diff --git "a/module3/exo3/Travail pratique avec e\314\201valuation par les pairs.pdf" "b/module3/exo3/Travail pratique avec e\314\201valuation par les pairs.pdf" new file mode 100644 index 0000000000000000000000000000000000000000..12a7b84cd07bce127c81da10a4065d1727c9a2fa Binary files /dev/null and "b/module3/exo3/Travail pratique avec e\314\201valuation par les pairs.pdf" differ diff --git "a/module3/exo3/Travail pratique avec \303\251valuation par les pairs.ipynb" "b/module3/exo3/Travail pratique avec \303\251valuation par les pairs.ipynb" index 2c9219b548dd4ca07b1d64a8ea527b3c849d73df..3de25ad84c097f43035aa4751942ec6dd98458fd 100644 --- "a/module3/exo3/Travail pratique avec \303\251valuation par les pairs.ipynb" +++ "b/module3/exo3/Travail pratique avec \303\251valuation par les pairs.ipynb" @@ -30,6 +30,7 @@ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import os\n", + "import numpy as np\n", "import urllib.request\n", "import pandas as pd\n", "import urllib.request\n", @@ -950,15 +951,17 @@ "metadata": {}, "outputs": [], "source": [ - "G=nx.MultiDiGraph()\n", + "G=nx.Graph()\n", "G.add_nodes_from(list_perso)\n", "for i in range(0,len(list_perso)-1):\n", " for j in range(i+1,len(list_perso)):\n", + " w=0\n", " perso1=list_perso[i]\n", " perso2=list_perso[j]\n", " for k in range(0,len(repliques[:-1])):\n", " if repliques[k][1]==perso1 and repliques[k+1][1]==perso2:\n", - " G.add_edges_from([(perso1,perso2)])" + " w+=1\n", + " G.add_edge(perso1,perso2,weight=w)" ] }, { @@ -975,7 +978,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -985,9 +988,8 @@ } ], "source": [ - "#G.graph['edge'] = {'arrowsize': '0.6', 'splines': 'curved'}\n", - "G.graph['graph'] = {'scale': '3'}\n", - "nx.draw(G, with_labels = True)" + "weights = [G[u][v]['weight']/10 for u,v in G.edges()]\n", + "nx.draw(G, width=weights,with_labels=True)" ] }, { @@ -996,13 +998,6 @@ "source": [ "Cette représentation graphique marque la fin de notre analyse de données." ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {