diff --git a/src/analyse_exploratoire.ipynb b/src/analyse_exploratoire.ipynb index a11a143..f01fa4d 100644 --- a/src/analyse_exploratoire.ipynb +++ b/src/analyse_exploratoire.ipynb @@ -17,40 +17,52 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2023-10-18T16:48:13.502498383Z", + "start_time": "2023-10-18T16:48:13.459258341Z" + }, + "collapsed": false + }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-10-18T16:48:13.502498383Z", - "start_time": "2023-10-18T16:48:13.459258341Z" - } - } + ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-10-18T16:48:13.770440929Z", "start_time": "2023-10-18T16:48:13.762830438Z" } }, - "outputs": [], + "outputs": [ + { + "ename": "AttributeError", + "evalue": "module 'seaborn' has no attribute 'set_thme'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mc:\\Users\\jules\\Desktop\\Cours\\DataScience\\analyse-survie\\src\\analyse_exploratoire.ipynb Cell 4\u001b[0m line \u001b[0;36m2\n\u001b[0;32m 1\u001b[0m np\u001b[39m.\u001b[39mrandom\u001b[39m.\u001b[39mseed(\u001b[39m0\u001b[39m)\n\u001b[1;32m----> 2\u001b[0m sns\u001b[39m.\u001b[39;49mset_thme()\n", + "\u001b[1;31mAttributeError\u001b[0m: module 'seaborn' has no attribute 'set_thme'" + ] + } + ], "source": [ "np.random.seed(0)\n", - "sns.set_theme()" + "sns.set_thme()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2023-10-18T16:48:14.241486985Z", @@ -81,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2023-10-18T16:48:15.288824938Z", @@ -102,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2023-10-18T16:48:15.744803710Z", @@ -130,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2023-10-18T16:48:16.427628004Z", @@ -154,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2023-10-18T16:48:17.368521019Z", @@ -245,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2023-10-18T16:48:18.510971979Z", @@ -255,7 +267,32 @@ "outputs": [ { "data": { - "text/plain": "['cat1',\n 'cat2',\n 'cat3',\n 'cat4',\n 'cat5',\n 'cat6',\n 'cat7',\n 'cat8',\n 'cat9',\n 'cat10',\n 'cat11',\n 'cat12',\n 'cat13',\n 'cat14',\n 'cat15',\n 'curr1',\n 'curr2',\n 'curr3',\n 'curr4',\n 'curr5',\n 'curr6',\n 'Status',\n 'facebook_connected',\n 'has_video']" + "text/plain": [ + "['cat1',\n", + " 'cat2',\n", + " 'cat3',\n", + " 'cat4',\n", + " 'cat5',\n", + " 'cat6',\n", + " 'cat7',\n", + " 'cat8',\n", + " 'cat9',\n", + " 'cat10',\n", + " 'cat11',\n", + " 'cat12',\n", + " 'cat13',\n", + " 'cat14',\n", + " 'cat15',\n", + " 'curr1',\n", + " 'curr2',\n", + " 'curr3',\n", + " 'curr4',\n", + " 'curr5',\n", + " 'curr6',\n", + " 'Status',\n", + " 'facebook_connected',\n", + " 'has_video']" + ] }, "execution_count": 14, "metadata": {}, @@ -273,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2023-10-18T16:48:19.612581658Z", @@ -294,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2023-10-18T16:48:21.783224926Z", @@ -315,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2023-10-18T16:48:22.546082892Z", @@ -406,20 +443,29 @@ }, { "cell_type": "markdown", - "source": [ - "# Visualisations" - ], "metadata": { "collapsed": false - } + }, + "source": [ + "# Visualisations" + ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2023-10-18T16:48:31.895454571Z", + "start_time": "2023-10-18T16:48:31.628286356Z" + }, + "collapsed": false + }, "outputs": [ { "data": { - "text/plain": "" + "text/plain": [ + "" + ] }, "execution_count": 18, "metadata": {}, @@ -427,8 +473,10 @@ }, { "data": { - "text/plain": "
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" + "image/png": 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", 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" 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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -470,14 +522,7 @@ "plt.title(\"Répartition des projets\")\n", "sns.histplot(df[\"Status\"])\n", "plt.xlabel(\"0 = censuré\\n1 = projet financé dans le temps imparti\")" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-10-18T17:19:26.583429164Z", - "start_time": "2023-10-18T17:19:26.459789980Z" - } - } + ] } ], "metadata": {