{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#What is going on in just one city?\n", "\n", "So, I had to change the direction of my analysis.
\n", "Census data, encompassing all variables I deem useful, does not have enough resolution to answer truly which exact location would be suitable for which type of the business. Thus, I decided to continue my research using only Yelp data. This means that the whole approach to the problem is slightly changed.

\n", "Instead, I will analyse only one city and see what exactly is going on in groups of business across the whole city.
\n", "To accomplish that I need data from one whole city. Yelp is offering complete data just for few cities. One of them is Phoenix, AZ. A quite big sprawling city that is car orientated. So let us see what is going on in this city. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us get data. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "#general\n", "import numpy as np\n", "import scipy\n", "from matplotlib import pyplot as plt\n", "%pylab inline\n", "import pandas as pd\n", "import MySQLdb\n", "import os\n", "import sys\n", "sys.setrecursionlimit(3000)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data loaded\n" ] } ], "source": [ "con=MySQLdb.connect(user=user, passwd=passwd, db=dbname, host=host)\n", "df = pd.read_sql(\"SELECT * FROM business WHERE state ='AZ' \", con)\n", "print \"data loaded\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time to apply clustering algorithm.
\n", "In the separate notebook, I explained why I think DBSCAN is the best choice for the geographic application. Especially when this algorithm is compared with K-means.
\n", "So, let us start. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.cluster import DBSCAN\n", "from geopy.distance import great_circle\n", "coordinates = df2.as_matrix(columns=['longitude', 'latitude'])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I choose to set the maximum distance to approximately half a mile. Since, in this case, distance is measured in degrees of latitude and longitude, an exact number is 0.006.
\n", "Although it is not recommended to put one as minimum samples, I decided to make it so because there might be locations that could support additional business. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of clusters: 1040\n" ] } ], "source": [ "db = DBSCAN(eps=.006, min_samples=1).fit(coordinates)\n", "labels = db.labels_\n", "num_clusters = len(set(labels)) - (1 if -1 in labels else 0)\n", "clusters = pd.Series([coordinates[labels == i] for i in xrange(num_clusters)])\n", "print('Number of clusters: %d' % num_clusters)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I got 1040 clusters. Not surprising, considering the size of Phoenix. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us plot it. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, calculations of the centroids. If the cluster has less than 3 points, instead of calculation of the centroid, I will just take first location as a centroid. It is a waste of computer resources to calculate centroid in that case. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def getCentroid(points):\n", " n = points.shape[0]\n", " sum_lon = np.sum(points[:, 1])\n", " sum_lat = np.sum(points[:, 0])\n", " return (sum_lon/n, sum_lat/n)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def getNearestPoint(set_of_points, point_of_reference):\n", " closest_point = None\n", " closest_dist = None\n", " for point in set_of_points:\n", " point = (point[1], point[0])\n", " dist = great_circle(point_of_reference, point).meters\n", " if (closest_dist is None) or (dist < closest_dist):\n", " closest_point = point\n", " closest_dist = dist\n", " return closest_point" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "lon = []\n", "lat = []\n", "for i, cluster in clusters.iteritems():\n", " if len(cluster) < 3:\n", " representative_point = (cluster[0][1], cluster[0][0])\n", " else:\n", " representative_point = getNearestPoint(cluster, getCentroid(cluster))\n", " lon.append(representative_point[0])\n", " lat.append(representative_point[1])\n", "rs = pd.DataFrame({'lon':lon, 'lat':lat})" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jvKzgKCIiIlJYMTKRxjSKSHFVcZJjHOIEN+8KjAARUpygj2PEqOJk8RsoIiIiIvk2LDSa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\nLwUCXSuOeFNCx56kpm1NBSfjlthQMw5bb4k01HWRldbLd7wop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eSKE/uyFm+37Z6CKX0r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\nRdR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TJkVCWdO2tfyCixixZtK4Yz5iVMm4noMW9xa4D1r3hnHP+qseteOMdWuqVhWNmXFU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jaccEVO0VfMOqFqQkI1LucJVU0Jrdz0ernd342W0MW4e350zxjAD0IEUZ97hn7R2KdPnz53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\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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 12), dpi=100)\n", "df_scatter = plt.scatter(df2['longitude'], df2['latitude'], c='k', alpha=.5, s=5)\n", "rs_scatter = plt.scatter(rs['lat'], rs['lon'], c='g', alpha=.4, s=150)\n", "plt.title( 'DBSCAN reduced set')\n", "#plt.legend((df_scatter, rs_scatter), ('Full set', 'Reduced set'), loc='upper left')\n", "plt.xlabel('Longitude')\n", "plt.ylabel('Latitude')\n", "#plt.xlim(rs.lon.min(),rs.lon.max())\n", "#plt.ylim(rs.lat.min(),rs.lat.max())\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "It seems that downtown areas need to be analysed separately. I got massive clusters along the main shopping arteries of the city. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lats = rs.lat.tolist()\n", "lons = rs.lon.tolist()\n", "meanlat=rs.lat.mean()\n", "meanlong=rs.lon.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, let us show this on a map. I decided to use Folium package for this purpose. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from IPython.display import HTML\n", "import folium\n", "def inline_map(map):\n", " \"\"\"\n", " Embeds the HTML source of the map directly into the IPython notebook.\n", " \n", " This method will not work if the map depends on any files (json data). Also this uses\n", " the HTML5 srcdoc attribute, which may not be supported in all browsers.\n", " \"\"\"\n", " map._build_map()\n", " return HTML(''.format(srcdoc=map.HTML.replace('\"', '"')))\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meanlat=rs.lat.mean()\n", "meanlong=rs.lon.mean()\n", "map = folium.Map(width=600,height=600,location=[meanlong,meanlat])\n", "\n", "for i in range(len(lats)):\n", " map.simple_marker([lons[i], lats[i]],marker_color='green',marker_icon='ok-sign', popup=str(i))\n", " \n", "\n", "\n", "inline_map(map)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }