color=\"green\")\n", + "fig1.suptitle(\"Graphiques\",fontsize=40,y=1.1)\n", "\n", "plt.show()" ] -- 2.18.1