From ebee4168049df07b8beb2ec7d9c43c6243674422 Mon Sep 17 00:00:00 2001 From: Matthew Bowen Date: Fri, 9 Sep 2022 17:00:21 -0300 Subject: [PATCH] Add persistent poverty tests (#1848) --- .../etl/sources/persistent_poverty/etl.py | 19 ++++++------------ .../sources/persistent_poverty/__init__.py | 0 .../data/LTDB_Std_All_Sample.zip | Bin 0 -> 19730 bytes .../persistent_poverty/data/extract.csv | 16 +++++++++++++++ .../persistent_poverty/data/output.csv | 16 +++++++++++++++ .../persistent_poverty/data/transform.csv | 16 +++++++++++++++ .../sources/persistent_poverty/test_etl.py | 19 ++++++++++++++++++ 7 files changed, 73 insertions(+), 13 deletions(-) create mode 100644 data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/__init__.py create mode 100644 data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/LTDB_Std_All_Sample.zip create mode 100644 data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/extract.csv create mode 100644 data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/output.csv create mode 100644 data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/transform.csv create mode 100644 data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/test_etl.py diff --git a/data/data-pipeline/data_pipeline/etl/sources/persistent_poverty/etl.py b/data/data-pipeline/data_pipeline/etl/sources/persistent_poverty/etl.py index 44d35b4e6..d20ecfc68 100644 --- a/data/data-pipeline/data_pipeline/etl/sources/persistent_poverty/etl.py +++ b/data/data-pipeline/data_pipeline/etl/sources/persistent_poverty/etl.py @@ -2,7 +2,7 @@ import pandas as pd from data_pipeline.config import settings -from data_pipeline.etl.base import ExtractTransformLoad +from data_pipeline.etl.base import ExtractTransformLoad, ValidGeoLevel from data_pipeline.utils import ( get_module_logger, unzip_file_from_url, @@ -19,6 +19,9 @@ class PersistentPovertyETL(ExtractTransformLoad): Codebook: `https://s4.ad.brown.edu/Projects/Diversity/Researcher/LTBDDload/Dfiles/codebooks.pdf`. """ + NAME = "persistent_poverty" + GEO_LEVEL: ValidGeoLevel = ValidGeoLevel.CENSUS_TRACT + def __init__(self): self.OUTPUT_PATH = self.DATA_PATH / "dataset" / "persistent_poverty" @@ -75,7 +78,7 @@ def _join_input_dfs(self, dfs: list) -> pd.DataFrame: def extract(self) -> None: logger.info("Starting to download 86MB persistent poverty file.") - unzipped_file_path = self.get_tmp_path() / "persistent_poverty" + unzipped_file_path = self.get_tmp_path() unzip_file_from_url( file_url=settings.AWS_JUSTICE40_DATASOURCES_URL @@ -155,14 +158,4 @@ def transform(self) -> None: ) ) - self.df = transformed_df - - def load(self) -> None: - logger.info("Saving persistent poverty data.") - - # mkdir census - self.OUTPUT_PATH.mkdir(parents=True, exist_ok=True) - - self.df[self.COLUMNS_TO_KEEP].to_csv( - path_or_buf=self.OUTPUT_PATH / "usa.csv", index=False - ) + self.output_df = transformed_df diff --git a/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/__init__.py 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b/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/extract.csv new file mode 100644 index 000000000..cdf91eb26 --- /dev/null +++ b/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/extract.csv @@ -0,0 +1,16 @@ +TRTID10,state,county,tract,placefp10,cbsa10,metdiv10,ccflag10,FAMILY90,FHH90,POP90SF3,POP90SF4,RUANC90,ITANC90,GEANC90,IRANC90,SCANC90,RUFB90,ITFB90,GEFB90,IRFB90,SCFB90,FB90,NAT90,N10IMM90,AG5UP90,OLANG90,LEP90,AG25UP90,HS90,COL90,CLF90,UNEMP90,DFLABF90,FLABF90,EMPCLF90,PROF90,MANUF90,SEMP90,AG16CV90,VET90,CNI16U90,DIS90,DPOV90,NPOV90,N65POV90,DFMPOV90,NFMPOV90,DWPOV90,NWPOV90,DBPOV90,NBPOV90,DNAPOV90,NNAPOV90,DHPOV90,NHPOV90,DAPOV90,NAPOV90,INCPC90,HU90SP,H30OLD90,OHU90SP,H10YRS90,DMULTI90,MULTI90,HINC90,HINCW90,HINCB90,HINCH90,HINCA90,HH90,HHW90,HHB90,HHH90,HHA90 +6027000800,CA,Inyo County,Census Tract 8,42580,13860,99999,0,947.0000232000,74.0000021900,3473.0000650000,3473.0000650000,37.0000004100,55.0000036300,622.0000106000,362.0000078000,85.0000038300,0.0000000000,2.0000001030,6.0000003420,2.0000000000,6.0000000000,114.0000027000,62.0000010600,34.0000009600,3275.0000600000,283.0000059000,58.0000006200,2628.0000430000,1752.0000340000,226.0000070000,1572.0000260000,128.0000016000,1429.0000340000,692.0000155000,1444.0000240000,269.0000081000,28.0000005800,118.0000038000,2840.0000470000,691.0000141000,2804.0000450000,524.0000085000,3419.0000630000,485.0000113000,114.0000012000,947.0000232000,352.0000117000,3019.0000460000,386.0000059000,15.0000000000,8.0000000000,258.0000152000,87.0000044100,376.0000049000,55.0000017100,34.0000018500,0.0000009240,11282.9890600000,2029.0000420000,765.0000165000,1510.0000340000,960.0000195000,2029.0000420000,164.0000004000,18802.8290100000,19238.2409400000, ,15749.9998600000,15000.0018300000,1520.0000330000,1406.0000270000,0.0000000000,135.0000015000,6.0000008560 +6061021322,CA,Placer County,Census Tract 213.22,62938,40900,99999,1,413.8015522000,36.9504473300,1437.7500650000,1437.7500650000,5.7998258990,51.4048475500,323.0300046000,123.0183659000,58.9943210200,0.0000000000,0.0069602750,12.2533182200,0.0000000000,0.0000000000,75.9738778900,37.8148188500,12.5473476100,1364.6021230000,168.7317567000,17.6124934500,929.3841615000,516.7910383000,76.2496196600,700.1886827000,28.5566857300,533.7939340000,287.1322093000,671.6319973000,103.8683825000,80.0058629500,126.2160115000,1089.1046050000,219.7375810000,1081.3416300000,146.6018800000,1429.0499390000,95.1913104400,16.2047431600,413.8015522000,225.9298114000,1319.3738320000,87.5246539400,7.5682855450,0.0000000000,26.4881058700,0.9588502050,148.2951801000,11.1419056600,24.8093601300,6.7078032490,15350.9551100000,532.3409888000,122.7573153000,504.1733706000,330.6022812000,532.3409888000,37.2781012100,37057.6325400000,37560.5137700000,20087.15489,39771.1722300000,42048.1950700000,492.8297963000,457.7224989000,6.7315500680,48.6243697900,0.0646896060 +6069000802,CA,San Benito County,Census Tract 8.02,99999,41940,99999,0,566.0214233000,12.1359653500,1951.9486760000,1951.9486760000,9.2233333590,158.2529907000,270.8747559000,162.6219330000,84.4663162200,0.0000000000,4.8543863300,0.0000000000,0.0000000000,2.9126317500,173.3015900000,55.8254394500,83.4954452500,1864.5697250000,333.9817810000,66.0196533200,1427.6749700000,640.2935181000,294.6612549000,935.9256520000,61.6507034300,741.7501831000,351.4575500000,874.2749478000,259.7096558000,121.3596573000,123.3014069000,1577.1900640000,384.4673767000,1498.5490080000,130.0975494000,1866.5114790000,66.9905319200,6.3107018470,566.0214233000,209.2240448000,1679.1321730000,49.5147399900,24.2719306900,0.0000000000,39.3205261200,0.0000000000,256.7970276000,18.9321060200,35.9224586500,0.0000000000,22612.9993700000,791.7503662000,190.2919312000,710.1967163000,505.8270264000,791.7503662000,5.3398246770,43749.9997700000,46405.6612800000, ,32115.3843600000,87500.0022700000,711.6530151000,653.8858032000,0.0000000000,89.8061447100,12.6214036900 +15001021010,HI,Hawaii County,Census Tract 210.10,12450,25900,99999,0,771.8966675000,86.6812591600,3130.9272040000,3130.9272040000,26.0043792700,45.0742569000,242.2741241000,138.6900177000,51.1419448900,0.0000000000,0.0000000000,4.3340630530,3.4672505860,0.0000000000,211.9356842000,116.5862961000,49.4083213800,2843.1454120000,355.8265686000,75.4126968400,1971.5653170000,1099.1184080000,332.4226379000,1311.4875030000,83.2140121500,1057.0780030000,588.1323853000,1228.2734910000,259.1769714000,74.5458831800,155.5928650000,2196.9366000000,371.4291992000,2196.9366000000,353.6595459000,3093.6542610000,698.2175903000,46.3744735700,771.8966675000,452.9096069000,1413.3379860000,390.9324951000,15.6026268000,2.1670315270,9.9683456420,7.3679075240,357.9936218000,99.6834487900,1573.2648930000,287.3483887000,10019.0003000000,1394.2680660000,256.5765381000,1128.5900880000,832.1401367000,1394.2680660000,12.1353769300,22281.0001400000,22568.4923400000,15000.00026,22678.5718600000,24593.3011400000,1116.8880620000,606.7688599000,4.3340630530,119.6201401000,455.5100403000 +15001021101,HI,Hawaii County,Census Tract 211.01,99999,25900,99999,0,490.9738464000,84.5782699600,2022.9801700000,2022.9801700000,10.4973030100,48.2875900300,143.0632324000,113.6707916000,53.6862030000,0.0000000000,0.0000000000,10.7972259500,2.3993835450,5.3986129760,280.4279480000,180.5536041000,118.4695587000,1845.4257950000,389.8998108000,63.8835830700,1185.8952700000,673.3269653000,161.6584625000,795.6955362000,69.2821960400,712.0170288000,351.8096008000,726.4133391000,128.9668579000,37.7902908300,146.9622345000,1389.5429400000,210.5458984000,1389.5429400000,255.8342590000,2009.1837150000,644.2344360000,38.6900596600,490.9738464000,303.5220032000,909.0664041000,289.4256287000,6.5983042720,0.0000000000,47.9876670800,34.1912155200,234.5397339000,111.5713272000,1009.2406620000,317.3184509000,8204.9999510000,822.6885986000,87.2775726300,681.1250000000,481.6762390000,822.6885986000,24.2937564800,18360.0001000000,18140.0966400000, ,13000.0004000000,19794.8707300000,669.4279785000,370.7047424000,0.0000000000,53.9861259500,273.8296509000 +15001021402,HI,Hawaii County,Census Tract 214.02,3850,25900,99999,0,816.2897568000,46.7089718600,2908.3037620000,2908.3037620000,9.3842508490,34.3563535200,85.1050386400,49.6372810000,42.1222216500,0.4366300400,0.0000000000,0.0507011120,0.0000000000,0.0000000000,154.3531404000,35.6412766000,100.6419504000,2718.7213800000,400.5848715000,42.0668509000,2029.9287820000,1120.4883020000,389.2195942000,1513.2753420000,90.2473753700,1164.6149540000,732.8806071000,1423.0279690000,398.0990586000,38.5432898100,148.3798876000,2264.6563310000,400.7801185000,2260.1444870000,204.3723986000,2896.0170940000,164.3064289000,42.8245659800,816.2897568000,369.2554536000,823.5514248000,42.8368821100,9.1951896550,0.2450553770,0.6089137490,0.0000000000,231.1957982000,25.7701943800,2046.6653000000,121.1737876000,15523.0524500000,1168.2462790000,424.7533337000,1042.7740610000,613.2432083000,1168.2462790000,233.6237568000,36432.4851700000,35023.9123700000,2500.00003,19986.2886800000,38377.4267300000,1038.3984520000,350.9512153000,0.0591512960,100.2060835000,672.1332075000 +15001021800,HI,Hawaii County,Census Tract 218,99999,25900,99999,0,1029.1142040000,113.6784696000,4267.4235680000,4267.4235680000,6.2395850530,53.9177365400,216.6516714000,128.9012836000,50.9871561900,6.0000000000,0.1063158070,0.1550576070,0.0000000000,5.0000000000,447.7201072000,220.2602014000,108.4859570000,3916.0639380000,732.8903613000,141.4261076000,2614.6461610000,1725.1835680000,326.8660370000,2059.8485030000,80.4418689800,1526.3987780000,994.8898024000,1979.4066340000,257.4833096000,26.3705349100,165.9507309000,3139.4967370000,446.5797471000,3112.4800730000,479.9428353000,4196.1618470000,304.9946221000,35.1246452800,1029.1142040000,599.1987248000,1353.4594670000,88.4248028000,12.0483253700,0.0000000000,29.1300475600,0.0200242130,796.1207250000,80.2921846500,2650.0290710000,198.5235648000,11456.1517100000,1564.6212330000,673.4738505000,1367.9637000000,704.9298707000,1564.6212330000,108.9002704000,31093.0763300000,34891.6831500000, ,36029.4523900000,28993.2036700000,1309.0228300000,454.9163605000,0.0000000000,162.9089448000,789.8354598000 +15003010201,HI,Honolulu County,Census Tract 102.01,12400,26180,99999,0,1066.0000000000,123.0000000000,4656.0000160000,4656.0000160000,27.0000000000,106.0000000000,304.0000000000,147.0000000000,83.0000000000,0.0000000000,0.0000000000,20.0000000000,0.0000000000,0.0000000000,309.0000000000,104.0000000000,102.0000000000,4143.0000140000,719.0000000000,44.0000000000,2719.0000090000,1527.0000000000,528.0000000000,2131.0000070000,117.0000000000,1555.0000000000,895.0000000000,2014.0000070000,545.0000000000,67.0000000000,127.0000000000,3303.0000110000,535.0000000000,3267.0000110000,453.0000000000,4587.0000150000,729.0000000000,52.0000000000,1066.0000000000,633.0000000000,1662.0000060000,204.0000000000,42.0000000000,0.0000000000,43.0000000000,28.0000000000,261.0000000000,18.0000000000,2743.0000000000,497.0000000000,14178.0000500000,1876.0000000000,634.0000000000,1494.0000000000,1037.0000000000,1876.0000000000,447.0000000000,35151.0001200000,36678.3218000000,30000.0001,44583.3334800000,36453.4884900000,1462.0000000000,656.0000000000,9.0000000000,23.0000000000,763.0000000000 +15007040603,HI,Kauai County,Census Tract 406.03,39200,28180,99999,0,588.9533691000,14.8749074900,2288.4115600000,2288.4115600000,4.1835675240,41.8356781000,141.7764587000,88.7846069300,45.5544052100,0.0000000000,4.1835675240,5.1132493020,0.0000000000,0.0000000000,315.6269531000,189.6550751000,98.0814209000,2138.7328030000,491.8016357000,87.8549194300,1520.0296170000,716.3197632000,270.5373840000,1197.8949000000,18.1287937200,877.6195679000,518.2975464000,1179.7661060000,306.7949829000,46.4840850800,99.0111007700,1745.9422750000,233.3501129000,1714.7979380000,137.1280518000,2260.0562680000,153.8623199000,23.7068843800,588.9533691000,321.6698608000,921.7794281000,104.1243515000,0.0000000000,0.0000000000,5.1132493020,0.0000000000,238.9282074000,29.2849750500,1265.2968750000,33.0037002600,14882.0000400000,836.7135620000,238.4633636000,753.0421753000,469.9541016000,836.7135620000,116.6750565000,38942.0014900000,37622.3762200000, ,34318.1815500000,38219.1778500000,761.4093018000,345.8416138000,0.0000000000,55.3160629300,393.2553711000 +15007040604,HI,Kauai County,Census Tract 406.04,57800,28180,99999,0,678.0467656000,17.1250984800,2634.5889580000,2634.5889580000,4.8164320010,48.1643366100,163.2235751000,102.2154066000,52.4456040000,0.0000000000,4.8164319990,5.8867523410,0.0000000000,0.0000000000,363.3731129000,218.3449656000,112.9185931000,2462.2676790000,566.1984698000,101.1450919000,1749.9707180000,824.6804260000,311.4626748000,1379.1053670000,20.8712132900,1010.3806350000,596.7025865000,1358.2341530000,353.2050822000,53.5159359900,113.9889124000,2010.0581130000,268.6499275000,1974.2024500000,157.8719865000,2601.9442500000,177.1377060000,27.2931263100,678.0467656000,370.3301829000,1061.2207750000,119.8756585000,0.0000014800,0.0000009040,5.8867517830,0.0000000055,275.0718744000,33.7150284500,1456.7034330000,37.9963147800,14881.9998700000,963.2866173000,274.5367055000,866.9579964000,541.0460023000,963.2866173000,134.3249464000,38942.0019300000,37622.3794400000,2708.021126,34318.1816500000,38219.1788500000,876.5908071000,398.1584626000,0.0000004130,63.6839504200,452.7447185000 +15007040700,HI,Kauai County,Census Tract 407,24950,28180,99999,0,1639.5124120000,84.3661893400,6497.4160920000,6497.4160920000,0.0261385850,179.0821346000,411.3031126000,164.1830575000,112.0709766000,0.0000000000,0.0000000000,19.9999980900,0.0000000000,0.0000000000,803.9005321000,495.4262798000,170.9395295000,6045.6744670000,1284.0984150000,230.2267010000,4202.3582790000,2302.9328280000,716.3603780000,3341.4274500000,85.2877002200,2471.2365200000,1616.8583390000,3256.1397500000,792.3786741000,256.5087146000,160.2696385000,4873.0529120000,677.1858005000,4858.6607240000,465.8659478000,6483.8447060000,315.4761577000,130.1721194000,1639.5124120000,903.8070090000,2542.4494830000,121.2988364000,18.0560093400,10.9999990500,13.2091077300,0.0672135060,809.4964124000,19.4300633300,3747.7267120000,182.9719543000,14847.6424500000,2182.2980030000,656.0313461000,2089.1407680000,1264.6352900000,2182.2980030000,127.4408560000,42756.8743900000,41907.5748200000,2708.021223,33400.6344500000,42210.6869300000,2068.2044520000,930.0281326000,5.0261381080,162.4411862000,1090.9635380000 +15009030100,HI,Maui County,Census Tract 301,11350,27980,99999,0,383.3068000000,27.2305791200,1910.5015780000,1910.5015780000,6.2592231110,27.4607778700,91.6621148600,27.1932371400,35.6747865500,0.0000000000,0.0035966930,0.0898007360,0.0000000000,8.1204749640,37.2918099000,6.5858333300,8.6301826290,1675.7861590000,177.6883274000,0.2490721380,1213.4786900000,793.3024273000,173.2832380000,864.0971374000,12.1702029000,576.9324621000,348.0594975000,851.9269343000,157.0642045000,28.2470664600,176.1750701000,1347.1787240000,314.6769609000,1347.1232320000,153.7392875000,1890.3938120000,392.8893720000,49.0661406900,383.3068000000,238.4715474000,807.4789838000,151.7785114000,0.0395477110,0.0000000000,20.0771960800,19.9998645800,82.6743149300,0.0311889900,1052.6142140000,211.1110742000,10415.9855900000,772.7004868000,261.4311255000,595.1029364000,362.3008839000,772.7004868000,23.2643179700,26030.6739600000,26529.6239500000,62499.99972,10011.7479600000,27536.6825200000,634.0477989000,310.2452140000,0.0041105070,14.1661638200,316.7386816000 +15009030201,HI,Maui County,Census Tract 302.01,99999,27980,99999,0,370.6344604000,44.2015914900,1578.6282440000,1578.6282440000,14.5508346600,25.8071403500,170.2173004000,68.9105529800,56.8306160000,0.0000000000,0.0000000000,1.9218082430,0.0000000000,0.0000000000,74.4014358500,42.8288688700,32.6707420300,1447.3961910000,143.5865326000,10.1581296900,1008.1257240000,471.1175842000,209.7516479000,834.6138888000,21.9635238600,543.5972290000,359.1036072000,812.6503654000,172.4136658000,95.5413284300,161.4319000000,1135.7887030000,143.0374451000,1135.7887030000,111.7394257000,1568.4701140000,158.1373749000,6.8636012080,370.6344604000,243.5205688000,939.4897130000,125.1920853000,3.0199844840,0.0000000000,20.3162593800,8.5108652110,190.2590179000,18.6689949000,572.1497803000,21.1398906700,13734.0000100000,569.6788940000,110.0921631000,526.5755005000,365.9671936000,569.6788940000,19.2180824300,36271.9983800000,36752.7165200000,29999.99935,38274.6483700000,41103.4484300000,537.2827148000,379.9689636000,1.3727202420,52.9869995100,135.0756683000 +15009030402,HI,Maui County,Census Tract 304.02,65900,27980,99999,0,1576.0000000000,169.0000000000,6064.0000020000,6064.0000020000,14.0000000000,21.0000000000,388.0000000000,130.0000000000,116.0000000000,0.0000000000,6.0000000000,12.0000000000,0.0000000000,0.0000000000,384.0000000000,204.0000000000,142.0000000000,5577.0000020000,733.0000000000,120.0000000000,3752.0000010000,1692.0000000000,664.0000000000,3218.0000010000,94.0000000000,2147.0000000000,1431.0000000000,3124.0000010000,752.0000000000,197.0000000000,253.0000000000,4402.0000010000,742.0000000000,4402.0000010000,325.0000000000,6036.0000020000,397.0000000000,22.0000000000,1576.0000000000,970.0000000000,2603.0000010000,182.0000000000,0.0000000000,0.0000000000,65.0000000000,0.0000000000,496.0000000000,63.0000000000,3305.0000000000,215.0000000000,16362.0000100000,1995.0000000000,159.0000000000,1914.0000000000,1194.0000000000,1995.0000000000,22.0000000000,43032.0000100000,41381.5789600000, ,33000.0000100000,43802.6315900000,1919.0000000000,922.0000000000,0.0000000000,152.0000000000,973.0000000000 +15009030800,HI,Maui County,Census Tract 308,75950,27980,99999,0,566.0331867000,29.0024671100,2380.1187810000,2380.1187810000,17.9996613400,10.0023785700,58.0117214400,83.0014279100,6.0035655440,0.0000246000,0.0000492000,0.0000246000,0.0000000000,0.0000871000,275.9955389000,160.9963087000,63.0011419100,2200.1173260000,563.9967822000,125.9982522000,1366.1198620000,676.0562812000,278.0319260000,1075.1001440000,14.0013287000,774.0661832000,485.0454395000,1061.0988150000,250.0390396000,61.0059311800,72.0103169500,1604.1293560000,165.0293852000,1604.1262590000,126.0096916000,2373.1152960000,158.9950915000,16.9988727100,566.0331867000,349.0062412000,543.0424034000,75.9953928000,19.9996131500,0.0000000000,0.0005046810,0.0000416000,204.9941585000,6.0003820650,1744.0754940000,82.9987536900,13742.8599100000,725.0676672000,157.0406731000,678.0611339000,390.0359396000,725.0676672000,15.0405894400,43750.2909800000,37947.0558900000,56651.51814,40624.8900800000,47291.6931700000,623.0686622000,167.0220174000,0.0003813110,27.9999225900,438.0467044000 diff --git a/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/output.csv b/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/output.csv new file mode 100644 index 000000000..ec83b70e0 --- /dev/null +++ b/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/output.csv @@ -0,0 +1,16 @@ +GEOID10_TRACT,Individuals in Poverty (percent) (1990),Individuals in Poverty (percent) (2000),Individuals in Poverty (percent) (2010),Persistent Poverty Census Tract +06027000800,0.1418543441,0.1857745998,0.1475304682,False +06061021322,0.0666116053,0.0607935935,0.0947959404,False +06069000802,0.0358907688,0.0632887874,0.0613686534,False +15001021010,0.2256934781,0.2156182598,0.3112706837,True +15001021101,0.3206448625,0.2732381146,0.2703479094,True +15001021402,0.0567353105,0.1106101497,0.0918238994,False +15001021800,0.0726841893,0.1204888825,0.1765701710,False +15003010201,0.1589274030,0.1844549763,0.1866137266,False +15007040603,0.0680789775,0.1103461130,0.0346287033,False +15007040604,0.0680789782,0.1103461036,0.1002400960,False +15007040700,0.0486557239,0.0635433492,0.1525797252,False +15009030100,0.2078346689,0.1729195461,0.0979676915,False +15009030201,0.1008226892,0.1610559432,0.1041162228,False +15009030402,0.0657720344,0.0643312931,0.0270912548,False +15009030800,0.0669984690,0.0322814539,0.0189065700,False diff --git a/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/transform.csv b/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/transform.csv new file mode 100644 index 000000000..9fdb12388 --- /dev/null +++ b/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/data/transform.csv @@ -0,0 +1,16 @@ +GEOID10_TRACT,state_x,county_x,tract_x,placefp10_x,cbsa10_x,metdiv10_x,ccflag10_x,FAMILY90,FHH90,POP90SF3,POP90SF4,RUANC90,ITANC90,GEANC90,IRANC90,SCANC90,RUFB90,ITFB90,GEFB90,IRFB90,SCFB90,FB90,NAT90,N10IMM90,AG5UP90,OLANG90,LEP90,AG25UP90,HS90,COL90,CLF90,UNEMP90,DFLABF90,FLABF90,EMPCLF90,PROF90,MANUF90,SEMP90,AG16CV90,VET90,CNI16U90,DIS90,DPOV90,NPOV90,N65POV90,DFMPOV90,NFMPOV90,DWPOV90,NWPOV90,DBPOV90,NBPOV90,DNAPOV90,NNAPOV90,DHPOV90,NHPOV90,DAPOV90,NAPOV90,INCPC90,HU90SP,H30OLD90,OHU90SP,H10YRS90,DMULTI90,MULTI90,HINC90,HINCW90,HINCB90,HINCH90,HINCA90,HH90,HHW90,HHB90,HHH90,HHA90,state_y,county_y,tract_y,placefp10_y,cbsa10_y,metdiv10_y,ccflag10_y,POP00SF3,RUANC00,ITANC00,GEANC00,IRANC00,SCANC00,RUFB00,ITFB00,GEFB00,IRFB00,SCFB00,FB00,NAT00,N10IMM00,AG5UP00,OLANG00,LEP00,AG25UP00,HS00,COL00,AG15UP00,Mar-00,WDS00,CLF00,UNEMP00,DFLABF00,FLABF00,EMPCLF00,PROF00,MANUF00,SEMP00,AG18CV00,VET00,CNI16U00,DIS00,DPOV00,NPOV00,N65POV00,DFMPOV00,NFMPOV00,DWPOV00,NWPOV00,DBPOV00,NBPOV00,DNAPOV00,NNAPOV00,DHPOV00,NHPOV00,DAPOV00,NAPOV00,INCPC00,HU00SP,H30OLD00,OHU00SP,H10YRS00,DMULTI00,MULTI00,HINC00,HINCW00,HINCB00,HINCH00,HINCA00,MHMVAL00,MRENT00,HH00,HHW00,HHB00,HHH00,HHA00,statea,countya,tracta,pnhwht12,pnhblk12,phisp12,pntv12,pasian12,phaw12,pindia12,pchina12,pfilip12,pjapan12,pkorea12,pviet12,p15wht12,p65wht12,p15blk12,p65blk12,p15hsp12,p65hsp12,p15ntv12,p65ntv12,p15asn12,p65asn12,pmex12,pcuban12,ppr12,pruanc12,pitanc12,pgeanc12,piranc12,pscanc12,pfb12,pnat12,p10imm12,prufb12,pitfb12,pgefb12,pirfb12,pscfb12,polang12,plep12,phs12,pcol12,punemp12,pflabf12,pprof12,pmanuf12,psemp12,pvet12,p65pov12,ppov12,pwpov12,pnapov12,pfmpov12,pbpov12,phpov12,papov12,pvac12,pown12,pmulti12,p30old12,p18und12,p60up12,p75up12,pmar12,pwds12,pfhh12,p10yrs12,ageblk12,agentv12,agewht12,agehsp12,india12,filip12,japan12,korea12,viet12,pop12,nhwht12,nhblk12,ntv12,hisp12,asian12,haw12,china12,a15wht12,a65wht12,a15blk12,a65blk12,a15hsp12,a65hsp12,a15ntv12,a65ntv12,ageasn12,a15asn12,a65asn12,mex12,pr12,cuban12,geanc12,iranc12,itanc12,ruanc12,fb12,nat12,itfb12,rufb12,ag5up12,irfb12,gefb12,scanc12,n10imm12,olang12,lep12,scfb12,ag25up12,dfmpov12,hh12,hinc12,hincb12,hincw12,hinch12,incpc12,ag18cv12,vet12,empclf12,dpov12,npov12,dbpov12,nbpov12,dnapov12,nnapov12,dwpov12,nwpov12,dhpov12,nhpov12,hhb12,hhw12,hhh12,hs12,col12,clf12,unemp12,dflabf12,flabf12,prof12,manuf12,semp12,hha12,hinca12,n65pov12,nfmpov12,napov12,dapov12,family12,hu12,vac12,ohu12,own12,rent12,dmulti12,mrent12,mhmval12,multi12,h30old12,h10yrs12,a18und12,a60up12,a75up12,ag15up12,12-Mar,wds12,fhh12,Individuals in Poverty (percent) (1990),Individuals in Poverty (percent) (2000),Individuals in Poverty (percent) (2010),Persistent Poverty Census Tract +06027000800,CA,Inyo County,Census Tract 8,42580,13860,99999,0,947.0000232000,74.0000021900,3473.0000650000,3473.0000650000,37.0000004100,55.0000036300,622.0000106000,362.0000078000,85.0000038300,0.0000000000,2.0000001030,6.0000003420,2.0000000000,6.0000000000,114.0000027000,62.0000010600,34.0000009600,3275.0000600000,283.0000059000,58.0000006200,2628.0000430000,1752.0000340000,226.0000070000,1572.0000260000,128.0000016000,1429.0000340000,692.0000155000,1444.0000240000,269.0000081000,28.0000005800,118.0000038000,2840.0000470000,691.0000141000,2804.0000450000,524.0000085000,3419.0000630000,485.0000113000,114.0000012000,947.0000232000,352.0000117000,3019.0000460000,386.0000059000,15.0000000000,8.0000000000,258.0000152000,87.0000044100,376.0000049000,55.0000017100,34.0000018500,0.0000009240,11282.9890600000,2029.0000420000,765.0000165000,1510.0000340000,960.0000195000,2029.0000420000,164.0000004000,18802.8290100000,19238.2409400000, ,15749.9998600000,15000.0018300000,1520.0000330000,1406.0000270000,0.0000000000,135.0000015000,6.0000008560,CA,Inyo County,Census Tract 8,42580,13860,99999,0,3117.0000890000,26.0000002400,47.0000032500,431.0000158000,294.0000076000,74.0000032200,0.0000000000,0.0000000000,8.0000003420,2.0000000000,0.0000002050,334.0000029000,79.0000007500,191.0000008000,2944.0000850000,503.0000064000,133.0000008000,2216.0000650000,1187.0000340000,363.0000082000,2558.0000730000,1369.0000420000,597.0000171000,1408.0000410000,108.0000034000,1275.0000380000,657.0000202000,1300.0000380000,314.0000119000,76.0000009200,129.0000042000,2410.0000690000,460.0000123000,1930.0000520000,382.0000085000,3079.0000870000,572.0000091000,56.0000019200,820.0000247000,94.0000010300,2107.0000620000,313.0000046000,3.0000001370,3.0000001370,242.0000129000,88.0000031100,629.0000075000,168.0000011000,22.0000008600,0.0000000000,16938.9166400000,1931.0000460000,1129.0000250000,1426.0000380000,965.0000213000,1931.0000460000,149.0000013000,28218.7649100000,28242.2954200000, ,31174.2175600000,33787.87882,69875.9413600000,313.8598744000,1411.0000370000,1084.0000290000,0.0000000000,184.0000021000,11.0000002700,6,27,800,66.5400009200,0.8999999760,20.4699993100,7.3000001910,2.0699999330,0.0000000000,0.0000000000,0.3100000020,1.6100000140,0.1500000060,0.0000000000,0.0000000000,13.2399997700,24.0200004600,55.1699981700,0.0000000000,31.4200000800,4.8299999240,20.9899997700,15.6499996200,32.8400001500,14.9300003100,17.9699993100,0.7400000100,0.5899999740,0.0000000000,1.4500000480,14.5600004200,12.0299997300,3.2799999710,7.9200000760,2.4400000570,3.1500000950,0.0000000000,0.0000000000,0.1500000060,0.0000000000,0.0000000000,10.9899997700,2.9100000860,48.5699996900,15.5799999200,9.0500001910,55.3100013700,25.6700000800,8.8999996190,10.3100004200,11.5600004200,3.1800000670,14.7500000000,13.4399995800,29.0100002300,5.7600002290,0.0000000000,16.4899997700,0.0000000000,28.1800003100,55.1599998500,8.0000000000,69.1699981700,22.9400005300,23.5000000000,9.2799997330,45.7099990800,24.7800006900,16.3600006100,64.4599990800,29,262,2152,662,0,52,5,0,0,3234,2152,29,236,662,67,0,10,285,517,16,0,208,32,55,41,67,22,10,581,19,24,471,389,47,0,256,79,0,0,3020,0,5,106,102,332,88,0,2304,764,1463,35995,-999,35750,36250,21842,2492,288,1348,3118,460,29,0,262,76,2053,276,655,108,10,1093,215,1119,359,1459,132,1206,667,346,120,139,35,26458.0000000000,99,44,0,57,764,2037,574,1463,807,656,2037,546,139000,163,1409,943,742,760,300,2623,1199,650,125,0.1418543441,0.1857745998,0.1475304682,False +06061021322,CA,Placer County,Census Tract 213.22,62938,40900,99999,1,413.8015522000,36.9504473300,1437.7500650000,1437.7500650000,5.7998258990,51.4048475500,323.0300046000,123.0183659000,58.9943210200,0.0000000000,0.0069602750,12.2533182200,0.0000000000,0.0000000000,75.9738778900,37.8148188500,12.5473476100,1364.6021230000,168.7317567000,17.6124934500,929.3841615000,516.7910383000,76.2496196600,700.1886827000,28.5566857300,533.7939340000,287.1322093000,671.6319973000,103.8683825000,80.0058629500,126.2160115000,1089.1046050000,219.7375810000,1081.3416300000,146.6018800000,1429.0499390000,95.1913104400,16.2047431600,413.8015522000,225.9298114000,1319.3738320000,87.5246539400,7.5682855450,0.0000000000,26.4881058700,0.9588502050,148.2951801000,11.1419056600,24.8093601300,6.7078032490,15350.9551100000,532.3409888000,122.7573153000,504.1733706000,330.6022812000,532.3409888000,37.2781012100,37057.6325400000,37560.5137700000,20087.15489,39771.1722300000,42048.1950700000,492.8297963000,457.7224989000,6.7315500680,48.6243697900,0.0646896060,CA,Placer County,Census Tract 213.22,62938,40900,99999,1,1540.0000810000,10.6516208600,76.2431793200,249.4721680000,91.3796920800,28.0305805200,0.0000000000,0.0000000000,6.7273392680,0.0000000000,0.0000000000,75.6825637800,14.0152902600,24.1062984500,1426.1959230000,149.6833038000,26.9093570700,1021.4343260000,398.5948486000,110.4404831000,1182.3298340000,848.7659912000,123.8951645000,778.6895142000,31.3942489600,550.5205688000,334.1245117000,747.2952881000,228.7295380000,90.2584686300,126.1376114000,1113.9353030000,209.6687469000,1009.1008910000,222.5628052000,1540.0000810000,93.6221389800,6.7273392680,462.5045776000,9.5303974150,1286.6036380000,65.0309448200,20.7426300000,0.0000000000,9.5303974150,1.1212232110,167.6228638000,22.4244651800,0.0000000000,0.0000000000,23335.9993700000,572.3844604000,165.9410400000,546.5963135000,365.5187683000,572.3844604000,2.2424464230,56432.0022500000,55077.9998500000,76598.99674,59249.9976100000, ,172800.0014000000,763.9999878000,558.9297485000,490.5351563000,11.2122325900,44.2883186300,0.0000000000,6,61,21322,67.5899963400,2.2000000480,8.9300003050,0.5699999930,15.1099996600,0.0599999990,2.9700000290,1.2999999520,9.1999998090,0.1299999950,1.0199999810,0.2800000010,22.3700008400,12.1599998500,25.4899997700,4.4099998470,48.7900009200,8.3299999240,75.4700012200,0.0000000000,19.0100002300,5.1799998280,7.6900000570,0.0000000000,0.1299999950,2.8099999430,5.3800001140,6.2199997900,6.4299998280,3.5699999330,18.3299999200,8.6599998470,11.0299997300,0.1899999980,0.0000000000,0.3499999940,0.0000000000,0.0900000040,24.3600006100,4.2500000000,21.3999996200,40.7400016800,9.2399997710,56.3199996900,49.7299995400,4.9200000760,9.5900001530,11.2899999600,0.0000000000,9.4799995420,9.3500003810,0.0000000000,7.5599999430,40.2000007600,10.6300001100,2.2699999810,6.1399998660,81.3499984700,8.9200000760,11.0299997300,29.7399997700,14.6099996600,3.5000000000,69.6999969500,12.6800003100,9.2799997330,84.7099990800,204,53,6268,828,275,853,12,95,26,9274,6268,204,53,828,1401,6,121,1402,762,52,9,404,69,40,0,1410,268,73,713,12,0,577,596,499,261,1700,803,0,18,8173,0,32,331,1023,1991,347,8,6004,2381,3029,92617,37021,84167,67404,32077,6499,734,3859,9262,878,204,82,53,0,6256,585,828,88,108,2324,173,1285,2446,4187,387,3386,1907,1919,190,370,343,125840.0938000000,0,180,32,1410,2381,3227,198,3029,2464,565,3227,972,357100,288,356,2566,2758,1355,325,6829,4760,866,221,0.0666116053,0.0607935935,0.0947959404,False +06069000802,CA,San Benito County,Census Tract 8.02,99999,41940,99999,0,566.0214233000,12.1359653500,1951.9486760000,1951.9486760000,9.2233333590,158.2529907000,270.8747559000,162.6219330000,84.4663162200,0.0000000000,4.8543863300,0.0000000000,0.0000000000,2.9126317500,173.3015900000,55.8254394500,83.4954452500,1864.5697250000,333.9817810000,66.0196533200,1427.6749700000,640.2935181000,294.6612549000,935.9256520000,61.6507034300,741.7501831000,351.4575500000,874.2749478000,259.7096558000,121.3596573000,123.3014069000,1577.1900640000,384.4673767000,1498.5490080000,130.0975494000,1866.5114790000,66.9905319200,6.3107018470,566.0214233000,209.2240448000,1679.1321730000,49.5147399900,24.2719306900,0.0000000000,39.3205261200,0.0000000000,256.7970276000,18.9321060200,35.9224586500,0.0000000000,22612.9993700000,791.7503662000,190.2919312000,710.1967163000,505.8270264000,791.7503662000,5.3398246770,43749.9997700000,46405.6612800000, ,32115.3843600000,87500.0022700000,711.6530151000,653.8858032000,0.0000000000,89.8061447100,12.6214036900,CA,San Benito County,Census Tract 8.02,99999,41940,99999,0,2657.7764180000,6.3107018470,240.2921143000,224.2726440000,208.2531586000,73.3012313800,2.4271931650,0.0000000000,7.2815790180,4.8543863300,0.0000000000,252.4280853000,110.6800079000,82.0391235400,2500.4943850000,363.5935364000,83.4954452500,1862.6279300000,609.7108765000,485.9240417000,2128.6484380000,1458.2575680000,298.5447388000,1287.3831790000,50.4856147800,1056.7998050000,536.8950806000,1236.8975830000,491.2638855000,173.7870178000,257.7679138000,2013.1138920000,316.0205383000,1667.9670410000,258.7387695000,2615.5432580000,165.5345612000,15.0485973400,757.7696533000,20.3884220100,1988.8420410000,95.1459655800,12.6214036900,0.0000000000,23.3010540000,1.4563158750,508.2542419000,60.1943893400,39.8059654200,5.8252635000,31026.0005900000,1050.4891360000,239.3212433000,971.8480835000,678.1577148000,1050.4891360000,21.3592987100,70101.9979700000,71048.0004500000,150900.9987,56500.0015600000,73750.00078,403799.9956000000,850.0000062000,970.8772583000,796.1193237000,6.7961406710,127.1849136000,14.0777196900,6,69,802,63.1399993900,0.3499999940,29.7999992400,0.2599999900,0.4799999890,0.0000000000,0.0000000000,0.0900000040,0.3100000020,0.1299999950,0.0000000000,0.0000000000,16.4899997700,17.1800003100,0.0000000000,37.5000000000,18.8600006100,8.6300001140,0.0000000000,0.0000000000,0.0000000000,0.0000000000,27.2299995400,0.0000000000,0.0000000000,0.1299999950,6.1900000570,13.6800003100,8.6300001140,3.0099999900,12.8999996200,2.7899999620,2.0899999140,0.0000000000,0.0000000000,0.0000000000,0.0900000040,0.0000000000,22.0400009200,9.3000001910,42.0299987800,20.2500000000,12.1599998500,55.5699996900,24.9500007600,9.7700004580,21.6599998500,8.0000000000,0.8399999740,6.1399998660,5.3299999240,15.3800001100,2.7599999900,25.0000000000,8.6999998090,16.6700000800,16.3400001500,74.9400024400,0.0000000000,47.1699981700,25.3999996200,22.2199993100,5.9699997900,65.1399993900,14.8599996600,5.0399999620,50.3699989300,8,13,1449,684,0,7,3,0,0,2295,1449,8,6,684,11,0,2,239,249,0,3,129,59,0,0,12,0,0,625,0,0,314,198,142,3,296,64,0,0,2151,2,0,69,48,474,200,0,1580,615,814,78333,-999,86553,44009,33400,1712,137,1034,2265,139,8,2,13,2,1425,76,678,59,3,605,195,664,320,1151,140,916,509,258,101,224,0,-999.0000000000,19,17,2,12,615,973,159,814,610,204,973,1135,521600,0,459,410,583,510,137,1830,1192,272,31,0.0358907688,0.0632887874,0.0613686534,False +15001021010,HI,Hawaii County,Census Tract 210.10,12450,25900,99999,0,771.8966675000,86.6812591600,3130.9272040000,3130.9272040000,26.0043792700,45.0742569000,242.2741241000,138.6900177000,51.1419448900,0.0000000000,0.0000000000,4.3340630530,3.4672505860,0.0000000000,211.9356842000,116.5862961000,49.4083213800,2843.1454120000,355.8265686000,75.4126968400,1971.5653170000,1099.1184080000,332.4226379000,1311.4875030000,83.2140121500,1057.0780030000,588.1323853000,1228.2734910000,259.1769714000,74.5458831800,155.5928650000,2196.9366000000,371.4291992000,2196.9366000000,353.6595459000,3093.6542610000,698.2175903000,46.3744735700,771.8966675000,452.9096069000,1413.3379860000,390.9324951000,15.6026268000,2.1670315270,9.9683456420,7.3679075240,357.9936218000,99.6834487900,1573.2648930000,287.3483887000,10019.0003000000,1394.2680660000,256.5765381000,1128.5900880000,832.1401367000,1394.2680660000,12.1353769300,22281.0001400000,22568.4923400000,15000.00026,22678.5718600000,24593.3011400000,1116.8880620000,606.7688599000,4.3340630530,119.6201401000,455.5100403000,HI,Hawaii County,Census Tract 210.10,12450,25900,99999,0,4751.0001150000,12.1353769300,56.3428230300,321.1540833000,149.0917816000,93.1823577900,0.0000000000,0.0000000000,3.4672505860,0.0000000000,0.0000000000,413.9030457000,235.7730408000,144.7577057000,4499.6245120000,796.1674194000,91.8821411100,3127.8935550000,1404.2364500000,636.2404785000,3694.7888180000,1919.1231690000,733.7568970000,2136.6931150000,183.3308716000,1747.0609130000,1036.2745360000,1953.3623050000,659.2109985000,107.9181747000,421.2709351000,3432.1447750000,563.4282227000,3017.3747560000,751.5265503000,4623.1452500000,996.8345337000,29.9050369300,1164.9962160000,161.6605530000,1540.7595210000,302.0841980000,13.4355964700,0.0000000000,16.0360336300,3.9006569390,531.7895508000,219.7369995000,1502.1862790000,195.8996582000,15289.0003700000,2121.5239260000,377.4969177000,1747.4942630000,1156.3281250000,2121.5239260000,34.6725044300,31499.9995000000,31948.9999800000,28750,18512.0010300000,35000.00137,107099.9963000000,511.9999843000,1753.5620120000,783.5986328000,3.4672505860,133.9225464000,530.4893188000,15,1,21010,35.2299995400,2.0199999810,21.8299999200,0.8600000140,21.4599990800,15.4799995400,0.0000000000,0.8000000120,7.3600001340,1.6399999860,0.0799999980,0.4499999880,3.0699999330,15.8599996600,64.1200027500,0.0000000000,38.2599983200,7.2100000380,32.2599983200,16.1299991600,24.3500003800,8.2799997330,1.9299999480,0.0000000000,14.6300001100,0.9399999980,2.8900001050,5.9899997710,4.7699999810,2.6900000570,5.2500000000,3.3800001140,1.3999999760,0.0000000000,0.0000000000,0.0000000000,0.0000000000,0.0000000000,10.2299995400,0.4399999980,39.6599998500,19.5499992400,12.9399995800,61.9799995400,31.4799995400,5.4899997710,18.2099990800,10.5600004200,1.5000000000,31.1299991600,21.7600002300,64.5199966400,17.5499992400,72.5199966400,51.4900016800,33.1699981700,25.0900001500,70.6600036600,1.9800000190,20.9099998500,25.1800003100,19.1599998500,4.5399999620,45.7000007600,22.7600002300,19.0100002300,63.7400016800,131,62,2282,1414,0,477,106,5,29,6478,2282,131,56,1414,1390,1003,52,70,362,84,0,541,102,20,10,1848,450,153,125,948,0,388,309,187,61,340,219,0,0,6178,0,0,174,91,632,27,0,4511,1510,2457,36901,102083,34554,34167,18671,4847,512,2570,6406,1994,131,95,62,40,2270,494,1408,725,15,1237,408,1789,882,2929,379,2470,1531,809,141,468,594,37287.7929700000,96,265,609,1836,1510,3280,823,2457,1736,721,3280,737,195800,65,686,1566,1631,1241,294,5109,2335,1163,287,0.2256934781,0.2156182598,0.3112706837,True +15001021101,HI,Hawaii County,Census Tract 211.01,99999,25900,99999,0,490.9738464000,84.5782699600,2022.9801700000,2022.9801700000,10.4973030100,48.2875900300,143.0632324000,113.6707916000,53.6862030000,0.0000000000,0.0000000000,10.7972259500,2.3993835450,5.3986129760,280.4279480000,180.5536041000,118.4695587000,1845.4257950000,389.8998108000,63.8835830700,1185.8952700000,673.3269653000,161.6584625000,795.6955362000,69.2821960400,712.0170288000,351.8096008000,726.4133391000,128.9668579000,37.7902908300,146.9622345000,1389.5429400000,210.5458984000,1389.5429400000,255.8342590000,2009.1837150000,644.2344360000,38.6900596600,490.9738464000,303.5220032000,909.0664041000,289.4256287000,6.5983042720,0.0000000000,47.9876670800,34.1912155200,234.5397339000,111.5713272000,1009.2406620000,317.3184509000,8204.9999510000,822.6885986000,87.2775726300,681.1250000000,481.6762390000,822.6885986000,24.2937564800,18360.0001000000,18140.0966400000, ,13000.0004000000,19794.8707300000,669.4279785000,370.7047424000,0.0000000000,53.9861259500,273.8296509000,HI,Hawaii County,Census Tract 211.01,99999,25900,99999,0,2578.4375420000,21.8943748500,50.0871315000,155.6600037000,101.0740356000,16.7956848100,0.0000000000,0.0000000000,10.4973030100,0.0000000000,0.0000000000,257.9337158000,148.7617798000,76.4803466800,2405.3820800000,462.1812439000,77.0802002000,1641.7781980000,845.4827881000,278.3284912000,1978.5916750000,962.4526978000,400.6970520000,1090.8197020000,182.3531494000,957.6539307000,537.1619873000,908.4666138000,233.0401306000,20.6946830700,163.1580811000,1836.7281490000,312.2197876000,1648.6763920000,428.8898010000,2561.9417800000,700.0201416000,36.8905220000,622.6400146000,108.5721054000,908.7665405000,230.3408203000,11.0971489000,11.0971489000,11.0971489000,2.3993835450,310.1203308000,142.1634827000,821.7888794000,188.0516815000,12554.0002000000,1113.9138180000,144.8627777000,934.2599487000,647.2337036000,1113.9138180000,35.6908302300,27919.9990900000,24655.0000000000,8333,18233.0009200000,35092.59367,86700.0020800000,501.0000064000,933.3602295000,460.6816406000,5.9984588620,75.2806549100,248.9360352000,15,1,21101,54.7400016800,0.1299999950,13.7899999600,0.2599999900,17.4899997700,4.2800002100,0.0000000000,1.4700000290,7.4400000570,1.3999999760,0.1299999950,0.0000000000,7.7600002290,27.3500003800,80.0000000000,0.0000000000,32.1800003100,14.8100004200,0.0000000000,0.0000000000,9.0900001530,16.7600002300,2.2699999810,0.0000000000,5.3299999240,0.6700000170,2.9700000290,12.7399997700,12.1899995800,2.9400000570,15.1300001100,9.1599998470,1.3099999430,0.0000000000,0.0000000000,2.7100000380,0.0000000000,0.0000000000,9.7299995420,2.0399999620,29.2900009200,32.0200004600,10.3299999200,42.8600006100,34.1899986300,3.1099998950,38.2799987800,15.5900001500,2.1099998950,27.0300006900,24.8999996200,68.0000000000,11.6700000800,0.0000000000,30.5599994700,23.7099990800,27.2399997700,74.3499984700,0.0000000000,28.4899997700,17.0799999200,38.5900001500,6.3800001140,48.5800018300,23.3500003800,9.4499998090,59.8100013700,5,25,1715,432,0,233,44,4,0,3133,1715,4,8,432,548,134,46,133,469,4,0,139,64,0,0,561,51,94,71,167,0,399,382,93,21,474,287,0,0,2940,0,85,92,41,286,60,0,2414,677,1341,35457,-999,43060,33500,21491,2598,405,1126,3133,847,5,0,25,17,1715,427,432,132,0,943,134,707,773,1230,127,1316,564,385,35,431,146,50551.3710900000,66,79,133,561,677,1843,502,1341,997,344,1843,699,222000,0,525,802,535,1209,200,2672,1298,624,64,0.3206448625,0.2732381146,0.2703479094,True +15001021402,HI,Hawaii County,Census Tract 214.02,3850,25900,99999,0,816.2897568000,46.7089718600,2908.3037620000,2908.3037620000,9.3842508490,34.3563535200,85.1050386400,49.6372810000,42.1222216500,0.4366300400,0.0000000000,0.0507011120,0.0000000000,0.0000000000,154.3531404000,35.6412766000,100.6419504000,2718.7213800000,400.5848715000,42.0668509000,2029.9287820000,1120.4883020000,389.2195942000,1513.2753420000,90.2473753700,1164.6149540000,732.8806071000,1423.0279690000,398.0990586000,38.5432898100,148.3798876000,2264.6563310000,400.7801185000,2260.1444870000,204.3723986000,2896.0170940000,164.3064289000,42.8245659800,816.2897568000,369.2554536000,823.5514248000,42.8368821100,9.1951896550,0.2450553770,0.6089137490,0.0000000000,231.1957982000,25.7701943800,2046.6653000000,121.1737876000,15523.0524500000,1168.2462790000,424.7533337000,1042.7740610000,613.2432083000,1168.2462790000,233.6237568000,36432.4851700000,35023.9123700000,2500.00003,19986.2886800000,38377.4267300000,1038.3984520000,350.9512153000,0.0591512960,100.2060835000,672.1332075000,HI,Hawaii County,Census Tract 214.02,3850,25900,99999,0,3381.8505830000,1.9577749070,48.3774284700,115.8866985000,93.2828779200,36.4310612700,0.0000000000,0.3638583720,5.7721619310,0.0000000000,0.0253505560,282.6050465000,125.8827071000,96.1817516100,3159.6427310000,587.9516835000,95.3819903100,2343.0448720000,1163.6868530000,542.8995190000,2748.0508690000,1427.7453750000,544.9161553000,1707.5037210000,80.2293815600,1373.5711330000,811.6988583000,1627.2742840000,501.5004673000,31.7776957200,320.6619287000,2598.9638020000,399.0852509000,2084.6770590000,316.4326797000,3369.1762350000,372.6650877000,36.2398244600,879.1825342000,42.0022880400,834.3656845000,104.8442249000,9.6353598830,4.8270140890,3.2579476980,0.0000000000,257.8107343000,54.3398767400,1558.9517870000,107.9598858000,22057.7679900000,1474.9353560000,461.2082181000,1293.6710150000,711.8759928000,1474.9353560000,358.6005371000,44010.1419300000,43324.4107200000,55794.0467,43510.7687300000,46409.70582,223090.1061000000,447.0194726000,1277.6085930000,391.2560530000,3.4560823290,53.3338078900,627.7848501000,15,1,21402,20.2800006900,0.1700000020,11.1800003100,0.0000000000,42.0200004600,5.7699999810,0.0000000000,0.2000000030,10.0399999600,21.7900009200,0.0000000000,0.0000000000,6.2500000000,20.8299999200,50.0000000000,0.0000000000,30.0000000000,12.8900003400,0.0000000000,0.0000000000,12.9300003100,29.6700000800,2.8299999240,0.0000000000,3.8499999050,0.2199999990,0.3499999940,4.5700001720,3.1300001140,0.8700000050,11.2299995400,3.5799999240,5.7199997900,0.1000000010,0.0000000000,0.0000000000,0.0000000000,0.1199999970,20.3299999200,2.5000000000,37.2500000000,25.1399993900,5.9899997710,66.2900009200,32.6699981700,2.2000000480,17.5799999200,10.1300001100,2.1400001050,9.1800003050,11.5000000000,0.0000000000,1.7500000000,0.0000000000,5.5799999240,11.1099996600,9.6700000760,53.1800003100,17.5799999200,60.9799995400,23.0900001500,25.5499992400,9.0699996950,45.8300018300,20.2500000000,16.2099990800,51.1599998500,14,7,816,450,0,404,877,0,0,4024,816,7,0,450,1691,232,8,51,170,7,0,135,58,0,0,1702,220,505,114,155,0,184,126,14,9,452,144,0,4,3846,0,0,35,230,782,96,5,2765,913,1382,49063,-999,53500,45294,25021,3090,313,2002,3975,365,14,0,7,0,809,93,448,25,0,420,106,1030,695,2055,123,1667,1105,654,44,352,610,52648.5000000000,85,16,187,1683,913,1530,148,1382,735,647,1530,827,460400,269,933,707,929,1028,365,3229,1480,654,148,0.0567353105,0.1106101497,0.0918238994,False +15001021800,HI,Hawaii County,Census Tract 218,99999,25900,99999,0,1029.1142040000,113.6784696000,4267.4235680000,4267.4235680000,6.2395850530,53.9177365400,216.6516714000,128.9012836000,50.9871561900,6.0000000000,0.1063158070,0.1550576070,0.0000000000,5.0000000000,447.7201072000,220.2602014000,108.4859570000,3916.0639380000,732.8903613000,141.4261076000,2614.6461610000,1725.1835680000,326.8660370000,2059.8485030000,80.4418689800,1526.3987780000,994.8898024000,1979.4066340000,257.4833096000,26.3705349100,165.9507309000,3139.4967370000,446.5797471000,3112.4800730000,479.9428353000,4196.1618470000,304.9946221000,35.1246452800,1029.1142040000,599.1987248000,1353.4594670000,88.4248028000,12.0483253700,0.0000000000,29.1300475600,0.0200242130,796.1207250000,80.2921846500,2650.0290710000,198.5235648000,11456.1517100000,1564.6212330000,673.4738505000,1367.9637000000,704.9298707000,1564.6212330000,108.9002704000,31093.0763300000,34891.6831500000, ,36029.4523900000,28993.2036700000,1309.0228300000,454.9163605000,0.0000000000,162.9089448000,789.8354598000,HI,Hawaii County,Census Tract 218,99999,25900,99999,0,6083.7582190000,42.5401219700,100.2628204000,291.9288304000,171.6701803000,157.2704277000,0.0000000000,2.0988955720,28.2434352500,0.0000000000,20.0000000000,700.2193766000,355.5028186000,246.8417125000,5743.3729480000,1009.5126270000,168.4758261000,3991.0794680000,2101.9089420000,797.0409708000,4842.6058430000,2504.2846360000,926.1391325000,2558.9977570000,121.9585263000,2419.9872150000,1230.3273470000,2437.0392300000,619.1433029000,30.3347234700,415.5754552000,4589.7876850000,591.1840434000,3872.4750500000,680.1646583000,5362.4843550000,646.1197476000,69.0912882200,1290.5175300000,78.9204895500,1384.6919960000,170.5595070000,13.1141102800,0.0532514600,22.1521470200,3.0000000000,824.9101787000,120.8063793000,1800.7153220000,184.9550893000,20169.3576300000,1946.0392300000,826.0422071000,1768.0480750000,1032.9408390000,1946.0392300000,64.1862440100,47766.7945700000,52099.9003000000,28574.27751,48066.4015300000,46427.75726,183195.4901000000,640.1530363000,1748.9796090000,584.2699242000,9.0912882160,174.9509189000,606.5754552000,15,1,21800,19.7700004600,0.3899999860,12.9399995800,0.0799999980,28.2299995400,11.1099996600,0.0000000000,1.1299999950,9.3699998860,7.0100002290,0.0000000000,0.0200000000,10.6599998500,13.9799995400,0.0000000000,0.0000000000,27.7299995400,13.0200004600,100.0000000000,0.0000000000,11.6800003100,22.7600002300,3.6700000760,0.0700000000,5.6799998280,0.0000000000,0.5400000210,3.2000000480,2.2400000100,0.7599999900,7.3800001140,4.1599998470,2.1400001050,0.0000000000,0.0000000000,0.0000000000,0.0000000000,0.0000000000,16.2700004600,0.9900000100,48.9399986300,19.7800006900,10.6700000800,55.4000015300,21.2099990800,1.8799999950,11.8999996200,11.8699998900,2.0299999710,17.6599998500,16.9699993100,0.0000000000,9.9399995800,0.0000000000,14.9700002700,10.3000001900,23.0300006900,73.8300018300,9.0799999240,44.4900016800,29.4599990800,20.9300003100,6.6700000760,49.5699996900,21.6599998500,15.1899995800,43.8600006100,23,5,1173,768,0,556,416,0,1,5934,1173,23,5,768,1675,659,67,125,164,0,0,213,100,5,0,1823,213,415,218,337,4,190,133,32,0,438,247,0,0,5647,0,0,45,127,919,56,0,3978,1238,1865,49659,-999,41579,44700,22489,4186,497,2504,5907,1043,23,0,5,0,1167,198,768,115,0,596,204,1947,787,2764,295,2166,1200,531,47,298,728,53624.0312500000,120,123,186,1805,1238,2423,558,1865,1377,488,2423,883,378200,220,1078,818,1748,1242,396,4543,2252,984,188,0.0726841893,0.1204888825,0.1765701710,False +15003010201,HI,Honolulu County,Census Tract 102.01,12400,26180,99999,0,1066.0000000000,123.0000000000,4656.0000160000,4656.0000160000,27.0000000000,106.0000000000,304.0000000000,147.0000000000,83.0000000000,0.0000000000,0.0000000000,20.0000000000,0.0000000000,0.0000000000,309.0000000000,104.0000000000,102.0000000000,4143.0000140000,719.0000000000,44.0000000000,2719.0000090000,1527.0000000000,528.0000000000,2131.0000070000,117.0000000000,1555.0000000000,895.0000000000,2014.0000070000,545.0000000000,67.0000000000,127.0000000000,3303.0000110000,535.0000000000,3267.0000110000,453.0000000000,4587.0000150000,729.0000000000,52.0000000000,1066.0000000000,633.0000000000,1662.0000060000,204.0000000000,42.0000000000,0.0000000000,43.0000000000,28.0000000000,261.0000000000,18.0000000000,2743.0000000000,497.0000000000,14178.0000500000,1876.0000000000,634.0000000000,1494.0000000000,1037.0000000000,1876.0000000000,447.0000000000,35151.0001200000,36678.3218000000,30000.0001,44583.3334800000,36453.4884900000,1462.0000000000,656.0000000000,9.0000000000,23.0000000000,763.0000000000,HI,Honolulu County,Census Tract 102.01,12400,26180,99999,0,5312.0000000000,42.0000000000,65.0000000000,199.0000000000,127.0000000000,75.0000000000,6.0000000000,0.0000000000,2.0000000000,5.0000000000,2.0000000000,464.0000000000,281.0000000000,141.0000000000,4859.0000000000,1025.0000000000,123.0000000000,3126.0000000000,1506.0000000000,689.0000000000,3917.0000000000,2107.0000000000,652.0000000000,2315.0000000000,262.0000000000,1960.0000000000,1101.0000000000,2053.0000000000,673.0000000000,51.0000000000,250.0000000000,3646.0000000000,430.0000000000,3270.0000000000,655.0000000000,5275.0000000000,973.0000000000,39.0000000000,1186.0000000000,142.0000000000,1243.0000000000,105.0000000000,36.0000000000,7.0000000000,9.0000000000,2.0000000000,381.0000000000,74.0000000000,2149.0000000000,564.0000000000,16156.0000000000,1932.0000000000,876.0000000000,1571.0000000000,1032.0000000000,1932.0000000000,500.0000000000,40300.0000000000,48214.0000000000,61667,37250.0000000000,39419.64286,262400.0000000000,709.0000000000,1584.0000000000,540.0000000000,20.0000000000,70.0000000000,609.0000000000,15,3,10201,26.5300006900,1.3700000050,10.6800003100,0.0000000000,26.7399997700,14.1999998100,0.1299999950,1.4099999670,2.9800000190,2.9600000380,0.3600000140,0.1299999950,13.9799995400,15.1800003100,0.0000000000,1.3700000050,43.1599998500,0.0000000000,-999.0000000000,-999.0000000000,14.6000003800,14.2600002300,1.7400000100,0.0900000040,2.7000000480,0.4699999990,1.3500000240,5.4200000760,3.4900000100,1.6100000140,7.4400000570,3.2200000290,2.4700000290,0.0000000000,0.0599999990,0.0900000040,0.0399999990,0.2399999950,16.8500003800,1.2000000480,38.2999992400,24.8299999200,9.0799999240,55.0999984700,38.9099998500,4.1300001140,13.5600004200,12.3500003800,0.6100000140,18.6599998500,6.8400001530,-999.0000000000,7.9800000190,23.2900009200,5.6100001340,27.2099990800,18.8400001500,52.2700004600,23.2199993100,65.0400009200,30.1499996200,14.4700002700,5.1500000950,48.9599990800,16.4599990800,13.2100000400,67.6600036600,73,0,1416,570,7,159,158,19,7,5337,1416,73,0,570,1427,758,75,198,215,0,1,246,0,0,0,1466,214,209,93,144,5,289,186,72,25,397,172,3,0,4915,2,5,86,132,828,59,13,3290,1166,1611,65469,30417,67500,70865,24202,3708,458,2205,5289,987,73,17,0,0,1404,96,570,32,25,630,147,1260,817,2411,219,2138,1178,858,91,299,454,66324.0859400000,32,93,391,1437,1166,1985,374,1611,842,769,1985,1225,611600,461,1291,1090,1609,772,275,3985,1951,656,154,0.1589274030,0.1844549763,0.1866137266,False +15007040603,HI,Kauai County,Census Tract 406.03,39200,28180,99999,0,588.9533691000,14.8749074900,2288.4115600000,2288.4115600000,4.1835675240,41.8356781000,141.7764587000,88.7846069300,45.5544052100,0.0000000000,4.1835675240,5.1132493020,0.0000000000,0.0000000000,315.6269531000,189.6550751000,98.0814209000,2138.7328030000,491.8016357000,87.8549194300,1520.0296170000,716.3197632000,270.5373840000,1197.8949000000,18.1287937200,877.6195679000,518.2975464000,1179.7661060000,306.7949829000,46.4840850800,99.0111007700,1745.9422750000,233.3501129000,1714.7979380000,137.1280518000,2260.0562680000,153.8623199000,23.7068843800,588.9533691000,321.6698608000,921.7794281000,104.1243515000,0.0000000000,0.0000000000,5.1132493020,0.0000000000,238.9282074000,29.2849750500,1265.2968750000,33.0037002600,14882.0000400000,836.7135620000,238.4633636000,753.0421753000,469.9541016000,836.7135620000,116.6750565000,38942.0014900000,37622.3762200000, ,34318.1815500000,38219.1778500000,761.4093018000,345.8416138000,0.0000000000,55.3160629300,393.2553711000,HI,Kauai County,Census Tract 406.03,39200,28180,99999,0,2512.0000030000,12.5507030500,38.1169509900,121.7883072000,77.1635818500,70.1909713700,0.0000000000,0.0000000000,7.9022946360,0.0000000000,0.0000000000,323.5292358000,237.0688324000,74.8393783600,2365.1103520000,422.5403442000,69.7261276200,1722.2353520000,746.0695801000,355.1384277000,2035.0732420000,1124.4500730000,359.7868347000,1264.3671880000,76.2339019800,1000.8023680000,612.1954346000,1188.1331790000,341.1931763000,19.9881572700,207.3190308000,1902.1287840000,257.5218506000,1584.6424560000,271.9319153000,2498.0547770000,275.6506348000,25.1014061000,661.9334106000,43.2302017200,864.6040039000,92.0384903000,3.7187268730,0.0000000000,11.6210212700,0.9296817180,250.5492249000,43.2302017200,1018.0014650000,79.0229492200,22782.0000300000,1669.2435300000,386.2827454000,917.1310425000,572.2191162000,1669.2435300000,817.1902466000,48053.0011600000,49650.0007600000,43125.00166,38438.0005900000,48353.65708,250600.0029000000,624.9999952000,918.9903564000,396.5092468000,2.3242042060,59.9644699100,364.9000854000,15,7,40603,34.2400016800,0.5000000000,7.1500000950,0.1199999970,42.3899993900,2.5000000000,0.1500000060,1.1900000570,29.2500000000,7.1900000570,0.1500000060,0.0000000000,9.6499996190,32.2099990800,0.0000000000,0.0000000000,13.4399995800,9.6800003050,0.0000000000,0.0000000000,11.8599996600,18.8899993900,0.3100000020,0.0000000000,2.0000000000,1.5000000000,2.9600000380,3.4600000380,4.3800001140,2.1099998950,20.1000003800,10.4200000800,5.6900000570,0.0000000000,0.2300000040,0.0000000000,0.1500000060,0.0000000000,30.1200008400,6.3800001140,29.7399997700,32.7299995400,6.6500000950,63.3300018300,31.6000003800,1.6100000140,13.5600004200,8.6300001140,1.0399999620,3.4600000380,2.0199999810,0.0000000000,2.3299999240,0.0000000000,15.0500001900,1.4099999670,53.7000007600,65.8700027500,52.2099990800,55.1899986300,17.4899997700,30.0499992400,10.8000001900,53.8899993900,18.1299991600,8.1499996190,53.0099983200,13,3,891,186,4,761,187,4,0,2602,891,13,3,186,1103,65,31,86,287,0,0,25,18,0,0,1138,135,215,8,52,0,90,114,77,39,523,271,6,0,2460,4,0,55,148,741,157,0,1974,687,964,67500,-999,82308,45833,35475,2143,185,1364,2599,90,13,0,3,0,889,18,186,28,5,442,58,587,646,1444,96,1178,746,431,22,185,369,62339.4296900000,27,16,16,1137,687,2082,1118,964,635,329,2082,950,650400,1087,1149,511,455,782,281,2251,1213,408,56,0.0680789775,0.1103461130,0.0346287033,False +15007040604,HI,Kauai County,Census Tract 406.04,57800,28180,99999,0,678.0467656000,17.1250984800,2634.5889580000,2634.5889580000,4.8164320010,48.1643366100,163.2235751000,102.2154066000,52.4456040000,0.0000000000,4.8164319990,5.8867523410,0.0000000000,0.0000000000,363.3731129000,218.3449656000,112.9185931000,2462.2676790000,566.1984698000,101.1450919000,1749.9707180000,824.6804260000,311.4626748000,1379.1053670000,20.8712132900,1010.3806350000,596.7025865000,1358.2341530000,353.2050822000,53.5159359900,113.9889124000,2010.0581130000,268.6499275000,1974.2024500000,157.8719865000,2601.9442500000,177.1377060000,27.2931263100,678.0467656000,370.3301829000,1061.2207750000,119.8756585000,0.0000014800,0.0000009040,5.8867517830,0.0000000055,275.0718744000,33.7150284500,1456.7034330000,37.9963147800,14881.9998700000,963.2866173000,274.5367055000,866.9579964000,541.0460023000,963.2866173000,134.3249464000,38942.0019300000,37622.3794400000,2708.021126,34318.1816500000,38219.1788500000,876.5908071000,398.1584626000,0.0000004130,63.6839504200,452.7447185000,HI,Kauai County,Census Tract 406.04,57800,28180,99999,0,2892.0007690000,14.4492981500,43.8830701600,140.2117278000,88.8364418900,80.8090412700,0.0000000000,0.0000001640,9.0977060880,0.0000009040,0.0000001640,372.4708665000,272.9312307000,86.1606489900,2722.8904680000,486.4597859000,80.2738927500,1982.7651850000,858.9306725000,408.8616791000,2342.9272420000,1294.5503190000,414.2132735000,1455.6332330000,87.7661221700,1152.1979950000,704.8047703000,1367.8671030000,392.8069129000,23.0118530200,238.6810128000,2189.8717920000,296.4782494000,1824.3580440000,313.0681749000,2875.9459930000,317.3494345000,28.8985995100,762.0668105000,49.7698076000,995.3962359000,105.9615271000,4.2812743510,0.0000001640,13.3789809200,1.0703183410,288.4508700000,49.7698064500,1171.9987960000,90.9770727900,22781.9989000000,1921.7568180000,444.7173368000,1055.8692320000,658.7810654000,1921.7568180000,940.8098295000,48053.0024700000,49650.0006500000,43124.99753,38437.9995900000,48353.65972,250600.0011000000,624.9999948000,1058.0098580000,456.4908656000,2.6757964510,69.0355465200,420.1000380000,15,7,40604,37.3300018300,0.0000000000,14.1000003800,0.0000000000,29.2700004600,5.7800002100,0.0000000000,0.5899999740,9.2399997710,9.7500000000,0.1500000060,0.0000000000,8.9700002670,15.9499998100,-999.0000000000,-999.0000000000,30.2500000000,14.5000000000,0.0000000000,0.0000000000,15.8000001900,21.1000003800,2.2500000000,0.0000000000,7.5900001530,0.1199999970,2.9300000670,5.5999999050,4.8299999240,3.0799999240,7.5599999430,4.7699999810,1.6000000240,0.0000000000,0.2099999930,0.0000000000,0.1199999970,0.0000000000,12.4099998500,0.9800000190,37.6500015300,24.5799999200,8.5500001910,63.1899986300,33.0600013700,3.5699999330,18.5499992400,11.3999996200,1.0800000430,10.0200004600,7.7899999620,0.0000000000,5.4200000760,-999.0000000000,19.9200000800,9.2899999620,27.3099994700,63.2000007600,29.4699993100,45.0200004600,21.6900005300,22.3700008400,7.3800001140,54.2099990800,19.1299991600,8.1300001140,53.5800018300,0,7,1260,476,0,312,329,5,0,3375,1260,0,0,476,988,195,20,113,201,0,0,144,69,0,0,1057,167,223,76,256,0,189,163,99,4,255,161,7,0,3160,4,0,104,54,392,31,0,2388,849,1174,62065,-999,66250,50179,30569,2640,301,1736,3332,334,0,0,7,0,1245,97,472,94,0,570,119,899,587,1848,158,1440,910,574,62,322,396,64327.2617200000,36,46,96,1033,849,1615,441,1174,742,432,1615,1084,627500,476,727,629,732,755,249,2745,1488,525,69,0.0680789782,0.1103461036,0.1002400960,False +15007040700,HI,Kauai County,Census Tract 407,24950,28180,99999,0,1639.5124120000,84.3661893400,6497.4160920000,6497.4160920000,0.0261385850,179.0821346000,411.3031126000,164.1830575000,112.0709766000,0.0000000000,0.0000000000,19.9999980900,0.0000000000,0.0000000000,803.9005321000,495.4262798000,170.9395295000,6045.6744670000,1284.0984150000,230.2267010000,4202.3582790000,2302.9328280000,716.3603780000,3341.4274500000,85.2877002200,2471.2365200000,1616.8583390000,3256.1397500000,792.3786741000,256.5087146000,160.2696385000,4873.0529120000,677.1858005000,4858.6607240000,465.8659478000,6483.8447060000,315.4761577000,130.1721194000,1639.5124120000,903.8070090000,2542.4494830000,121.2988364000,18.0560093400,10.9999990500,13.2091077300,0.0672135060,809.4964124000,19.4300633300,3747.7267120000,182.9719543000,14847.6424500000,2182.2980030000,656.0313461000,2089.1407680000,1264.6352900000,2182.2980030000,127.4408560000,42756.8743900000,41907.5748200000,2708.021223,33400.6344500000,42210.6869300000,2068.2044520000,930.0281326000,5.0261381080,162.4411862000,1090.9635380000,HI,Kauai County,Census Tract 407,24950,28180,99999,0,7440.9995560000,2.9999997620,210.9999847000,332.9999695000,195.9999847000,60.9999961900,0.0000000000,1.9999998810,2.9999997620,10.9999990500,1.9999998810,873.9999390000,581.9999390000,239.9999847000,7007.9995120000,1212.9998780000,247.9999847000,5041.9995120000,2330.9997560000,928.9999390000,5895.9995120000,3286.9997560000,945.9999390000,3634.9997560000,200.9999847000,2936.9997560000,1749.9998780000,3433.9997560000,1084.9998780000,101.9999924000,344.9999695000,5525.9995120000,844.9999390000,4595.9995120000,725.9999390000,7427.9995570000,471.9999695000,44.9999961900,1947.9998780000,66.9999923700,2175.9997560000,118.9999924000,11.9999990500,1.9999998810,14.9999990500,0.0000000000,782.9999390000,52.9999961900,3172.9997560000,174.9999847000,20804.0001300000,2749.9997560000,628.9999390000,2599.9997560000,1467.9998780000,2749.9997560000,182.9999847000,52005.0017700000,60036.0001000000,29167,29896.0005000000,51689.65767,208200.0016000000,615.0000111000,2605.9997560000,996.9999390000,7.9999995230,199.9999847000,1130.9998780000,15,7,40700,22.9200000800,0.0000000000,15.6499996200,0.0000000000,39.6800003100,4.5000000000,0.9399999980,1.2500000000,16.1599998500,12.4200000800,1.5299999710,0.0000000000,11.1700000800,19.4599990800,-999.0000000000,-999.0000000000,43.8499984700,5.2800002100,-999.0000000000,-999.0000000000,11.2299995400,19.5699996900,1.3400000330,1.1499999760,6.7199997900,0.1400000010,0.9700000290,3.5799999240,1.2100000380,1.0199999810,12.4200000800,8.2200002670,3.0999999050,0.0500000010,0.0000000000,0.0599999990,0.0000000000,0.0000000000,17.7999992400,3.0299999710,37.4900016800,25.4799995400,5.1799998280,62.7799987800,30.3799991600,2.6500000950,11.9300003100,9.5600004200,1.5599999430,15.2600002300,12.5500001900,-999.0000000000,7.4800000190,-999.0000000000,16.2700004600,11.0500001900,16.9099998500,66.0999984700,9.9099998470,41.5299987800,25.9899997700,22.1299991600,6.2800002100,49.0000000000,19.9099998500,9.3100004200,47.7200012200,0,0,1773,1211,73,1250,961,118,0,7737,1773,0,0,1211,3070,348,97,198,345,0,0,531,64,0,0,3331,374,652,104,520,89,277,94,75,11,961,636,0,4,7107,0,5,79,240,1265,215,0,5271,1966,2649,64050,-999,61146,34483,25835,5670,542,3654,7714,1177,0,0,0,0,1769,222,1211,197,0,800,336,1976,1343,3806,197,2931,1840,1110,97,436,1212,82946.1484400000,120,147,366,3312,1966,3188,539,2649,1751,898,3188,954,486600,316,1324,1264,2011,1712,486,5943,2912,1183,183,0.0486557239,0.0635433492,0.1525797252,False +15009030100,HI,Maui County,Census Tract 301,11350,27980,99999,0,383.3068000000,27.2305791200,1910.5015780000,1910.5015780000,6.2592231110,27.4607778700,91.6621148600,27.1932371400,35.6747865500,0.0000000000,0.0035966930,0.0898007360,0.0000000000,8.1204749640,37.2918099000,6.5858333300,8.6301826290,1675.7861590000,177.6883274000,0.2490721380,1213.4786900000,793.3024273000,173.2832380000,864.0971374000,12.1702029000,576.9324621000,348.0594975000,851.9269343000,157.0642045000,28.2470664600,176.1750701000,1347.1787240000,314.6769609000,1347.1232320000,153.7392875000,1890.3938120000,392.8893720000,49.0661406900,383.3068000000,238.4715474000,807.4789838000,151.7785114000,0.0395477110,0.0000000000,20.0771960800,19.9998645800,82.6743149300,0.0311889900,1052.6142140000,211.1110742000,10415.9855900000,772.7004868000,261.4311255000,595.1029364000,362.3008839000,772.7004868000,23.2643179700,26030.6739600000,26529.6239500000,62499.99972,10011.7479600000,27536.6825200000,634.0477989000,310.2452140000,0.0041105070,14.1661638200,316.7386816000,HI,Maui County,Census Tract 301,11350,27980,99999,0,1866.9362440000,6.0427683000,47.7465012100,49.6951799400,40.5015555000,14.6726287000,0.0000000000,0.0233281630,11.2371696700,0.0000000000,6.0544323810,45.4074658200,20.7581653000,0.2993780970,1737.6018730000,257.5202186000,18.1205288500,1144.9066930000,659.1384151000,168.3234863000,1416.6104270000,672.4774532000,267.8818052000,916.8195996000,57.2021774200,684.1633000000,426.9665649000,859.6174226000,247.6905148000,8.0583204110,242.1889594000,1309.3110490000,183.3297054000,1187.5264430000,234.0342152000,1860.8740350000,321.7814935000,11.1399689800,404.3709197000,48.0699844900,482.2535048000,57.6687406900,0.0622084360,0.0000000000,5.0816485730,0.0000000000,76.4937794500,8.0000000000,784.1197518000,187.1127528000,16594.5856500000,882.8553724000,300.2488337000,597.4743423000,289.1446371000,882.8553724000,50.5171108200,38601.3524400000,49277.4119600000,27082.99935,33789.8790400000,32796.112,282034.9806000000,597.3191359000,598.5054464000,230.7045131000,0.0388802740,25.1516330700,222.5093316000,15,9,30100,34.4799995400,0.0000000000,3.5399999620,0.0000000000,20.8999996200,17.7800006900,0.0000000000,0.0000000000,0.6200000050,1.9199999570,0.0000000000,0.0000000000,14.1800003100,23.5300006900,-999.0000000000,-999.0000000000,27.9400005300,0.0000000000,-999.0000000000,-999.0000000000,12.9399995800,15.4200000800,3.1700000760,0.0000000000,0.3600000140,0.2599999900,1.8700000050,3.9500000480,5.2500000000,1.9199999570,5.3600001340,4.1100001340,2.0799999240,0.0000000000,0.0000000000,0.6200000050,0.0000000000,0.0000000000,10.5500001900,0.1099999990,45.0800018300,21.3199996900,10.4399995800,56.5299987800,23.3099994700,3.7899999620,42.5900001500,10.6599998500,0.5699999930,9.8000001910,8.8999996190,-999.0000000000,7.2600002290,-999.0000000000,89.7099990800,16.1700000800,33.9399986300,62.1500015300,10.6700000800,53.5600013700,27.8199996900,28.2399997700,2.5499999520,52.4000015300,15.3500003800,10.6899995800,50.0800018300,0,0,663,68,0,12,37,0,0,1923,663,0,0,68,402,342,0,94,156,0,0,19,0,0,0,402,52,62,61,7,0,76,101,36,5,103,79,0,0,1792,0,12,37,40,189,2,0,1271,496,613,58983,-999,66667,-999,21861,1388,148,871,1919,188,0,0,0,0,663,59,68,61,0,332,15,573,271,910,95,697,394,203,33,371,112,53658.6250000000,11,36,65,402,496,928,315,613,381,232,928,1005,609400,99,497,307,535,543,49,1479,775,227,53,0.2078346689,0.1729195461,0.0979676915,False +15009030201,HI,Maui County,Census Tract 302.01,99999,27980,99999,0,370.6344604000,44.2015914900,1578.6282440000,1578.6282440000,14.5508346600,25.8071403500,170.2173004000,68.9105529800,56.8306160000,0.0000000000,0.0000000000,1.9218082430,0.0000000000,0.0000000000,74.4014358500,42.8288688700,32.6707420300,1447.3961910000,143.5865326000,10.1581296900,1008.1257240000,471.1175842000,209.7516479000,834.6138888000,21.9635238600,543.5972290000,359.1036072000,812.6503654000,172.4136658000,95.5413284300,161.4319000000,1135.7887030000,143.0374451000,1135.7887030000,111.7394257000,1568.4701140000,158.1373749000,6.8636012080,370.6344604000,243.5205688000,939.4897130000,125.1920853000,3.0199844840,0.0000000000,20.3162593800,8.5108652110,190.2590179000,18.6689949000,572.1497803000,21.1398906700,13734.0000100000,569.6788940000,110.0921631000,526.5755005000,365.9671936000,569.6788940000,19.2180824300,36271.9983800000,36752.7165200000,29999.99935,38274.6483700000,41103.4484300000,537.2827148000,379.9689636000,1.3727202420,52.9869995100,135.0756683000,HI,Maui County,Census Tract 302.01,99999,27980,99999,0,2299.8553430000,30.4743881200,48.0452041600,193.2789917000,112.2885056000,88.9522628800,3.2945284840,2.7454402450,22.2380657200,0.0000000000,0.0000000000,154.0191956000,79.8923111000,51.8888206500,2135.1289060000,263.0131836000,2.7454402450,1551.9974370000,586.7006226000,406.0506287000,1811.9906010000,897.4844360000,344.8273010000,1165.4394530000,64.2433013900,904.6225586000,484.8447571000,1101.1961670000,393.4216003000,54.6342620800,271.7985840000,1706.0166020000,161.1573486000,1664.2858890000,289.6439514000,2267.1846030000,365.1435547000,8.5108652110,544.4208374000,40.3579711900,1261.2552490000,189.1608429000,7.6872329710,2.4708962440,9.0599527360,0.0000000000,187.2390289000,21.9635219600,364.8690186000,53.5360870400,22104.0011400000,877.1681519000,139.4683685000,816.2194214000,560.6188965000,877.1681519000,23.3362426800,43381.9986900000,41483.9988900000, ,50370.0014900000,61788.46215,329599.9971000000,787.9999644000,818.1412354000,532.0663452000,0.0000000000,48.3197479200,118.3284760000,15,9,30201,65.4199981700,0.0000000000,7.5100002290,0.0000000000,8.0399999620,5.6700000760,0.8199999930,0.0000000000,0.9200000170,0.6299999950,0.0000000000,0.0000000000,8.5900001530,13.9200000800,-999.0000000000,-999.0000000000,22.5799999200,3.2300000190,-999.0000000000,-999.0000000000,13.8599996600,19.2800006900,2.3199999330,2.7100000380,0.2399999950,1.6000000240,1.7400000100,16.1700000800,8.3299999240,5.2300000190,6.0999999050,3.4900000100,1.1599999670,0.0000000000,0.0000000000,0.0000000000,0.0000000000,0.0000000000,6.5599999430,0.9800000190,29.6200008400,34.7999992400,10.4700002700,73.9700012200,46.3400001500,0.0000000000,27.1499996200,8.4899997710,0.0000000000,10.4099998500,7.2500000000,-999.0000000000,7.4600000380,-999.0000000000,63.8699989300,0.0000000000,14.9399995800,67.5100021400,7.0199999810,32.4900016800,16.1299991600,18.5499992400,5.5199999810,46.7000007600,19.6599998500,8.5500001910,63.7000007600,0,0,1351,155,17,19,13,0,0,2065,1351,0,0,155,166,117,0,116,188,0,0,35,5,0,0,166,23,32,48,5,56,334,172,36,33,126,72,0,0,1935,0,0,108,24,127,19,0,1661,456,945,53542,-999,55844,16574,29506,1732,147,1094,2065,215,0,0,0,0,1351,98,155,99,0,725,34,492,578,1222,128,999,739,507,0,297,32,-999.0000000000,0,34,0,166,456,1111,166,945,638,307,1111,1415,651000,78,361,602,333,383,114,1790,836,352,39,0.1008226892,0.1610559432,0.1041162228,False +15009030402,HI,Maui County,Census Tract 304.02,65900,27980,99999,0,1576.0000000000,169.0000000000,6064.0000020000,6064.0000020000,14.0000000000,21.0000000000,388.0000000000,130.0000000000,116.0000000000,0.0000000000,6.0000000000,12.0000000000,0.0000000000,0.0000000000,384.0000000000,204.0000000000,142.0000000000,5577.0000020000,733.0000000000,120.0000000000,3752.0000010000,1692.0000000000,664.0000000000,3218.0000010000,94.0000000000,2147.0000000000,1431.0000000000,3124.0000010000,752.0000000000,197.0000000000,253.0000000000,4402.0000010000,742.0000000000,4402.0000010000,325.0000000000,6036.0000020000,397.0000000000,22.0000000000,1576.0000000000,970.0000000000,2603.0000010000,182.0000000000,0.0000000000,0.0000000000,65.0000000000,0.0000000000,496.0000000000,63.0000000000,3305.0000000000,215.0000000000,16362.0000100000,1995.0000000000,159.0000000000,1914.0000000000,1194.0000000000,1995.0000000000,22.0000000000,43032.0000100000,41381.5789600000, ,33000.0000100000,43802.6315900000,1919.0000000000,922.0000000000,0.0000000000,152.0000000000,973.0000000000,HI,Maui County,Census Tract 304.02,65900,27980,99999,0,7708.0000000000,145.0000000000,154.0000000000,265.0000000000,128.0000000000,80.0000000000,0.0000000000,0.0000000000,19.0000000000,0.0000000000,0.0000000000,401.0000000000,286.0000000000,114.0000000000,7227.0000000000,835.0000000000,59.0000000000,5142.0000000000,1995.0000000000,1386.0000000000,5984.0000000000,3392.0000000000,1147.0000000000,4219.0000000000,167.0000000000,3010.0000000000,2063.0000000000,4052.0000000000,1320.0000000000,157.0000000000,680.0000000000,5595.0000000000,843.0000000000,5027.0000000000,709.0000000000,7679.0000000000,494.0000000000,45.0000000000,2010.0000000000,75.0000000000,2558.0000000000,216.0000000000,0.0000000000,0.0000000000,5.0000000000,0.0000000000,676.0000000000,35.0000000000,2190.0000000000,57.0000000000,24055.0000000000,2655.0000000000,408.0000000000,2558.0000000000,1586.0000000000,2655.0000000000,105.0000000000,62870.0000000000,62614.0000000000, ,61250.0000000000,63383.15217,268200.0000000000,854.0000000000,2564.0000000000,1051.0000000000,0.0000000000,136.0000000000,819.0000000000,15,9,30402,35.0900001500,0.0000000000,11.4700002700,0.1400000010,30.8899993900,6.0799999240,0.0000000000,2.1300001140,5.7300000190,13.0500001900,0.6600000260,0.5299999710,12.7600002300,15.9700002700,-999.0000000000,-999.0000000000,25.8299999200,9.5000000000,0.0000000000,0.0000000000,14.8500003800,14.9200000800,6.1999998090,0.0000000000,3.7799999710,0.0000000000,2.0299999710,5.4000000950,4.1500000950,2.2300000190,8.8900003430,5.7899999620,1.9900000100,0.0000000000,0.0000000000,0.0000000000,0.0000000000,0.3000000120,8.7799997330,0.9399999980,36.0299987800,24.1100006100,4.8499999050,69.0699996900,35.3899993900,4.0999999050,22.3500003800,10.3000001900,0.4000000060,2.7100000380,3.2100000380,0.0000000000,1.1000000240,-999.0000000000,1.3799999950,4.5399999620,9.8999996190,62.7700004600,14.5600004200,45.0099983200,22.4300003100,20.5599994700,5.4000000950,52.9599990800,17.2999992400,8.3599996570,57.4300003100,0,12,2962,968,0,484,1101,56,45,8440,2962,0,12,968,2607,513,180,378,473,0,0,250,92,0,0,2687,399,401,523,319,0,456,350,171,0,750,489,0,0,8016,0,0,188,168,704,75,25,6123,2190,2995,76649,-999,74383,108250,34445,6541,674,4855,8416,228,0,0,12,0,2962,95,944,13,0,1452,163,2206,1476,4952,240,3366,2325,1718,199,1085,809,83576.4062500000,34,24,122,2687,2190,3324,329,2995,1880,1115,3324,1183,619000,484,1496,1720,1893,1735,456,6996,3705,1210,183,0.0657720344,0.0643312931,0.0270912548,False +15009030800,HI,Maui County,Census Tract 308,75950,27980,99999,0,566.0331867000,29.0024671100,2380.1187810000,2380.1187810000,17.9996613400,10.0023785700,58.0117214400,83.0014279100,6.0035655440,0.0000246000,0.0000492000,0.0000246000,0.0000000000,0.0000871000,275.9955389000,160.9963087000,63.0011419100,2200.1173260000,563.9967822000,125.9982522000,1366.1198620000,676.0562812000,278.0319260000,1075.1001440000,14.0013287000,774.0661832000,485.0454395000,1061.0988150000,250.0390396000,61.0059311800,72.0103169500,1604.1293560000,165.0293852000,1604.1262590000,126.0096916000,2373.1152960000,158.9950915000,16.9988727100,566.0331867000,349.0062412000,543.0424034000,75.9953928000,19.9996131500,0.0000000000,0.0005046810,0.0000416000,204.9941585000,6.0003820650,1744.0754940000,82.9987536900,13742.8599100000,725.0676672000,157.0406731000,678.0611339000,390.0359396000,725.0676672000,15.0405894400,43750.2909800000,37947.0558900000,56651.51814,40624.8900800000,47291.6931700000,623.0686622000,167.0220174000,0.0003813110,27.9999225900,438.0467044000,HI,Maui County,Census Tract 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diff --git a/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/test_etl.py b/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/test_etl.py new file mode 100644 index 000000000..f5331ff00 --- /dev/null +++ b/data/data-pipeline/data_pipeline/tests/sources/persistent_poverty/test_etl.py @@ -0,0 +1,19 @@ +import pathlib +from data_pipeline.tests.sources.example.test_etl import TestETL +from data_pipeline.etl.sources.persistent_poverty.etl import PersistentPovertyETL + + +class TestPersistentPovertyETL(TestETL): + _ETL_CLASS = PersistentPovertyETL + + _SAMPLE_DATA_PATH = pathlib.Path(__file__).parents[0] / "data" + _SAMPLE_DATA_FILE_NAME = "ltdb_std_all_sample/ltdb_std_1990_sample.csv" + _SAMPLE_DATA_ZIP_FILE_NAME = "LTDB_Std_All_Sample.zip" + _EXTRACT_TMP_FOLDER_NAME = "PersistentPovertyETL" + + def setup_method(self, _method, filename=__file__): + """Invoke `setup_method` from Parent, but using the current file name. + + This code can be copied identically between all child classes. + """ + super().setup_method(_method=_method, filename=filename)