restaurants.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "map = {\n",
    "    'Asian_Fusion': 'asian',\n",
    "    'Argentinian': 'argentinian',\n",
    "    '*': 'unknown',\n",
    "    'American, home cooking': 'american',\n",
    "    'BBQ': 'barbecue',\n",
    "    'Bar-B-Q': 'barbecue',\n",
    "    'Coffee_shop': 'coffee_shop',\n",
    "    'Coffee_shop,_Bar': 'coffee_shop',\n",
    "    'Cuban': 'cuban',\n",
    "    'Donuts,_Breakfast,_Ice_Cream,_Treats': 'donut',\n",
    "    'doughnut': 'donut',\n",
    "    'donuts': 'donut',\n",
    "    'Frozen_Yogurt': 'frozen_yogurt',\n",
    "    'Greek-centric_Mediterranean_cuisine': 'greek/mediterranean',\n",
    "    'Greek/Mediteranian': 'greek/mediterranean',\n",
    "    'Hamburgers and fires': 'burger',\n",
    "    'ICe_cream':  'ice_cream',\n",
    "    'Ice_cream':  'ice_cream',\n",
    "    'Jamaican,_Cuban': 'jamaican',\n",
    "    'Mexican_Korean': 'mexican/korean',\n",
    "    'Moroccan': 'moroccan',\n",
    "    'Sandwhich shop': 'sandwich',\n",
    "    'Surf_&_Turf': 'surf_and_turf',\n",
    "    'Tacos,_coffee': 'coffee_shop',\n",
    "    'Tex-Mex': 'tex_mex',\n",
    "    'tex-mex': 'tex_mex',\n",
    "    'Texas Style BBQ': 'barbecue',\n",
    "    'american,wings': 'american',\n",
    "    'burger;sandwich;hotdog;grill;irish;fish_and_chips;vegetarian;mexican': 'burger'\n",
    "        }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "with open('atx_restaurants.csv', 'r') as f:\n",
    "    reader = csv.DictReader(f)\n",
    "    atxres = []\n",
    "    for line in reader:\n",
    "        data = {}\n",
    "        data['nodes_lat'] = line['nodes_lat']\n",
    "        data['nodes_lon'] = line['nodes_lon']\n",
    "        if line['value'] in map.keys():\n",
    "            data['value'] = map[line['value']]\n",
    "        else:\n",
    "            data['value'] = line['value']\n",
    "        data['id'] = line['id']\n",
    "        atxres.append(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'id': '280232008',\n",
       "  'nodes_lat': '30.2925357',\n",
       "  'nodes_lon': '-97.735633',\n",
       "  'value': 'burger'},\n",
       " {'id': '336647359',\n",
       "  'nodes_lat': '30.3150638',\n",
       "  'nodes_lon': '-97.7344909',\n",
       "  'value': 'asian'},\n",
       " {'id': '338450996',\n",
       "  'nodes_lat': '30.268574',\n",
       "  'nodes_lon': '-97.7423667',\n",
       "  'value': 'coffee_shop'},\n",
       " {'id': '432202212',\n",
       "  'nodes_lat': '30.3565169',\n",
       "  'nodes_lon': '-97.7473856',\n",
       "  'value': 'japanese'},\n",
       " {'id': '432202995',\n",
       "  'nodes_lat': '30.3565687',\n",
       "  'nodes_lon': '-97.7473599',\n",
       "  'value': 'chinese'},\n",
       " {'id': '437279354',\n",
       "  'nodes_lat': '30.2800588',\n",
       "  'nodes_lon': '-97.7594781',\n",
       "  'value': 'mexican'},\n",
       " {'id': '437379736',\n",
       "  'nodes_lat': '30.2828378',\n",
       "  'nodes_lon': '-97.7755976',\n",
       "  'value': 'tex_mex'},\n",
       " {'id': '457485574',\n",
       "  'nodes_lat': '30.2794133',\n",
       "  'nodes_lon': '-97.7600581',\n",
       "  'value': 'american'},\n",
       " {'id': '472242349',\n",
       "  'nodes_lat': '30.230688',\n",
       "  'nodes_lon': '-97.7998856',\n",
       "  'value': 'ice_cream'},\n",
       " {'id': '480598791',\n",
       "  'nodes_lat': '30.4019522',\n",
       "  'nodes_lon': '-97.7264133',\n",
       "  'value': 'coffee_shop'},\n",
       " {'id': '530782913',\n",
       "  'nodes_lat': '30.3321885',\n",
       "  'nodes_lon': '-97.7403355',\n",
       "  'value': 'burger'},\n",
       " {'id': '530785813',\n",
       "  'nodes_lat': '30.3415445',\n",
       "  'nodes_lon': '-97.7391338',\n",
       "  'value': 'mexican'},\n",
       " {'id': '530786430',\n",
       "  'nodes_lat': '30.3437964',\n",
       "  'nodes_lon': '-97.7379751',\n",
       "  'value': 'american'},\n",
       " {'id': '530930090',\n",
       "  'nodes_lat': '30.3080182',\n",
       "  'nodes_lon': '-97.7504833',\n",
       "  'value': 'regional'},\n",
       " {'id': '532440834',\n",
       "  'nodes_lat': '30.323403',\n",
       "  'nodes_lon': '-97.739207',\n",
       "  'value': 'mexican'},\n",
       " {'id': '534454296',\n",
       "  'nodes_lat': '30.2967459',\n",
       "  'nodes_lon': '-97.7416594',\n",
       "  'value': 'thai'},\n",
       " {'id': '537477734',\n",
       "  'nodes_lat': '30.432584',\n",
       "  'nodes_lon': '-97.7714049',\n",
       "  'value': 'chinese'},\n",
       " {'id': '538135772',\n",
       "  'nodes_lat': '30.390988',\n",
       "  'nodes_lon': '-97.7479611',\n",
       "  'value': 'american'},\n",
       " {'id': '564123070',\n",
       "  'nodes_lat': '30.1832042',\n",
       "  'nodes_lon': '-97.8476351',\n",
       "  'value': 'mexican'},\n",
       " {'id': '564124702',\n",
       "  'nodes_lat': '30.1832487',\n",
       "  'nodes_lon': '-97.8477981',\n",
       "  'value': 'ice_cream'},\n",
       " {'id': '564126083',\n",
       "  'nodes_lat': '30.1833154',\n",
       "  'nodes_lon': '-97.8479183',\n",
       "  'value': 'sandwich'},\n",
       " {'id': '564128225',\n",
       "  'nodes_lat': '30.1833377',\n",
       "  'nodes_lon': '-97.8480556',\n",
       "  'value': 'american'},\n",
       " {'id': '564145569',\n",
       "  'nodes_lat': '30.1835009',\n",
       "  'nodes_lon': '-97.848253',\n",
       "  'value': 'italian'},\n",
       " {'id': '564535822',\n",
       "  'nodes_lat': '30.1847771',\n",
       "  'nodes_lon': '-97.8475149',\n",
       "  'value': 'greek/mediterranean'},\n",
       " {'id': '564537191',\n",
       "  'nodes_lat': '30.1851332',\n",
       "  'nodes_lon': '-97.8472917',\n",
       "  'value': 'asian'},\n",
       " {'id': '564537851',\n",
       "  'nodes_lat': '30.1852296',\n",
       "  'nodes_lon': '-97.8471973',\n",
       "  'value': 'coffee_shop'},\n",
       " {'id': '573843025',\n",
       "  'nodes_lat': '30.3185317',\n",
       "  'nodes_lon': '-97.7245043',\n",
       "  'value': 'coffee_shop'},\n",
       " {'id': '588034841',\n",
       "  'nodes_lat': '30.5208625',\n",
       "  'nodes_lon': '-97.8307015',\n",
       "  'value': 'mexican'},\n",
       " {'id': '588035244',\n",
       "  'nodes_lat': '30.5213143',\n",
       "  'nodes_lon': '-97.8309922',\n",
       "  'value': 'burger'},\n",
       " {'id': '588036692',\n",
       "  'nodes_lat': '30.5225264',\n",
       "  'nodes_lon': '-97.8315582',\n",
       "  'value': 'mexican'},\n",
       " {'id': '588041471',\n",
       "  'nodes_lat': '30.5202188',\n",
       "  'nodes_lon': '-97.8339875',\n",
       "  'value': 'chinese'},\n",
       " {'id': '588065950',\n",
       "  'nodes_lat': '30.544165',\n",
       "  'nodes_lon': '-97.840539',\n",
       "  'value': 'pizza'},\n",
       " {'id': '588070859',\n",
       "  'nodes_lat': '30.5499212',\n",
       "  'nodes_lon': '-97.8533226',\n",
       "  'value': 'chinese'},\n",
       " {'id': '599045257',\n",
       "  'nodes_lat': '30.221089',\n",
       "  'nodes_lon': '-97.772538',\n",
       "  'value': 'tex_mex'},\n",
       " {'id': '599493119',\n",
       "  'nodes_lat': '30.3955201',\n",
       "  'nodes_lon': '-97.7503376',\n",
       "  'value': 'asian'},\n",
       " {'id': '599493141',\n",
       "  'nodes_lat': '30.3957428',\n",
       "  'nodes_lon': '-97.7472319',\n",
       "  'value': 'french'},\n",
       " {'id': '599493152',\n",
       "  'nodes_lat': '30.4001039',\n",
       "  'nodes_lon': '-97.748023',\n",
       "  'value': 'chinese'},\n",
       " {'id': '599493162',\n",
       "  'nodes_lat': '30.3988329',\n",
       "  'nodes_lon': '-97.7490667',\n",
       "  'value': 'italian'},\n",
       " {'id': '599493165',\n",
       "  'nodes_lat': '30.3950396',\n",
       "  'nodes_lon': '-97.7493683',\n",
       "  'value': 'burger'},\n",
       " {'id': '599493166',\n",
       "  'nodes_lat': '30.3950324',\n",
       "  'nodes_lon': '-97.7491981',\n",
       "  'value': 'greek'},\n",
       " {'id': '599493170',\n",
       "  'nodes_lat': '30.4002315',\n",
       "  'nodes_lon': '-97.7472555',\n",
       "  'value': 'mexican'},\n",
       " {'id': '599493179',\n",
       "  'nodes_lat': '30.400368',\n",
       "  'nodes_lon': '-97.7480055',\n",
       "  'value': 'sandwich'},\n",
       " {'id': '668901125',\n",
       "  'nodes_lat': '30.2026839',\n",
       "  'nodes_lon': '-97.8073257',\n",
       "  'value': 'burger'},\n",
       " {'id': '668901152',\n",
       "  'nodes_lat': '30.2029899',\n",
       "  'nodes_lon': '-97.8054428',\n",
       "  'value': 'barbecue'},\n",
       " {'id': '713811972',\n",
       "  'nodes_lat': '30.081007',\n",
       "  'nodes_lon': '-97.843442',\n",
       "  'value': 'mexican'},\n",
       " {'id': '728464390',\n",
       "  'nodes_lat': '30.4125358',\n",
       "  'nodes_lon': '-97.6904448',\n",
       "  'value': 'burger'},\n",
       " {'id': '768247499',\n",
       "  'nodes_lat': '30.1757794',\n",
       "  'nodes_lon': '-97.5261884',\n",
       "  'value': 'burger'},\n",
       " {'id': '822469572',\n",
       "  'nodes_lat': '30.2723218',\n",
       "  'nodes_lon': '-97.6968974',\n",
       "  'value': 'burger'},\n",
       " {'id': '828833660',\n",
       "  'nodes_lat': '30.4478854',\n",
       "  'nodes_lon': '-97.6395665',\n",
       "  'value': 'burger'},\n",
       " {'id': '859708739',\n",
       "  'nodes_lat': '30.4654953',\n",
       "  'nodes_lon': '-97.8031668',\n",
       "  'value': 'burger'},\n",
       " {'id': '860788397',\n",
       "  'nodes_lat': '30.5108352',\n",
       "  'nodes_lon': '-97.6899415',\n",
       "  'value': 'cajun'},\n",
       " {'id': '882493049',\n",
       "  'nodes_lat': '30.2381148',\n",
       "  'nodes_lon': '-97.7394025',\n",
       "  'value': 'indian'},\n",
       " {'id': '919327832',\n",
       "  'nodes_lat': '30.2499685',\n",
       "  'nodes_lon': '-97.7670565',\n",
       "  'value': 'mexican'},\n",
       " {'id': '919331370',\n",
       "  'nodes_lat': '30.237152',\n",
       "  'nodes_lon': '-97.7494097',\n",
       "  'value': 'mexican'},\n",
       " {'id': '919331375',\n",
       "  'nodes_lat': '30.2371474',\n",
       "  'nodes_lon': '-97.7496672',\n",
       "  'value': 'mediterranean'},\n",
       " {'id': '919331491',\n",
       "  'nodes_lat': '30.2309461',\n",
       "  'nodes_lon': '-97.7355266',\n",
       "  'value': 'burger'},\n",
       " {'id': '919331536',\n",
       "  'nodes_lat': '30.2297317',\n",
       "  'nodes_lon': '-97.7299369',\n",
       "  'value': 'chinese'},\n",
       " {'id': '919333661',\n",
       "  'nodes_lat': '30.2479434',\n",
       "  'nodes_lon': '-97.7617143',\n",
       "  'value': 'thai'},\n",
       " {'id': '919333929',\n",
       "  'nodes_lat': '30.2458558',\n",
       "  'nodes_lon': '-97.7571455',\n",
       "  'value': 'mexican'},\n",
       " {'id': '919334014',\n",
       "  'nodes_lat': '30.245295',\n",
       "  'nodes_lon': '-97.7574567',\n",
       "  'value': 'mexican'},\n",
       " {'id': '919336153',\n",
       "  'nodes_lat': '30.249127',\n",
       "  'nodes_lon': '-97.7501239',\n",
       "  'value': 'mexican'},\n",
       " {'id': '919340319',\n",
       "  'nodes_lat': '30.2479272',\n",
       "  'nodes_lon': '-97.7506887',\n",
       "  'value': 'italian'},\n",
       " {'id': '919341626',\n",
       "  'nodes_lat': '30.2513434',\n",
       "  'nodes_lon': '-97.7545812',\n",
       "  'value': 'mexican'},\n",
       " {'id': '919342407',\n",
       "  'nodes_lat': '30.2468507',\n",
       "  'nodes_lon': '-97.7564399',\n",
       "  'value': 'mexican'},\n",
       " {'id': '919345191',\n",
       "  'nodes_lat': '30.2430066',\n",
       "  'nodes_lon': '-97.758921',\n",
       "  'value': 'mexican'},\n",
       " {'id': '919345199',\n",
       "  'nodes_lat': '30.2406153',\n",
       "  'nodes_lon': '-97.7609112',\n",
       "  'value': 'mexican'},\n",
       " {'id': '919346281',\n",
       "  'nodes_lat': '30.2367594',\n",
       "  'nodes_lon': '-97.7627136',\n",
       "  'value': 'mexican'},\n",
       " {'id': '1068330599',\n",
       "  'nodes_lat': '30.5413292',\n",
       "  'nodes_lon': '-97.560321',\n",
       "  'value': 'american'},\n",
       " {'id': '1073817590',\n",
       "  'nodes_lat': '30.3754304',\n",
       "  'nodes_lon': '-97.6761856',\n",
       "  'value': 'burger'},\n",
       " {'id': '1106880639',\n",
       "  'nodes_lat': '30.6324471',\n",
       "  'nodes_lon': '-97.6932603',\n",
       "  'value': 'asian'},\n",
       " {'id': '1226387114',\n",
       "  'nodes_lat': '30.3950453',\n",
       "  'nodes_lon': '-97.7269507',\n",
       "  'value': 'italian'},\n",
       " {'id': '1233167077',\n",
       "  'nodes_lat': '30.4030816',\n",
       "  'nodes_lon': '-97.7256638',\n",
       "  'value': 'steak_house'},\n",
       " {'id': '1236792977',\n",
       "  'nodes_lat': '30.304895',\n",
       "  'nodes_lon': '-97.7262332',\n",
       "  'value': 'italian'},\n",
       " {'id': '1245024942',\n",
       "  'nodes_lat': '30.3961024',\n",
       "  'nodes_lon': '-97.7196012',\n",
       "  'value': 'sushi'},\n",
       " {'id': '1249186321',\n",
       "  'nodes_lat': '30.3950774',\n",
       "  'nodes_lon': '-97.7484716',\n",
       "  'value': 'mexican'},\n",
       " {'id': '1249567872',\n",
       "  'nodes_lat': '30.3998084',\n",
       "  'nodes_lon': '-97.746813',\n",
       "  'value': 'italian'},\n",
       " {'id': '1249567906',\n",
       "  'nodes_lat': '30.3999414',\n",
       "  'nodes_lon': '-97.7485126',\n",
       "  'value': 'japanese'},\n",
       " {'id': '1251977741',\n",
       "  'nodes_lat': '30.407478',\n",
       "  'nodes_lon': '-97.7134801',\n",
       "  'value': 'pizza'},\n",
       " {'id': '1251977926',\n",
       "  'nodes_lat': '30.4076999',\n",
       "  'nodes_lon': '-97.713254',\n",
       "  'value': 'mexican'},\n",
       " {'id': '1257587281',\n",
       "  'nodes_lat': '30.3888001',\n",
       "  'nodes_lon': '-97.7329038',\n",
       "  'value': 'sushi'},\n",
       " {'id': '1431494369',\n",
       "  'nodes_lat': '30.3138337',\n",
       "  'nodes_lon': '-97.7199873',\n",
       "  'value': 'coffee_shop'},\n",
       " {'id': '1431503598',\n",
       "  'nodes_lat': '30.3071695',\n",
       "  'nodes_lon': '-97.7248904',\n",
       "  'value': 'vegetarian'},\n",
       " {'id': '1431507585',\n",
       "  'nodes_lat': '30.3127083',\n",
       "  'nodes_lon': '-97.7150011',\n",
       "  'value': 'pizza'},\n",
       " {'id': '1475356644',\n",
       "  'nodes_lat': '30.6396752',\n",
       "  'nodes_lon': '-97.6877219',\n",
       "  'value': 'sandwich'},\n",
       " {'id': '1475511901',\n",
       "  'nodes_lat': '30.4332244',\n",
       "  'nodes_lon': '-97.6708178',\n",
       "  'value': 'burger'},\n",
       " {'id': '1477428990',\n",
       "  'nodes_lat': '30.2872884',\n",
       "  'nodes_lon': '-97.7250739',\n",
       "  'value': 'ethiopian'},\n",
       " {'id': '1480283958',\n",
       "  'nodes_lat': '30.2398797',\n",
       "  'nodes_lon': '-97.7531192',\n",
       "  'value': 'indian'},\n",
       " {'id': '1480283961',\n",
       "  'nodes_lat': '30.2410545',\n",
       "  'nodes_lon': '-97.7528939',\n",
       "  'value': 'pizza'},\n",
       " {'id': '1480360277',\n",
       "  'nodes_lat': '30.2412899',\n",
       "  'nodes_lon': '-97.7520837',\n",
       "  'value': 'salad'},\n",
       " {'id': '1480380047',\n",
       "  'nodes_lat': '30.2349266',\n",
       "  'nodes_lon': '-97.7573033',\n",
       "  'value': 'cuban'},\n",
       " {'id': '1480383453',\n",
       "  'nodes_lat': '30.23371',\n",
       "  'nodes_lon': '-97.7930115',\n",
       "  'value': 'vietnamese'},\n",
       " {'id': '1480646358',\n",
       "  'nodes_lat': '30.3340239',\n",
       "  'nodes_lon': '-97.7165344',\n",
       "  'value': 'korean'},\n",
       " {'id': '1481347059',\n",
       "  'nodes_lat': '30.2325951',\n",
       "  'nodes_lon': '-97.7406066',\n",
       "  'value': 'indian'},\n",
       " {'id': '1481349979',\n",
       "  'nodes_lat': '30.2294109',\n",
       "  'nodes_lon': '-97.7293306',\n",
       "  'value': 'indonesian'},\n",
       " {'id': '1481351774',\n",
       "  'nodes_lat': '30.3593073',\n",
       "  'nodes_lon': '-97.7339922',\n",
       "  'value': 'korean'},\n",
       " {'id': '1481357889',\n",
       "  'nodes_lat': '30.2307782',\n",
       "  'nodes_lon': '-97.8026944',\n",
       "  'value': 'chinese'},\n",
       " {'id': '1481364118',\n",
       "  'nodes_lat': '30.3361676',\n",
       "  'nodes_lon': '-97.7210636',\n",
       "  'value': 'korean'},\n",
       " {'id': '1481364381',\n",
       "  'nodes_lat': '30.2641976',\n",
       "  'nodes_lon': '-97.7467468',\n",
       "  'value': 'steak_house'},\n",
       " {'id': '1481365417',\n",
       "  'nodes_lat': '30.3617837',\n",
       "  'nodes_lon': '-97.7153938',\n",
       "  'value': 'vietnamese'},\n",
       " {'id': '1481370521',\n",
       "  'nodes_lat': '30.361094',\n",
       "  'nodes_lon': '-97.7156191',\n",
       "  'value': 'chinese'},\n",
       " {'id': '1481388984',\n",
       "  'nodes_lat': '30.2331421',\n",
       "  'nodes_lon': '-97.7586735',\n",
       "  'value': 'mexican'},\n",
       " {'id': '1481633491',\n",
       "  'nodes_lat': '30.271858',\n",
       "  'nodes_lon': '-97.7544087',\n",
       "  'value': 'ice_cream'},\n",
       " {'id': '1482321141',\n",
       "  'nodes_lat': '30.5108476',\n",
       "  'nodes_lon': '-97.6941667',\n",
       "  'value': 'indian'},\n",
       " {'id': '1482325159',\n",
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       " {'id': '3864436061',\n",
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       " {'id': '3890836396',\n",
       "  'nodes_lat': '30.0120651',\n",
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       " {'id': '3903415404',\n",
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       " {'id': '3907546355',\n",
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       " {'id': '3910097100',\n",
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       " {'id': '3921350134',\n",
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       "  'nodes_lon': '-97.7154947',\n",
       "  'value': 'asian'},\n",
       " {'id': '3926242220',\n",
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       "  'nodes_lon': '-97.8242858',\n",
       "  'value': 'chicken'},\n",
       " {'id': '3969726945',\n",
       "  'nodes_lat': '30.4746909',\n",
       "  'nodes_lon': '-97.9738679',\n",
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       " {'id': '3972569026',\n",
       "  'nodes_lat': '30.5192604',\n",
       "  'nodes_lon': '-97.6520615',\n",
       "  'value': 'tacos'},\n",
       " {'id': '3987028790',\n",
       "  'nodes_lat': '30.3312136',\n",
       "  'nodes_lon': '-97.7151818',\n",
       "  'value': 'greek/mediterranean'},\n",
       " {'id': '3990145803',\n",
       "  'nodes_lat': '30.0129279',\n",
       "  'nodes_lon': '-97.8919065',\n",
       "  'value': 'mexican'},\n",
       " {'id': '4011464282',\n",
       "  'nodes_lat': '30.357991',\n",
       "  'nodes_lon': '-97.7328711',\n",
       "  'value': 'sandwich'},\n",
       " {'id': '4011464284',\n",
       "  'nodes_lat': '30.3593671',\n",
       "  'nodes_lon': '-97.7346731',\n",
       "  'value': 'coffee_shop'},\n",
       " {'id': '4023847009',\n",
       "  'nodes_lat': '30.4990916',\n",
       "  'nodes_lon': '-97.6792156',\n",
       "  'value': 'american'},\n",
       " {'id': '4023925957',\n",
       "  'nodes_lat': '30.5181087',\n",
       "  'nodes_lon': '-97.6902596',\n",
       "  'value': 'pizza'},\n",
       " {'id': '4023925959',\n",
       "  'nodes_lat': '30.5190469',\n",
       "  'nodes_lon': '-97.6905755',\n",
       "  'value': 'barbecue'},\n",
       " {'id': '4023925961',\n",
       "  'nodes_lat': '30.519496',\n",
       "  'nodes_lon': '-97.6895417',\n",
       "  'value': 'chinese'},\n",
       " {'id': '4027267068',\n",
       "  'nodes_lat': '30.2671429',\n",
       "  'nodes_lon': '-97.7500427',\n",
       "  'value': 'french'},\n",
       " {'id': '4103272890',\n",
       "  'nodes_lat': '30.2695125',\n",
       "  'nodes_lon': '-97.7495273',\n",
       "  'value': 'mexican'},\n",
       " {'id': '4127198680',\n",
       "  'nodes_lat': '30.0129943',\n",
       "  'nodes_lon': '-97.8594578',\n",
       "  'value': 'chicken'},\n",
       " {'id': '4162256398',\n",
       "  'nodes_lat': '30.2414217',\n",
       "  'nodes_lon': '-97.7839374',\n",
       "  'value': 'sandwich'},\n",
       " {'id': '4166684884',\n",
       "  'nodes_lat': '30.2960046',\n",
       "  'nodes_lon': '-97.8269907',\n",
       "  'value': 'burger'},\n",
       " {'id': '4179629416',\n",
       "  'nodes_lat': '30.5328201',\n",
       "  'nodes_lon': '-97.7835653',\n",
       "  'value': 'coffee_shop'},\n",
       " {'id': '4179629421',\n",
       "  'nodes_lat': '30.4806715',\n",
       "  'nodes_lon': '-97.8296419',\n",
       "  'value': 'donut'},\n",
       " {'id': '4179629422',\n",
       "  'nodes_lat': '30.4762016',\n",
       "  'nodes_lon': '-97.8401706',\n",
       "  'value': 'pizza'},\n",
       " {'id': '4193610905',\n",
       "  'nodes_lat': '30.2903604',\n",
       "  'nodes_lon': '-97.8264171',\n",
       "  'value': 'pizza'},\n",
       " {'id': '4212980719',\n",
       "  'nodes_lat': '30.5311125',\n",
       "  'nodes_lon': '-97.6903635',\n",
       "  'value': 'mexican'},\n",
       " {'id': '4247288369',\n",
       "  'nodes_lat': '30.1571419',\n",
       "  'nodes_lon': '-97.7927566',\n",
       "  'value': 'pizza'},\n",
       " {'id': '4265053489',\n",
       "  'nodes_lat': '30.5363683',\n",
       "  'nodes_lon': '-97.7845344',\n",
       "  'value': 'fried_chicken'},\n",
       " {'id': '4284112989',\n",
       "  'nodes_lat': '30.2315416',\n",
       "  'nodes_lon': '-97.7877719',\n",
       "  'value': 'coffee_shop'},\n",
       " {'id': '4294415030',\n",
       "  'nodes_lat': '30.4007501',\n",
       "  'nodes_lon': '-97.7227908',\n",
       "  'value': 'indian'},\n",
       " {'id': '4304618025',\n",
       "  'nodes_lat': '30.2646732',\n",
       "  'nodes_lon': '-97.7437945',\n",
       "  'value': 'burger'},\n",
       " {'id': '4318378145',\n",
       "  'nodes_lat': '30.01572',\n",
       "  'nodes_lon': '-97.8637084',\n",
       "  'value': 'italian'},\n",
       " {'id': '4329875038',\n",
       "  'nodes_lat': '30.0133865',\n",
       "  'nodes_lon': '-97.859252',\n",
       "  'value': 'mexican'},\n",
       " {'id': '4329875039',\n",
       "  'nodes_lat': '30.0167189',\n",
       "  'nodes_lon': '-97.8641348',\n",
       "  'value': 'mexican'},\n",
       " {'id': '4388462871',\n",
       "  'nodes_lat': '30.4049665',\n",
       "  'nodes_lon': '-97.6740716',\n",
       "  'value': 'burger'},\n",
       " {'id': '4388462875',\n",
       "  'nodes_lat': '30.4054932',\n",
       "  'nodes_lon': '-97.6738353',\n",
       "  'value': 'pizza'},\n",
       " {'id': '4388463878',\n",
       "  'nodes_lat': '30.4065883',\n",
       "  'nodes_lon': '-97.6731443',\n",
       "  'value': 'kebab'},\n",
       " {'id': '4388691792',\n",
       "  'nodes_lat': '30.382049',\n",
       "  'nodes_lon': '-97.6875611',\n",
       "  'value': 'asian'},\n",
       " {'id': '4388735721',\n",
       "  'nodes_lat': '30.2429035',\n",
       "  'nodes_lon': '-97.7839568',\n",
       "  'value': 'burger'},\n",
       " {'id': '4388747248',\n",
       "  'nodes_lat': '30.241537',\n",
       "  'nodes_lon': '-97.7841603',\n",
       "  'value': 'asian'}]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atxres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "atxres_df = pd.DataFrame.from_dict(atxres)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "atxres_df.to_csv('atxres.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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