diff --git a/buzzleclair-checkpoint_v0.ipynb b/buzzleclair-checkpoint_v0.ipynb new file mode 100644 index 0000000..0599702 --- /dev/null +++ b/buzzleclair-checkpoint_v0.ipynb @@ -0,0 +1,282 @@ +{ + "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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" + ] + }, + "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 +} diff --git a/buzzleclair_v2.ipynb b/buzzleclair_v2.ipynb new file mode 100644 index 0000000..25e146e --- /dev/null +++ b/buzzleclair_v2.ipynb @@ -0,0 +1,278 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 137, + "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": 136, + "metadata": {}, + "outputs": [], + "source": [ + "data['1919'] = data['1919']*data['Number of buildings']\n", + "data['1919_1945'] = data['1919_1945']*data['Number of buildings']\n", + "data['1946_1960'] = data['1946_1960']*data['Number of buildings']\n", + "data['1961_1970'] = data['1961_1970']*data['Number of buildings']\n", + "data['1971_1980'] = data['1971_1980']*data['Number of buildings']\n", + "data['1981_1985'] = data['1981_1985']*data['Number of buildings']\n", + "data['1986_1990'] = data['1986_1990']*data['Number of buildings']\n", + "data['1991_1995'] = data['1991_1995']*data['Number of buildings']\n", + "data['1996_2000'] = data['1996_2000']*data['Number of buildings']\n", + "data['2001_2005'] = data['2001_2005']*data['Number of buildings']\n", + "data['2006_2010'] = data['2006_2010']*data['Number of buildings']\n", + "data['2011_2015'] = data['2011_2015']*data['Number of buildings']\n", + "\n", + "#print(data['1919'])\n", + "#print(data['1919'].sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [], + "source": [ + "#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", + "var=[data.columns[8]]\n", + "#I enter the number of categories in the zoukmachine\n", + "clus = KMeans(3, init='k-means++').fit(data[[data.columns[8]]])\n", + "catg = clus.predict(data[[data.columns[8]]])\n", + "data[\"cluster\"] = catg\n", + "#clusters=KMeans(n_clusters=12,init='k-means++').fit(data[var])" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "27.9999999999931\n", + "1919 5.0\n", + "1919_1945 3.0\n", + "1946_1960 1.0\n", + "1961_1970 3.0\n", + "1971_1980 5.0\n", + "1981_1985 2.0\n", + "1986_1990 1.0\n", + "1991_1995 1.0\n", + "1996_2000 0.0\n", + "2001_2005 0.0\n", + "2006_2010 0.0\n", + "2011_2015 1.0\n", + "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", + "som0=dat0.sum()\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", + "som1=data1.sum()\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", + "som2=data2.sum()\n", + "\n", + "data['1919'].sum()\n", + "\n", + "print(data['1919'].sum())\n", + "print(som0)" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 2, 1, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "catg" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "31.999999999992998" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dat2.sum().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5j7i0s9Y1XpTaVNtNekJPc82aNf633HJLl4yMDK9vvvmmxSuvvNJ2//79O/Pz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\nYPASI5oGg8FgMHiJEU2DwWAwGLzk/wPFeoebvHZh2AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pie(som0, labels=date, autopct='%1.f%%', 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": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#creating column with height of buildings\n", + "data[\"Hauteur\"] = data['Nombre_niveaux']*3*1.3 #3m per floor and 1.3 to account for non flat roofs" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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f3qSUqrSchJ5DO0uVWf2udecanA2YfJoti8mn2c7IFAkYCS92h6m2szieutex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\nAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pie(som1, labels=date, autopct='%1.f%%', 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": 129, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Le2nahtslkUQ1ilXONkTTudF6mh2bvcBEc3sK0NgcoiSgn4jEiogrcH0T9jmD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LAAAL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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pie(som2, labels=date, autopct='%1.f%%', 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": {}, + "outputs": [], + "source": [ + "#creation of new excel file\n", + "book = Workbook()\n", + "book.add_sheet('Sheet1')\n", + "book.save('outputs/bouya.xlsx')\n", + "\n", + "#writing data in the Excel file\n", + "writer = pd.ExcelWriter('outputs/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 +} diff --git a/clusters/.ipynb_checkpoints/buzzleclair-checkpoint_v2-checkpoint.ipynb b/clusters/.ipynb_checkpoints/buzzleclair-checkpoint_v2-checkpoint.ipynb new file mode 100644 index 0000000..0599702 --- /dev/null +++ b/clusters/.ipynb_checkpoints/buzzleclair-checkpoint_v2-checkpoint.ipynb @@ -0,0 +1,282 @@ +{ + "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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" + ] + }, + "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 +} diff --git a/clusters/.ipynb_checkpoints/buzzleclair_v2-checkpoint.ipynb b/clusters/.ipynb_checkpoints/buzzleclair_v2-checkpoint.ipynb new file mode 100644 index 0000000..83193f8 --- /dev/null +++ b/clusters/.ipynb_checkpoints/buzzleclair_v2-checkpoint.ipynb @@ -0,0 +1,393 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "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": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PixFID', 'Number of buildings', 'Db_build(build_per_10hect)',\n", + " 'Db_area(build_footprint_per_10hect)', 'Db_build(build_per_hectare)',\n", + " 'Db_area(build_footprint_per_hectare)', 'Nombre_niveaux',\n", + " 'Nombre_logements', 'footprint (m2)', 'footprint_mean (m2)', '1919',\n", + " '1919_1945', '1946_1960', '1961_1970', '1971_1980', '1981_1985',\n", + " '1986_1990', '1991_1995', '1996_2000', '2001_2005', '2006_2010',\n", + " '2011_2015', 'cat_Maison_individuelle', 'cat_Maison_a_plus_logements',\n", + " 'cat_Maison_avec_usage_annexe', 'cat_Partiellement_a_usage_dhab',\n", + " 'cat_Sans_usage_dhab', 'Pas_de_chauffage', 'Poele',\n", + " 'Chauf_central_un_logement', 'Chauf_central_pour_bat',\n", + " 'Chauf_central_multi_bat', 'Chauffage_a_distance',\n", + " 'Autre_type_de_chauffage', 'chauff_Pas_dagent_energetique',\n", + " 'chauff_Mazout', 'chauff_Charbon', 'chauff_Gaz', 'chauff_Electricite',\n", + " 'chauff_Bois', 'chauff_Pompe_a_chaleur', 'chauff_Capteur_solaire',\n", + " 'chauff_Chaleur_a_distance', 'chauff_Autre',\n", + " 'eau_chaude_Pas_dagent_energetique', 'eau_chaude_Mazout',\n", + " 'eau_chaude_Charbon', 'eau_chaude_Gaz', 'eau_chaude_Electricite',\n", + " 'eau_chaude_Bois', 'eau_chaude_Pompe_a_chaleur',\n", + " 'eau_chaude_Capteur_solaire', 'eau_chaude_Chaleur_a_distance',\n", + " 'eau_chaude_Autre', 'Maison_ind', 'Maison_2logements',\n", + " 'Maison_3logements', 'Habitat_communautaire', 'Hotel',\n", + " 'Autre_hebergement', 'Immeuble de bureaux', 'Bat_commercial',\n", + " 'Transport_communication', 'Garage', 'Bat_industriel',\n", + " 'Reserv_silo_entrepot', 'Bat_usage_cult_recr', 'Musee_bib',\n", + " 'Bat_enseign_recherche', 'Hopital_etabl_de_sante', 'Salle_de_port',\n", + " 'Exploitation_agricole', 'Edifice_cult_religieux',\n", + " 'Monument_historique', 'Batiment_non_classe', 'BFS_NUMMER',\n", + " 'KANTONSNUM'],\n", + " dtype='object')" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#creating column with height of buildings\n", + "data[\"Hauteur\"] = data['Nombre_niveaux']*3*1.3 #3m per floor and 1.3 to account for non flat roofs" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "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", + "Name: 1919, dtype: float64\n", + "27.9999999999931\n" + ] + } + ], + "source": [ + "data['1919'] = data['1919']*data['Number of buildings']\n", + "data['1919_1945'] = data['1919_1945']*data['Number of buildings']\n", + "data['1946_1960'] = data['1946_1960']*data['Number of buildings']\n", + "data['1961_1970'] = data['1961_1970']*data['Number of buildings']\n", + "data['1971_1980'] = data['1971_1980']*data['Number of buildings']\n", + "data['1981_1985'] = data['1981_1985']*data['Number of buildings']\n", + "data['1986_1990'] = data['1986_1990']*data['Number of buildings']\n", + "data['1991_1995'] = data['1991_1995']*data['Number of buildings']\n", + "data['1996_2000'] = data['1996_2000']*data['Number of buildings']\n", + "data['2001_2005'] = data['2001_2005']*data['Number of buildings']\n", + "data['2006_2010'] = data['2006_2010']*data['Number of buildings']\n", + "data['2011_2015'] = data['2011_2015']*data['Number of buildings']\n", + "\n", + "#print(data['1919'])\n", + "#print(data['1919'].sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 2258.000000\n", + "1 341.000000\n", + "2 531.000000\n", + "3 235.000000\n", + "4 139.000000\n", + "5 1303.000000\n", + "6 1551.000000\n", + "7 1284.000000\n", + "8 177.000000\n", + "9 139.000000\n", + "10 104.000000\n", + "11 755.209233\n", + "12 4453.000000\n", + "13 2752.000000\n", + "14 477.000000\n", + "15 508.000000\n", + "16 92.000000\n", + "17 169.000000\n", + "18 157.000000\n", + "Name: footprint (m2), dtype: float64" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[data.columns[8]]" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [], + "source": [ + "#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", + "var=[data.columns[8]]\n", + "#I enter the number of categories in the zoukmachine\n", + "clus = KMeans(3, init='k-means++').fit(data[var])\n", + "catg = clus.predict(data[var])\n", + "data[\"cluster\"] = catg\n", + "#clusters=KMeans(n_clusters=12,init='k-means++').fit(data[var])" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 0, 0, 0, 0, 2, 2, 2, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "catg" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "27.9999999999931\n", + "1919 5.0\n", + "1919_1945 3.0\n", + "1946_1960 1.0\n", + "1961_1970 3.0\n", + "1971_1980 5.0\n", + "1981_1985 2.0\n", + "1986_1990 1.0\n", + "1991_1995 1.0\n", + "1996_2000 0.0\n", + "2001_2005 0.0\n", + "2006_2010 0.0\n", + "2011_2015 1.0\n", + "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", + "som0=dat0.sum()\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", + "som1=dat1.sum()\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", + "som2=dat2.sum()\n", + "\n", + "data['1919'].sum()\n", + "\n", + "print(data['1919'].sum())\n", + "print(som0)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "31.999999999992998" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dat2.sum().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5j7i0s9Y1XpTaVNtNekJPc82aNf633HJLl4yMDK9vvvmmxSuvvNJ2//79O/Pz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\nYPASI5oGg8FgMHiJEU2DwWAwGLzk/wPFeoebvHZh2AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pie(som0, labels=date, autopct='%1.f%%', 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": 128, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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f3qSUqrSchJ5DO0uVWf2udecanA2YfJoti8mn2c7IFAkYCS92h6m2szieutex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\nAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pie(som1, labels=date, autopct='%1.f%%', 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": 129, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Le2nahtslkUQ1ilXONkTTudF6mh2bvcBEc3sK0NgcoiSgn4jEiogrcH0T9jmD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LAAAL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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pie(som2, labels=date, autopct='%1.f%%', 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": {}, + "outputs": [], + "source": [ + "#creation of new excel file\n", + "book = Workbook()\n", + "book.add_sheet('Sheet1')\n", + "book.save('outputs/bouya.xlsx')\n", + "\n", + "#writing data in the Excel file\n", + "writer = pd.ExcelWriter('outputs/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 +} diff --git a/clusters/buzzleclair-checkpoint_v0.ipynb b/clusters/buzzleclair-checkpoint_v0.ipynb new file mode 100644 index 0000000..0599702 --- /dev/null +++ b/clusters/buzzleclair-checkpoint_v0.ipynb @@ -0,0 +1,282 @@ +{ + "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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" + ] + }, + "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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5KqW+qbmrpdFUnNGjR0cGBAQkRUdHn5lJ/tNPP3l26NAhLiYmJqFXr15tjx8/bgE4ePCgtVu3bjFeXl4dJ0yYYB+0gddff71pTExMQtu2bROnTJlS75YS1gs3ehqNRtOYSUlJSU9KSrItS+J5kc7VWf+9Sm0or8zKlSu9fXx8iidNmhS1ffv2zQDt2rWLnzt37p7Bgwdnv/TSS8127tzpPn/+/P2ZmZmWn376ySslJcVz06ZNnosWLdoNhjLt2LFjwoYNG7aEhoYWjhgxInLixInHhg0bllV267VLSkpK86SkpMjS8nRPU6OpIGLErcwpsX1cTXWHmy79tpiu+6ab6QEi8rWIbDf/NjXT40zXgHklnc6X5kqwjHafE5E003PRp2IXxktE7heRHSKyVewiDjmqX0TmiBHD9A9zG3Sh10VTdxg4cGB2YGCgfWxW0tPTPQYOHJgNMGTIkMwVK1Y0BfD19S3u379/toeHh33MYbZu3eoeFRWVFxoaWgjQu3fvzKVLlzalHqGVpkZTQZRSl5gmW/ttZDVVXwjco5SKBy4BbheRBIxIG6uVUtHAas6GBrN5M3q+lLreomwPRvZ8DbRTSrUHtgH3A5htj8Nw6jAAI7yXtQL1z1NKdTC3Lysog6aeEh0dnfPee+/5AyxevDjg4MGDbmWVT0hIyPvrr788tm7d6lZQUMDy5cub7t+/v8xj6hpaaWo0dQCl1AGl1G/mfhawBWMi0TDgbbPY28Bws8xhpdQvGOs+S9a1lgouU1FKrbKbnPQzZ4ORDwM+UErlmZFudgAXV7Z+TcNmwYIF6a+++mpgYmJifFZWlsXV1bXM8b7AwMCiefPm7Ro9enTrrl27xkVERORZrdZ6NUao12lq6hcvSBMgAGOWaRPMQMGTWi0oeqv5JMFQIvbbceCw6ll/HASISCSGO731QLAZzBml1AExg3fXEJM5G8g7DEOJ2thrppXHNBGZgLEe9Z6yJlBp6j8dO3bM/fHHH7cDbNy40X3VqlX+5R0zfvz4k+PHjz8J8Pzzzze3Wq3lHVKn0EpTU3d4QQIxIpG0tdtaYjgfsCnKUoMdb/WIXYvh7Lw08mQN+zACEtu2vfa/VU+OVd+JVB0zlunHwF1KqczacjsrIg9imIjftSWVUqy8D49XgSfMck8AL2AoYk0DZd++fS5hYWGFRUVFPProoy1uvPHGUr3olHbMkSNHrG+88UbQkiVL/qoNWasLrTQ1tc8LYsEYK7sYwytPJwwF6VfWYWWRd+JEeBmO7tyB1uZWKrKG00AKsA4jasmPqiflvgCqExFxxVCY7yqlPjGTD4lIC7OX2QKqXyYRmQgMAXrbLcfZC4TbFWtJ6Y7wz6CUOhPlRURex4jgomkgDB06NOrnn3/2ycjIcAkODm5/33337c/Ozra8+eabQQCDBg3KuPPOO898fIaFhV2UnZ1tLSgokK+++sr/yy+/3Na5c+fcKVOmhKempnoBzJ49e3/79u3zHLVZF9FKU1PzvCDeQC8MxwPdlKKLSJV8uTqkuKjoQicTeAHdze0eAFnDX5xVouuAzaonxQ5ruADMSCZvAluUUi/aZS3H8BD0jPl3WTW3OwDD0cKVSqnTJdp9T0RexPC9Gw38Xzl1tbCZkoGrgXJn72qqRkWWiFQ3n3/++c7S0h9++OFSP+T27dv3Z2npjuqpL2ilqakZXpB4DGfjg5SihwhnlFpNWBzFYiksv1SlaWNu15u/T8oafgbWAktVT7ZXY1uXme38KSJ/mGkPYCjLJaY7wN0YzucRkRCMcUNfoFhE7gISTJPu+0BPoLmI7MWIC/qmg3ZfxuiJf22agn9WSk1RSm0WkSVAKobZ9nalVJHZtqP6nxWRDhjm2XTg1uq5NBpN3UE7N9BUDy+IYLxIRynFQBGiarP5TkErdv0ePrhVbbaJETrsPeBD1ZN9tdy2phFR0rmBpmYpy7mB7mlqLgyjRzmhWHGdRYzlCo0oZHJnc3tO1rAWeB/4SPXUyzE0moaKVpqayvOCNAfGFxVzg9VCRwBL41GUpWHB6GX3BF6WNXyFoUCXqZ6VDylWE4jIv7ALU2YyXym10BnyaDT1Fa00NRXnBUksKuZeEcZbBDerdo1RGq4YM1GHAKdkDe8Az6ueOHVavVLqdme2r9E0FPRrT1M+L0jfvLnyLbDJauEGi92kHk2ZNAGmANtkDR/JGsOjjkajqb/onqamdF4Qa7HiusIi7ndzIdZdPykXggUYCYw0xz6fVD352skyaTSaKqB7mprzyJsrY/IK2WER3nJzIdbZ8jQwrgBWyRr+J2vo5WxhNPUUkc7VulUAZ8TTXLlypXdCQkK8i4tL54ULF54TDWXq1Klh0dHRidHR0Ymvv/76eZFSJk6cGO7l5dXR9vsf//hHs6ZNmybFxcUlxMXFJbz44ovNK3LeJdFKU3OG3Gekz6mnJdXdhQ/dXYh0tjwNnB7AalnDGlnDlc4WRqMpj8mTJx9dvnz5OWuTb7755sinnnpq77Zt21KTk5MzHnvssRAALy8v9fjjj++fM2fOXvvyBw8etD7yyCMt16xZs23Hjh2bDx8+7LJs2TIfR222bt06f+HChelDhw49x83lBx984JeSkuKVmpq6ecOGDVvmz58fYlPYAGvXrvU6efLkefaxoUOHZqSlpaWmpaWlzpgxo0pLeLTS1JA/Vzpl/T9Z5+HK103ciHe2PI2MK4E1soYlsoYQZwuj0TjCGfE0Y2Nj87t165ZjsZyrqjZv3uzRo0ePbFdXV3x9fYsTEhJOf/LJJ34AhYWFzJw5s+X8+fP3llrpBaKVZiMm5xkJyHhCPnS18quPO92dLU8jZzSQJmuYImtKdZau0dQ5nBVPs2PHjjnffPONX1ZWluXAgQMu69at892zZ48bwNNPPx00aNCgE61atTovbN7KlSv9Y2JiEgYMGNB6x44drpVtF7TSbLTse0TuEtjV1IsxIvolXUfww4gU8oOsIbG8whqNs3FWPM0RI0Zk9u3b90TXrl3jRo4cGdWpU6dsFxcXlZ6e7vrZZ581feCBB87zhztmzJgTu3fv/nPbtm2pvXr1yrruuuuq5LVMK81Gxt8PSPyxx2VjmB/zPFyr12m6ptq4FPhd1vCUrMHD2cJoNI6wxdPcvHnzlokTJx4PDw8vN2LJ+PHjT27cuDHtjz/+SIuNjc1t06ZNlaKczJ0792BaWlrqunXrtiuliImJyfv555+9du3a5REZGXlRWFjYRbm5uZaIiIh2ACEhIUWenp4KYMaMGUc2b97sVZV2tdJsJLx/ncjOB+XZcH82NmvCRc6WR1MurhgO2zfJGvo4WxiNpjT27dvnAlDZeJoAtniat91225HKtltYWMjBgwetAOvXr/dMS0vzGjFixMlx48adPHr0aMq+ffv+3Ldv358eHh7Fu3fv3gSwa9euM+bY9957z79169a5lW0X9DrNRsHqKdL2qrYsC/EhwdmyaCpNG+BrWcNi4K66Eixb42ScEBrMGfE0v//+e68xY8a0zczMtK5evdr/qaeeCt2xY8fm/Px8ueyyy+IAvL29i95+++2/XV3LHqJ89tlng7766it/q9Wq/P39C9966630qlwHHeWkgfPDNLm1YxgvNnGjSqaI+oKTopzUNunACNWT350tiKZ20VFOapeyopxo82wD5d+jpEnqLFl+WSSvNXSF2YiIBH6UNVzrbEE0msaKNs82QL68SboMb8dnwT6EOVsWTbXjCSyWNXQBZqqe1ETwbY2mVpk9e3bIsmXLAuzThg0bdnzu3LkHnSWTI7TSbEAkJ4rceDE394nhpSZueDpbHk2NcheQJGsYq3pS6YkUGk1dYu7cuQfrooIsDW2ebSAkJ4rblO68NjiBV7XCbDRcBfwqa6iQ71CNRnPhaKXZALimo/g+0JuVg+K5xcWi72kjIwLDGcIEZwui0TQG9Au2njP7Kmn9aD/WX9JKR8xoxHgAb8saXtIu+DSamkUrzXrM/b2ly7Qe/BgXRJyzZdHUCaYDb2jFqdHUHFpp1kOSE0XuuVKGTLuMleH+OjKG5hwmU02KU0QuFpEMEckTkVwR+dhMby0ix0Qk3/wbaaaLiPxhpueIyHi7utaISIGIZIlIqu0YB+3uNOvIFZFtIuJZgfo3ikiRiJwSkYl26T+bZfPMc2kYM8r7Sedq3SpAZeJp2ti+fbubl5dXx0ceeSTYlnb06FHrgAEDWkdFRSW2bt068ZtvvmniqM0FCxY0bdu2baLFYum8du3aM0vncnNzZdSoUZExMTEJsbGxCStWrPCxz7vmmmtaRUZGtouKikp86623/AFycnJk8ODBrSMiItq1b98+buvWrZV2FA9aadY7khNF2jZn9L09eTvMjyoFUdU0eKpLceYBtyul3IEoYKiIDAXeB/5PKeUG/B/wgVn+YSAMcAemAf+xq8sfeBz4HrgYKMvd2kKzDk/z75tl1S8iAUBz4DrgB+BREbGFm2oNPGGew4dAcqWvggaoXDxNG9OmTQu/8sorT9qn3XLLLeH9+vXL3Llz5+bU1NTUDh06OHRn16FDh5yPP/54R5cuXbLt0+fNm9ccYNu2banffvvtttmzZ7csKioC4P77728RGBhYkJ6evmnHjh2b+/fvnw0wf/785n5+foW7d+/eNG3atEMzZswoMwC2I7TSrEckJ4rEBTF+9lW81sKXgPKP0DRiLlhxKqVSlFLvmfsHgGNAAtARuM8sdh/QydwfB3ygDN4E3EQkSUQSgGzgf2Zd2Uqp02W0+7hZhwJ+x5js5LB+oD/wOXAAKAC+BgaIiABNgdXm8W8Dw6t6PRo7lYmnCfDOO+/4R0ZG5sXHx59RisePH7esX7/e56677joK4OHhoZo3b17kqM1OnTrlJiUlnedmLzU11bNXr16ZAGFhYYW+vr5Ftp7o+++/3/zJJ588CGC1WmnRokUhwIoVK/wnT558DGDSpEkZ69at8ykuLi5ZdblopVlPSE4USQxm0sye/CvYB4dBWzUaO6rTVNsDCAQWA65KqRQwFCtn13s3A1LtDssG2gMxwAmMnublIvKciFgr0KYn0A+jZ1tW/WHAHrv0vWZaM6AQeENE/gBGmOmaasJRPM3MzEzLCy+8EPLss8/uty+flpbmHhAQUDh69OjI+Pj4hLFjx7bKzMystB5KSko6/fnnn/sXFBSQlpbmtmnTJq9du3a5HT161AowY8aM0ISEhPiBAwe23rNnjwvAoUOH3KKiovIBXF1d8fb2Ljp06FClfRVopVkPSE4US5gfE+66gucDvfFztjyaesUFK04RCQa+Al5QSu0rq2gpacUYSvVyzFihGCbTGyrQ9O/AVqXUv8qpv7R0ZaYfVEpdZLZ/Mej/n+rEUTzNe++9N3TatGmH/Pz8zunKFRYWypYtW7xuv/32I1u2bEn18vIqfvjhhys9L2P69OlHQ0NDCy666KKE22+/PdyMp0lBQYEcOnTItUePHtmpqalbunXrduqOO+4IByjNz7qIVNr5uvYIVMdJThRp4sY1s67iGd3D1FSRyQCyhptUTyr1kjB7e5uBb5RSs83kAhFJUkqlmOZRm8nuKJwTSccb2IQxNvk7hvlUAZ8Bl3B2rLK0dr/FUHD2wbgd1V8M9LRLbwmsMcv7iIiLUipLRNZijM1qqglbPE2AjRs3uq9atcofYMOGDU2++OKLpo8++mjLzMxMq8ViwcPDo/i6667LCA4Ozu/Vq9cpgLFjx2Y888wzlVaarq6uvPnmm2esCx07doyLj4/PDQ4OLvTw8Ci+/vrrTwBcd911xxcvXtwcICQkJH/nzp1ubdq0KSgoKCA7O9saFBTk0DTsCN3TrONYhEEP9ObJqAA9S1ZzQUwGXqnMAeaY4CZgj1JqmF3WH8Az5v4zcCbqyhJgnDnL9UYg3zTf/oIxtmjr5fXiXDNryXbfAroACUop+5eao/q/wjDjemPEIe1nplmBH4FRIuIKjMfo6WqqCUfxNDds2LDVFtPy5ptvPjx9+vQDDzzwwJGIiIjCkJCQ/JSUFHeAVatW+cbGxlY6rmVWVpbFZtb99NNPfa1Wq+rcuXOuxWKhd+/eJ7/44gsfgC+//NI3Ojo6B2Dw4MEnFixY0Axg4cLF18lsAAAgAElEQVSFTbt3755lsVReBeqeZh0mOVEundWT5y5qQaSzZdE0CKbIGtJUT+ZXtDyGKTVXRHLMtKcxlM//iUg+xrhiFzPvMWAkkA8UATcDKKWKRMQCfIzxoZ4DfFRGuxMxeq/7Db3NOqVU7zLqPy4iBcAyDJPsCaArZ03BCzAmAe0GbqzguddtVtX9eJqO+Oc//7n72muvbZ2fny8RERF577//frqjsosWLfKfOXNmREZGhsvVV18dHR8ff/qHH37Yvn//fpf+/fvHWCwWFRISUvDee+/ttB3z4osv7h0/fnzUvffea23WrFnhokWL0sEw6Y4cOTIqIiKinZ+fX9GHH374V1Wug46nWUdJTpR2N3VjYXLimRdSo2Pie7DoN2M/ujlsu+/c/CPZ0OopyCkAROCRD6HnaHj1Xlj6IiAweyH0nwB/bYRbu8BXOWAtdw5KQ6YIGKx68pWzBdFUHB1Ps3bR8TTrGcmJEjUglueHJjRehZmTbyjMd8fDsTmw4yi8XMKwNuB1cLeCeh6849rl8Iy5pv2zl2HmAhhwA/x7ppE2sy8MvbWxK0wwTJYfyhpinS2IRlMf0UqzjpGcKEFtmzNncjd6SiN2hjZnFbhaYHwnCPCGNs1hfgml+ecBuOUSY7/1XQ8eJi8HiopALJB5DE6dBIsVVi2G01kw/Z+1fyJ1Ez+LFLw7B/F3phAist/01mO/PeBMmTTO4frrr4+Ii4tLsN/mz5/fzNlylYYe06xDJCeKh5crd82+ikEeLrg7Wx5nknoIPO2cXIX7QcqBc8sUFsPl5lxIq6e3sbP1F5jwKPx7Flgs8MSn8NgYmF6pOTANGhc5vePWrp2aA2/PQYbPwTljNEqpUGe0q6l7vPPOO7udLUNF0T3NOkJyoggwftZVjAr20e7xSnuLV6zjbYHxs+HbIvimAH79Gjx9oLgIBnjBQG/4fU21ylqf8Dvydd6MbkERzb22tsJwKTfL2TJpNPUJrTTrDleM68BNnVoS7WxB6gKJwca4po09J6Gp17llXCzwP3POXFGO6Zoy1s73dFERLHsFnv0KXr4TbpsHV4yE/3ddzQpfF1HFKjrz6YK7Rvdz9/Q4Ze+o+qk5yJVOk0ujqWdopVkHSE6UqPYtuGtMB7o6W5a6wsO9oaAYPvwdjmfDX0fhzsvOLdOuBfznZ2P/75eeCsLd89yJPjOugoh4iO5gKFCrizHGefIYXB0Ek9qd3/CHz8NVAidLmah4cBfc0hlu6gA3JMLy14z0/DyYNcCo7zM7M/Dzt8D238+vp7bJO1XQ22Nk8fjkB1xLybUCH8xB9DpgjaYC6DFNJ5OcKL5uVqbfeTmXuVj0/bDh7QnjO8K4d43fbZrBHZdDxJPQLQKWToAvJ0PU0yD3ArLJkwcWn63g0G7Y/BN8Ziq/5Cnw/M2GjXfMTOg1Fp6ecG6jh/cY5tzgCEqlWQt4eR24uUNOtqEkL02Grb9CTGd45ku4pRMMvw12pIAqhuiO1X1pKoXLyZ251yUNdG8VubUs63YI8DowtJbE0mjqLfol7UTMccwJU7pzeZA3gc6Wp67x7rXGZs/uh87uh/hBjumXplPQ57t+Dx/c6kxmcIQxpmlj2kvGZuNg+vkN/utuuPVZeGjY+XkArnZWzfw8QykCuLhizNy1CwCx8GG4+zXHJ1cL+B/9b97NA0Z6eHk7DChiz5A5yKg5qLKcDmjqCi9ULAZmhbmnfGcJo0ePjly9erVfs2bNCrdv374ZjHiaU6dObXX69GlLy5Yt8z/66KO/AwICigHWr1/veeutt7bKzs62WiwW9ccff2zx8vJSd9xxR9jSpUubZWZmWk+fPl2mKWblypXe99xzT/i2bdu8Xn/99b8nTZqUYcubOnVq2DfffOMPMGvWrP0333xzBkDnzp1jT506ZQU4fvy4S/v27U998803fxUXFzN58uTwb7/91s/Dw6N4wYIF6T169KjQP4c92jzrXC5OCqX/VW3p4GxBGj0/LofmYdA2qexyh/fAje1hbDiMmw3NQ6FLXzh+EG7rBuNmGXXFdDbynEFxsYrNeqJg+qiB7hVUmDbmz0F8a0osTf2mMvE0CwoKuP7666NeffXVXTt27Ni8du3arW5ubgpg+PDhJ9avX7+lIm22bt06f+HChelDhw49x9PQBx984JeSkuKVmpq6ecOGDVvmz58fYguAvWHDhq1paWmpaWlpqR07djw1fPjwEwBLly71+/vvvz3S09M3vfrqq7tuu+02ByalstFK00kkJ0pTVyuTp1/OxVaLvg9OJfc0LH4KJj1eftmgcHhzIyzeAavehuOHjLHSh9+D1383PBJ9/BKMuQf+NQMeHWUo0doiL7ugX5PhatzQR0obvyyPUAw3eRrNeVQmnuYnn3ziFx8fn9O9e/ccgJCQkCIXF8Ow2bt371OtWrUqoALExsbmd+vWLaekj9jNmzd79OjRI9vV1RVfX9/ihISE05988sk5EWwyMjIsP/30k8/48eMzAJYtW+Z/7bXXHjP9057KzMx02bVrV6X/T/TL2gmYZtnrb7uULs2bEORseRo9+/+CgzvhpiQYFwlH9hpjk8cPOj6meShEJsKf/zs3/bNXoN9EYzzV1c1w7bf4yRoV34bryb9yJ8V3cune7fML+b+eMge5pNqE0jRoHMXT3Lp1q7uI0KNHj+iEhIT4hx56KLg62+3YsWPON99845eVlWU5cOCAy7p163z37NljPyucd999t+mll16aaTMXHzhwwDUyMvLMnPwWLVrka6VZf7g4LohePdtos2ydoPVF8Olh+CDd2AJbwn9+g4ASE0qP7DXGLgGyMmDTjxBu540uKwN+XmH4us09bXgmEoH8SgdxqDRNj36Rd1ffizwiIrZfqB8pC/CfOUhVeqqaRoajeJqFhYXyyy+/eC9dunTn+vXrt65YsaLpsmXLfKqr3REjRmT27dv3RNeuXeNGjhwZZcbTPGd595IlSwLGjRt33PbbQTzNSretlWYtk5woTYEbbruUi7RZ1kk8cQ3c3h32bIXRLeELh2EdjZmxz91k7O/aYoxb3pgEd10JY+41FK6NRY/DdQ8ZivLi/rDtV5h8EQy+uebOpbioOD77sYI7Rw1x9/LKKb98xbgIuKe6KtM0XGzxNDdv3rxl4sSJx8PDw/MAWrZsmX/JJZdktWjRotDHx6e4b9++J3/99Vev8uqrDHPnzj2YlpaWum7duu1KKWJiYvJseQcPHrRu3LixyZgxY07a0kJDQwvS09PP9EYPHDjgFhERUSEzsT169mztM7JvDJGRAbR2tiCNloffLzv/g/Sz+7FdYOYbxn6XvsZ4piNun3d2380DnltVZRErguRm5fcLuMblkl5f1ESv8JE5yJI5qL9roG5NA2Hfvn0uYWFhhSXjaV599dWZL730UkhWVpbFw8Oj+Mcff/S58847D1VXu4WFhRw9etQaEhJStH79es+0tDSvESNGnAkPtmjRooBevXqd8PLyOtO9TE5OPvHKK68E3Xzzzce/++67Jj4+PkUVHVu1RyvNWiQ5Udq4WLj8uk5U73RxTaPD9cT23AmdB7q3DP+rptz6ewKvAv1rqH7NhVCBJSLVTWXiaQYGBhZNmzbtUMeOHeNFhN69e58cN27cSYApU6a0/PTTTwNyc3MtwcHB7a+99tqjL7744v7S2vz++++9xowZ0zYzM9O6evVq/6eeeip0x44dm/Pz8+Wyyy6LA/D29i56++23/3Z1Pfvt+NFHHwXMmjXrHG/VY8aMOfnFF1/4tWrVqp2np2fxG2+8kV6V66DjadYSyYliAR688WL6DGvHFc6Wp6HRKWjFues0GzABR5bn3TxkrLuHZ82PlQIj56A+qY2GNI7R8TRrFx1Ps27QJcCThAFx2lWepooUFxUnnHqo4I7Rw2pLYQI8XFsNaTT1AW2erQWSE8UDuPaW7rR2d8HT2fJo6h+Sm5k/oPkY68W9vqrtWa0d5iCD5qC+rOV2NY2I2bNnhyxbtizAPm3YsGHH586dW8a6L+eglWbt0CewCc27huNcR6Saeonbia25E7oOcA8LS3dWWPKHAK00NTXG3LlzD9ZFBVka2jxbwyQnii+QfFM3olyt6LVvmkrR7MineXcPSPJwosIE6D4HucqJ7Ws0dQatNGueXgFeeHYO1zNmNZWguKi43ekHCqeNHuHu4ZFXfvma50FnC6DR1AW00qxBkhPFBxh4Qxci3Ky4lXuApmHwzpPQ1w36uBpxNkuSnQljIoz8gd7w5w9G+rJXob8nDPDi4rSL1chBT7uc2AXPNofi4to9hVLord3raTRaadY0V3q64nFJK7o4WxBNLZGfD28/Zjg2WJ4BKd+f77D9hVvAy9sIXTZwMjwx3kh/5wlc7vtHftcZ7mrPgt+sAEtGwhUPg6Vu/Kfq3qam0aMnAtUQyYniCQwe35EgD1eq1X2Upg7z1VvQxA869DR+t78CPvsXXJZ8tsxv38BN/8/Yn/IsfPYyFBdjUflqcOxtbsc2FWJxgZ3fwqnDcMn02j4JhwyZgyTNQaU4W5BGz3vVHE9zfPXG03z11VcD5s+ff8Z587Zt2zx/+OGH1EsvvTSnpuNpLlu2zOf+++9vWVxcLE2aNCl6++2309u1a5eXk5Mjo0aNivrzzz+9/P39C5cuXfp3bGxsvqO2HVE3vl8bJpcAHj2itFP2RsWereDb7OzvkCg4duDcMjnZEG1OpHbzAIuVmB23FF79yjH58pZCfn0VBv4TPrsBkstwi+skdG+zkVKZeJpTp049botpuWjRop2hoaH5l156aQ7UfDzN6dOnt1q8ePHOtLS01NGjRx9/9NFHWwDMnz+/uZ+fX+Hu3bs3TZs27dCMGTNaVuU6aKVZAyQnihUYemkrrM2aEFLuAZqGQ2ketsqY9yo5J/KFIvpd9aZLu7HwQDbMzoC9P4NXIKhimBcB86Pg0KaaE7sSjJyDhDtbCE3tU5l4mvYsWrQo4Oqrrz4TbaQ24mmeOHHCCnDy5ElrixYtCgBWrFjhP3ny5GMAkyZNyli3bp1PcRUmC2ilWTPEAE2HJJDobEE0tUxEHGTafRQf3AkBLc4t4+kN23/HLSM1d3JcO1dVrGja5mx2cTF8PwfGfAQrboUhr0HHG439OoAFGOdsITR1A0fxNO1ZtmxZ0wkTJhw7/+iqU1Y8zddeey19xIgR0cHBwe2XLFnS7PHHHz8AcOjQIbeoqKh8AFdXV7y9vYsOHTpU6SFKrTRrhqt83CmMDaKdswXR1DL9J8Cpk5CyFk5nw8a1MOy2c8t07IX1w8fUjIEdPf6ct098w86d6LPiFmh1JTSNgqJ8EKuxFVZb5K8LZryzBdDUDRzF07Tx7bffNvH09Czu2rVrtfp9LCue5osvvhj8ySefbD906NDG8ePHH506dWo4OIynWWnn61ppVjNmvMzOYzvQwlUvM2l8uHkYMTXv7QPJTeGiHtBjGNx5BbzxIBQVFidOCyr0Yr8865PP7wvg6nfOHn76KGz5GK5ebPy+/AH4YBisfQJ6P+2cUyqFDnOQOGcLoXE+juJp2nj33XcDRowYcdzR8RdCafE09+/f77JlyxbPXr16nQKYMGFCxq+//uoNEBISkr9z5043gIKCArKzs61BQUFFlW1Xz56tfroA0r2VdpnXaLnhUWOz5x9rkZyM/KHN+lk79v7OhVGlH+rV3BjTtHHxNGOrg4wHHnG2EBrn4iieJkBRURErVqxo+t1336VVd7tlxdPMzs62bty40b19+/Z5K1as8G3btm0uwODBg08sWLCgWZ8+fU4tXLiwaffu3bNKjpVWBK00qxFzAtCA2EAKA70JdbY8mrqD+/GNuZMuHeQeHLLPme7wqpNr0ErTeVRgiUh1U5l4mgArV670CQkJyU9ISDhnWUdNx9OcP3/+rlGjRrUREfz8/IreeuutnQDTp08/OnLkyKiIiIh2fn5+RR9++OFfVbkOOp5mNZKcKLHAfdMvJ6x3NH2dLU9joi7H0ww++l7e5KET3d3cC8svXL+4eA7qF2cL0RjQ8TRrFx1Ps/boChQkhqDHezRQVFjcMe/uwimjrm2IChOM3qZG06jQSrOaME2zl0T4kxvsjV7H1siR08fzhgf2Irn/Sw15CGTsHES/QzQXzOzZs0Pi4uIS7LfZs2fXyTXuDfkfuraJBDwHxBEsDWXUSlMlPI6n5E7qMdA9KOhAQ38SQoErge+cLYimfqPjaTZOOgDFSaHEO1sQjfMIOfZO/oyhnT0agcK0UWlHByKyQEQOi8gmu7QkEflJRP4Ukc9FxNdMdxORhWZ6ioj0tDvGTUT+IyLbRCRNREaW0eYMEUkVkY0islpEWtnlTRSR7eY20S69s9nuDhH5h4jxOSwiASLytVn+axE5zwuOpuGilWY1kJwoAlzm60FWqC+RzpZH4wSKCoo6508rvHXkBDdX10ov/arP9KnCMW8BJWOmvQHcp5S6CPgUmGmm3wxgpvcFXhA5YxJ+EDislIoBEoDvy2jzd6CLUqo98BHwLBgKEHgU6AZcDDxqpwRfBW4Bos3NJvN9wGqlVDSw2vytaSRopVk9tAT8r2hNoNWir2ljw3L6aN6IoKtkSL9/NcbhjtZzkEo5vlZKrQVKLniPBdaa+18Dtl5jAoZiQil1GDgBZ0LtTQaeNvOKlVIOZ5cqpb5TSp02f/6M8T8L0B/4Wil1XCmVYbY9QERaAL5KqZ+UscRgETDcPGYY8La5/7ZduqYR0Bj/yWuCWICLQqiTSx40NYfHsd9zb7xikHvzwIONxRxbGj2BxRdYxyYgGVgGjIYzk+lSgGEi8oGZ1hkIF5FtZv4Tpsn2L2CaUupQBdq6EVhp7ocBe+zy9pppYeZ+yXSAYKXUAQCl1AERCaroSVYbadUcGiyu9td91ld0r6h66AhkRQZopdmYaHHsrbwZyV09GrnCBGMy0IUyGbhdRDYAPoBtQfwCDIX1K/ASsA4oxPjgbwn8qJTqBPwEPF9eIyJyHUZP9TlbUinFVBnpjZbRo0dHBgQEJEVHR58JRPHTTz95dujQIS4mJiahV69ebW3hufLy8mTEiBGRMTExCa1bt068//77Q8qqxxELFixo2rZt20SLxdJ57dq1Z+IS5+bmyqhRoyJjYmISYmNjE1asWOFjy/v3v/8dEBMTkxATE5Nw+eWXRx84cMAFYMaMGaFBQUHtbbNzP/zwQ7/S2iwPrTQvkOREcQViPF05FeR95ktU05ApLCjqWji18JaRk9wb2filI3peaAVKqTSlVD+lVGfgfYyeI0qpQqXU3UqpDkqpYYA/sB04BpzGGP8EWAp0KqsNEemDMQ6arJSy+UjdC+csEWsJ7DfTW5aSDnDINN9i/j1MI6Ay8TQXLlzYND8/37Jt27bUlJSULYsWLQrcunWrm6N6HNGhQ4ecjz/+eEeXLl2y7dPnzZvXHGDbtm2p33777bbZs2e3LCoqoqCggPvvvz/8+++/37Zt27bUxMTEnOeee+6MJWDKlCmHbHE+x44de7Iq10ErzQsnDLD0iKKF1YLV2cJoahbLqSN5I0OulEF9XtNDG2dpOwcJvJAKbCZOc5LPQ8Br5m8vEWli7vcFCpVSqeY44+ecVdi9gdQy6u8I/BtDYdorua+AfiLS1JwA1A/4yjS/ZonIJeas2QkYpmOA5YBtlu1Eu/QGTWXiaYoIp0+fthQUFHDq1ClxdXVV/v7+RY7qcUSnTp1yk5KS8kqmp6amevbq1SsTICwsrNDX17do7dq1XsXFxaKUIisry1JcXExmZqYlNDQ0//yaq45WmhdOJCDtWxDhbEE0NYvnsV9zb78k0a1du5/0/835dK1oQRF5H8OcGisie0XkRuAac5wyDaNHt9AsHgT8JiJbgNnA9XZVzQbmiMhGM/2eMpp9DvAGlorIHyKyHEApdRx4AvjF3B430wCmYszq3YHR87WNgz4D9BWR7Rgzep+p6Lk3NBzF07zhhhsyvLy8ioOCgpKioqLaT5s27WBwcHC1mWWSkpJOf/755/4FBQWkpaW5bdq0yWvXrl1u7u7u6sUXX9zdqVOnxODg4Pbbtm3zvOuuu85MEHvzzTeDYmJiEkaPHh155MiRKnVy9D//hZMEnIrw16bZhkzYsTfyZwzr5hHQ7EhjH790xMUVLaiUukYp1UIp5aqUaqmUelMpNV8pFWNu95k9SZRS6UqpWKVUvFKqj1Jql109u5RSVyil2iuleiuldpfRZh+lVLBp5u2glEq2y1uglGprbgvt0n9VSrVTSrVRSk2zk+mY2V60+bdGQl/VBxzF0/z++++9LBaLOnjw4MYdO3b8+fLLL4ekpqZWW6jE6dOnHw0NDS246KKLEm6//fZwM54meXl58p///Cdw/fr1qYcOHdqYkJCQ88ADD7QAuPvuuw/v2rXrzy1btqSGhIQU3HbbbVXy3KZNTBeA6TovDjjWrAm1P4NOU/MU5hd1s9zOgJFv6NioZVPhnqam4WCLpwmwceNG91WrVvkDvPPOO8369+9/0t3dXYWFhRV27do1e926dU1KRjypKq6urrz55ptnZj137NgxLj4+Pvfnn3/2BEhMTMwDuOaaa44/88wzIQDh4eFnTMLTpk07MmTIkOiqtK2V5oURALh5u4G3O/7OFkZTvVhOHc4bGTXENSHhl2q1yCybDNtWQJMguG3TuXnrnoevZ8LMI0ZsTXtO7IIlI6C4CIoL4OI7oMsUKMwzAlVn7oWutxkbwOe3QJep0KJ2IrvWCaUpIg9iLFmxZ6lS6ilnyFNj1JElIo7iaUZEROR/9913vlOnTj2enZ1t+e2335rce++9FVkOVCGysrIsSil8fX2LP/30U1+r1ao6d+6cm56e7rpjxw6P/fv3u4SGhhb+97//9Y2JickF2LVrl2urVq0KAD744AP/2NjYnKq0rZXmhREEqKRQAi1S6hR1TT3F69j63Bt7DnEPaHa02u9rhxuMwNKfTjg3/eQe+Ptr8HMwOu7TAiavAxd3yM+GV9pBbDLs/xVadIZrv4R/dzKU5sEUUMW1pjABAucgYXNQ+2qtxVIwlWPDUpB1hMrE05w1a9bhcePGRcbExCQqpRg/fvzRbt265Tiq5+677y7VMcWiRYv8Z86cGZGRkeFy9dVXR8fHx5/+4Ycftu/fv9+lf//+MRaLRYWEhBS89957OwEiIyMLZs6ceaBHjx6xLi4uqmXLlvm2vOnTp7dMTU31BGjZsmX+woULd5XWZnlopXlhhACW6ECaOVsQTfXR8vh/8icOm+rh4lJcI/W3ugJOpJ+f/tXd0OdZo9dYGlY7A3FhnqEUASyuUJgDxXbzEb97GIa8Vm0iV5QIwKlKU1NzfP755ztLS3/44YfPW3Lj5+dXvHLlyr8rU09pTJgw4cSECRNOlEyPjY3NT09P31TaMbNmzToya9asIyXTP/vsswq3WxZaaV4YrYHcln56PLNBUJhX2N06lX4jFtb6+OXW5eATBiFJZZc7uQfeGwzHd0Df58An1DDzbnwH3ugGl80y6mrR2cirZcIxZsVqNA0WrTQvjFbAqSBvLmiNmsb5WLIP5o5uO8QtLm5Drc8oLzgN/3sKrltVflm/cJi6EbL2wwfDIWEUeAfDyPeM/KICWNwfrlkOX82Ak7shaYJhxq0FdBxZTZW4/vrrI3755Rdv+7SpU6cemj59+jFnyeQIrTSrSHKiuAAtgL2+HlTJHZOmbuB19Kfcm3oNdW8acMwp49LH/4KMnfCa2cvM3GuMTd78f+DtIAyvTygEJcLu/xmK08Yvr0DSRNjzk2HOHfUhvNldK01N3eadd95xuFyorqHXaVYd2zim8nLDp8ySmjpLRMa/8mcMv8zDWQoTIPgimHkY7ko3Nt+WcOtv5yvMzL1QYM73y8mA3T9Cs9iz+TkZsH2F0bMsOA1iAREozK2tM6FS0U40mvqIVppVxw9QHi5YPVzwdLYwmkpSkFd4GTcUTrp6mpvVpXb9cH98jdH7O7YVXmwJv73puOz+X2H5Tcb+kS3GuOVrSfDWlXDpvYbCtfH943D5Q4aibNvfOPbVi6DTzTV7PnbonqamwaPNs1XHG5CIpniXW1JTp7BmH8gdEz3ILSb2D6d8NI58v+z8u9LP7od2geQ3jP02fY3xTEcMmHd238UDrq/AGGk1o5WmpsGjlWbV8QGkha82zdYnvI/+kHtTn6Eefv7nzWLXXDjBcxDXOagCZwvS8KnmeJrUDWcJ9QFtnq06zYGiYG+tNOsFShF54h8Fd199uVaYNYcFqP2FLppaobriaR49etQ6YMCA1lFRUYmtW7dO/Oabb5o4arMq8TRff/31pjExMQlt27ZNnDJlyplx9pycHBk8eHDriIiIdu3bt4+zhSqrLFppVp3mQF5TLxzecE0doSC3sId1QuHE4dNdLTp4W02jTbQNlOqKp3nLLbeE9+vXL3Pnzp2bU1NTUzt06OBwqlpl42kePHjQ+sgjj7Rcs2bNth07dmw+fPiwy7Jly3wA5s+f39zPz69w9+7dm6ZNm3ZoxowZVZq4ppVm1WkG5LtbcXW2IBrHWLP25Y6P7GbpfcViPRRRO+g1yw2U6oinefz4ccv69et9bOG6PDw8VPPmzR2GDKtsPM2tW7e6R0VF5YWGhhYC9O7dO3Pp0qVNAVasWOE/efLkYwCTJk3KWLdunU9xceW9fmmlWXX8gXwXqx4Xrqt4H12be+cViR7R0Rv1c1576GvdiKhsPM20tDT3gICAwtGjR0fGx8cnjB07tlVmZmalnxlH8TQTEhLy/vrrL4+tW7e6FRQUsHz58qb79+93Azh06JBbVFRUPhhRUry9vYsOHTpU6fe3fsCrjjtQ7KqVZt1DKaJOzMu/++orPXz9TjpbGo2mwVLZeJqFhYWyZcsWr9tvv/3Ili1bUr28vIoffvhhBy48HOMonmZgYGDRvMuh3f8AACAASURBVHnzdo0ePbp1165d4yIiIvKsVqstDup59YhIpdebaaVZdVyAYlcLepSsLpGfU3Cly/iiCcNnuOnxS42mZrHF09y8efOWiRMnHg8PD88Dx/E0IyMj84ODg/N79ep1CmDs2LEZKSkpXmW3cj62eJppaWmpq1ev/iszM9MlPj4+F2D8+PEnN27cmPbHH3+kxcbG5rZp0yYPICQkJH/nzp1uAAUFBWRnZ1uDgoIcmoYdoXtJVccVKHax6GtYV7Bm7sm9JmGQW5u2m/THoKaBUzeWiFQ2nmZERERhSEhIfkpKintSUlLeqlWrfGNjYyvts8pRPE17mY4cOWJ94403gpYsWfIXwODBg08sWLCgWZ8+fU4tXLiwaffu3bMslsq/KvQLvwokJ4pg9jT1mGbd4KKsJYFXDLrW3b/ZSR3XVKOpAaornuY///nP3ddee23r/Px8iYiIyHv//ffTHbVZ2XiaAFOmTAlPTU31Apg9e/b+9u3b54Fh0h05cmRUREREOz8/v6IPP/zwr6pcBynNzqspm+REsQJvALv+30CGtmtBJ2fLpIEcoWhjIEc3hZO7LxyXglCaWj2ptOlHc0GMmoP62NlCNDRSUlLSk5KSSg3UrKl+UlJSmiclJUWWlqd7SVXjzHUrKKawrIKa2sNTYe12mOBuhwHTePWXDyd+DyXz7wjIaom3pSkBovuiGo2mimilWTUsgALIL0K7DKvDtMnCv81W/Nlq/D7hQu5vLTi+JZyCw+G4q2CaWVz1WluNxpnoeJoNnwJAAPIKyXeyLJpK4F+IR689hPbaY/wugOLNzTi6MYxTeyKw5oTh56JdI2o0tUp9iqeplWbVKMLoaUpeoe5p1mdcwdLhGM07HKM5ZgSRvV5k/R7Kie3hFGeE08TSjACx6OVZGo1GK80qsXyzUsmJkgdYdE+z4dHyND4td+DDDuN3tpWClCAOb25J7oEI3ApbEGB1x8O5UtZZcpwtgEZTk2ilWXXyAGuu7mk2eLyLcL3sACGXHQB+gWIF2/w5/kcY2ekRkN0SXxc//J0tZx1hr7MF0GhqEq00q04eYD2Vx3nOhDUNG4tA3EkC4k4SQKqRdsSd07+FkLE1goKjLfEkiGYWl0b5/7XH2QI0Bj6hQ7XG0xzBH3XCWUJ9QI/TVJ08wHI4myxnC6JxPoF5ePXfRdid/yPy8fcJfvAfyJBFHG71LbusO9hbdJpTjo5d1AceE2N7tvn5+Sf2wuMuZ8v837+M9I+uOZv2w3NG2u4f4DELFDpnIdSpOagMp7SsqXEqE0+zrHiXd9xxR1hISEh7Ly+vjuW1uXLlSu+EhIR4FxeXzgsXLmxqnzd16tSw6OjoxOjo6MTXX3/9TN7y5ct9EhIS4qOjoxNHjBgRWVBgGANXrFjh4+Pj0yEuLi4hLi4u4d57721RleuglWbVyQZc9p7USlNzPu4Ka5cjBE36nVYPL6PlE6/S5IbXyGz/Obu9U9hVdIxjqhiVmw07V0P/eXDPAcg5BqsfPLeuhZeCxQqPKghqD/+dbqRvXgK9noY2/eH7R420d/pB7HBwcU4fV5tmGzCViafpKN4lwPDhw0+sX79+S0XabN26df7ChQvThw4des7Skw8++MAvJSXl/7d373FRlunjxz/3DCAgBwWVgyiaeQItUzvtmtrmblaGp1XbtdZO37XjVqZZu79K29rW1vzmr9bWX2W7pqVlppTmIU/rqmXieRDERRAQkYNyhmHmuX9/PDNKBQiKDMj1fr3mxfDMzPNcg8I19/3cz3X5JyYm2hISEo7Mnz8/vKCgwOJ0Ovn973/ffdmyZakpKSm2rl272t95551zH0UHDx5ckpSUlJiUlJQ4d+7c7Iv5OUjSvHj5QJuMs5QYGimrJC6oWylB447Sdfo3RP/5n4Q++zb2b39JGcBN48n2C8HuGwJ7/vHD1xVlQswE8/4D20A7zZGkUlCWC5VFoCyw801w2uGelU39zs6RqdkrWEP6adbW7xLgtttuK42Ojq7XWpDevXvbb7zxxvIf14i12Wy+Q4YMKfH29iYoKMiIiYkpW7lyZXBOTo6Xj4+P4S6dN3LkyKJVq1Y16noDSZoXLxfwcRjo8ioZbYqGC3LQpjgDf28rzPqUiJffxjvMG6ejGO2TRIajmCIANFw1wnyNr+vX//g3cP3j8O08yPwW7nwHvpkJt77qoTdjkqTZytTWT7O2fpeNddzrrruu/JtvvgkuLi62ZGdne+3cuTMoIyPDJzw83OFwOJQ7QS9fvrx9dnb2uePu27cvoHfv3jFDhw7tuWfPnotaAd8aFyo0lgIw24IVVXC2rQ9BHo5HtHBeoPw1Vi8Nf1xDF4CTvpTMhgBrEqeNHJTqQChgUVa4Y755A1j+a7D6mKPQV1y/1b/+FGLGNelbkKTZyixatCjtiSee6PL6669HjBw58qy7n+ZTTz2Vd+TIEb/+/fvHdO7cudLd77KxjBs3rui7777zv/766/uEhIRUufavLRYLixcvTn3mmWe62O12y6233lpotZo9An/2s5+VpqenHwwODjaWL18ePH78+KvT09MPN/TYMtK8eIWAAVBYwVkPxyJaqL6dwFGto19OCfhX+zweWUGAAvw20OmVJXSc+hfz/9wQC+mW42Q5Kyh3OCBpJUxeB1tfhqEvQrfhsHpK074X5Jxmq1NbP826+l02ljlz5pxKSkpK3LlzZ4rWml69elUCjBgxojQhISH50KFDR4YPH17SvXv3CoCQkBAjODjYAJg0aVKhw+FQ2dnZDc7kMtK8eGdx1Z/NLaGgTycPRyNapHdGw9J98PZ2mNAfCsrghVt/+JzOwfDZQVgyGe5YgJdVwSP7iWa/+Xi3OTiDg6BvCFnaoKvFCsoKRoPb614yGWk2keZyiUht/TTr6nfZGBwOB3l5edbw8HDnd99955eUlOQ/bty449VjKi8vV3/729/CX3jhhWyAEydOeEVFRTksFgtbtmzxNwyDsLCwBq8zl6R58c7iGqmnFnDqlqs8HI1okdoFwLCr4A+rzVuIH/zlLgj+E/QLhx1PwvbHoMdfQU03X/O/cedfn5wDJ3Kxnp4FHdbTdU8/WPGi+djtUzijs6jUYXRoomtGJWlewRrST/MC/S6jvvjii5CKigpLWFjYNZMnT86bN2/eyZqOuW3bNv+JEydeXVRUZN20aVO71157LfLYsWM2u92ufv7zn/cBCAgIcP7rX/9K9fY2+y688sor4Rs3bgw2DEM9+OCDp+Pi4ooBlixZ0n7RokWdrFar9vX1NRYvXpx6MU2opZ/mRXI1ol4A5PfuSMDf7uYpT8ckRE3sCuNwCPmHulCW2QVreWfaebUl4MKvbBAnEDQLXdbI+xVIP82mJv00LwNX/dk0ICI5l7OVDiraeEk9UtH8+GgsA/PpODAf3FO6Gf4U7Y2k8FhXjLNdaGsJIVRZuJROozZJmKI1kKR5aVKAnsDZgjJyIoKI9nRAQtRHlzKCuhwjqFpRevu+MPITo6g81ZU2jghCrD60acAud1+WQEWrMHPmzPDVq1eHVN82evTogjlz5pzyVEy1kaR5adJx9dU8VSxJU7RcAU58bjlJxC0ngd3g1Ojk9hQc6ExxWlcspVEEeQURXMcuvm+qWMWVZ86cOaeaY4KsiVxycmly3HfSz9Ai/sGFqA+rQsWcJeQ3NqJf+Jour75H8GPvUHbTSjLbf0+6cYrThpPq63PrPdJUStmVUloppatte9O9TSnlVEoNdG1/2PW9+zFDKTXA9djpatuPKKVuruOYm6s9d2217W2VUuXVHtta7bHtP4rpJtf2JdW2a6XUuvq+d9HyyUjz0px2fVX7ssgY08+jsQhxWXWqxH/kcfxHutZBViic+zqQnzOQvfv70ZCLxFdh/u48Xm3bNOBzrfWvlVJHgc1AO+A+oFxrHaCUGgV8CbiLf+cAXwC/B64F/Os45lpgB/DHH23/DvABfIHBwH+UUl0AOzAE+B+t9ftKqWJgNRAG/Byo1Fr7KqXmA2Mb8N5FCycjzUsQb9N24BTgvy+LvDI7JZ6OSYim4qux3pxL6Jj1eM1C1/t6N631RMBWw0OuCrv8Bc5NBbcHHEqpNsBdrm2hSqkgIAB43bVPu9a61iIjWuu5WusXa3ioK3BSa12ptd6BWbDkPcDdgSNXKaUwi5m4q35FYFYEA3gOiHI9R7QCMtK8dIeBW4HSjLMc792J/p4OSIgm9u9G2s92zNHd69W2LQTeAMox1w84MMtXXoVZ/3kugFLqfeAprXWtLdhqcQwYoJSKwPw9tgBXY45ANeZIVruO7d63NxCulCrHbNzgxFwQeLSBx75os1CN2k9zFvqCxRImTJjQbdOmTcGhoaGOlJQUG5itwR599NHosrIyS1RUlH3FihWpISEhRkVFhbr33nujDx486K+U4s0338wYNWpUMZhtwx544IGuu3btClRK6Zdffjnr/vvvr/EDz6xZs8I++uijDlarVYeGhjr+9a9/pfXq1csO8Pbbb4fOnTs3AmD69OnZTz75ZD7A9u3b/R966KFuFRUVll/84heFixYtyrBYLOTk5FjHjh17VVZWVpvOnTtXrl69OrVjx44NLgEiI81Ll4jrw8eR0xy/wHOFuBJtb4R9vAT8zHWes/qqXY2ZKP+L2Y7PCvTG/J0bCCxxPa8UeP4ijnszUAycdO3LcB2vxLXPCqDM9b2f6zUOzATbFviPKxbjIo7dojRWa7AXXnghomPHjlVpaWmHjx07Zrv99ttrnaEbNGhQ2f79+48cPXo0ccyYMWeeeeaZKICcnBzrnDlzInfv3n1kz549R+bMmROZm5trBXjssceiFyxYkJ6WlnY4NTXVd8WKFUEAL7/8csTw4cOL09PTDw8fPrz4pZdeCr+Yn4MkzUuX5r7zn+OkejAOIZqc1pRiJo5L3I/+s9baorVWmCNLt0eBT4CvMEeglZhJM9N1c115ygrMJNrQ41ZqrYO11kprbcEcUSYAwwGr1tpfax2IOZp2T8EWA7201gZmsgeu/PrTjdUa7JNPPunw6quvngKwWq1ERETUOrV/9913FwcGBpr1locMKXF3LFm1alXw0KFDi8LCwpwdO3Z0Dh06tGjlypXB6enp3iUlJZYRI0aUWiwWJk+enL9q1ar2AOvWrWs3derUfICpU6fmf/311+1rO25dJGleonibLgSygYCjuRQWV175vzxCuCnFBp7VlZe+HzXK9dUb+DPmNdAAWcAIzPOdZzFHofFa61OYZfvcBSxvw5z1aehxw5RSN7juf4SZGB8EkgBfpdSNSqkwYCTnF/7tAZ523V+OORr+QZPk1qKhrcHy8vKsANOmTYuMiYnpe8cdd1yVkZFRr9OECxcu7DhixIhCgKysLO+oqCi7+7HOnTvbs7KyvNPT070jIiLO9eqMjo62Z2dnewPk5+d7uft4RkdHVxUUFFzU6UlJmo1jL66FC2kFMtoUrUp8Q1+glHJglqDEdclGCvAP19SsHXNKtLfr6f8H6AZ0Bt4BtmitP3c91g/Y5Lr/MjCmjmN+6dq/Bbij2uUuA4DvXN/fC7zkGn1mYC7++RZzsZ+D8wuROgAxrtcMAP6oW2k90kWLFqW9++67HWNjY/sWFxdbqrcGi4yMrOrfv3/M448/3sXdGqyqqkrl5OR4DxkypCQxMfHIjTfeWPrkk092udBxFixYEHLgwAH/2bNnnwKo6cetlKp1e2OShUCNIwnXL9R3JzjSP6Lh00RCtDRaYyjFmoa/Ttf7747Weg+1/J3SWtd7ek1rfXct29dDzeUDa9u/1npwfY97pXO3BgM4ePBgmw0bNrSD863Bqj2vT9++fSvCwsIcvr6+xn333XcW4N577y1YsmRJh7qOsWrVqsC5c+dGbN++PdnPz08DREVFVW3bts196RFZWVk+w4YNK+7WrVuVe2QJkJ6e7hMeHl4FEBoa6khPT/eOjo6uSk9P9w4JCWlwhxOQkWZjScOcorF8nURqpYNyD8cjRFP4lmd1rqeDEJ6TlZXlBVBTa7CioiILQPXWYBaLhdtuu61wzZo1gQBr164N6tmzZ61/L3fs2OH35JNPRq9evfpY586dzyW5MWPGFG7bti0oNzfXmpuba922bVvQmDFjCqOjo6vatm1rbNq0qa1hGCxdujR09OjRZwFuv/32swsXLgwFWLhwYejIkSMv6lSajDQbQbxNl8bFqkSgW5WT/JQ8kvqFn7vOS4grklINn5q93FxFCH7cwSVLax3liXgul/pcItLYGqs12Lx58zJ/+9vfdp8+fbo1NDTUsXjx4rTajjljxowuZWVl1gkTJvQAiIyMtG/evPlYWFiYc8aMGScHDRrUF+C55547GRYW5gRYsGBB+kMPPdS9oqJC3XrrrUUTJkwoBJg9e3b22LFje0RHR3eIjIy0r1q16r8X83OQ1mCNJC5W3QA8Apy4O4Ye/3MT93o6JiEusz48q5M9HURrIK3Bmpa0BmsaR1xfLeuSOX7fYMp9vc5d19Wkkk/DpCXnv0/Nh1duh87BMGsDHDkNu/8Ag+s4/e40YPBb5mu+esjcNnkpHDoFo/rCX+40t/15I1wTAaOlhGCrYmh2W6ZLwhStj5zTbCTxNl2MWR2ofZUT41juuSTa5Hp3gv3TzFvC0+DvA2P7Qb9wWDkFhna/8D7mb4e+Yee/P+jqq37wWdh+HArLIbsIdp+QhNkaWRQfeDoGceWYOXNmeJ8+fWKq32bOnHlRxQcuNxlpNq7/YC6Dz990jAP9msEq2k0p0CMUokMu/Fy3zLOw5gj86TaY5yqQ5m2F8iowDLA7wGqBl9bDKyMvT9yi+TI05RbFMk/HIa4c0hqs9UrEtYp2UwonCsrOXQztMcv2w28GNOw1T6+GN0aBpdpC/L5h0LU9DHwLJl4Lx/JAa7iuc+PGK1qElTyrizwdhBCeIEmzEcXbdAlmoYOOALvSPduY1+6AeBtMuLb+r/kqEToFwKAa1hq+Ndqc8n12OLy4zjxP+to3MHExvPdto4UtmjmZmhWtmSTNxrcJszcfy/Zx0O7EfoHnXzZfJ8HAKAgLvPBz3XakQXwidHsN7lkKm4/BvR//8DmrD5uLiErtcPgUfPo7+CgByjz2TkVTcRqkA1s9HYcQniJJs/EdxWxZFFBYgT0xhwOeCuSTi5iaff1OyHwR0v4EyybDL66GJb89/3iV01wkNGM4lFWBu0KVocHe4CY7oqWxKObzrFynJlovWQjUyOJt2oiLVWuB3wElqw/z/YBIrm/qOMrssPEoLBx/ftsXh+DJVZBbAnd9AAMiYf3v4WQhPPwZrH34wvv9+w6YMthckXtNhHles/9cuLMPtPPIBTaiqTgNiqwW3vN0HALU7Mbtp6lfvnCxhGPHjnlPnjy5e25urrfFYmHKlCm5L7744una+lQahsGDDz7YZfPmzcG+vr7GokWL0oYMGVIGcMstt/Tcv39/28GDB5ds2bLlWF3HjYuL637w4MG23t7eesCAAaVLlixJb9Omja5r/7X12rzhhht6nz592tvX19cA2LRp09HqlYbqQ0aal8cezP56XgmZ5GYVNn2fTX8fyH8FgqslsrH9zVFk5RzImWUmTIDI4JoT5vCrz1+j6fb0UJji+gigFHxyLxyaDnNGXZa3IZoRp8ECntW19j4UVzZvb2/efPPNzNTUVNv3339/5IMPPuiUkJDgW1ufys8++yw4NTXVNy0t7fC7776b/thjj3V172v69OmnFi5cWK+/i5MnTy5ITU09nJycbKuoqFBvvfVWh7r2X1evTYDFixenJiUlJSYlJSU2NGGCJM3LwrUg6N9AJ4BVhxuts70QHuE0qPTxYp6n4xCeEx0dXeUeybVv397o0aNH+YkTJ3xq61O5evXqdpMnT8531ZstLSoq8kpPT/cGGD16dHFQUFC9GndPmjSp0GKxYLFYGDx4cGlmZqZPXfuvrddmY/0cJGlePlsBb0CtTybtZBHpHo5HiItWZfCRFGcXbsnJyT6JiYn+w4YNK6mtT2V2drZ3t27dzi0PjIiIsLuT5sWorKxUy5cvD73rrrsK69p/bb023d8//PDD3fr06RMzY8aMCMOoV97+AUmal0m8TZ/A7CofBvDFIVlxKFomrTF8vfiLp+MQzUNhYaFl3LhxPf76179mhISE1Jp1Gru35ZQpU7redNNNJSNHjiypa/91HXf58uWpR48eTdy1a1fSzp07AxYsWBDa0DgkaV5eqzEvP5HRpmixKhws51nd5OflRfNTWVmp7rrrrh4TJkwomDJlylk436cSoHqfysjIyKq0tDQf92uzs7N9unbtWnUxx3322Wcj8vLyvN57771zPTpr239UVFSVewoXzF6bkZGRVQDdu3evAnN6edKkSQW7d+9u29BYJGleRvE2nQbsw31uU0abooVxGtj9vJnh6TiE5xmGwT333BPdq1evilmzZuW4t9fWpzIuLu7s0qVLQw3DYNOmTW0DAwOd7mnchpg3b16HzZs3B69atSrVaj23nqfW/dfWa7Oqqors7GwvMJP/2rVrg/v169fg3sdyycnltxq4DlDrkkkb3Y+0zsF083BMQtRLUQX/aP+izvJ0HOKH6nOJSGPbuHFjwKpVq0J79uxZ3qdPnxiA2bNnZ9XWp3LixImFa9asCY6Oju7n5+dnvP/++2nufQ0aNKh3amqqb3l5uTUsLOyaBQsWpI0fP77G0ozPPfdcdEREROXgwYP7AowaNerM3Llzs2vbf229NouKiiwjRozoWVVVpQzDULfcckvRtGnTGnyeXvppNoG4WPU00BvIuaELYX8cwVSL4uIn94VoApUOitp4EcWzutjTsbR20k+zadXVT1OmZ5vGasAPsOzOIOfgSfZ4OiAhLqS8ilckYQrxQ5I0m0C8TR/HbBsWAfDODjZXVFHm2aiEqF2Zncx2fsz3dByi9fjlL3/Z48c9NT///PMgT8f1Y3JOs+l8DtwAtDldQsU3KWweFYPU0RHNUoWDR/1f0A2uliLExdq4ceN/PR1DfchIs4nE2/QZ4DNco833v2NvXinZno1KiJ86XczXIS/qrzwdhxDNkSTNprUVyAHaGRr9rz2sNTSyEks0G+VVlJZW8TtPxyFEcyVJswnF23QVsBhoD6ht/yXz+wx2ejgsIc7JLGRG99e0rNIUohaSNJteIrAbiAR4cytbCsrIqfslQlx+p4r4tufr+l1PxyFEcyYLgZpYvE3ruFi1FIgF2lY4KF2wgy9euI3/sVqwXuj1QlwOlQ4qS+zc4+k4RP3c8tW0Ru2nuX3UvCbtp5mSkuJz//33R2dnZ/sopVi7dm1K79697TUd92L6adbWrzMpKcln4sSJVxUWFnr169ev7PPPPz/u6+vboFNkMtL0gHibPgu8h1nMXe3OIGdbKls8HJZoxY7lMf3q17XURha1asx+mpMnT+4+ffr0nNTUVNvevXuPREZG1rpSu6H9NKH2fp3Tpk2LeuKJJ3LS09MPBwcHO+bPn9+hoT8HSZqesx+z52YUwP/dzs5TRWTU/RIhGt/RXDbE/k2/4+k4RPPWWP00ExISfJ1OJ2PHji0CCA4ONgIDA2vtltLQfppQc79OwzDYtWtX4AMPPHAG4MEHH8z/8ssv2zX05yBJ00PibVoDy4AiIMjQ6De3sbLSQYMLCAtxsU4Xc+rrJCZ6Og7RslxKP83ExETfoKAg569+9aseffv2jZk6dWqUw3HhS4Lr20+zttfn5OR4BQYGOr29zad069bNnpOT41Pb82sjSdOD4m26BHOaNhSwJudy9qMEVsplKKIpVFRh35XOr59apQs9HYtoOS61n6bD4VB79uwJeOuttzIOHjyYmJaW1ubtt9++4DRpfftpNjCeBv+tlaTpYfE2nQisAbqY33NsZxr/9mxUojXYncEroz/UOzwdh2g5GqOfZteuXe19+/Ytj4mJsXt7exMXF3dm7969/nUdtyH9NGvbR3h4uKO4uNhaVWU+JS0tzadTp04NblUmSbN5+AJIxlUt6G9b2Hq8gGTPhiSuZIey2TB3K3/xdByi5WisfprDhg0rLSwstJ48edILYMuWLUExMTG1npZqaD/N2vZjsVi46aabij/88MP2AIsWLQodNWrU2Yb+HKQ1WDMRF6vaA7MBJ1DY3g+ft0bzcHt/Ono4NHGFSckl+c8bGbg4QUvTgBaiObQGW79+fcDIkSN79+zZs9xiMcdbs2fPzho2bFjJ2LFje5w8edLH3U8zLCzMaRgGU6ZM6bp169Ygd7/LoUOHlgF88cUXQTNnzowC6N+/f9nSpUvTa7v0w8vLa1BERERl27ZtDTjfT7Ou/Vfv1xkcHOxw9+tMTEz0mTRpUo/CwkJrbGxs2cqVK4/7+fn95Lh1tQZr1klTKbUIGAWc1lr3c227FvgHEACkAZO11kWux64BFgJBgAFcr7WuUEq9BvwOaK+1DrjAMYcCbwHXAPdorVdUe2wOcJfr2z9rrZe7tm8HAl3bOwG7tdZjlDnBPh+4EygD7tda763t2HGxqifwR+AUUNm3E+1n387Dvt7UOXUhRH1lFXL6nf/w89c362MXfrZoLppD0mxNWnI/zX8CI3+07X3gea11f8xpzRkASikvYAnwiNY6FhgOuIfqX2J2GKmPE8D9wMfVNyql7gIGAgOAG4EZSqkgAK31LVrrAVrrAcAuYKXrZXcAPV233wN1VluJt+kU4EOgM2A5cpoz87ezxO6kxot+hWiIM+UUL0lgoiRMIS5es06aWut/AwU/2twbzi2U2QiMd93/FXBQa33A9dp8rbXTdf9brXW9OopordO01gcxR6rVxQDbtNYOrXUpcIAfJXSlVCDwC2CVa9NoYLE2fQu0U0pFXCCE7cA6IBpQO9LIfv9bPnEaOOsTvxA1Ka/CvmwfT8xco7d5OhYhaiL9NC+fw0AcsBqYgGvVMrk4EwAADMhJREFUKdAL0Eqp9UBHYJnW+o1GPO4B4GWl1DzAH7gVs45sdWOBTe7pYswRY/WCBZmubbUmcFeZvU+BYMwRbdq6ZNICfVkxeSATLYra11QLUYMqJ84VB3nt6yQ+etTTwQhRC+mnefk8CDyulErAPI/onrr0AoYAk11fxyqlbmusg2qtNwBrgZ3AJ5jTsD++Ivc3rsfcakpwFzyJHG/TDuADzA8IXQA+O0DSV4lIj0PRIA4D5yf7ePezA7zmKqghhLgELS5paq2TtNa/0loPwkxQ7k8nmZjTp3la6zLMBDewkY/9muvc5S8xE2KK+zGlVCjmedM11V6SyfmRMJgl807W51jxNm0HFgDpVGtcvSmFjZf0JkSr4TQwPtrDxysOMiPepmV6X4hG0OKSplKqk+urBfg/mCtpAdYD1yil/F2Lgobx0+nTSzmu1ZUY3at0rwE2VHvKBOArrXVFtW3xwO+U6SagsL7nVgHibboMc/XtGczi7szfzs51SayTMYOoi8PAuXgPy784zOPxth/8nxRCXIJmnTSVUu5p0N5KqUyl1EPAb5RSR4EkzFHbhwBa6zPAPOB7zGLoe7XWa1z7eUMplQn4u/Yzq45jXu967gRgoVLK5nrIG9iulEoE/h9wr9a6+vTsPfxwahbM0W4qcAyzXN5jDf0ZxNt0ITAXqMA8V8uCnXy36jCrpdyeqEmVE8ei71j+xWEeibfpYk/HI8SVpFlfpynOi4tVnYDngLZgNq2eNICYewYwTvpwCrdKB/b3v+PT9ck84frAJa4AP75OU22lUftp6uE0ej/Nffv2+T7wwAPdEhMT/Z9//vmsV1555VwVoQkTJnTbtGlTcGhoqCMlJcVW13GnTp0atWHDhmBvb28dHR1d+cknn6R16NDBCfDCCy+EL126tIPFYuHNN988MX78+KK69j9t2rTIJUuWdHCX+ps9e3bWpEmTfvJ70pKv0xQu8TZ9GvgL5lRtBMDy/SR++D3LHMZPFiSJVqiogtI5W1i0PpnHJWGKxtbQfpqdOnVyzJ8//8TUqVNzfryvBx98MC8+Pj7lp0f5qdtvv73o6NGjtqNHjyZeffXVFS+++GI4QEJCgu/KlStDkpOTbevWrTv69NNPd3V3S6lr/4888khOUlJSYlJSUmJNCfNCWm3SVEr9SSm1/0e3P3k6rrrE23QBMAfzkpUocxvH/r6DjyqqkJJorVhOMQUvruPdPRk8F287d8mTEI2mof00O3fu7Bg2bFiZt7f3T6Yz77jjjpKOHTvW68P+uHHjitztvG6++ebSrKwsH4AVK1a0GzduXIGfn5/u06ePPTo6unLr1q1tG7r/hmq1SbPaStjqt9c8HdeFuEYQf8NcNdwFYFMKJ15cx3sFZfzkE5248qXkkTXzK/56vICX5BymaAr16ad5Ofzzn//sMHLkyEKArKwsny5dupyrlhYZGWnPyMi4YH/MDz74oFOvXr1iJkyY0C03N7fBp7ZabdJsyeJtuhSzPu4hoDuuXpx/WMUH/83niGejE01p9wmOPr+G5wvK+d94m5YG5uKyq28/zcY2c+bMcKvVqh955JECuLj+mM8888zp9PT0Q0eOHEkMDw+veuyxx7rU9fyaSNJsoVx/IN/BXKEbDfgWVVA1bTWf7jjONlnfdWVzGDiW72fXq9/wZJWTpa6CGEJcVg3pp9mY3n777dD169e3W7ly5XF3h5WoqKgfjCxPnjzpExUVVWd/zC5duji8vLywWq088cQTufv372/b0FgkabZgrj+Un2J2dukEBGtgzha2fryPz6TQ+5XpbDlnZ2/gq6V7eTLepjdIpR/RFBraT7OxrFixIuitt94KX7t27bHAwMBzI9vx48efXblyZUh5eblKSkrySUtL8x0+fHhpXftyJ3eAZcuWtevdu3eDZ2fkkpMrRFysuhr4A+b1pDkAfTvRftowxoUFmouGRMtnO0XqXzfzdWEF8+JtOtXT8Yim0RxagzW0n+aJEye8rr/++pjS0lKrUkr7+/sbR44cORwSEmLcfffd3b/99tvAM2fOeIWGhjqef/75k88880yN769r16797Ha7pV27dg6AgQMHlnz88ccnwJyy/fjjjztYrVbeeOONExMnTiwCqG3/Y8aM6Z6YmOgH5kj1ww8/TK+pcXWL7acpGiYuVoUCTwDdMEv4Ob2tWJ4ZytCfdWOoFHtvuZwGzpWH+P6jBJYBH8oK2dalOSTN1kSu02wl4m06H/grZknBrkBglRPjjS1snb+dD4sradRpE9E0ThWT89I6vvoogVnA25IwhfCcltgaTNQh3qYrgWVxseowMBWzFdnJLcfI2J/Fu8/dysjYcK7zbJSiPhwGjnVJJHywm2+dBu/E26R5tLhy3XfffV2///77gOrbHn300Zynnnoq31Mx1USmZ69gcbEqGPgdcD2QBVQC/LIX0fcO5K72/mYtW9H8ZJzlxLxtJPw3n83AYhldtm4yPdu0ZHq2lXIVQvg7Zm/ODkA4oDYeJf3hz/jHphQ2Vjmpc4m2aFqVDiqW7+c/T6zky//m8yrwd0mYAjAMw5A1CU3A9XOu9fpTGWm2Eq6C77/F7DGaCxQDXB1K0ONDGNkjlL6ejK+1cxoYCZkc+McujuaVsgH4TKr7CLcDBw7Eh4eHx3Ts2LHQYrHIH+3LxDAMlZubG3zq1KnEa6+9Nq6m50jSbEXiYpUCrgWmAO0wp2wdAHf25apx/flFpwA6ezDEVikll6R/7MKWkkc65qzAEbn2UlSXkJDQycvL632gHzJDeDkZwGGHw/HwoEGDTtf0BEmarVBcrPID7gRGYfbpPA1mb87x/el9dyy3hvibTa/F5XOqmMx/7mbvznROA18BG6QUnhDNmyTNViwuVnUGfgP0x5yuzQNQwG8H0u/23gxv50eoB0O8Ip0qImO1jUNrjnAa2AZ86bpcSAjRzEnSbOVcU7Y9gQmur0VAAYCXBfXbgfQf3oObO7Ql3INhtnhaQ9oZklcc4ND245RhFtv/NN6mT3g6NiFE/UnSFMC55NkXM3l2B866bgCM6EnXO/ty41Wh9JXKQvXnNDCST3NwyV6SDp+iAkgDVgCJct5SiJZHkqb4gbhYZcFcbDABs9F1BeZqWwPM1baTruOGayMZ6OuFn+cibd7OlpO/N5P9nx0kO6sQB+bI8isgRZKlEC2XJE1Ro2rTtr8EBmEuFMoBs3OKvzdeY/rR++ZuXNulHT0sSlb02Z3Yj+ZiW5/E4W2p2DFXOe4C1sXbdIaHwxNCNAJJmuKC4mJVR+AW4FdAG8xp20L341HBtL07ltgBkcSGBdKlNU3fOgwcmWc5npBJ4ueHyCmpxAcoAzYD/4636VwPhyiEaESSNEW9uS5VuQ5z9NkNc8o2HzNJANAthMCRvenTN4wenYPp7mPFp8adtWDlVZSm5pOSkEnyuiROldgJcj10ANiCeZ2lVFoS4gokSVM0mGvqNgwYDAwHQqkhgXpbsQy7iqhBXejRM5QeHQKIbImjUKeB83QJWWkFpO9KJ+XfqRQZmmDXw3mYXWX2xtv0GQ+GKYRoApI0xSVxJdAuwABgKBCCealnGXAGV8UhgE4B+N4UTVSvDkRGtSOiUwCRAW3OjdKajTI7xaeKyUo7Q6btFJk7jpNdVkUwnFv4dBzYCRwBsmVhjxCthyRN0WhcCbQD0ANzGvdawBsziRYDJfDDAvGRQfgPiiKiZwciOgYQ2t6PdoG+tGvrQ/DlHJUaGl1qp7CgjLy8UvKyi8hLKyDvyGnyMs5iB4KAtpgLoJzAQeA74KirEL4QohWSpCkum7hY5YV52UovzKpDPQBfXCX7gFLMZPqT83/eVixXhRDUPYR24UEEB/jg5+dNG19v2vh50aaN6+ZtxUdrDEOjDY2hwTA0htboKidVJXZKiyspK6qg9Ew5pfmllOaWUnY8n6KyKpyuePxdN3eSrgCSMc9RpgFZco5SCAGSNEUTco1EQ4BIzCndPsDVmInL3YrHijmlW+G6OVw350Uc0gtzpOvj+uq+adfNgnlOMhMzOWa47ufJlKsQoiaSNIVHuRKpP2bXFfctHDOxdgICMM8ltuF8sqvpP617lKhd9y2YSbeQ89WNzmAWp8/FTJb5MoIUQjSEJE3RIrgqFflgjkrbuO4brpuudt/AHJmWxdu0o+a9CSHExZGkKYQQQtRTqy99JoQQQtSXJE0hhBCiniRpCiGEEPUkSVMIIYSoJ0maQgghRD1J0hRCCCHqSZKmEEIIUU+SNIUQQoh6kqQphBBC1JMkTSGEEKKeJGkKIYQQ9SRJUwghhKgnSZpCCCFEPUnSFEIIIepJkqYQQghRT5I0hRBCiHqSpCmEEELUkyRNIYQQop7+P/ljN0q+4AYaAAAAAElFTkSuQmCC\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 +} diff --git a/clusters/buzzleclair_v2.ipynb b/clusters/buzzleclair_v2.ipynb new file mode 100644 index 0000000..25e146e --- /dev/null +++ b/clusters/buzzleclair_v2.ipynb @@ -0,0 +1,278 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 137, + "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": 136, + "metadata": {}, + "outputs": [], + "source": [ + "data['1919'] = data['1919']*data['Number of buildings']\n", + "data['1919_1945'] = data['1919_1945']*data['Number of buildings']\n", + "data['1946_1960'] = data['1946_1960']*data['Number of buildings']\n", + "data['1961_1970'] = data['1961_1970']*data['Number of buildings']\n", + "data['1971_1980'] = data['1971_1980']*data['Number of buildings']\n", + "data['1981_1985'] = data['1981_1985']*data['Number of buildings']\n", + "data['1986_1990'] = data['1986_1990']*data['Number of buildings']\n", + "data['1991_1995'] = data['1991_1995']*data['Number of buildings']\n", + "data['1996_2000'] = data['1996_2000']*data['Number of buildings']\n", + "data['2001_2005'] = data['2001_2005']*data['Number of buildings']\n", + "data['2006_2010'] = data['2006_2010']*data['Number of buildings']\n", + "data['2011_2015'] = data['2011_2015']*data['Number of buildings']\n", + "\n", + "#print(data['1919'])\n", + "#print(data['1919'].sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [], + "source": [ + "#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", + "var=[data.columns[8]]\n", + "#I enter the number of categories in the zoukmachine\n", + "clus = KMeans(3, init='k-means++').fit(data[[data.columns[8]]])\n", + "catg = clus.predict(data[[data.columns[8]]])\n", + "data[\"cluster\"] = catg\n", + "#clusters=KMeans(n_clusters=12,init='k-means++').fit(data[var])" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "27.9999999999931\n", + "1919 5.0\n", + "1919_1945 3.0\n", + "1946_1960 1.0\n", + "1961_1970 3.0\n", + "1971_1980 5.0\n", + "1981_1985 2.0\n", + "1986_1990 1.0\n", + "1991_1995 1.0\n", + "1996_2000 0.0\n", + "2001_2005 0.0\n", + "2006_2010 0.0\n", + "2011_2015 1.0\n", + "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", + "som0=dat0.sum()\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", + "som1=data1.sum()\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", + "som2=data2.sum()\n", + "\n", + "data['1919'].sum()\n", + "\n", + "print(data['1919'].sum())\n", + "print(som0)" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 2, 1, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "catg" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "31.999999999992998" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dat2.sum().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5j7i0s9Y1XpTaVNtNekJPc82aNf633HJLl4yMDK9vvvmmxSuvvNJ2//79O/Pz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\nYPASI5oGg8FgMHiJEU2DwWAwGLzk/wPFeoebvHZh2AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pie(som0, labels=date, autopct='%1.f%%', 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": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#creating column with height of buildings\n", + "data[\"Hauteur\"] = data['Nombre_niveaux']*3*1.3 #3m per floor and 1.3 to account for non flat roofs" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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f3qSUqrSchJ5DO0uVWf2udecanA2YfJoti8mn2c7IFAkYCS92h6m2szieutex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\nAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pie(som1, labels=date, autopct='%1.f%%', 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": 129, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Le2nahtslkUQ1ilXONkTTudF6mh2bvcBEc3sK0NgcoiSgn4jEiogrcH0T9jmD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LAAAL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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.pie(som2, labels=date, autopct='%1.f%%', 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": {}, + "outputs": [], + "source": [ + "#creation of new excel file\n", + "book = Workbook()\n", + "book.add_sheet('Sheet1')\n", + "book.save('outputs/bouya.xlsx')\n", + "\n", + "#writing data in the Excel file\n", + "writer = pd.ExcelWriter('outputs/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 +} diff --git a/clusters/data/exceltest.xlsx b/clusters/data/exceltest.xlsx new file mode 100644 index 0000000..dfd9560 Binary files /dev/null and b/clusters/data/exceltest.xlsx differ diff --git a/clusters/data/param_cluster.xlsx b/clusters/data/param_cluster.xlsx new file mode 100644 index 0000000..01474a5 Binary files /dev/null and b/clusters/data/param_cluster.xlsx differ diff --git a/clusters/data/pixdata.xlsx.filepart b/clusters/data/pixdata.xlsx.filepart new file mode 100644 index 0000000..5ff0864 Binary files /dev/null and b/clusters/data/pixdata.xlsx.filepart differ diff --git a/clusters/read.me b/clusters/read.me new file mode 100644 index 0000000..32916ac --- /dev/null +++ b/clusters/read.me @@ -0,0 +1,4 @@ +This is a repo for creating clusters based on the Landuse. +see this publication for more info. +https://eartharxiv.org/c8mzb/ +https://iopscience.iop.org/article/10.1088/1742-6596/1343/1/012012/meta diff --git a/read.me b/read.me new file mode 100644 index 0000000..32916ac --- /dev/null +++ b/read.me @@ -0,0 +1,4 @@ +This is a repo for creating clusters based on the Landuse. +see this publication for more info. +https://eartharxiv.org/c8mzb/ +https://iopscience.iop.org/article/10.1088/1742-6596/1343/1/012012/meta