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Issue 1910: Do not impute income for 0 population tracts (#1918)
* should be working, has unnecessary loggers * removing loggers and cleaning up * updating ejscreen tests * adding tests and responding to PR feedback * fixing broken smoke test * delete smoketest docs
This commit is contained in:
Lucas Merrill Brown
GitHub
parent
9e85375d9b
commit
9fb9874a15
13 changed files with 150 additions and 75 deletions
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@ -15,10 +15,10 @@ def final_score_df():
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@pytest.fixture()
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def census_df():
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census_csv = constants.DATA_PATH / "dataset" / "census_acs_2019" / "usa.csv"
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def census_acs_df():
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census_acs_csv = constants.DATA_PATH / "dataset" / "census_acs" / "usa.csv"
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return pd.read_csv(
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census_csv,
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census_acs_csv,
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dtype={GEOID_TRACT_FIELD: "string"},
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low_memory=False,
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)
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@ -11,7 +11,7 @@ from .fixtures import (
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final_score_df,
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ejscreen_df,
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hud_housing_df,
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census_df,
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census_acs_df,
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cdc_places_df,
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census_acs_median_incomes_df,
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cdc_life_expectancy_df,
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@ -235,7 +235,7 @@ def test_data_sources(
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final_score_df,
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hud_housing_df,
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ejscreen_df,
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census_df,
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census_acs_df,
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cdc_places_df,
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census_acs_median_incomes_df,
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cdc_life_expectancy_df,
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@ -337,3 +337,41 @@ def test_output_tracts(final_score_df, national_tract_df):
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def test_all_tracts_have_scores(final_score_df):
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assert not final_score_df[field_names.SCORE_N_COMMUNITIES].isna().any()
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def test_imputed_tracts(final_score_df):
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# Make sure that any tracts with zero population have null imputed income
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tracts_with_zero_population_df = final_score_df[
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final_score_df[field_names.TOTAL_POP_FIELD] == 0
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]
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assert (
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tracts_with_zero_population_df[
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field_names.POVERTY_LESS_THAN_200_FPL_IMPUTED_FIELD
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]
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.isna()
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.all()
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)
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# Make sure that any tracts with null population have null imputed income
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tracts_with_null_population_df = final_score_df[
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final_score_df[field_names.TOTAL_POP_FIELD].isnull()
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]
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assert (
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tracts_with_null_population_df[
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field_names.POVERTY_LESS_THAN_200_FPL_IMPUTED_FIELD
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]
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.isna()
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.all()
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)
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# Make sure that no tracts with population have null imputed income
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tracts_with_some_population_df = final_score_df[
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final_score_df[field_names.TOTAL_POP_FIELD] > 0
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]
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assert (
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not tracts_with_some_population_df[
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field_names.POVERTY_LESS_THAN_200_FPL_IMPUTED_FIELD
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]
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.isna()
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.any()
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)
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@ -1,16 +1,16 @@
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GEOID10_TRACT,Total population,Air toxics cancer risk,Respiratory hazard index,Diesel particulate matter exposure,PM2.5 in the air,Ozone,Traffic proximity and volume,Proximity to Risk Management Plan (RMP) facilities,Proximity to hazardous waste sites,Proximity to NPL sites,Wastewater discharge,Percent of households in linguistic isolation,Poverty (Less than 200% of federal poverty line),Individuals over 64 years old,Individuals under 5 years old,Percent pre-1960s housing (lead paint indicator),Leaky underground storage tanks
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06027000800,3054,20.0000000000,0.2000000000,0.0162608457,5.9332945205,59.8143830065,134.3731709435,0.0161739005,0.0231458734,0.0088169702,0.0000000476,0.0943661972,0.4021269525,0.2445972495,0.0422396857,0.3691340106,0.0271801764
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06061021322,20899,30.0000000000,0.5000000000,0.1849562857,12.1102756164,52.7832287582,12.5173455346,0.4515663958,0.2027045525,0.0687928975,0.2667203153,0.0343563903,0.1859250743,0.1406287382,0.0683764773,0.0334588644,0.0258826940
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06069000802,3049,20.0000000000,0.2000000000,0.0375346206,7.4113546849,47.0434058824,15.7944927934,0.0811927061,0.1674220356,0.0396183204,,0.0324607330,0.2453201970,0.1534929485,0.0787143326,0.3485254692,0.0102735941
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15001021010,8606,10.0000000000,0.1000000000,0.0067389217,,,0.1074143214,0.0478749209,0.0931096253,0.0027318608,,0.0109090909,0.5159562078,0.1992795724,0.0366023704,0.0112496943,0.0259838494
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15001021101,3054,10.0000000000,0.1000000000,0.0033713587,,,1.7167679255,0.2484740667,0.2746856427,0.0025910486,,0.0194426442,0.4755657593,0.2976424361,0.0301244270,0.0168539326,0.0375389154
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15001021402,3778,10.0000000000,0.1000000000,0.0131608945,,,635.9981128640,0.0225482603,0.6278707343,0.0033357209,,0.0407569141,0.1877496671,0.2469560614,0.0751720487,0.1743524953,0.5088713177
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15001021800,5998,10.0000000000,0.1000000000,0.0049503455,,,0.0743045071,0.0402733327,0.0410968274,0.0038298946,,0.0359848485,0.2698678267,0.2352450817,0.0586862287,0.1676168757,0.1071290552
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15003010201,4936,10.0000000000,0.1000000000,0.0171119880,,,1493.8870892160,0.0548137804,0.4080845621,0.0694550700,,0.0340041638,0.2999166319,0.1318881686,0.0964343598,0.2131062951,0.0995447326
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15007040603,2984,10.0000000000,0.1000000000,0.0225796264,,,255.5966484444,0.1042895043,0.5200441984,0.0065810172,,0.0311909263,0.2676292814,0.2533512064,0.0563002681,0.0935077519,0.1610354485
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15007040604,3529,10.0000000000,0.1000000000,0.0297040750,,,464.0468169721,0.1282189641,0.3810520320,0.0064334940,,0.0353833193,0.3687102371,0.1790875602,0.0943610088,0.1981538462,0.2277699060
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15007040700,9552,10.0000000000,0.1000000000,0.0120486502,,,829.6297843840,0.2776903565,0.5315584393,0.0062317499,,0.0328151986,0.2079176730,0.1920016750,0.0808207705,0.1049120679,0.8605507426
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15009030100,1405,10.0000000000,0.1000000000,0.0026846006,,,,0.0398066625,0.0329594792,0.0046765532,,0.0000000000,0.2911208151,0.2434163701,0.0882562278,0.2135678392,0.0973247551
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15009030201,2340,10.0000000000,0.1000000000,0.0063521816,,,7.0868595222,0.1292001112,0.0908033666,0.0053511202,,0.0000000000,0.2677266867,0.2367521368,0.0641025641,0.0928229665,0.0098923140
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15009030402,8562,10.0000000000,0.1000000000,0.0153866969,,,233.6880574427,0.6633705951,0.5914191729,0.0055146115,,0.0122641509,0.1792805419,0.1810324690,0.0463676711,0.0760149726,0.4432670413
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15009030800,7879,10.0000000000,0.1000000000,0.0169064550,,,575.9991000531,1.0347888110,0.5999348163,0.0061499864,0.0008675195,0.0013422819,0.1386100877,0.1303464907,0.0753902780,0.1220556745,0.0263640121
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GEOID10_TRACT,Air toxics cancer risk,Respiratory hazard index,Diesel particulate matter exposure,PM2.5 in the air,Ozone,Traffic proximity and volume,Proximity to Risk Management Plan (RMP) facilities,Proximity to hazardous waste sites,Proximity to NPL sites,Wastewater discharge,Percent of households in linguistic isolation,Poverty (Less than 200% of federal poverty line),Individuals over 64 years old,Individuals under 5 years old,Percent pre-1960s housing (lead paint indicator),Leaky underground storage tanks
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06027000800,20.0000000000,0.2000000000,0.0162608457,5.9332945205,59.8143830065,134.3731709435,0.0161739005,0.0231458734,0.0088169702,0.0000000476,0.0943661972,0.4021269525,0.2445972495,0.0422396857,0.3691340106,0.0271801764
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06061021322,30.0000000000,0.5000000000,0.1849562857,12.1102756164,52.7832287582,12.5173455346,0.4515663958,0.2027045525,0.0687928975,0.2667203153,0.0343563903,0.1859250743,0.1406287382,0.0683764773,0.0334588644,0.0258826940
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06069000802,20.0000000000,0.2000000000,0.0375346206,7.4113546849,47.0434058824,15.7944927934,0.0811927061,0.1674220356,0.0396183204,,0.0324607330,0.2453201970,0.1534929485,0.0787143326,0.3485254692,0.0102735941
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15001021010,10.0000000000,0.1000000000,0.0067389217,,,0.1074143214,0.0478749209,0.0931096253,0.0027318608,,0.0109090909,0.5159562078,0.1992795724,0.0366023704,0.0112496943,0.0259838494
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15001021101,10.0000000000,0.1000000000,0.0033713587,,,1.7167679255,0.2484740667,0.2746856427,0.0025910486,,0.0194426442,0.4755657593,0.2976424361,0.0301244270,0.0168539326,0.0375389154
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15001021402,10.0000000000,0.1000000000,0.0131608945,,,635.9981128640,0.0225482603,0.6278707343,0.0033357209,,0.0407569141,0.1877496671,0.2469560614,0.0751720487,0.1743524953,0.5088713177
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15001021800,10.0000000000,0.1000000000,0.0049503455,,,0.0743045071,0.0402733327,0.0410968274,0.0038298946,,0.0359848485,0.2698678267,0.2352450817,0.0586862287,0.1676168757,0.1071290552
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15003010201,10.0000000000,0.1000000000,0.0171119880,,,1493.8870892160,0.0548137804,0.4080845621,0.0694550700,,0.0340041638,0.2999166319,0.1318881686,0.0964343598,0.2131062951,0.0995447326
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15007040603,10.0000000000,0.1000000000,0.0225796264,,,255.5966484444,0.1042895043,0.5200441984,0.0065810172,,0.0311909263,0.2676292814,0.2533512064,0.0563002681,0.0935077519,0.1610354485
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15007040604,10.0000000000,0.1000000000,0.0297040750,,,464.0468169721,0.1282189641,0.3810520320,0.0064334940,,0.0353833193,0.3687102371,0.1790875602,0.0943610088,0.1981538462,0.2277699060
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15007040700,10.0000000000,0.1000000000,0.0120486502,,,829.6297843840,0.2776903565,0.5315584393,0.0062317499,,0.0328151986,0.2079176730,0.1920016750,0.0808207705,0.1049120679,0.8605507426
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15009030100,10.0000000000,0.1000000000,0.0026846006,,,,0.0398066625,0.0329594792,0.0046765532,,0.0000000000,0.2911208151,0.2434163701,0.0882562278,0.2135678392,0.0973247551
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15009030201,10.0000000000,0.1000000000,0.0063521816,,,7.0868595222,0.1292001112,0.0908033666,0.0053511202,,0.0000000000,0.2677266867,0.2367521368,0.0641025641,0.0928229665,0.0098923140
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15009030402,10.0000000000,0.1000000000,0.0153866969,,,233.6880574427,0.6633705951,0.5914191729,0.0055146115,,0.0122641509,0.1792805419,0.1810324690,0.0463676711,0.0760149726,0.4432670413
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15009030800,10.0000000000,0.1000000000,0.0169064550,,,575.9991000531,1.0347888110,0.5999348163,0.0061499864,0.0008675195,0.0013422819,0.1386100877,0.1303464907,0.0753902780,0.1220556745,0.0263640121
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@ -1,4 +1,4 @@
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OBJECTID,GEOID10_TRACT,Total population,ACSIPOVBAS,ACSEDUCBAS,ACSTOTHH,ACSTOTHU,ACSUNEMPBAS,MINORPOP,MINORPCT,LOWINCOME,Poverty (Less than 200% of federal poverty line),LESSHS,LESSHSPCT,LINGISO,Percent of households in linguistic isolation,UNDER5,Individuals under 5 years old,OVER64,Individuals over 64 years old,UNEMP,UNEMPPCT,PRE1960,Percent pre-1960s housing (lead paint indicator),VULEOPCT,VULSVI6PCT,VULEO,VULSVI6,DISPEO,DISPSVI6,Diesel particulate matter exposure,Air toxics cancer risk,Respiratory hazard index,Traffic proximity and volume,Wastewater discharge,Proximity to NPL sites,Proximity to Risk Management Plan (RMP) facilities,Proximity to hazardous waste sites,Ozone,PM2.5 in the air,Leaky underground storage tanks,D_LDPNT_2,D_DSLPM_2,D_CANCR_2,D_RESP_2,D_PTRAF_2,D_PWDIS_2,D_PNPL_2,D_PRMP_2,D_PTSDF_2,D_OZONE_2,D_PM25_2,D_UST_2,STATE_NAME,ST_ABBREV,REGION,P_MINORPCT,P_LWINCPCT,P_LESHSPCT,P_LNGISPCT,P_UNDR5PCT,P_OVR64PCT,P_UNEMP,P_UNEMPPCT,P_LDPNT,P_VULEOPCT,P_VULSVI6PCT,P_VULSVI6,P_DISPSVI6,P_DSLPM,P_CANCR,P_RESP,P_PTRAF,P_PWDIS,P_PNPL,P_PRMP,P_PTSDF,P_OZONE,P_PM25,P_UST,P_LDPNT_D2,P_DSLPM_D2,P_CANCR_D2,P_RESP_D2,P_PTRAF_D2,P_PWDIS_D2,P_PNPL_D2,P_PRMP_D2,P_PTSDF_D2,P_OZONE_D2,P_PM25_D2,P_UST_D2,B_MINORPCT,B_LWINCPCT,B_LESHSPCT,B_LNGISPCT,B_UNDR5PCT,B_OVR64PCT,B_UNEMP,B_UNEMPPCT,B_LDPNT,B_VULEOPCT,B_VULSVI6PCT,B_VULSVI6,B_DISPSVI6,B_DSLPM,B_CANCR,B_RESP,B_PTRAF,B_PWDIS,B_PNPL,B_PRMP,B_PTSDF,B_OZONE,B_PM25,B_UST,B_LDPNT_D2,B_DSLPM_D2,B_CANCR_D2,B_RESP_D2,B_PTRAF_D2,B_PWDIS_D2,B_PNPL_D2,B_PRMP_D2,B_PTSDF_D2,B_OZONE_D2,B_PM25_D2,B_UST_D2,T_MINORPCT,T_LWINCPCT,T_LESHSPCT,T_LNGISPCT,T_UNDR5PCT,T_OVR64PCT,T_UNEMPPCT,T_VULEOPCT,T_LDPNT,T_LDPNT_D2,T_DSLPM,T_DSLPM_D2,T_CANCR,T_CANCR_D2,T_RESP,T_RESP_D2,T_PTRAF,T_PTRAF_D2,T_PWDIS,T_PWDIS_D2,T_PNPL,T_PNPL_D2,T_PRMP,T_PRMP_D2,T_PTSDF,T_PTSDF_D2,T_OZONE,T_OZONE_D2,T_PM25,T_PM25_D2,T_UST,T_UST_D2,AREALAND,AREAWATER,NPL_CNT,TSDF_CNT,Shape_Length,Shape_Area
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OBJECTID,GEOID10_TRACT,ACSTOTPOP,ACSIPOVBAS,ACSEDUCBAS,ACSTOTHH,ACSTOTHU,ACSUNEMPBAS,MINORPOP,MINORPCT,LOWINCOME,Poverty (Less than 200% of federal poverty line),LESSHS,LESSHSPCT,LINGISO,Percent of households in linguistic isolation,UNDER5,Individuals under 5 years old,OVER64,Individuals over 64 years old,UNEMP,UNEMPPCT,PRE1960,Percent pre-1960s housing (lead paint indicator),VULEOPCT,VULSVI6PCT,VULEO,VULSVI6,DISPEO,DISPSVI6,Diesel particulate matter exposure,Air toxics cancer risk,Respiratory hazard index,Traffic proximity and volume,Wastewater discharge,Proximity to NPL sites,Proximity to Risk Management Plan (RMP) facilities,Proximity to hazardous waste sites,Ozone,PM2.5 in the air,Leaky underground storage tanks,D_LDPNT_2,D_DSLPM_2,D_CANCR_2,D_RESP_2,D_PTRAF_2,D_PWDIS_2,D_PNPL_2,D_PRMP_2,D_PTSDF_2,D_OZONE_2,D_PM25_2,D_UST_2,STATE_NAME,ST_ABBREV,REGION,P_MINORPCT,P_LWINCPCT,P_LESHSPCT,P_LNGISPCT,P_UNDR5PCT,P_OVR64PCT,P_UNEMP,P_UNEMPPCT,P_LDPNT,P_VULEOPCT,P_VULSVI6PCT,P_VULSVI6,P_DISPSVI6,P_DSLPM,P_CANCR,P_RESP,P_PTRAF,P_PWDIS,P_PNPL,P_PRMP,P_PTSDF,P_OZONE,P_PM25,P_UST,P_LDPNT_D2,P_DSLPM_D2,P_CANCR_D2,P_RESP_D2,P_PTRAF_D2,P_PWDIS_D2,P_PNPL_D2,P_PRMP_D2,P_PTSDF_D2,P_OZONE_D2,P_PM25_D2,P_UST_D2,B_MINORPCT,B_LWINCPCT,B_LESHSPCT,B_LNGISPCT,B_UNDR5PCT,B_OVR64PCT,B_UNEMP,B_UNEMPPCT,B_LDPNT,B_VULEOPCT,B_VULSVI6PCT,B_VULSVI6,B_DISPSVI6,B_DSLPM,B_CANCR,B_RESP,B_PTRAF,B_PWDIS,B_PNPL,B_PRMP,B_PTSDF,B_OZONE,B_PM25,B_UST,B_LDPNT_D2,B_DSLPM_D2,B_CANCR_D2,B_RESP_D2,B_PTRAF_D2,B_PWDIS_D2,B_PNPL_D2,B_PRMP_D2,B_PTSDF_D2,B_OZONE_D2,B_PM25_D2,B_UST_D2,T_MINORPCT,T_LWINCPCT,T_LESHSPCT,T_LNGISPCT,T_UNDR5PCT,T_OVR64PCT,T_UNEMPPCT,T_VULEOPCT,T_LDPNT,T_LDPNT_D2,T_DSLPM,T_DSLPM_D2,T_CANCR,T_CANCR_D2,T_RESP,T_RESP_D2,T_PTRAF,T_PTRAF_D2,T_PWDIS,T_PWDIS_D2,T_PNPL,T_PNPL_D2,T_PRMP,T_PRMP_D2,T_PTSDF,T_PTSDF_D2,T_OZONE,T_OZONE_D2,T_PM25,T_PM25_D2,T_UST,T_UST_D2,AREALAND,AREAWATER,NPL_CNT,TSDF_CNT,Shape_Length,Shape_Area
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4529,06027000800,3054,3009,2337,1420,2067,1443,1218,0.3988212181,1210,0.4021269525,475,0.2032520325,134,0.0943661972,129,0.0422396857,747,0.2445972495,62,0.0429660430,763,0.3691340106,0.4004740853,0.2309005559,1223.0478564307,705.1702977293,135.9429095904,144.8520486255,0.0162608457,20.0000000000,0.2000000000,134.3731709435,0.0000000476,0.0088169702,0.0161739005,0.0231458734,59.8143830065,5.9332945205,0.0271801764,50.1811514356,2.2105466749,2718.8581918080,27.1885819181,18267.0798289539,0.0000064773,1.1986045786,2.1987270931,3.1465173743,8131.3412612630,806.5893205801,3.6949522625,California,CA,9,58.2565807824,70.8357682483,82.0300855712,83.4211514441,22.4791060804,91.4310072487,20.6342392033,44.8003303446,69.4492207493,64.4805710566,73.9747591523,41.2001973366,69.9936559849,0.4881982980,32.2031638835,14.4688811492,33.6358789383,2.7793036790,3.1380644255,0.3541522801,2.0598614138,97.6642425963,3.6388096802,6.3535808084,71.4956721564,59.1319320934,61.5316181718,60.9745786385,62.4689837463,62.0864910202,59.8317854029,59.0710337447,59.2599060994,64.9284478117,62.2619591744,60.9702180540,6,8,9,9,3,10,3,5,7,7,8,5,7,1,4,2,4,1,1,1,1,11,1,1,8,6,7,7,7,7,6,6,6,7,7,7,40% (58%ile),40% (70%ile),20% (82%ile),9% (83%ile),4% (22%ile),24% (91%ile),4% (44%ile),40% (64%ile),0.37 = fraction pre-1960 (69%ile),71%ile,0.0163 ug/m3 (0%ile),59%ile,20 lifetime risk per million (32%ile),61%ile,0.2 (14%ile),60%ile,130 daily vehicles/meters distance (33%ile),62%ile,0.000000048 toxicity-weighted concentration/meters distance (2%ile),62%ile,0.0088 sites/km distance (3%ile),59%ile,0.016 facilities/km distance (0%ile),59%ile,0.023 facilities/km distance (2%ile),59%ile,59.8 ppb (97%ile),64%ile,5.93 ug/m3 (3%ile),62%ile,0.027 facilities/sq km area (6%ile),60%ile,17743852489.0000000000,41257887.0000000000,0,1,969231.5231135677,27404749177.8422279358
|
||||
8028,06061021322,20899,20874,13290,6549,6904,9172,9199,0.4401646012,3881,0.1859250743,825,0.0620767494,225,0.0343563903,1429,0.0683764773,2939,0.1406287382,312,0.0340165722,231,0.0334588644,0.3130448377,0.1552546718,6542.3240634282,3244.6673856589,-896.9052371663,-589.6780917541,0.1849562857,30.0000000000,0.5000000000,12.5173455346,0.2667203153,0.0687928975,0.4515663958,0.2027045525,52.7832287582,12.1102756164,0.0258826940,-30.0094307337,-165.8882612555,-26907.1571149896,-448.4526185832,-11226.8727654026,-239.2228476257,-61.7007100657,-405.0122653138,-181.8067747336,-47341.5543077505,-10861.7696239112,-23.2143238368,California,CA,9,61.7694531724,28.3124099080,32.2625612545,63.3138029183,65.9392366308,44.1611446180,92.1063805127,31.2336817151,19.3531578232,52.0599864076,48.1147912182,98.1253263672,8.5598852754,35.4160437794,83.7767623034,95.2520218071,6.7786023570,88.6613290583,53.5138135020,56.0049245976,28.8270859466,89.7745222973,94.2035706464,6.2511191138,43.0185694890,24.7769097248,17.2770098374,9.5647689629,49.9350307593,5.0850465016,20.5837755437,15.4478896201,34.6338200533,14.8104044330,10.3206402564,53.0011626680,7,3,4,7,7,5,10,4,2,6,5,11,1,4,9,11,1,9,6,6,3,9,10,1,5,3,2,1,5,1,3,2,4,2,2,6,44% (61%ile),19% (28%ile),6% (32%ile),3% (63%ile),7% (65%ile),14% (44%ile),3% (31%ile),31% (52%ile),0.033 = fraction pre-1960 (19%ile),43%ile,0.185 ug/m3 (35%ile),24%ile,30 lifetime risk per million (83%ile),17%ile,0.5 (95%ile),9%ile,13 daily vehicles/meters distance (6%ile),49%ile,0.27 toxicity-weighted concentration/meters distance (88%ile),5%ile,0.069 sites/km distance (53%ile),20%ile,0.45 facilities/km distance (56%ile),15%ile,0.2 facilities/km distance (28%ile),34%ile,52.8 ppb (89%ile),14%ile,12.1 ug/m3 (94%ile),10%ile,0.026 facilities/sq km area (6%ile),53%ile,258653359.0000000000,119890.0000000000,0,0,124755.3452199987,427225089.6229769588
|
||||
8849,06069000802,3049,3045,2076,955,1119,1493,1247,0.4089865530,747,0.2453201970,307,0.1478805395,31,0.0324607330,240,0.0787143326,468,0.1534929485,93,0.0622906899,390,0.3485254692,0.3271533750,0.1778092173,997.4906403941,542.1403034316,-87.8345013597,-17.2605942492,0.0375346206,20.0000000000,0.2000000000,15.7944927934,,0.0396183204,0.0811927061,0.1674220356,47.0434058824,7.4113546849,0.0102735941,-30.6125607956,-3.2968346872,-1756.6900271942,-17.5669002719,-1387.3013987358,,-3.4798554127,-7.1315208575,-14.7054310128,-4132.0340979390,-650.9726431509,-0.9023760119,California,CA,9,59.1858457424,41.3904741949,69.9513617378,62.0187896062,79.0518001240,52.1216510370,37.3180569516,68.3483551403,67.5701406274,54.3994266601,57.9926859232,26.1831217492,58.7612911558,2.0014414700,32.2031638835,14.4688811492,8.1570460385,,34.5749415665,10.3739430074,25.1131375379,84.5333172848,19.2864164585,4.9410824602,42.8621394303,58.0471933934,56.5430390950,57.0023528116,55.7266348497,,54.6373148803,57.1359685902,54.8116596007,56.2167239668,56.9568759225,56.2801621878,6,5,7,7,8,6,4,7,7,6,6,3,6,1,4,2,1,0,4,2,3,9,2,1,5,6,6,6,6,0,6,6,6,6,6,6,41% (59%ile),25% (41%ile),15% (69%ile),3% (62%ile),8% (79%ile),15% (52%ile),6% (68%ile),33% (54%ile),0.35 = fraction pre-1960 (67%ile),42%ile,0.0375 ug/m3 (2%ile),58%ile,20 lifetime risk per million (32%ile),56%ile,0.2 (14%ile),57%ile,16 daily vehicles/meters distance (8%ile),55%ile,,,0.04 sites/km distance (34%ile),54%ile,0.081 facilities/km distance (10%ile),57%ile,0.17 facilities/km distance (25%ile),54%ile,47 ppb (84%ile),56%ile,7.41 ug/m3 (19%ile),56%ile,0.01 facilities/sq km area (4%ile),56%ile,2987635876.0000000000,3272257.0000000000,1,0,422237.6856758550,4643687820.1565904617
|
||||
|
|
|
|||
|
|
|
@ -1,6 +1,8 @@
|
|||
import pathlib
|
||||
from data_pipeline.tests.sources.example.test_etl import TestETL
|
||||
from data_pipeline.etl.sources.persistent_poverty.etl import PersistentPovertyETL
|
||||
from data_pipeline.etl.sources.persistent_poverty.etl import (
|
||||
PersistentPovertyETL,
|
||||
)
|
||||
|
||||
|
||||
class TestPersistentPovertyETL(TestETL):
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue