{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "#import numpy as np\n", "from sklearn.cluster import KMeans\n", "from xlwt import Workbook\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "\n", "#opening of the excel file\n", "data = pd.read_excel('data/exceltest.xlsx')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 0.0\n", "1 0.0\n", "2 2.0\n", "3 0.0\n", "4 1.0\n", "5 2.0\n", "6 1.0\n", "7 3.0\n", "8 0.0\n", "9 0.0\n", "10 0.0\n", "11 0.0\n", "12 9.0\n", "13 8.0\n", "14 0.0\n", "15 2.0\n", "16 0.0\n", "17 0.0\n", "18 0.0\n", "dtype: float64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data['1919']*data['Number of buildings']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#creating column height of buildings\n", "nblevel_mat = data['Nombre_niveaux'].as_matrix()\n", "height = nblevel_mat*3*1.3\n", "data[\"Hauteur\"] = height\n", "\n", "#I choose the variables \n", "var = [data.columns[10],data.columns[11],data.columns[12],data.columns[13],data.columns[14],data.columns[15],data.columns[16],data.columns[17],data.columns[18],data.columns[19],data.columns[20],data.columns[21]]\n", "\n", "#I enter the number of categories in the zoukmachine\n", "clus = KMeans(3)\n", "\n", "#I enter the variables in the zoukmachine\n", "clus.fit(data[var])\n", "\n", "#I take the categories from the zoukmachine\n", "catg = clus.predict(data[var])\n", "\n", "#I add the categories in my table (column \"cluster\")\n", "data[\"cluster\"] = catg\n", "\n", "#print(data)" ] }, { "cell_type": "code", "execution_count": 255, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1919 0.0\n", "1919_1945 0.0\n", "1946_1960 0.0\n", "1961_1970 0.0\n", "1971_1980 3.0\n", "1981_1985 0.0\n", "1986_1990 0.0\n", "1991_1995 0.0\n", "1996_2000 0.0\n", "2001_2005 0.0\n", "2006_2010 0.0\n", "2011_2015 0.0\n", "Name: Number of buildings, dtype: float64\n", "1919 0.0\n", "1919_1945 0.0\n", "1946_1960 0.0\n", "1961_1970 5.0\n", "1971_1980 0.0\n", "1981_1985 0.0\n", "1986_1990 0.0\n", "1991_1995 0.0\n", "1996_2000 1.0\n", "2001_2005 0.0\n", "2006_2010 0.0\n", "2011_2015 1.0\n", "Name: Number of buildings, dtype: float64\n", "1919 28.0\n", "1919_1945 4.0\n", "1946_1960 2.0\n", "1961_1970 4.0\n", "1971_1980 10.0\n", "1981_1985 4.0\n", "1986_1990 5.0\n", "1991_1995 8.0\n", "1996_2000 4.0\n", "2001_2005 4.0\n", "2006_2010 1.0\n", "2011_2015 9.0\n", "Name: Number of buildings, dtype: float64\n" ] } ], "source": [ "date = ['1919', '1919_1945', '1946_1960', '1961_1970', '1971_1980', '1981_1985', '1986_1990', '1991_1995', '1996_2000', '2001_2005', '2006_2010', '2011_2015']\n", "col=['darkred','red','orangered','darkorange','orange','gold','yellow','greenyellow','chartreuse','green','mediumseagreen','deepskyblue','dodgerblue']\n", "\n", "nbuild0 = data.loc[data['cluster']==0,'Number of buildings']\n", "dat0 = data.loc[data['cluster']==0,date]\n", "prod0 = nbuild0.dot(dat0)\n", "\n", "nbuild1 = data.loc[data['cluster']==1,'Number of buildings']\n", "dat1 = data.loc[data['cluster']==1,date]\n", "prod1 = nbuild1.dot(dat1)\n", "\n", "nbuild2 = data.loc[data['cluster']==2,'Number of buildings']\n", "dat2 = data.loc[data['cluster']==2,date]\n", "prod2 = nbuild2.dot(dat2)\n", "\n", "print(prod0)\n", "print(prod1)\n", "print(prod2)" ] }, { "cell_type": "code", "execution_count": 256, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pie(prod0, labels=date, autopct='%1.1f%%', startangle=90, colors=col)\n", "plt.title(\"Repartition de l'âge des bâtiment dans le cluster 0\")\n", "plt.axis('equal')\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 257, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pie(prod1, labels=date, autopct='%1.1f%%', startangle=90, shadow=True, colors=col)\n", "plt.title(\"Repartition de l'âge des bâtiment dans le cluster 1\")\n", "plt.axis('equal')\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 258, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.patches as mpatches\n", "\n", "\n", "\n", "plt.pie(prod2, labels=date, autopct='%1.1f%%', startangle=90, shadow=True, colors=col)\n", "plt.title(\"Repartition de l'âge des bâtiment dans le cluster 2\")\n", "plt.axis('equal')\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#creation of new excel file\n", "book = Workbook()\n", "book.add_sheet('Sheet1')\n", "book.save('bouya.xlsx')\n", "\n", "#writing data in the Excel file\n", "writer = pd.ExcelWriter('bouya.xlsx')\n", "data.to_excel(writer,'Sheet1')\n", "\n", "writer.save() " ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }