In [8]:
import csv
import json
tz_info = {}
with open('/Users/ramz.sivagurunathan/hacks/hackathon/repos/transport-analyser/data/empforecast.csv') as fp:
reader = csv.reader(fp)
for row in reader:
if reader.line_num > 1:
tz_info[row[0]] = {'employment' : row[1]}
print tz_info
{'4026': {'employment': '263.253018315'}, '4027': {'employment': '193.386725039'}, '4024': {'employment': '140.644890928'}, '4025': {'employment': '17.580611368'}, '4020': {'employment': '54.275775885'}, '4021': {'employment': '1031.23974186'}, '4028': {'employment': '196.139747569'}, '4029': {'employment': '247.113177375'}, '4607': {'employment': '198.849724692'}, '4930': {'employment': '73.119938008'}, '4931': {'employment': '365.599690031'}, '4932': {'employment': '292.479752013'}, '6150': {'employment': '16.862255902'}, '6151': {'employment': '50.727179611'}, '6152': {'employment': '309.034065216'}, '6153': {'employment': '40.084539916'}, '6154': {'employment': '97.308248499'}, '6157': {'employment': '384.006464617'}, '6158': {'employment': '1426.42574235'}, '4934': {'employment': '189.750316696'}, '4935': {'employment': '503.863071617'}, '4936': {'employment': '119.447277235'}, '2318': {'employment': '202.006752711'}, '2319': {'employment': '348.169605809'}, '2314': {'employment': '2194.33879007'}, '2315': {'employment': '3460.85809995'}, '2312': {'employment': '17.663515717'}, '2313': {'employment': '2677.35570072'}, '2310': {'employment': '31.55181669'}, '2311': {'employment': '343.022487003'}, '5850': {'employment': '87.662102779'}, '5851': {'employment': '959.341629296'}, '5852': {'employment': '526.810419791'}, '4525': {'employment': '258.483250553'}, '290': {'employment': '165.82543558'}, '4524': {'employment': '184.56317277'}, '4523': {'employment': '329.167753428'}, '6724': {'employment': '240.310241022'}, '4522': {'employment': '151.291482391'}, '270': {'employment': '664.355922374'}, '271': {'employment': '705.352886834'}, '272': {'employment': '764.918076976'}, '273': {'employment': '630.319202573'}, '274': {'employment': '1189.41100341'}, '275': {'employment': '1500.47689171'}, '276': {'employment': '866.756398854'}, '277': {'employment': '389.802305377'}, '278': {'employment': '137.032828114'}, '279': {'employment': '4757.98963857'}, '4520': {'employment': '334.777174161'}, '6728': {'employment': '1112.05755461'}, '108': {'employment': '1675.5103807'}, '109': {'employment': '567.333688819'}, '102': {'employment': '1638.16468222'}, '103': {'employment': '2646.38511316'}, '100': {'employment': '423.43130186'}, '101': {'employment': '384.095758917'}, '106': {'employment': '3069.24597495'}, '107': {'employment': '19.779765875'}, '104': {'employment': '2675.19312528'}, '105': {'employment': '1634.10841685'}, '6378': {'employment': '1881.48249744'}, '6379': {'employment': '508.583621105'}, '6372': {'employment': '330.09432478'}, '6373': {'employment': '1611.6369974'}, '6376': {'employment': '1140.03272178'}, '6377': {'employment': '1433.95688231'}, '5111': {'employment': '106.563742677'}, '5110': {'employment': '10.656374266'}, '6206': {'employment': '413.30551282'}, '6207': {'employment': '485.628302943'}, '6200': {'employment': '765.211605427'}, '6201': {'employment': '619.818336218'}, '6202': {'employment': '168.536255678'}, '6203': {'employment': '446.408314682'}, '5119': {'employment': '797.813207028'}, '99': {'employment': '128.713257196'}, '98': {'employment': '3413.03171135'}, '91': {'employment': '9644.05350118'}, '90': {'employment': '189.99472445'}, '93': {'employment': '989.004951431'}, '92': {'employment': '3646.19212816'}, '95': {'employment': '976.511475339'}, '94': {'employment': '3065.71279413'}, '97': {'employment': '3653.20630702'}, '96': {'employment': '8971.55664324'}, '1623': {'employment': '2818.09689718'}, '1622': {'employment': '735.90016803'}, '1621': {'employment': '262.728714371'}, '3204': {'employment': '125.491959315'}, '1627': {'employment': '5816.88105982'}, '1626': {'employment': '1907.57661458'}, '1625': {'employment': '2223.70141985'}, '1624': {'employment': '448.613318422'}, '1629': {'employment': '232.463012105'}, '1628': {'employment': '703.027238195'}, '3208': {'employment': '230.019670095'}, '559': {'employment': '562.323815726'}, '558': {'employment': '720.423703284'}, '555': {'employment': '440.642703415'}, '554': {'employment': '101.097629197'}, '557': {'employment': '1149.99387439'}, '556': {'employment': '937.205703677'}, '551': {'employment': '363.08643541'}, '550': {'employment': '531.389030615'}, '1755': {'employment': '3219.05532112'}, '1754': {'employment': '331.380105714'}, '1753': {'employment': '313.543654671'}, '1752': {'employment': '604.764708712'}, '1751': {'employment': '1736.77248884'}, '1750': {'employment': '167.19384837'}, '3439': {'employment': '643.633375041'}, '511': {'employment': '492.924009924'}, '510': {'employment': '756.151864711'}, '513': {'employment': '1159.53888394'}, '1285': {'employment': '2946.67183403'}, '1284': {'employment': '3674.82437508'}, '512': {'employment': '592.163634267'}, '1280': {'employment': '182.10880396'}, '1283': {'employment': '3101.15166518'}, '1289': {'employment': '3636.21341487'}, '514': {'employment': '417.590166011'}, '5102': {'employment': '546.23710145'}, '1579': {'employment': '234.721317232'}, '1578': {'employment': '253.061638632'}, '517': {'employment': '6245.76824334'}, '1573': {'employment': '321.527116742'}, '1572': {'employment': '173.324781965'}, '1571': {'employment': '2839.79408411'}, '1570': {'employment': '271.387025045'}, '1577': {'employment': '761.424433361'}, '1576': {'employment': '502.743946251'}, '1575': {'employment': '714.327307851'}, '1574': {'employment': '1133.37808329'}, '621': {'employment': '300.525453866'}, '4971': {'employment': '25.404835013'}, '1224': {'employment': '1270.49625937'}, '4521': {'employment': '3934.12915386'}, '6159': {'employment': '191.057978162'}, '627': {'employment': '247.870510411'}, '626': {'employment': '499.022356043'}, '2741': {'employment': '1043.66895154'}, '1221': {'employment': '660.333539857'}, '5629': {'employment': '74.832759049'}, '2740': {'employment': '149.768625674'}, '1243': {'employment': '408.622680739'}, '5625': {'employment': '977.510334947'}, '624': {'employment': '181.751149266'}, 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'365.179856435'}, '4032': {'employment': '149.157969515'}, '4035': {'employment': '245.194042932'}, '4034': {'employment': '191.24445202'}, '4037': {'employment': '3118.77764663'}, '2748': {'employment': '649.378690838'}, '4039': {'employment': '730.626714396'}, '4038': {'employment': '1748.52194243'}, '1245': {'employment': '305.187185613'}, '6537': {'employment': '651.881851717'}, '5106': {'employment': '497.613788612'}, '6534': {'employment': '317.742513532'}, '6535': {'employment': '57.158118708'}, '5107': {'employment': '291.257162672'}, '3205': {'employment': '166.151325722'}, '6143': {'employment': '521.984105306'}, '6142': {'employment': '207.950069147'}, '6141': {'employment': '237.126386765'}, '6140': {'employment': '506.275740726'}, '6147': {'employment': '637.719956447'}, '6146': {'employment': '100.356084439'}, '2309': {'employment': '61.247644158'}, '2308': {'employment': '335.606798618'}, '5104': {'employment': '714.692157052'}, '2301': {'employment': '770.431764534'}, '2300': {'employment': '269.505381189'}, '2303': {'employment': '685.767628019'}, '2302': {'employment': '94.691079881'}, '2305': {'employment': '7087.71968323'}, '2304': {'employment': '214.735967293'}, '2307': {'employment': '2588.75057242'}, '2306': {'employment': '60.274969164'}, '5847': {'employment': '1665.57995279'}, '5846': {'employment': '15.827609614'}, '5845': {'employment': '250.555377331'}, '5842': {'employment': '499.301422015'}, '5841': {'employment': '1723.24888106'}, '5840': {'employment': '2516.52661831'}, '5849': {'employment': '775.552871174'}, '5848': {'employment': '291.067451986'}, '4919': {'employment': '67.552717899'}, '6355': {'employment': '1827.46890974'}, '245': {'employment': '980.292695101'}, '244': {'employment': '156.575094292'}, '247': {'employment': '944.546030688'}, '246': {'employment': '467.962661515'}, '241': {'employment': '187.603679633'}, '240': {'employment': '275.50728862'}, '243': {'employment': '502.833325707'}, '242': {'employment': '1659.58199403'}, '4629': {'employment': '698.608919219'}, '249': {'employment': '549.657466976'}, '248': {'employment': '721.520128523'}, '4981': {'employment': '2367.09998463'}, '3201': {'employment': '87.1507622'}, '4980': {'employment': '1365.81600589'}, '179': {'employment': '892.953790683'}, '178': {'employment': '1577.47213764'}, '177': {'employment': '137.439821156'}, '176': {'employment': '1156.57442182'}, '173': {'employment': '978.427067927'}, '172': {'employment': '333.573483409'}, '171': {'employment': '1935.04416025'}, '170': {'employment': '1055.07326575'}, '1502': {'employment': '130.310185147'}, '4538': {'employment': '84.002272466'}, '4539': {'employment': '536.718481585'}, '1503': {'employment': '208.665911082'}, '3690': {'employment': '30.541527645'}, '3691': {'employment': '733.202569263'}, '3692': {'employment': '241.940087513'}, '4537': {'employment': '313.100771387'}, '4530': {'employment': '1400.63404286'}, '654': {'employment': '844.730446379'}, '4532': {'employment': '5046.11891669'}, '4533': {'employment': '4695.42089205'}, '6369': {'employment': '1582.37592018'}, '655': {'employment': '637.5861887'}, '5604': {'employment': '207.867283098'}, '1506': {'employment': '1943.07521203'}, '6361': {'employment': '608.440649792'}, '6360': {'employment': '1548.56423866'}, '6367': {'employment': '4054.61538627'}, '6366': {'employment': '457.996612111'}, '6365': {'employment': '1541.05790719'}, '1507': {'employment': '2017.30976907'}, '6351': {'employment': '13480.921856'}, '1504': {'employment': '123.835207478'}, '1505': {'employment': '185.752811213'}, '4982': {'employment': '124.58420972'}, '4916': {'employment': '350.420421911'}, '6387': {'employment': '97.440397729'}, '4985': {'employment': '668.62030767'}, '6217': {'employment': '316.713964283'}, '3225': {'employment': '199.782599835'}, '6386': {'employment': '2818.63103165'}, '6213': {'employment': '290.12697889'}, '6212': {'employment': '281.66044464'}, '6211': {'employment': 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{'employment': '361.769305738'}, '4550': {'employment': '304.504617692'}, '4551': {'employment': '905.985244773'}, '6336': {'employment': '1528.78942811'}, '4536': {'employment': '2423.73506877'}, '5500': {'employment': '76.852324075'}, '1546': {'employment': '99.97041446'}, '1547': {'employment': '11376.7372147'}, '1544': {'employment': '6716.33142475'}, '1545': {'employment': '5467.69361181'}, '1542': {'employment': '79.461444347'}, '1543': {'employment': '57.292038876'}, '1540': {'employment': '375.291080289'}, '1541': {'employment': '527.191910844'}, '1548': {'employment': '3472.42736133'}, '1549': {'employment': '286.551530886'}, '542': {'employment': '171.194226319'}, '543': {'employment': '392.776006083'}, '540': {'employment': '496.817712837'}, '541': {'employment': '876.008038359'}, '544': {'employment': '200.967135244'}, '545': {'employment': '399.854299315'}, '548': {'employment': '296.91133739'}, '549': {'employment': '388.80460151'}, '6402': {'employment': 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{'employment': '89.770128841'}, '3825': {'employment': '737.376481459'}, '3824': {'employment': '1573.27242735'}, '3823': {'employment': '1020.88945032'}, '3822': {'employment': '300.256702298'}, '5001': {'employment': '488.668061828'}, '3829': {'employment': '134.292270096'}, '3828': {'employment': '85.461972122'}, '5000': {'employment': '238.803676147'}, '5135': {'employment': '615.264848493'}, '5009': {'employment': '224.834471321'}, '5375': {'employment': '204.92475231'}, '5374': {'employment': '327.823898666'}, '5376': {'employment': '290.416810459'}, '5371': {'employment': '287.537213396'}, '3951': {'employment': '71.608514626'}, '4633': {'employment': '135.454952568'}, '4632': {'employment': '91.016535273'}, '258': {'employment': '1413.75004998'}, '259': {'employment': '137.622075158'}, '4637': {'employment': '468.376891565'}, '4636': {'employment': '1019.32297204'}, '250': {'employment': '171.693559597'}, '251': {'employment': '522.416042985'}, '256': {'employment': 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In [9]:
with open('/Users/ramz.sivagurunathan/hacks/hackathon/datasets/population/bts_population.csv') as fp:
reader = csv.reader(fp)
for row in reader:
try:
if reader.line_num > 1:
tz_info[row[1]]['household'] = tz_info[row[1]].get('household',[])
tz_info[row[1]]['household'].append(row[5])
tz_info[row[1]]['population'] = tz_info[row[1]].get('population',[])
tz_info[row[1]]['population'].append(row[2])
tz_info[row[1]]['private'] = tz_info[row[1]].get('private',[])
tz_info[row[1]]['private'].append(row[3])
tz_info[row[1]]['nonprivate'] = tz_info[row[1]].get('nonprivate',[])
tz_info[row[1]]['nonprivate'].append(row[4])
except:
pass
print tz_info
{'4026': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['1,124', '1,151', '1,169', '1,188', '1,207', '1,229', '1,307'], 'employment': '263.253018315', 'private': ['3,627', '3,680', '3,732', '3,785', '3,837', '3,890', '4,107'], 'population': ['3,627', '3,680', '3,732', '3,785', '3,837', '3,890', '4,107']}, '4027': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['534', '1,506', '1,896', '2,083', '2,271', '2,465', '2,780'], 'employment': '193.386725039', 'private': ['1,477', '4,124', '5,186', '5,686', '6,186', '6,686', '7,485'], 'population': ['1,477', '4,124', '5,186', '5,686', '6,186', '6,686', '7,485']}, '4024': {'nonprivate': ['3', '4', '5', '6', '7', '9', '11'], 'household': ['853', '874', '886', '900', '914', '930', '988'], 'employment': '140.644890928', 'private': ['2,559', '2,595', '2,629', '2,665', '2,700', '2,735', '2,886'], 'population': ['2,562', '2,598', '2,634', '2,671', '2,707', '2,744', '2,897']}, '4025': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['17', '194', '266', '270', '287', '321', '397'], 'employment': '17.580611368', 'private': ['46', '532', '727', '736', '781', '870', '1,070'], 'population': ['46', '532', '727', '736', '781', '870', '1,070']}, '4020': {'nonprivate': ['26', '33', '40', '48', '59', '74', '89'], 'household': ['915', '1,079', '1,146', '1,274', '1,387', '1,504', '1,696'], 'employment': '54.275775885', 'private': ['3,203', '3,739', '3,968', '4,402', '4,784', '5,167', '5,780'], 'population': ['3,230', '3,772', '4,008', '4,450', '4,844', '5,240', '5,870']}, '4021': {'nonprivate': ['35', '43', '52', '63', '77', '96', '117'], 'household': ['589', '602', '603', '609', '615', '621', '656'], 'employment': '1031.23974186', 'private': ['1,996', '2,019', '2,023', '2,039', '2,052', '2,065', '2,164'], 'population': ['2,031', '2,062', '2,074', '2,102', '2,129', '2,161', '2,281']}, '4028': {'nonprivate': ['3', '4', '5', '6', '7', '9', '11'], 'household': ['1,735', '1,776', '1,801', '1,829', '1,857', '1,888', '2,006'], 'employment': '196.139747569', 'private': ['4,796', '4,861', '4,925', '4,990', '5,055', '5,119', '5,400'], 'population': ['4,799', '4,865', '4,930', '4,996', '5,062', '5,128', '5,410']}, '4029': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['1,356', '1,388', '1,408', '1,430', '1,451', '1,476', '1,568'], 'employment': '247.113177375', 'private': ['4,041', '4,096', '4,150', '4,204', '4,259', '4,313', '4,549'], 'population': ['4,041', '4,096', '4,150', '4,204', '4,259', '4,313', '4,549']}, '4607': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['1,111', '1,153', '1,200', '1,241', '1,283', '1,329', '1,365'], 'employment': '198.849724692', 'private': ['3,062', '3,117', '3,200', '3,281', '3,364', '3,462', '3,534'], 'population': ['3,062', '3,117', '3,200', '3,281', '3,364', '3,462', '3,534']}, '4930': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['213', '219', '224', '236', '248', '260', '273'], 'employment': '73.119938008', 'private': ['638', '641', '646', '675', '705', '737', '771'], 'population': ['638', '641', '646', '675', '705', '737', '771']}, '4931': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['646', '701', '716', '812', '898', '1,009', '1,129'], 'employment': '365.599690031', 'private': ['2,079', '2,200', '2,216', '2,500', '2,747', '3,069', '3,418'], 'population': ['2,079', '2,200', '2,216', '2,500', '2,747', '3,069', '3,418']}, '4932': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['1,033', '1,095', '1,132', '1,243', '1,356', '1,503', '1,661'], 'employment': '292.479752013', 'private': ['3,285', '3,394', '3,462', '3,777', '4,097', '4,514', '4,966'], 'population': ['3,285', '3,394', '3,462', '3,777', '4,097', '4,514', '4,966']}, '6150': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['26', '32', '43', '48', '51', '53', '54'], 'employment': '16.862255902', 'private': ['73', '87', '114', '126', '132', '135', '136'], 'population': ['73', '87', '114', '126', '132', '135', '136']}, '6151': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['94', '115', '154', '171', '182', '189', '192'], 'employment': '50.727179611', 'private': ['257', '307', '406', '445', '466', '479', '481'], 'population': ['257', '307', '406', '445', '466', '479', '481']}, '6152': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['863', '903', '929', '953', '975', '993', '1,011'], 'employment': '309.034065216', 'private': ['2,284', '2,338', '2,361', '2,390', '2,413', '2,427', '2,447'], 'population': ['2,284', '2,338', '2,361', '2,390', '2,413', '2,427', '2,447']}, '6153': {'nonprivate': ['0', '0', '0', '0', '0', '0', '0'], 'household': ['127', '133', '137', '140', '143', '146', '149'], 'employment': '40.084539916', 'private': ['335', '343', '346', '350', '354', '356', '359'], 'population': ['335', '343', '346', '350', '354', '356', '359']}, '6154': {'nonprivate': ['0', '0', '0', '0', '0', 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In [10]:
with open('/Users/ramz.sivagurunathan/hacks/hackathon/repos/transport-analyser/data/emp_population.json','w') as fp:
json.dump(tz_info, fp, indent=4)
In [ ]:
Content source: ageekymonk/transport-planner
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