Merge pull request #161 from USEPA/release_v1.1.3

Release v1.1.3

README.md

@@ -1,5 +1,6 @@
 # Standardized Emission and Waste Inventories (StEWI)
 [![DOI - 10.3390/app12073447](https://img.shields.io/badge/DOI-10.3390%2Fapp12073447-blue)](https://doi.org/10.3390/app12073447)
+[![DOI](https://zenodo.org/badge/101654522.svg)](https://zenodo.org/doi/10.5281/zenodo.1342761)
 [![DOI - 10.23719/1526441](https://img.shields.io/badge/v1.0%20DataProducts-10.23719%2F1526441-blue)](https://doi.org/10.23719/1526441)
 [![build](https://github.com/USEPA/standardizedinventories/actions/workflows/python-package.yml/badge.svg)](https://github.com/USEPA/standardizedinventories/actions/workflows/python-package.yml)
 
@@ -22,7 +23,7 @@ An article describing StEWI was published in a special issue of Applied Sciences
 |[Greenhouse Gas Reporting Program](https://www.epa.gov/ghgreporting) |x|x|x|x|x|x|x|x|x|x|x|
 |[Emissions & Generation Resource Integrated Database](https://www.epa.gov/energy/emissions-generation-resource-integrated-database-egrid) | | | |x| |x| |x|x|x|x|
 |[National Emissions Inventory](https://www.epa.gov/air-emissions-inventories/national-emissions-inventory-nei)** |x|i|i|x|i|i|x|i|i|x| |
-|[RCRA Biennial Report](https://www.epa.gov/hwgenerators/biennial-hazardous-waste-report)* |x| |x| |x| |x| |x| | |
+|[RCRA Biennial Report](https://www.epa.gov/hwgenerators/biennial-hazardous-waste-report)* |x| |x| |x| |x| |x| |x|
 |[Toxic Release Inventory](https://www.epa.gov/toxics-release-inventory-tri-program)* |x|x|x|x|x|x|x|x|x|x|x|
 
 *Earlier data exist and are accessible but have not been validated

setup.py

@@ -2,7 +2,7 @@
 
 setup(
     name="StEWI",
-    version="1.1.2",
+    version="1.1.3",
     author="Ben Young, Wesley Ingwersen, Matthew Bergmann, Jose Hernandez-Betancur, Tapajyoti Ghosh, Eric Bell",
     author_email="ingwersen.wesley@epa.gov",
     description="Standardized Emission And Waste Inventories (StEWI)"

stewi/DMR.py

@@ -19,6 +19,7 @@
 """
 
 import pandas as pd
+import numpy as np
 import argparse
 import urllib
 import time
@@ -192,10 +193,10 @@ def standardize_df(input_df):
         dmr_flows = flows[['FlowName', 'FlowID']
                           ].drop_duplicates(subset=['FlowName'])
         output_df = output_df.merge(dmr_flows, on='FlowName', how='left')
-        output_df.loc[output_df.FlowID_x.isin(
-            flows.PARAMETER_CODE), ['FlowID']] = output_df['FlowID_x']
-        output_df.loc[~output_df.FlowID_x.isin(
-            flows.PARAMETER_CODE), ['FlowID']] = output_df['FlowID_y']
+        output_df['FlowID'] = np.where(
+            output_df.FlowID_x.isin(flows.PARAMETER_CODE),
+            output_df['FlowID_x'],
+            output_df['FlowID_y'])
         output_df = output_df.drop(columns=['FlowID_x', 'FlowID_y'])
 
     return output_df

stewi/data/RCRAInfo/RCRA_state_totals.csv

@@ -1,60 +1,60 @@
-Location Name,Units,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019
-WYOMING, Tot. Generation (Tons):,37544,2446,3067,4011,3502,4002,3564,7250,4737,5953
-WISCONSIN, Tot. Generation (Tons):,294754,369829,108327,310293,223441,289401,206043,172716,190391,273992
-WEST VIRGINIA, Tot. Generation (Tons):,101195,87315,72602,76577,92502,62334,52584,52168,65992,52814
-WASHINGTON, Tot. Generation (Tons):,240795,91883,141918,157369,317217,333960,258998,135461,107014,117878
-VIRGINIA, Tot. Generation (Tons):,209447,152515,134416,95050,51065,74812,59315,62434,61045,73001
-VIRGIN ISLANDS, Tot. Generation (Tons):,1971,1943,2628,3154,2620,1251,10064,299,2597,1380
-VERMONT, Tot. Generation (Tons):,4099,2924,3451,2951,1536,1978,2085,288019,2136,2593
-UTAH, Tot. Generation (Tons):,88664,50231,78101,82829,59448,49695,40334,34100,34355,53991
-TRUST TERRITORIES, Tot. Generation (Tons):,8999,12156,8,1,2,3,1,0,0,0
-TEXAS, Tot. Generation (Tons):,7555883,6585970,15224251,13406665,13462042,15683432,15628132,16288707,17764940,17566703
-TENNESSEE, Tot. Generation (Tons):,629834,572329,538162,130143,78595,89352,96251,47756,162342,80989
-SOUTH DAKOTA, Tot. Generation (Tons):,950,1254,992,750,1214,1347,1475,1917,1966,2106
-SOUTH CAROLINA, Tot. Generation (Tons):,142510,156358,177734,151431,102034,140496,136225,154595,164504,148377
-RHODE ISLAND, Tot. Generation (Tons):,9435,6776,6292,4631,4505,8619,6871,7252,7638,8502
-REGION 06 PURVIEW, Tot. Generation (Tons):,0,2,0,0,0,0,0,0,0,0
-PUERTO RICO, Tot. Generation (Tons):,176555,217762,87501,60041,42996,37335,35912,20297,19124,17273
-PENNSYLVANIA, Tot. Generation (Tons):,398403,388662,360820,388782,290820,308720,262883,293947,307897,256845
-OREGON, Tot. Generation (Tons):,49945,55703,40332,74965,61876,93180,56150,52830,52502,88544
-OKLAHOMA, Tot. Generation (Tons):,887643,242664,211939,134426,41874,44294,100595,105306,104265,117471
-OHIO, Tot. Generation (Tons):,1889067,1800170,2198821,1612560,1300804,1627192,1531251,1711570,1594823,1560541
-NORTHERN MARIANAS, Tot. Generation (Tons):,0,0,0,0,0,11,0,2,0,0
-NORTH DAKOTA, Tot. Generation (Tons):,574614,633735,549686,538611,530504,455868,375752,265051,421766,402938
-NORTH CAROLINA, Tot. Generation (Tons):,329731,112595,91923,96928,71763,83114,79240,81153,80726,87502
-NEW YORK, Tot. Generation (Tons):,3534290,1130623,1124198,1267648,1032626,186483,234393,281259,145620,489148
-NEW MEXICO, Tot. Generation (Tons):,962808,727272,944636,944581,1078672,1042387,887703,5631,4333,6607
-NEW JERSEY, Tot. Generation (Tons):,586210,1236150,326194,596130,555806,290456,386251,333804,243569,215960
-NEW HAMPSHIRE, Tot. Generation (Tons):,12269,8141,6126,5432,4538,3949,3813,3714,4942,3921
-NEVADA, Tot. Generation (Tons):,6610,9704,12947,10041,11143,9839,15123,13141,21857,19909
-NEBRASKA, Tot. Generation (Tons):,31382,43541,30901,38720,28187,34915,29309,26839,29715,24028
-NAVAJO NATIONS, Tot. Generation (Tons):,188,6,91,35,34,23,3,45,0,2
-MONTANA, Tot. Generation (Tons):,6877,18859,7218,29520,38017,5883,7068,6773,36772,7437
-MISSOURI, Tot. Generation (Tons):,101782,192933,223719,228109,238215,251022,285118,291067,284485,295852
-MISSISSIPPI, Tot. Generation (Tons):,2165758,2004580,1599450,2239718,1702446,1828886,1589984,1946349,2259065,1577700
-MINNESOTA, Tot. Generation (Tons):,1662632,550256,249503,94437,106804,357412,349887,120901,84786,89569
-MICHIGAN, Tot. Generation (Tons):,649244,448232,295862,340550,284291,283161,585128,408227,392806,394460
-MASSACHUSETTS, Tot. Generation (Tons):,1121752,69109,218724,185555,32471,35554,32924,39108,31896,60479
-MARYLAND, Tot. Generation (Tons):,17577,55379,39715,43606,33684,44250,47987,125807,43780,39826
-MAINE, Tot. Generation (Tons):,6168,7259,4130,5305,3687,2406,2992,2606,2128,5264
-LOUISIANA, Tot. Generation (Tons):,3883563,4559668,5460262,5010814,3878843,4399520,4790163,5010182,5015920,5366964
-KENTUCKY, Tot. Generation (Tons):,2686583,2441400,1152075,139878,132710,142116,133696,135106,111802,124883
-KANSAS, Tot. Generation (Tons):,1571598,104177,131835,292688,222838,1238262,1348416,1280076,1210536,1007843
-IOWA, Tot. Generation (Tons):,47147,48282,52708,50787,40444,51002,51691,56946,56392,53460
-INDIANA, Tot. Generation (Tons):,1127542,988323,923431,990483,778454,888054,1024748,924961,948325,998968
-ILLINOIS, Tot. Generation (Tons):,1412100,1125485,1164127,1122937,1045420,675534,615433,601566,616552,610075
-IDAHO, Tot. Generation (Tons):,214409,5447,25924,5638,4808,3742,4967,7049,10564,5597
-HAWAII, Tot. Generation (Tons):,464857,1139,1458,1138,987,425644,466384,484634,499156,531820
-GUAM, Tot. Generation (Tons):,412,174,139,135,421,86,167,140,209,205
-GEORGIA, Tot. Generation (Tons):,760043,203298,480269,102636,4024468,211127,280227,172752,86330,71087
-FLORIDA, Tot. Generation (Tons):,400107,356859,237078,144157,168912,198406,103768,90982,141181,236620
-DISTRICT OF COLUMBIA, Tot. Generation (Tons):,2113,1124,281,765,870,1137,552,1078,772,1017
-DELAWARE, Tot. Generation (Tons):,17512,19070,14441,19743,19817,43307,15007,12577,11054,8458
-CONNECTICUT, Tot. Generation (Tons):,62524,38396,43980,28472,21148,24967,19739,35939,42359,40262
-COLORADO, Tot. Generation (Tons):,66791,86702,95475,53485,41535,31801,37398,40440,28947,42442
-CALIFORNIA, Tot. Generation (Tons):,807297,445317,747233,534752,696067,1203326,354288,318050,321979,257765
-ARKANSAS, Tot. Generation (Tons):,857910,419385,443735,495754,273137,922732,345700,338703,334882,391215
-ARIZONA, Tot. Generation (Tons):,96544,28720,24294,56708,21059,27040,69585,38696,37570,45890
-ALASKA, Tot. Generation (Tons):,5094,4804,2356,2532,1890,2524,2350,3965,2154,1857
-ALABAMA, Tot. Generation (Tons):,1569675,1252012,742853,898086,2063609,578348,702009,709666,706263,953713
-* National *, Tot. Generation (Tons):,40551403,30177049,36860339,33313145,35328419,34835696,33767691,33651608,34919461,34899693
+Location Name,Units,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021
+WYOMING, Tot. Generation (Tons):,37544,2446,3067,4011,3502,4002,3564,7250,4737,5958,9009
+WISCONSIN, Tot. Generation (Tons):,294754,369829,108327,310293,223441,289401,206043,172716,190391,273992,211778
+WEST VIRGINIA, Tot. Generation (Tons):,101195,87315,72602,76577,92502,62334,52584,52168,65992,52814,45796
+WASHINGTON, Tot. Generation (Tons):,240795,91883,141918,157369,317217,333960,258998,135461,107014,117894,114278
+VIRGINIA, Tot. Generation (Tons):,209447,152515,134416,95050,51065,74812,59315,62434,61045,73014,66465
+VIRGIN ISLANDS, Tot. Generation (Tons):,1971,1943,2628,3154,2620,1251,10064,299,2597,1380,669
+VERMONT, Tot. Generation (Tons):,4099,2924,3451,2951,1536,1978,2085,288019,2136,2593,1773
+UTAH, Tot. Generation (Tons):,88664,50231,78101,82829,59448,49695,40334,34100,34355,54021,44913
+TRUST TERRITORIES, Tot. Generation (Tons):,8999,12156,8,1,2,3,1,0,0,0,0
+TEXAS, Tot. Generation (Tons):,7555883,6585970,15224251,13406665,13462042,15683432,15628132,16288707,17764940,17566703,17937418
+TENNESSEE, Tot. Generation (Tons):,629834,572329,538162,130143,78595,89352,96251,47756,162342,80989,212051
+SOUTH DAKOTA, Tot. Generation (Tons):,950,1254,992,750,1214,1347,1475,1917,1966,2106,2205
+SOUTH CAROLINA, Tot. Generation (Tons):,142510,156358,177734,151431,102034,140496,136225,154595,164504,148377,174039
+RHODE ISLAND, Tot. Generation (Tons):,9435,6776,6292,4631,4505,8619,6871,7252,7638,8502,7566
+REGION 06 PURVIEW, Tot. Generation (Tons):,0,2,0,0,0,0,0,0,0,0,471
+PUERTO RICO, Tot. Generation (Tons):,176555,217762,87501,60041,42996,37335,35912,20297,19124,17273,12908
+PENNSYLVANIA, Tot. Generation (Tons):,398403,388662,360820,388782,290820,308720,262883,293947,307897,256942,213933
+OREGON, Tot. Generation (Tons):,49945,55703,40332,74965,61876,93180,56150,52830,52502,88544,64876
+OKLAHOMA, Tot. Generation (Tons):,887643,242664,211939,134426,41874,44294,100595,105306,104265,117453,82727
+OHIO, Tot. Generation (Tons):,1889067,1800170,2198821,1612560,1300804,1627192,1531251,1711570,1594858,1576264,1486412
+NORTHERN MARIANAS, Tot. Generation (Tons):,0,0,0,0,0,11,0,2,0,0,0
+NORTH DAKOTA, Tot. Generation (Tons):,574614,633735,549686,538611,530504,455868,375752,265051,421766,402938,351197
+NORTH CAROLINA, Tot. Generation (Tons):,329731,112595,91923,96928,71763,83114,79240,81153,80726,87486,137705
+NEW YORK, Tot. Generation (Tons):,3534290,1130623,1124198,1267648,1032626,186483,234393,281259,145620,489148,266578
+NEW MEXICO, Tot. Generation (Tons):,962808,727272,944636,944581,1078672,1042387,887703,5631,4333,6607,3814
+NEW JERSEY, Tot. Generation (Tons):,586210,1236150,326194,596130,555806,290456,386251,333804,252267,227917,221561
+NEW HAMPSHIRE, Tot. Generation (Tons):,12269,8141,6126,5432,4538,3949,3813,3714,4942,3921,3206
+NEVADA, Tot. Generation (Tons):,6610,9704,12947,10041,11143,9839,15123,13141,21857,19914,19186
+NEBRASKA, Tot. Generation (Tons):,31382,43541,30901,38720,28187,34915,29309,26839,29715,24028,27683
+NAVAJO NATIONS, Tot. Generation (Tons):,188,6,91,35,34,23,3,45,0,2,0
+MONTANA, Tot. Generation (Tons):,6877,18859,7218,29520,38017,5883,7068,6773,36772,7437,6581
+MISSOURI, Tot. Generation (Tons):,101782,192933,223719,228109,238215,251022,285118,291067,284485,295852,139417
+MISSISSIPPI, Tot. Generation (Tons):,2165758,2004580,1599450,2239718,1702446,1828886,1589984,1946349,2259065,1577700,2143855
+MINNESOTA, Tot. Generation (Tons):,1662632,550256,249503,94437,106804,357412,349887,120901,84790,89602,80048
+MICHIGAN, Tot. Generation (Tons):,649244,448232,295862,340550,284291,283161,585128,408227,393048,395063,338817
+MASSACHUSETTS, Tot. Generation (Tons):,1121752,69109,218724,185555,32471,35554,32924,39108,31896,60504,50737
+MARYLAND, Tot. Generation (Tons):,17577,55379,39715,43606,33684,44250,47987,125807,43780,39826,32298
+MAINE, Tot. Generation (Tons):,6168,7259,4130,5305,3687,2406,2992,2606,2128,5264,2659
+LOUISIANA, Tot. Generation (Tons):,3883563,4559668,5460262,5010814,3878843,4399520,4790163,5010182,5015920,5366964,5274809
+KENTUCKY, Tot. Generation (Tons):,2686583,2441400,1152075,139878,132710,142116,133696,135106,111802,124883,813593
+KANSAS, Tot. Generation (Tons):,1571598,104177,131835,292688,222838,1238262,1348416,1280076,1210536,1007839,1031787
+IOWA, Tot. Generation (Tons):,47147,48282,52708,50787,40444,51002,51691,56946,56392,53469,53671
+INDIANA, Tot. Generation (Tons):,1127542,988323,923431,990483,778454,888054,1024748,924961,948325,998989,943051
+ILLINOIS, Tot. Generation (Tons):,1412100,1125485,1164127,1122937,1045420,675534,615433,601566,616618,610217,379091
+IDAHO, Tot. Generation (Tons):,214409,5447,25924,5638,4808,3742,4967,7049,10564,5597,5593
+HAWAII, Tot. Generation (Tons):,464857,1139,1458,1138,987,425644,466384,484634,499156,531820,541888
+GUAM, Tot. Generation (Tons):,412,174,139,135,421,86,167,140,209,205,313
+GEORGIA, Tot. Generation (Tons):,760043,203298,480269,102636,4024468,211127,280227,172752,86330,71087,63993
+FLORIDA, Tot. Generation (Tons):,400107,356859,237078,144157,168912,198406,103768,90982,141181,236657,62955
+DISTRICT OF COLUMBIA, Tot. Generation (Tons):,2113,1124,281,765,870,1137,552,1078,772,1017,973
+DELAWARE, Tot. Generation (Tons):,17512,19070,14441,19743,19817,43307,15007,12577,11054,8458,5953
+CONNECTICUT, Tot. Generation (Tons):,62524,38396,43980,28472,21148,24967,19739,35939,42359,40262,35007
+COLORADO, Tot. Generation (Tons):,66791,86702,95475,53485,41535,31801,37398,40440,28947,42442,63495
+CALIFORNIA, Tot. Generation (Tons):,807297,445317,747233,534752,696067,1203326,354288,318050,321988,260410,219550
+ARKANSAS, Tot. Generation (Tons):,857910,419385,443735,495754,273137,922732,345700,338703,334882,391215,888205
+ARIZONA, Tot. Generation (Tons):,96544,28720,24294,56708,21059,27040,69585,38696,37570,45890,72461
+ALASKA, Tot. Generation (Tons):,5094,4804,2356,2532,1890,2524,2350,3965,2154,1857,5342
+ALABAMA, Tot. Generation (Tons):,1569675,1252012,742853,898086,2063609,578348,702009,709666,706263,953713,888265
+* National *, Tot. Generation (Tons):,40551403,30177049,36860339,33313145,35328419,34835696,33767691,33651608,34928515,34931096,35864676

stewi/data/RCRAInfo_2017_StateTotals.csv

@@ -14,20 +14,20 @@ RHODE ISLAND,6929077.044120001,RI
 PENNSYLVANIA,279319459.89178,PA
 OREGON,47629013.21948,OR
 OKLAHOMA,94587616.91610001,OK
-OHIO,1446799088.60102,OH
+OHIO,1446830840.06692,OH
 NORTH DAKOTA,382619679.05084,ND
 NORTH CAROLINA,73233395.32124001,NC
 NEW YORK,132104241.8388,NY
 NEW MEXICO,3930831.47842,NM
-NEW JERSEY,220962079.93706,NJ
+NEW JERSEY,228852772.80558002,NJ
 NEW HAMPSHIRE,4483306.98508,NH
 NEVADA,19828336.862180002,NV
 NEBRASKA,26956994.5491,NE
 MONTANA,33358997.25928,MT
 MISSOURI,258080450.75890002,MO
 MISSISSIPPI,2049389294.6681,MS
-MINNESOTA,76916565.36564,MN
-MICHIGAN,356347608.98044,MI
+MINNESOTA,76920194.1046,MN
+MICHIGAN,356567147.68752,MI
 MASSACHUSETTS,28935564.467040002,MA
 MARYLAND,39716547.9172,MD
 MAINE,1930489.12672,ME
@@ -36,15 +36,15 @@ KENTUCKY,101425068.30148001,KY
 KANSAS,1098179786.42064,KS
 IOWA,51157961.85808,IA
 INDIANA,860305968.5605,IN
-ILLINOIS,559326565.81648,IL
+ILLINOIS,559386440.00932,IL
 IDAHO,9583499.593360001,ID
 HAWAII,452826706.07944,HI
 GEORGIA,78317258.6042,GA
 FLORIDA,128077248.77794,FL
 DELAWARE,10028020.11596,DE
 CONNECTICUT,38427438.40166,CT
 COLORADO,26260276.668780003,CO
-CALIFORNIA,292094435.40046,CA
+CALIFORNIA,292102600.06312,CA
 ARKANSAS,303799840.10068,AR
 ARIZONA,34082930.6818,AZ
 ALASKA,1954075.92996,AK

stewi/data/RCRAInfo_2019_StateTotals.csv

@@ -1,50 +1,50 @@
 state_name,FlowAmount_kg,State
-WYOMING,5400470.75722,WY
+WYOMING,5405006.68092,WY
 WISCONSIN,248561361.28208,WI
 WEST VIRGINIA,47912054.85836,WV
-WASHINGTON,106937122.78172,WA
-VIRGINIA,66225393.20474,VA
+WASHINGTON,106951637.73756,WA
+VIRGINIA,66237186.60636,VA
 VERMONT,2352330.03082,VT
-UTAH,48979811.29734,UT
+UTAH,49007026.839540005,UT
 TEXAS,15936244893.712221,TX
 TENNESSEE,73471984.90786,TN
 SOUTH DAKOTA,1910531.06244,SD
 SOUTH CAROLINA,134605350.16698,SC
 RHODE ISLAND,7712884.65948,RI
-PENNSYLVANIA,233005864.5453,PA
+PENNSYLVANIA,233093861.46508002,PA
 OREGON,80325765.61856,OR
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stewi/data/RCRAInfo_2021_StateTotals.csv

@@ -0,0 +1,51 @@
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