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Run UCM Valuation and display results #129

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merged 20 commits into from
Jan 18, 2024
Merged

Run UCM Valuation and display results #129

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9bbd880
renamed NLCD variables to LULC
davemfish Nov 16, 2023
a941d4c
starting to integrate the UCM valuation component
davemfish Dec 7, 2023
d3f95aa
checkin a new parameter table for UCM valuation. #89
davemfish Jan 10, 2024
b580861
call ucm valuation module from invest post-processing worker. #89
davemfish Jan 10, 2024
34faaf4
remove building-type from required fields for UCM valuation since it …
davemfish Jan 10, 2024
8e138ef
removed unnecessary quoted field in CSV. #89
davemfish Jan 10, 2024
5544ab0
debugging frontend results component given incomplete results. #89
davemfish Jan 10, 2024
54424d1
debugging UCM valuation module. #89
davemfish Jan 10, 2024
298d3dd
remove a raster alignment step; rasters are invest model outputs and …
davemfish Jan 11, 2024
91c59bd
summarize valuation metrics in serviceshed; return them from worker. …
davemfish Jan 16, 2024
91ddb50
fixed energy parameters table; it was based on the wrong LULC version…
davemfish Jan 17, 2024
abc9b6d
updated results UI component. #89
davemfish Jan 17, 2024
c58777b
debug state updates in results component. #89
davemfish Jan 17, 2024
4245bc6
small cleanups. #89
davemfish Jan 17, 2024
0abd44b
debugged mortality risk calculation. #89
davemfish Jan 17, 2024
6e48c38
some cleanup. #89
davemfish Jan 17, 2024
b1b6e04
checkin script for downloading building footprint data. #89
davemfish Jan 18, 2024
a78b401
adding a comment to script. #89
davemfish Jan 18, 2024
43b50cb
added a comment. #89
davemfish Jan 18, 2024
1ee2f9a
cleanup gdal python objects. #89
davemfish Jan 18, 2024
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216 changes: 108 additions & 108 deletions appdata/invest-data/biophysical_tables/guo_et_al_2014_mortality_risk.csv
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Original file line number Diff line number Diff line change
@@ -1,110 +1,110 @@
city,t_01,t_10,t_mmtp,t_90,t_99,rr_01,rr_10,rr_mmtp,rr_90,rr_99
"Honolulu",20.3,22.5,27.2,28.1,29.2,1.11,1.121212121,1,1.00990099,1.02
"Miami",13.9,19.7,28.1,29.4,30.6,1.24,1.137614679,1,1.038095238,1.09
"Corpus Christi",5.6,12.8,28.1,29.4,30.8,1.21,1.080357143,1,0.98989899,0.98
"St. Petersburg",9.2,15.3,27.5,28.6,30,1.19,1.155339806,1,0.979591837,0.96
"Tampa",9.2,15.3,27.5,28.6,30,1.21,1.12037037,1,1.038461538,1.08
"Orlando",8.9,15,27.2,28.6,30,1.18,1.123809524,1,1.029411765,1.05
"San Antonio",2.8,9.7,27.8,30,31.7,1.23,1.205882353,1,1,1.01
"Houston",3.3,10,27.2,29.4,31.4,1.27,1.165137615,1,1.00990099,1.02
"New Orleans",4.4,10.6,26.9,28.6,30.6,1.37,1.201754386,1,1.046728972,1.12
"Lake Charles",3.1,10,26.9,28.6,30.6,0.82,0.891304348,1,1.048543689,1.08
"Lafayette",4.4,10.6,26.9,28.6,30.6,0.99,0.951923077,1,0.91011236,0.81
"Austin",2,9.7,27.8,29.7,31.7,1.21,1.21,1,1.01980198,1.03
"Jacksonville",4.4,10.6,26.4,28.1,30,1.29,1.205607477,1,1.10619469,1.25
"Baton Rouge",2.5,9.4,26.4,28.3,30.6,1.66,1.394957983,1,1.009615385,1.05
"Mobile",2.5,9.4,26.1,27.8,30,1.02,1.03030303,1,1.067961165,1.1
"El Paso",0.8,6.7,25.6,28.3,32.2,1,0.980392157,1,1.01,1.01
"Tucson",5.6,10.3,28.3,30.8,34.4,1.13,1.076190476,1,1.064814815,1.15
"Jackson",-0.5,6.7,25.6,28.1,30.3,1.25,1.179245283,1,1.046728972,1.12
"Shreveport",-0.5,7.2,26.1,28.8,31.7,1.17,1.158415842,1,0.97979798,0.97
"Columbus",1.1,7.8,25.8,28.2,30.8,0.87,0.896907216,1,1.01980198,1.03
"Dallas/Fort Worth",-1.1,6.9,26.9,30,33.3,1.1,1.089108911,1,1.01980198,1.03
"San Diego",10.6,13.3,20.3,21.9,25.3,1.19,1.133333333,1,1.038095238,1.09
"Birmingham",-1.9,5.6,24.7,27.2,30,1.28,1.185185185,1,1.048076923,1.09
"Phoenix",8.1,12.8,31.7,34.7,37.8,1.02,1.040816327,1,1,0.99
"Lubbock",-5,3.3,24.2,27.5,30.6,1.14,1.008849558,1,1.029126214,1.06
"Atlanta",-1.6,5.8,24.7,27.2,30,1.04,1.04,1,1,0.99
"Santa Ana/Anaheim",9.7,12.8,21,23.1,26.7,1.08,1.018867925,1,1.00990099,1.02
"Riverside",8.3,12.1,25,27.9,31.9,1.09,1.048076923,1,1.037735849,1.1
"Cayce",1.9,8.6,25.6,28.1,30.6,1.13,1.13,1,1.038095238,1.09
"Los Angeles",9.7,12.9,20.7,22.5,26.3,1.08,1.069306931,1,1.028846154,1.07
"San Bernardino",8.3,11.9,22.6,24.8,28.1,1.22,1.12962963,1,1.009803922,1.03
"Huntsville",-3.9,4.4,24.2,26.9,29.4,1.41,1.281818182,1,1.028846154,1.07
"Little Rock",-4.2,4.8,25.3,28.5,31.9,1.23,1.171428571,1,1,1
"Memphis",-4.4,4.4,25.6,28.3,31.1,1.35,1.310679612,1,1.019607843,1.04
"Albuquerque",-4.2,2.5,22.2,25.6,28.9,1.09,1.058252427,1,1.01980198,1.03
"Charlotte",-2.2,5,23.9,26.7,29.7,1.07,1.091836735,1,0.935483871,0.87
"Bakersfield",3.3,8.3,25,28.9,33.7,1.13,1.141414141,1,1.047619048,1.1
"Oklahoma City",-6.4,2.8,24.2,28.2,31.1,1.26,1.188679245,1,0.97979798,0.97
"Raleigh",-3.1,3.9,23.3,26.4,29.4,1.29,1.205607477,1,0.978947368,0.93
"Knoxville",-5,3.1,23.1,25.8,28.6,1.29,1.216981132,1,1.073394495,1.17
"Greensboro",-4.2,3.1,22.5,25.8,28.9,1.24,1.097345133,1,0.902173913,0.83
"Tulsa",-6.9,2.8,24.4,28.6,32.2,1,1.020408163,1,1,0.97
"Nashville",-6.1,3.1,23.9,26.9,29.7,1.13,1.118811881,1,1.074074074,1.16
"Las Vegas",2.8,8.1,28.6,32.8,36.1,0.97,1.043010753,1,1.057142857,1.11
"Fresno",3.1,7.8,24.4,28.1,32.2,1.03,1,1,1.029411765,1.05
"Norfolk",-2.5,4.4,23.6,26.9,30.3,1.18,1.053571429,1,0.98,0.98
"Newport News",-2.2,4.5,23.8,26.9,30.6,1.16,1.054545455,1,0.979381443,0.95
"San Jose",6.7,9.9,17.5,19.4,23.6,1.18,1.072727273,1,1,1.01
"Richmond",-4.7,2.8,22.8,26.1,29.7,1.31,1.201834862,1,0.97979798,0.97
"Modesto",3.1,8.1,22.8,25.8,30.8,1.19,1.072072072,1,1.074766355,1.15
"Wichita",-10.2,0,23.1,27.5,31.7,0.83,0.892473118,1,0.989795918,0.97
"Oakland",7,10.2,17.8,19.4,23.5,1.09,1.079207921,1,1,1.01
"San Francisco",6.4,9.7,16.9,18.9,23,1.17,1.125,1,0.98989899,0.98
"Stockton",3.1,8,22.6,25.9,30.6,1.39,1.241071429,1,0.99,0.99
"Evansville",-9.7,0.6,22.8,26.1,29.7,0.83,0.864583333,1,1.029411765,1.05
"Lexington",-10,0,21.7,25,28.3,1.25,1.25,1,1.082568807,1.18
"Louisville",-8.6,1.1,23.1,26.4,29.7,1.32,1.189189189,1,1.038461538,1.08
"Sacramento",3.5,8.2,22.4,25.6,30.1,1.09,1.058252427,1,1.019607843,1.04
"St. Louis",-11.1,0,23.1,26.9,31.1,1.15,1.095238095,1,1,0.98
"Colorado Springs",-12.5,-2.8,17.8,21.1,24.7,1.1,1.12244898,1,0.97979798,0.97
"Arlington",-5.6,2.2,23.1,26.7,30.6,1.32,1.157894737,1,0.947368421,0.9
"Washington",-7.8,0.3,21.1,25,28.9,1.07,1.103092784,1,1.00990099,1.02
"Topeka",-12.5,-1.4,22.2,26.1,30.6,1.06,1.070707071,1,0.914893617,0.86
"Kansas City",-12.4,-1.5,22.1,26.5,30.8,1.33,1.254716981,1,0.990196078,1.01
"Kansas City",-13,-1.7,21.9,26.1,30.6,1.3,1.203703704,1,1.019047619,1.07
"Cincinnati",-11.4,-0.8,21.1,24.7,28.3,1.29,1.205607477,1,0.95959596,0.95
"Baltimore",-6.7,0.8,21.7,25.6,29.7,1.3,1.274509804,1,1.09009009,1.21
"Denver",-12.6,-2.6,19.2,23,26.8,0.79,0.806122449,1,1.02,1.02
"Indianapolis",-12.7,-1.7,20.8,24.4,28.3,1.08,1.009345794,1,1.019607843,1.04
"Dayton",-12.8,-2.5,20.3,24.2,28.3,1.09,1.018691589,1,0.969387755,0.95
"Columbus",-11.4,-1.4,20.6,24.4,28.3,0.97,0.950980392,1,1.02,1.02
"Philadelphia",-7.2,0.6,21.9,25.8,29.7,1.33,1.231481481,1,1.072072072,1.19
"Johnstown",-11.4,-3.3,18.9,22.8,27.2,1.16,1.104761905,1,1.097345133,1.24
"Pittsburgh",-11.4,-2.2,19.7,23.3,27.5,1.15,1.12745098,1,1.029411765,1.05
"New York",-7.1,0.6,21,24.9,29,1.22,1.173076923,1,1.083333333,1.17
"Jersey City",-7.8,0.3,21.7,25.8,30.2,1.2,1.121495327,1,1.029126214,1.06
"Newark",-7.8,0.3,21.7,25.8,30.2,1.09,1.028301887,1,1.065420561,1.14
"Salt Lake City",-8.6,-1.7,20.6,25.8,29.7,1.01,0.990196078,1,1.056074766,1.13
"Lincoln",-16.1,-4.2,21.1,25.6,30.3,1.1,1.057692308,1,0.959183673,0.94
"Fort Wayne",-14.7,-3.3,19.4,23.9,28,1.06,1.070707071,1,1.047619048,1.1
"Akron",-12.8,-3.1,18.9,22.9,26.9,1.15,1.074766355,1,1.028846154,1.07
"Omaha",-16.1,-4,21.2,25.1,29.7,1.28,1.306122449,1,1.037383178,1.11
"Cleveland",-11.9,-2.8,19.2,23.3,27.8,1.28,1.20754717,1,1,1.02
"Des Moines",-17.5,-5.3,20.6,24.4,29.4,1.21,1.130841121,1,1.064814815,1.15
"Toledo",-13.6,-3.6,19.2,23.6,27.8,1.26,1.211538462,1,1.038461538,1.08
"Coventry",-9.7,-1.7,18.9,23.1,27.5,1.04,1.050505051,1,0.958333333,0.92
"Providence",-9.7,-1.7,18.9,23.1,27.5,1.17,1.13592233,1,1.046728972,1.12
"Chicago",-15,-3.9,19.4,23.9,28.6,1.18,1.145631068,1,0.979591837,0.96
"Kingston",-7.1,0.6,21,24.9,29,1.05,1.009615385,1,0.936170213,0.88
"Cedar Rapids",-17.5,-5.3,20.6,24.4,29.4,1.07,1.080808081,1,0.979166667,0.94
"Worcester",-12.9,-4.7,17.4,21.5,25.8,1.26,1.223300971,1,1.123893805,1.27
"Boston",-9.7,-1.7,18.9,23.3,28.3,1.17,1.181818182,1,1.047619048,1.1
"Detroit",-12.5,-3.6,19.4,23.6,28.1,1.17,1.125,1,1.029126214,1.06
"Buffalo",-12.8,-4.4,18.3,22.2,26.1,1.27,1.20952381,1,1.028846154,1.07
"Grand Rapids",-13.6,-5,18.3,22.5,27.2,1.12,1.12,1,0.912087912,0.83
"Syracuse",-14.2,-5.3,18.3,22.2,26.7,1.02,1.051546392,1,1.009803922,1.03
"Milwaukee",-15,-4.4,18.3,23.1,28.1,1.35,1.298076923,1,1.072727273,1.18
"Madison",-17.8,-6.7,18.3,22.5,27.2,1.01,1.01,1,1,0.99
"Rochester",-13.3,-4.7,18.1,22.2,26.7,1.02,1.03030303,1,1.019607843,1.04
"Muskegon",-12.2,-4.2,17.8,21.7,26.1,0.99,1.064516129,1,0.97979798,0.97
"Biddeford",-13.6,-5.3,16.7,20.6,25.6,1.09,1.172043011,1,1,1
"Minneapolis/St. Paul",-20.8,-9.2,18.9,23.1,28.1,1.23,1.194174757,1,1.019417476,1.05
"Portland",-0.3,4.4,17.8,21.1,26.1,1.25,1.179245283,1,1.099099099,1.22
"Olympia",-2.5,3.3,15,18.1,22.2,1.17,1.158415842,1,1.091743119,1.19
"Tacoma",-0.6,4.7,16.1,18.9,23.6,1.17,1.13592233,1,1.038834951,1.07
"Seattle",-0.6,4.7,16.1,18.9,23.6,1.27,1.154545455,1,1.019230769,1.06
"Spokane",-11.1,-2.2,16.1,20.8,26.1,1.17,1.093457944,1,1.01980198,1.03
"Anchorage",-20.6,-10.6,11.7,14.4,17.8,0.94,0.94,1,0.989690722,0.96
Honolulu,20.3,22.5,27.2,28.1,29.2,1.11,1.121212121,1,1.00990099,1.02
Miami,13.9,19.7,28.1,29.4,30.6,1.24,1.137614679,1,1.038095238,1.09
Corpus Christi,5.6,12.8,28.1,29.4,30.8,1.21,1.080357143,1,0.98989899,0.98
St. Petersburg,9.2,15.3,27.5,28.6,30,1.19,1.155339806,1,0.979591837,0.96
Tampa,9.2,15.3,27.5,28.6,30,1.21,1.12037037,1,1.038461538,1.08
Orlando,8.9,15,27.2,28.6,30,1.18,1.123809524,1,1.029411765,1.05
San Antonio,2.8,9.7,27.8,30,31.7,1.23,1.205882353,1,1,1.01
Houston,3.3,10,27.2,29.4,31.4,1.27,1.165137615,1,1.00990099,1.02
New Orleans,4.4,10.6,26.9,28.6,30.6,1.37,1.201754386,1,1.046728972,1.12
Lake Charles,3.1,10,26.9,28.6,30.6,0.82,0.891304348,1,1.048543689,1.08
Lafayette,4.4,10.6,26.9,28.6,30.6,0.99,0.951923077,1,0.91011236,0.81
Austin,2,9.7,27.8,29.7,31.7,1.21,1.21,1,1.01980198,1.03
Jacksonville,4.4,10.6,26.4,28.1,30,1.29,1.205607477,1,1.10619469,1.25
Baton Rouge,2.5,9.4,26.4,28.3,30.6,1.66,1.394957983,1,1.009615385,1.05
Mobile,2.5,9.4,26.1,27.8,30,1.02,1.03030303,1,1.067961165,1.1
El Paso,0.8,6.7,25.6,28.3,32.2,1,0.980392157,1,1.01,1.01
Tucson,5.6,10.3,28.3,30.8,34.4,1.13,1.076190476,1,1.064814815,1.15
Jackson,-0.5,6.7,25.6,28.1,30.3,1.25,1.179245283,1,1.046728972,1.12
Shreveport,-0.5,7.2,26.1,28.8,31.7,1.17,1.158415842,1,0.97979798,0.97
Columbus,1.1,7.8,25.8,28.2,30.8,0.87,0.896907216,1,1.01980198,1.03
Dallas/Fort Worth,-1.1,6.9,26.9,30,33.3,1.1,1.089108911,1,1.01980198,1.03
San Diego,10.6,13.3,20.3,21.9,25.3,1.19,1.133333333,1,1.038095238,1.09
Birmingham,-1.9,5.6,24.7,27.2,30,1.28,1.185185185,1,1.048076923,1.09
Phoenix,8.1,12.8,31.7,34.7,37.8,1.02,1.040816327,1,1,0.99
Lubbock,-5,3.3,24.2,27.5,30.6,1.14,1.008849558,1,1.029126214,1.06
Atlanta,-1.6,5.8,24.7,27.2,30,1.04,1.04,1,1,0.99
Santa Ana/Anaheim,9.7,12.8,21,23.1,26.7,1.08,1.018867925,1,1.00990099,1.02
Riverside,8.3,12.1,25,27.9,31.9,1.09,1.048076923,1,1.037735849,1.1
Cayce,1.9,8.6,25.6,28.1,30.6,1.13,1.13,1,1.038095238,1.09
Los Angeles,9.7,12.9,20.7,22.5,26.3,1.08,1.069306931,1,1.028846154,1.07
San Bernardino,8.3,11.9,22.6,24.8,28.1,1.22,1.12962963,1,1.009803922,1.03
Huntsville,-3.9,4.4,24.2,26.9,29.4,1.41,1.281818182,1,1.028846154,1.07
Little Rock,-4.2,4.8,25.3,28.5,31.9,1.23,1.171428571,1,1,1
Memphis,-4.4,4.4,25.6,28.3,31.1,1.35,1.310679612,1,1.019607843,1.04
Albuquerque,-4.2,2.5,22.2,25.6,28.9,1.09,1.058252427,1,1.01980198,1.03
Charlotte,-2.2,5,23.9,26.7,29.7,1.07,1.091836735,1,0.935483871,0.87
Bakersfield,3.3,8.3,25,28.9,33.7,1.13,1.141414141,1,1.047619048,1.1
Oklahoma City,-6.4,2.8,24.2,28.2,31.1,1.26,1.188679245,1,0.97979798,0.97
Raleigh,-3.1,3.9,23.3,26.4,29.4,1.29,1.205607477,1,0.978947368,0.93
Knoxville,-5,3.1,23.1,25.8,28.6,1.29,1.216981132,1,1.073394495,1.17
Greensboro,-4.2,3.1,22.5,25.8,28.9,1.24,1.097345133,1,0.902173913,0.83
Tulsa,-6.9,2.8,24.4,28.6,32.2,1,1.020408163,1,1,0.97
Nashville,-6.1,3.1,23.9,26.9,29.7,1.13,1.118811881,1,1.074074074,1.16
Las Vegas,2.8,8.1,28.6,32.8,36.1,0.97,1.043010753,1,1.057142857,1.11
Fresno,3.1,7.8,24.4,28.1,32.2,1.03,1,1,1.029411765,1.05
Norfolk,-2.5,4.4,23.6,26.9,30.3,1.18,1.053571429,1,0.98,0.98
Newport News,-2.2,4.5,23.8,26.9,30.6,1.16,1.054545455,1,0.979381443,0.95
San Jose,6.7,9.9,17.5,19.4,23.6,1.18,1.072727273,1,1,1.01
Richmond,-4.7,2.8,22.8,26.1,29.7,1.31,1.201834862,1,0.97979798,0.97
Modesto,3.1,8.1,22.8,25.8,30.8,1.19,1.072072072,1,1.074766355,1.15
Wichita,-10.2,0,23.1,27.5,31.7,0.83,0.892473118,1,0.989795918,0.97
Oakland,7,10.2,17.8,19.4,23.5,1.09,1.079207921,1,1,1.01
San Francisco,6.4,9.7,16.9,18.9,23,1.17,1.125,1,0.98989899,0.98
Stockton,3.1,8,22.6,25.9,30.6,1.39,1.241071429,1,0.99,0.99
Evansville,-9.7,0.6,22.8,26.1,29.7,0.83,0.864583333,1,1.029411765,1.05
Lexington,-10,0,21.7,25,28.3,1.25,1.25,1,1.082568807,1.18
Louisville,-8.6,1.1,23.1,26.4,29.7,1.32,1.189189189,1,1.038461538,1.08
Sacramento,3.5,8.2,22.4,25.6,30.1,1.09,1.058252427,1,1.019607843,1.04
St. Louis,-11.1,0,23.1,26.9,31.1,1.15,1.095238095,1,1,0.98
Colorado Springs,-12.5,-2.8,17.8,21.1,24.7,1.1,1.12244898,1,0.97979798,0.97
Arlington,-5.6,2.2,23.1,26.7,30.6,1.32,1.157894737,1,0.947368421,0.9
Washington,-7.8,0.3,21.1,25,28.9,1.07,1.103092784,1,1.00990099,1.02
Topeka,-12.5,-1.4,22.2,26.1,30.6,1.06,1.070707071,1,0.914893617,0.86
Kansas City,-12.4,-1.5,22.1,26.5,30.8,1.33,1.254716981,1,0.990196078,1.01
Kansas City,-13,-1.7,21.9,26.1,30.6,1.3,1.203703704,1,1.019047619,1.07
Cincinnati,-11.4,-0.8,21.1,24.7,28.3,1.29,1.205607477,1,0.95959596,0.95
Baltimore,-6.7,0.8,21.7,25.6,29.7,1.3,1.274509804,1,1.09009009,1.21
Denver,-12.6,-2.6,19.2,23,26.8,0.79,0.806122449,1,1.02,1.02
Indianapolis,-12.7,-1.7,20.8,24.4,28.3,1.08,1.009345794,1,1.019607843,1.04
Dayton,-12.8,-2.5,20.3,24.2,28.3,1.09,1.018691589,1,0.969387755,0.95
Columbus,-11.4,-1.4,20.6,24.4,28.3,0.97,0.950980392,1,1.02,1.02
Philadelphia,-7.2,0.6,21.9,25.8,29.7,1.33,1.231481481,1,1.072072072,1.19
Johnstown,-11.4,-3.3,18.9,22.8,27.2,1.16,1.104761905,1,1.097345133,1.24
Pittsburgh,-11.4,-2.2,19.7,23.3,27.5,1.15,1.12745098,1,1.029411765,1.05
New York,-7.1,0.6,21,24.9,29,1.22,1.173076923,1,1.083333333,1.17
Jersey City,-7.8,0.3,21.7,25.8,30.2,1.2,1.121495327,1,1.029126214,1.06
Newark,-7.8,0.3,21.7,25.8,30.2,1.09,1.028301887,1,1.065420561,1.14
Salt Lake City,-8.6,-1.7,20.6,25.8,29.7,1.01,0.990196078,1,1.056074766,1.13
Lincoln,-16.1,-4.2,21.1,25.6,30.3,1.1,1.057692308,1,0.959183673,0.94
Fort Wayne,-14.7,-3.3,19.4,23.9,28,1.06,1.070707071,1,1.047619048,1.1
Akron,-12.8,-3.1,18.9,22.9,26.9,1.15,1.074766355,1,1.028846154,1.07
Omaha,-16.1,-4,21.2,25.1,29.7,1.28,1.306122449,1,1.037383178,1.11
Cleveland,-11.9,-2.8,19.2,23.3,27.8,1.28,1.20754717,1,1,1.02
Des Moines,-17.5,-5.3,20.6,24.4,29.4,1.21,1.130841121,1,1.064814815,1.15
Toledo,-13.6,-3.6,19.2,23.6,27.8,1.26,1.211538462,1,1.038461538,1.08
Coventry,-9.7,-1.7,18.9,23.1,27.5,1.04,1.050505051,1,0.958333333,0.92
Providence,-9.7,-1.7,18.9,23.1,27.5,1.17,1.13592233,1,1.046728972,1.12
Chicago,-15,-3.9,19.4,23.9,28.6,1.18,1.145631068,1,0.979591837,0.96
Kingston,-7.1,0.6,21,24.9,29,1.05,1.009615385,1,0.936170213,0.88
Cedar Rapids,-17.5,-5.3,20.6,24.4,29.4,1.07,1.080808081,1,0.979166667,0.94
Worcester,-12.9,-4.7,17.4,21.5,25.8,1.26,1.223300971,1,1.123893805,1.27
Boston,-9.7,-1.7,18.9,23.3,28.3,1.17,1.181818182,1,1.047619048,1.1
Detroit,-12.5,-3.6,19.4,23.6,28.1,1.17,1.125,1,1.029126214,1.06
Buffalo,-12.8,-4.4,18.3,22.2,26.1,1.27,1.20952381,1,1.028846154,1.07
Grand Rapids,-13.6,-5,18.3,22.5,27.2,1.12,1.12,1,0.912087912,0.83
Syracuse,-14.2,-5.3,18.3,22.2,26.7,1.02,1.051546392,1,1.009803922,1.03
Milwaukee,-15,-4.4,18.3,23.1,28.1,1.35,1.298076923,1,1.072727273,1.18
Madison,-17.8,-6.7,18.3,22.5,27.2,1.01,1.01,1,1,0.99
Rochester,-13.3,-4.7,18.1,22.2,26.7,1.02,1.03030303,1,1.019607843,1.04
Muskegon,-12.2,-4.2,17.8,21.7,26.1,0.99,1.064516129,1,0.97979798,0.97
Biddeford,-13.6,-5.3,16.7,20.6,25.6,1.09,1.172043011,1,1,1
Minneapolis/St. Paul,-20.8,-9.2,18.9,23.1,28.1,1.23,1.194174757,1,1.019417476,1.05
Portland,-0.3,4.4,17.8,21.1,26.1,1.25,1.179245283,1,1.099099099,1.22
Olympia,-2.5,3.3,15,18.1,22.2,1.17,1.158415842,1,1.091743119,1.19
Tacoma,-0.6,4.7,16.1,18.9,23.6,1.17,1.13592233,1,1.038834951,1.07
Seattle,-0.6,4.7,16.1,18.9,23.6,1.27,1.154545455,1,1.019230769,1.06
Spokane,-11.1,-2.2,16.1,20.8,26.1,1.17,1.093457944,1,1.01980198,1.03
Anchorage,-20.6,-10.6,11.7,14.4,17.8,0.94,0.94,1,0.989690722,0.96

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