{ "metadata": { "name": "", "signature": "sha256:b07bb303dee8f34fa3c2aab59b136e8bf3c8e2b5c75ad79f08101cfd9d6abc39" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Baltimore Vital Signs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Baltimore Neighborhoods Indicators Alliance - Jacob France Institute (BNIA) at the University of Baltimore has made it their mission to provide a clean, concise set of indicators that illustrate the health and wealth of the city. There are 152 socio-economic indicators in the Vital Signs dataset, and some are reported for multiple years which results in 295 total variables for each of the 56 Baltimore neighborhoods captured. The indicators are dug up from a number of sources, including the U.S. Census Bureau and its American Community Survey, the FBI and Baltimore Police Department, Baltimore departments of city housing, health, and education.

\n", "\n", "Analysis Created by Justin Elszasz (Website: The Training Set, Twitter: @TheTrainingSet, Github: jtelszasz)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import plotly.plotly as py\n", "from plotly.graph_objs import *\n", "import sklearn as skl\n", "import numpy as np\n", "#import xlrd\n", "import matplotlib.pyplot as plt\n", "import glob" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# Importing the datasets and combining them.\n", "\n", "path = 'raw_data/csv'\n", "\n", "allFiles = glob.glob(path + '/*.csv')\n", "df = pd.DataFrame()\n", "\n", "for i, filename in enumerate(allFiles):\n", " #print i, filename\n", " df_file = pd.read_csv(filename)\n", " #df_file.drop('CSA2010', inplace=True)\n", " #df_file['filename'] = filename\n", " #df_file['file_ID'] = i\n", " if i == 0:\n", " df = df_file\n", " else:\n", " df = pd.merge(df,df_file)\n", "\n", "df.index = df['CSA2010']\n", "df.drop('CSA2010', inplace=True)\n", "del df['CSA2010']\n", "\n", "cols = df.columns\n", "df[cols] = (\n", " df[cols]\n", " # Replace things that aren't numbers and change any empty entries to nan\n", " # (to allow type conversion)\n", " .replace({r'[^0-9\\.]': '', '': np.nan}, regex=True)\n", " # Change to float and convert from %s\n", " .astype(np.float64)\n", ")\n", "\n", "#df.to_csv(path+'full_vital_signs_dataset.csv')\n", "\n", "len(df.columns)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "295" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "red_orange = '#ff3700'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# One of the rows is an aggregate Baltimore City.\n", "df.drop('Baltimore City', inplace=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "A Few Exploratory Plots" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Percentage of Population White in Each Neighborhood, Sorted" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df_white_sorted = df['pwhite10'].sort(inplace=False)\n", "\n", "fig = plt.figure(figsize=[7,20])\n", "ax1 = plt.subplot(1,1,1)\n", "\n", "\n", "df_white_sorted.plot(kind='barh', grid='off')\n", "\n", "# turn off square border around plot\n", "ax1.spines[\"top\"].set_visible(False) \n", "ax1.spines[\"bottom\"].set_visible(False) \n", "ax1.spines[\"right\"].set_visible(False) \n", "ax1.spines[\"left\"].set_visible(False)\n", "\n", "# turn off ticks\n", "ax1.tick_params(axis=\"both\", which=\"both\", bottom=\"off\", top=\"off\",\n", " labelbottom=\"on\", left=\"off\", right=\"off\", labelleft=\"on\",labelsize=16)\n", "\n", "title('% White', fontsize=20)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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PaR8kDZJnAkMq5DbKch+p6IfFcr2rFuJ+nfVp9F5MrOirZUirIRcV4oYBE9q4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\nedsxpE7E1qQwqV+Trs22bdSxymwrM5XqXk+9cy2/r0orOoo0If1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KJt+WdG/+Pt/PP69X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\nzKyPkbSKpD9KekXSq5Iuk7TK/M5XX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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Percent of Households in Poverty and with Children, Sorted" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df_chPov_sorted = df['hhchpov12'].sort(inplace=False)#.apply(lambda x: x[:-1]).astype(float)\n", "#df_chPov_sorted.sort(inplace=True)\n", "\n", "fig = plt.figure(figsize=[7,20])\n", "ax1 = plt.subplot(1,1,1)\n", "\n", "\n", "df_chPov_sorted.plot(kind='barh', grid='off')\n", "\n", "# turn off square border around plot\n", "ax1.spines[\"top\"].set_visible(False) \n", "ax1.spines[\"bottom\"].set_visible(False) \n", "ax1.spines[\"right\"].set_visible(False) \n", "ax1.spines[\"left\"].set_visible(False)\n", "\n", "# turn off ticks\n", "ax1.tick_params(axis=\"both\", which=\"both\", bottom=\"off\", top=\"off\",\n", " labelbottom=\"on\", left=\"off\", right=\"off\", labelleft=\"on\",labelsize=16)\n", "\n", "title('% HH Children in Poverty', fontsize=20)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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00r8RaYaj9ncfkhaLiNdJvvcLKe3OcyFwW0S83QE9BgBDOiA/Q5C0POl5HlWa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\nK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Hm1ei3AAXkdV5OGBd2TFCwXU16uBf4IHAjcBvyrgbbOkzITEUeTTjQGAZcC/wB+SkpD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Sduuj8wiPrThy3IfJMTgC3y46vAH4HDgSHtbK/8zb39qe7763mbt7VzO2ZmZouUvt3dATOb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\n0werUtwH+cXKzXEosG7uWA9/uhAEQ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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Percent Households in Poverty with Children vs. Percent Population White
\n", "Bubbles Sized by Number of School-aged Children
\n", "(Matplotlib)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# pandas only\n", "import matplotlib.pyplot as plt\n", "\n", "fig = plt.figure(figsize=[8,8])\n", "ax1 = plt.subplot(1,1,1)\n", "\n", "#df.drop('Baltimore City', inplace=True)\n", "\n", "x = df['pwhite10']#.apply(lambda x: x[:-1]).astype(float)\n", "y = df['hhchpov12']#.apply(lambda x: x[:-1]).astype(float)\n", "schoolage_pop = df['tpop10'] * df['age18_10'] / 100 #.apply(lambda x: x[:-1]).astype(float)\n", "s = (schoolage_pop/50)**2 \n", "\n", "plt.scatter(x,y,\n", " color=red_orange,\n", " marker='.',\n", " s=s,\n", " alpha=.4)\n", "\n", "xlabel('\\n% Population White',fontsize=16)\n", "ylabel('% Households w. Children in Poverty\\n',fontsize=16)\n", "xlim([-5,100])\n", "ylim([-5,100])\n", "title('Baltimore', fontsize=20)\n", "\n", "# turn off square border around plot\n", "ax1.spines[\"top\"].set_visible(False) \n", "ax1.spines[\"bottom\"].set_visible(False) \n", "ax1.spines[\"right\"].set_visible(False) \n", "ax1.spines[\"left\"].set_visible(False)\n", "\n", "# turn off ticks\n", "ax1.tick_params(axis=\"both\", which=\"both\", bottom=\"off\", top=\"off\",\n", " labelbottom=\"on\", left=\"off\", right=\"off\", labelleft=\"on\",labelsize=16)\n", "\n", "plt.show()\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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rlskkl28SwA/SX9+YfgzkQEVBWjTR7NsZyZ/ZC3O5Ry9E3SB12abUxDF9vdCX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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Percent Households in Poverty with Children vs. Percent Population White
\n", "Bubbles Sized by Number of School-aged Children
\n", "(Plotly for interactivity)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# same plot, interactive from plotly\n", "\n", "#df.drop('Baltimore City', inplace=True)\n", "\n", "import plotly.plotly as py\n", "\n", "x = df['pwhite10']#.apply(lambda x: x[:-1]).astype(float)\n", "y = df['hhchpov12']#.apply(lambda x: x[:-1]).astype(float)\n", "schoolage_pop = df['tpop10'] * df['age18_10']/100#.apply(lambda x: x[:-1]).astype(float)\n", "\n", "\n", "trace1 = Scatter(x=x,\n", " y=y,\n", " text = np.array(x.index),\n", " mode = 'markers',\n", " marker = Marker(size = schoolage_pop,\n", " sizemode = 'area',\n", " sizeref = schoolage_pop.max()/1000,\n", " opacity = 0.5,\n", " color = 'blue')\n", ")\n", "\n", "layout = Layout(\n", " title = 'Baltimore: Too Many Non-White Kids in Poverty',\n", " xaxis = XAxis(range = [-5,100],\n", " title = '% Population White (2010)',\n", " showgrid = False,\n", " showline = False,\n", " zeroline = False,\n", " autotick = False,\n", " dtick = 20),\n", " yaxis = YAxis(range = [-5,100],\n", " title = '% Households w. Children in Poverty (2012)',\n", " showgrid = False,\n", " showline = False,\n", " zeroline = False,\n", " autotick = False,\n", " dtick = 20),\n", " autosize = False,\n", " width=500,\n", " height=500,\n", " font = Font(size=14),\n", " hovermode = 'closest' \n", ")\n", "\n", "data = Data([trace1])\n", "fig = Figure(data=data, layout=layout)\n", "py.iplot(fig, filename='Baltimore Percent Child Poverty Percent White')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Percent of Households in Poverty vs. Ethnicity's Percent of Population" ] }, { "cell_type": "code", "collapsed": false, "input": [ "\n", "size = 100\n", "alpha = 0.5\n", "fontsize = 16\n", "\n", "fig = plt.figure(figsize=[8,8])\n", "ax1 = plt.subplot(1,1,1)\n", "\n", "scatter(df['phisp10'],df['hhpov12'],c='r',alpha=alpha,s=size)\n", "scatter(df['paa10'],df['hhpov12'],c='c',alpha=alpha,s=size)\n", "\n", "legend(['Hispanic','Black'],fontsize=fontsize)\n", "xlabel('Percent of Population',fontsize=fontsize)\n", "ylabel('Percent of Households in Poverty',fontsize=fontsize)\n", "\n", "# turn off square border around plot\n", "ax1.spines[\"top\"].set_visible(False) \n", "ax1.spines[\"bottom\"].set_visible(False) \n", "ax1.spines[\"right\"].set_visible(False) \n", "ax1.spines[\"left\"].set_visible(False)\n", "\n", "# turn off ticks\n", "ax1.tick_params(axis=\"both\", which=\"both\", bottom=\"off\", top=\"off\",\n", " labelbottom=\"on\", left=\"off\", right=\"off\", labelleft=\"on\",labelsize=16)\n", "\n", "xlim([-5,100])\n", "ylim([-5,60])\n", "\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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IiEh8CamHIEEMmAMREREJQUx6CPx7du4s4BIgG3jYzHY65yYAu8ysMZyBiYiI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\n2NbGru5uzn3f+4Y1CjUz3rtoEd2vvUZbS8sxy5C2tbQkvSiKjHahUIi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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hispanic communities are smaller fractions of neighborhood populations." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Principal Component Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read this post at The Training Set for purpose of this analysis." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.decomposition import PCA as PCA\n", "from sklearn.preprocessing import StandardScaler" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot sorted percent of variation in the data by the number of dimensions used in the Principal Component Analysis. Total variance explained by the first two principal dimensions is approximately 48%." ] }, { "cell_type": "code", "collapsed": false, "input": [ "X = np.array(df)\n", "scaler = StandardScaler()#.fit(X)\n", "X_scaled = scaler.fit_transform(X)\n", "\n", "pca = PCA()\n", "pca.fit(X_scaled)\n", "#print(pca.explained_variance_) \n", "#print pd.Series(pca.explained_variance_ratio_).apply(lambda x: round(x,2))\n", "bar(range(0,len(pca.explained_variance_ratio_)),pd.Series(pca.explained_variance_ratio_).apply(lambda x: round(x,2)))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "'''\n", "cov_mat = np.cov(X_scaled.T)\n", "eig_vals, eig_vecs = np.linalg.eig(cov_mat)\n", "print('Eigenvectors \\n%s' %eig_vecs)\n", "print('\\nEigenvalues \\n%s' %eig_vals)\n", "print len(eig_vals)\n", "'''" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "\"\\ncov_mat = np.cov(X_scaled.T)\\neig_vals, eig_vecs = np.linalg.eig(cov_mat)\\nprint('Eigenvectors \\n%s' %eig_vecs)\\nprint('\\nEigenvalues \\n%s' %eig_vals)\\nprint len(eig_vals)\\n\"" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Essentially the same information as previous plot, but cumulative.
\n", "Two points of interest. First two dimensions make up about 48% of variance in data. To explain approximately 90% of variance, would need about 20 dimensions." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pd.Series(pca.explained_variance_ratio_).cumsum().plot()\n", "xlabel('number of dimensions')\n", "ylabel('cumulative fraction of variance explained')\n", "ylim([0,1])\n", "#sum(pca.explained_variance_ratio_[:5])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "(0, 1)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "pca.n_components = 2\n", "X_reduced = pca.fit_transform(X_scaled)\n", "print 'Shape: ', X_reduced.shape\n", "print 'Explained Variance Ratio = ', round(sum(pca.explained_variance_ratio_[:pca.n_components]),2)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Shape: (55, 2)\n", "Explained Variance Ratio = 0.48\n" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Result of PCA (2 dimesnions, x and y) plotted below. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "df_X_reduced = pd.DataFrame(X_reduced, index=df.index)\n", "\n", "fig = plt.figure(figsize=[8,8])\n", "ax = plt.subplot(1,1,1)\n", "plot(df_X_reduced[0], df_X_reduced[1], marker='o', linestyle='', alpha=1.0)\n", "#xlim([-7,7])\n", "#ylim([-10,15])\n", "ii=0\n", "for i,j in zip(df_X_reduced[0],df_X_reduced[1]):\n", " \n", " ax.annotate('%s' %df_X_reduced.ix[ii].name, xy=(i,j), xytext=(10,0), textcoords='offset points')\n", " ii = ii+1" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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kf8uyrpe03LKsiHyfG8uy3I4HR0dH26/Dw8MVHh5e3OYAAFBqxMfHKz4+/ko3AyhSse8Z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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "PCA Results (2 dimensions) using Plot.ly for interactivity. Bubbles sized using total population of each neighborhood." ] }, { "cell_type": "code", "collapsed": false, "input": [ "x = df_X_reduced[0]#.apply(lambda x: x[:-1]).astype(float)\n", "y = df_X_reduced[1]#.apply(lambda x: x[:-1]).astype(float)\n", "xscale = 22\n", "yscale = 10\n", "#schoolage_pop = df['tpop10'] * df['age18_10']/100#.apply(lambda x: x[:-1]).astype(float)\n", "\n", "\n", "trace1 = Scatter(x=x,\n", " y=y,\n", " text = df.index,\n", " mode = 'markers',\n", " marker = Marker(size = df['tpop10']/500,\n", " sizemode = 'diameter',\n", " #sizeref = schoolage_pop.max()/1000,\n", " opacity = 0.5,\n", " color = 'blue')\n", ")\n", "\n", "layout = Layout(\n", " title = 'Baltimore Vital Signs PCA',\n", " xaxis = XAxis(range = [-xscale,xscale],\n", " title = '',\n", " showgrid = False,\n", " showline = False,\n", " zeroline = False,\n", " autotick = False,\n", " showticklabels=False),\n", " yaxis = YAxis(range = [-1*yscale,yscale],\n", " title = '',\n", " showgrid = False,\n", " showline = False,\n", " zeroline = False,\n", " autotick = False,\n", " showticklabels=False),\n", " autosize = False,\n", " width=500,\n", " height=500,\n", " font = Font(size=14),\n", " hovermode = 'closest' \n", ")\n", "\n", "data = Data([trace1])\n", "fig = Figure(data=data, layout=layout)\n", "py.iplot(fig, filename='Baltimore PCA')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "K-means Clustering" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.cluster import KMeans\n", "\n", "#reduced_data = PCA(n_components=2).fit_transform(data)\n", "def cluster(n_clusters):\n", " kmeans = KMeans(n_clusters=n_clusters)\n", " kmeans.fit(X_reduced)\n", " Z = kmeans.predict(X_reduced)\n", " return kmeans, Z" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the number of clusters assigned is a manual input, we can get a feel for an appropriate number of clusters by plotting the inertia as a function of number of clusters." ] }, { "cell_type": "code", "collapsed": false, "input": [ "max_clusters = len(df)\n", "\n", "inertias = zeros(max_clusters)\n", "\n", "for i in range(1,max_clusters):\n", " kmeans, Z = cluster(i)\n", " inertias[i] = kmeans.inertia_\n", "\n", "fig = plt.figure(figsize=[6,6])\n", "ax1 = plt.subplot(1,1,1)\n", "plot(inertias,marker='.')\n", "xlabel('Number of Clusters')\n", "ylabel('Inertia')\n", "#xlim([1,14])\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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U2an+6qlU5TkOM7O+602p6rUR8R5gc0R8GngN8PJyu9U/LlWZmZWnN8HxdPFzq6T9gO3A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\ntLcW7Q3T1ASXXZY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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is what the k-means clustering looks like for 7 clusters." ] }, { "cell_type": "code", "collapsed": false, "input": [ "n_clusters = 7\n", "model, Z = cluster(n_clusters)\n", "\n", "fig = plt.figure(figsize=[10,10])\n", "ax = plt.subplot(1,1,1)\n", "plt.scatter(df_X_reduced[0], df_X_reduced[1], c=Z, marker='o', alpha=.5, s=200)\n", "#xlim([-7,7])\n", "#ylim([-10,15])\n", "ii=0\n", "for i,j in zip(df_X_reduced[0],df_X_reduced[1]):\n", " ax.annotate('%s' %df_X_reduced.ix[ii].name, xy=(i,j), xytext=(10,0), textcoords='offset points', fontsize=12, alpha=1.0)\n", " ii = ii+1\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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cmgYAAAAuGqUO2saYWpI6SxojyZya3VXS+FPfx0vqVtp6AAAAgPKkLHq035D0pKQTeeaF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\nSImAripwcXFh0JOPsnDueEYPC6ZdaDyh/rtpFxrPmGF1eWXck1y+5k/DFoM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"text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, using Plot.ly for interactivity, bubbles sized by total population in neighborhood." ] }, { "cell_type": "code", "collapsed": false, "input": [ "n_clusters = 7\n", "model, Z = cluster(n_clusters)\n", "x_c = model.cluster_centers_[:,0]\n", "y_c = model.cluster_centers_[:,1]\n", "\n", "h=1\n", "\n", "x = df_X_reduced[0]#.apply(lambda x: x[:-1]).astype(float)\n", "y = df_X_reduced[1]#.apply(lambda x: x[:-1]).astype(float)\n", "xscale = 22\n", "yscale = 10\n", "#schoolage_pop = df['tpop10'] * df['age18_10']/100#.apply(lambda x: x[:-1]).astype(float)\n", "\n", "# Plot the decision boundary. For that, we will asign a color to each\n", "x_min, x_max = x.min() + 1, x.max() - 1\n", "y_min, y_max = y.min() + 1, y.max() - 1\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n", "Zc = kmeans.predict(np.c_[xx.ravel(), yy.ravel()])\n", "# Put the result into a color plot\n", "#Z = Z.reshape(xx.shape)\n", "#plt.figure(1)\n", "#plt.clf()\n", "\n", "\n", "trace1 = Scatter(x=x,\n", " y=y,\n", " text = df.index,\n", " name = '',\n", " mode = 'markers',\n", " marker = Marker(size = df['tpop10']/400,\n", " sizemode = 'diameter',\n", " #sizeref = schoolage_pop.max()/1000,\n", " opacity = 0.6,\n", " color = Z)\n", ")\n", "\n", "trace2 = Scatter(x=x_c,\n", " y=y_c,\n", " mode = 'markers',\n", " text = '',\n", " name='',\n", " marker = Marker(symbol='x',\n", " size=15,\n", " color = [0,1,2,3,4,5,6])\n", ")\n", "\n", "layout = Layout(\n", " title = 'Baltimore Vital Signs PCA w/ K-Means Clustering
Number of Clusters: 7',\n", " xaxis = XAxis(range = [-xscale,xscale],\n", " title = '',\n", " showgrid = False,\n", " showline = False,\n", " zeroline = False,\n", " autotick = False,\n", " showticklabels=False),\n", " yaxis = YAxis(range = [-1*yscale,yscale],\n", " title = '',\n", " showgrid = False,\n", " showline = False,\n", " zeroline = False,\n", " autotick = False,\n", " showticklabels=False),\n", " autosize = False,\n", " width=600,\n", " height=600,\n", " font = Font(size=14),\n", " hovermode = 'closest',\n", " showlegend=False\n", ")\n", "\n", "data = Data([trace1,trace2])\n", "fig = Figure(data=data, layout=layout)\n", "py.iplot(fig, filename='Baltimore PCA, K-Means Cluster')\n" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }