From: ibidyouadu <angel.d.umana@gmail.com>
Date: Sat, 24 Oct 2020 07:56:32 +0000 (-0400)
Subject: first commit
X-Git-Url: http://git.angelumana.com/?a=commitdiff_plain;h=382c66194c799db5378cc600896c24e6f6e26d7f;p=irma-modeling%2F.git

first commit
---

382c66194c799db5378cc600896c24e6f6e26d7f
diff --git a/fl_irma_maxwind.csv b/fl_irma_maxwind.csv
new file mode 100644
index 0000000..8dd9848
--- /dev/null
+++ b/fl_irma_maxwind.csv
@@ -0,0 +1,16 @@
+date,Alachua County,Baker County,Bay County,Bradford County,Brevard County,Broward County,Calhoun County,Charlotte County,Citrus County,Clay County,Collier County,Columbia County,DeSoto County,Dixie County,Duval County,Escambia County,Flagler County,Franklin County,Gadsden County,Gilchrist County,Glades County,Gulf County,Hamilton County,Hardee County,Hendry County,Hernando County,Highlands County,Hillsborough County,Holmes County,Indian River County,Jackson County,Jefferson County,Lafayette County,Lake County,Lee County,Leon County,Levy County,Liberty County,Madison County,Manatee County,Marion County,Martin County,Miami-Dade County,Monroe County,Nassau County,Okaloosa County,Okeechobee County,Orange County,Osceola County,Palm Beach County,Pasco County,Pinellas County,Polk County,Putnam County,St. Johns County,St. Lucie County,Santa Rosa County,Sarasota County,Seminole County,Sumter County,Suwannee County,Taylor County,Union County,Volusia County,Wakulla County,Walton County,Washington County
+2017-09-03,4.1,4.1,8.9,4.1,8.0,9.9,15.9,9.9,9.9,4.1,14.0,4.1,9.9,9.9,9.9,17.1,6.0,11.1,11.1,9.9,8.9,7.0,7.0,18.1,14.0,9.9,18.1,5.1,,7.0,,11.1,7.0,6.0,7.0,11.1,9.9,11.1,7.0,8.9,5.1,7.0,9.9,9.9,8.0,11.1,8.9,7.0,9.9,15.9,9.9,7.0,11.1,8.9,8.9,7.0,8.0,8.9,6.0,6.0,7.0,7.0,4.1,7.0,11.1,8.9,
+2017-09-04,7.0,6.0,9.9,7.0,8.0,11.1,8.0,13.0,15.9,6.0,8.0,7.0,13.0,9.9,12.0,9.9,8.9,8.0,13.0,9.9,15.9,6.0,8.9,12.0,8.0,15.9,12.0,8.0,,9.9,,13.0,8.9,11.1,14.0,13.0,9.9,8.0,8.9,8.9,8.9,8.0,13.0,13.0,9.9,7.0,15.9,11.1,8.9,9.9,15.9,9.9,15.9,8.9,8.9,9.9,11.1,8.9,12.0,11.1,8.9,8.9,7.0,15.0,13.0,9.9,
+2017-09-05,7.0,6.0,9.9,7.0,9.9,13.0,9.9,20.0,7.0,6.0,19.0,7.0,20.0,9.9,9.9,11.1,9.9,8.0,9.9,9.9,8.9,8.9,8.9,19.0,19.0,7.0,19.0,4.1,,8.0,,9.9,8.9,8.0,18.1,9.9,9.9,8.0,8.9,8.9,4.1,6.0,13.0,13.0,8.0,6.0,8.9,15.0,20.0,11.1,7.0,9.9,6.0,11.1,11.1,8.0,6.0,8.9,12.0,8.0,8.9,8.9,7.0,9.9,9.9,9.9,
+2017-09-06,11.1,7.0,11.1,11.1,9.9,14.0,22.0,8.9,9.9,7.0,13.0,11.1,8.9,8.0,8.9,12.0,8.9,8.0,13.0,8.0,7.0,14.0,12.0,11.1,13.0,9.9,11.1,7.0,,14.0,,13.0,12.0,13.0,11.1,13.0,8.0,8.0,12.0,9.9,9.9,14.0,14.0,14.0,9.9,8.9,7.0,8.0,15.0,12.0,9.9,9.9,14.0,9.9,9.9,14.0,12.0,9.9,12.0,13.0,12.0,12.0,11.1,7.0,13.0,11.1,
+2017-09-07,8.9,9.9,12.0,8.9,9.9,13.0,11.1,20.0,9.9,9.9,20.0,8.9,20.0,11.1,12.0,8.9,13.0,8.9,8.0,11.1,11.1,13.0,8.9,17.1,20.0,9.9,17.1,9.9,5.1,9.9,5.1,8.0,8.9,13.0,13.0,8.0,11.1,8.9,8.9,8.9,8.9,14.0,12.0,12.0,11.1,8.0,11.1,13.0,17.1,11.1,9.9,9.9,13.0,12.0,12.0,9.9,9.9,8.9,12.0,13.0,8.9,8.9,8.9,9.9,8.0,11.1,5.1
+2017-09-08,14.0,15.0,9.9,14.0,14.0,17.1,8.0,22.0,17.1,15.0,25.1,14.0,22.0,12.0,17.1,9.9,22.0,11.1,11.1,12.0,12.0,11.1,11.1,14.0,25.1,17.1,14.0,13.0,5.1,14.0,5.1,11.1,11.1,19.0,17.1,11.1,12.0,11.1,11.1,20.0,13.0,12.0,15.0,15.0,15.9,8.0,12.0,15.9,13.0,17.1,17.1,20.0,13.0,18.1,18.1,14.0,8.9,20.0,18.1,19.0,11.1,11.1,14.0,13.0,11.1,9.9,5.1
+2017-09-09,15.9,13.0,17.1,15.9,20.0,24.1,12.0,22.9,20.0,13.0,20.0,15.9,22.9,19.0,22.9,11.1,21.0,13.0,15.0,19.0,20.0,15.9,14.0,20.0,20.0,20.0,20.0,17.1,,15.9,,15.0,14.0,19.0,20.0,15.0,19.0,13.0,14.0,18.1,14.0,17.1,29.9,29.9,21.0,12.0,20.0,19.0,20.0,22.9,20.0,18.1,15.0,22.9,22.9,15.9,15.0,18.1,18.1,19.0,14.0,14.0,15.9,25.1,15.0,15.0,
+2017-09-10,20.0,14.0,22.9,20.0,28.9,49.0,18.1,44.1,22.0,14.0,63.9,20.0,44.1,25.1,28.9,15.9,35.0,17.1,17.1,25.1,28.9,22.9,18.1,45.1,63.9,22.0,45.1,19.0,20.0,49.9,20.0,17.1,18.1,28.0,49.9,17.1,25.1,17.1,18.1,40.0,18.1,22.0,42.9,42.9,25.1,15.9,28.9,36.9,49.9,51.1,22.0,33.0,33.0,44.1,44.1,49.9,25.1,40.0,42.0,28.0,18.1,18.1,20.0,25.1,17.1,24.1,20.0
+2017-09-11,35.0,24.1,24.1,35.0,41.0,17.1,28.9,40.0,33.0,24.1,39.0,35.0,40.0,35.9,42.9,21.0,44.1,22.9,29.9,35.9,40.0,27.0,20.0,54.0,39.0,33.0,54.0,27.0,18.1,48.0,18.1,29.9,20.0,36.9,19.0,29.9,35.9,22.9,20.0,42.0,32.1,19.0,21.0,21.0,42.9,21.0,40.0,44.1,49.0,42.0,33.0,42.9,36.9,45.1,45.1,48.0,20.0,42.0,44.1,36.9,20.0,20.0,35.0,35.0,29.9,24.1,18.1
+2017-09-12,14.0,12.0,18.1,14.0,12.0,8.0,18.1,11.1,18.1,12.0,11.1,14.0,11.1,13.0,20.0,15.0,11.1,12.0,14.0,13.0,11.1,9.9,,8.9,11.1,18.1,8.9,6.0,8.0,8.9,8.0,14.0,,11.1,9.9,14.0,13.0,12.0,,15.0,13.0,12.0,9.9,9.9,15.9,15.0,11.1,13.0,14.0,9.9,18.1,12.0,,14.0,14.0,8.9,12.0,15.0,15.9,11.1,,,14.0,,14.0,17.1,8.0
+2017-09-13,8.0,7.0,8.9,8.0,8.9,12.0,11.1,7.0,8.0,7.0,8.9,8.0,7.0,11.1,9.9,14.0,8.0,6.0,11.1,11.1,6.0,8.9,,6.0,8.9,8.0,6.0,8.9,,14.0,,11.1,,4.1,8.9,11.1,11.1,6.0,,8.9,5.1,9.9,9.9,9.9,8.9,11.1,6.0,9.9,8.9,14.0,8.0,8.0,,9.9,9.9,14.0,8.9,8.9,8.0,4.1,,,8.0,,11.1,12.0,
+2017-09-14,8.9,4.1,8.9,8.9,12.0,12.0,6.0,15.0,8.0,4.1,11.1,8.9,15.0,8.0,8.0,11.1,8.9,8.9,6.0,8.0,8.0,4.1,,9.9,11.1,8.0,9.9,7.0,,9.9,,6.0,,5.1,9.9,6.0,8.0,8.9,,9.9,,12.0,9.9,9.9,8.9,7.0,8.0,15.9,13.0,13.0,8.0,14.0,,9.9,9.9,9.9,12.0,9.9,9.9,5.1,,,8.9,,6.0,9.9,
+2017-09-15,15.0,12.0,8.9,15.0,11.1,13.0,7.0,8.0,8.9,12.0,8.9,15.0,8.0,9.9,11.1,12.0,9.9,7.0,9.9,9.9,8.9,8.9,7.0,13.0,8.9,8.9,13.0,6.0,,8.9,,9.9,7.0,9.9,8.0,9.9,9.9,7.0,7.0,13.0,7.0,8.9,12.0,12.0,13.0,7.0,8.9,11.1,19.0,13.0,8.9,13.0,,12.0,12.0,8.9,13.0,13.0,12.0,9.9,7.0,7.0,15.0,,9.9,9.9,
+2017-09-16,8.0,8.9,17.1,8.0,14.0,12.0,8.0,12.0,17.1,8.9,11.1,8.0,12.0,7.0,8.9,8.0,15.0,7.0,9.9,7.0,13.0,7.0,8.0,12.0,11.1,17.1,12.0,7.0,,11.1,,9.9,8.0,11.1,11.1,9.9,7.0,7.0,8.0,9.9,8.9,13.0,15.0,15.0,8.9,8.9,13.0,12.0,15.0,15.0,17.1,11.1,,12.0,12.0,11.1,12.0,9.9,14.0,11.1,8.0,8.0,8.0,,9.9,8.9,
+2017-09-17,9.9,9.9,9.9,9.9,15.9,9.9,8.9,11.1,9.9,9.9,9.9,9.9,11.1,11.1,12.0,8.9,17.1,6.0,8.9,11.1,11.1,7.0,8.9,12.0,9.9,9.9,12.0,7.0,,11.1,,8.9,8.9,11.1,11.1,8.9,11.1,6.0,8.9,12.0,8.0,14.0,11.1,11.1,11.1,14.0,11.1,13.0,13.0,15.0,9.9,13.0,,15.9,15.9,11.1,8.9,12.0,15.0,11.1,8.9,8.9,9.9,,8.9,8.0,
diff --git a/irma.csv b/irma.csv
new file mode 100644
index 0000000..6db5256
--- /dev/null
+++ b/irma.csv
@@ -0,0 +1,50 @@
+county,wind_total,wind_peak,gust_total,gust_peak,maxwind_total,maxwind_peak,precip_total,precip_peak,poverty_pop,poverty_rate,mhi,gdp,population,twt_total,twt_peak,dmg
+Alachua County,87.19999999999996,21.4,173.0,53.0,186.8,35.0,18.250000000000004,11.39,53816,21.2,45230,11912080,269956,182,39,9306765.0
+Baker County,81.00000000000001,18.6,152.0,38.1,153.0,24.1,9.21,7.06,3900,15.3,51856,472948,28355,1,1,1360525.84
+Bradford County,87.19999999999996,21.4,173.0,53.0,186.8,35.0,18.250000000000004,11.39,4533,19.1,44997,532487,27732,4,1,3246248.07
+Brevard County,130.9,28.7,240.3,69.9,223.5,41.0,4.69,2.25,72303,12.4,52596,20453753,596849,354,71,31928910.59
+Broward County,128.2,31.7,216.9,73.0,235.2,49.0,10.44,4.11,252288,13.1,56702,96591919,1951260,2036,382,132955108.79
+Charlotte County,112.1,24.9,305.2,63.9,265.0,44.1,1.69,0.76,19300,10.8,51583,3966314,184998,72,20,6625988.329999999
+Citrus County,103.3,28.8,186.8,55.9,214.7,33.0,13.18,5.97,20654,14.4,43147,3335110,147929,67,13,5568338.59
+Clay County,81.00000000000001,18.6,152.0,38.1,153.0,24.1,9.21,7.06,20889,9.9,65375,3976007,216072,53,8,12195897.65
+Collier County,41.5,12.1,296.0,76.9,283.0,63.9,5.12,4.2,43075,11.7,66709,16124953,378488,231,63,61941331.1
+Columbia County,87.19999999999996,21.4,173.0,53.0,186.8,35.0,18.250000000000004,11.39,10720,16.5,42097,1826541,70503,14,4,3225476.29
+DeSoto County,112.1,24.9,305.2,63.9,265.0,44.1,1.69,0.76,8766,26.1,37342,735286,37489,5,2,4049290.29
+Dixie County,96.2,26.8,226.5,53.0,200.9,35.9,4.3900000000000015,2.38,3627,24.4,38355,178261,16700,7,5,907905.74
+Duval County,143.00000000000003,29.3,179.9,62.0,234.4,42.9,9.21,7.06,138069,15.1,52105,60146765,950181,772,137,47409375.6
+Flagler County,116.3,23.5,226.3,59.1,238.8,44.1,8.659999999999998,4.66,13137,12.0,52713,1809151,112067,63,16,7243310.27
+Gilchrist County,96.2,26.8,226.5,53.0,200.9,35.9,4.3900000000000015,2.38,2675,16.1,42880,254260,18256,3,1,641836.8
+Glades County,77.10000000000002,22.1,239.2,62.0,210.8,40.0,9.96,7.09,2312,18.9,42865,171573,13724,4,2,1684916.42
+Hamilton County,57.7,17.0,135.9,32.1,132.8,20.0,4.3900000000000015,2.38,2791,24.0,35262,377309,14310,5,3,779650.4900000001
+Hardee County,100.2,25.9,372.1,75.0,272.2,54.0,2.6300000000000003,1.36,6026,23.3,40056,893349,27245,8,3,6791780.699999997
+Hendry County,115.1,27.8,296.0,76.9,283.0,63.9,12.61,8.84,9525,23.9,38361,1241872,41556,2,1,4864094.83
+Hernando County,103.3,28.8,186.8,55.9,214.7,33.0,13.18,5.97,25773,14.0,44710,3031267,190865,43,12,6987438.839999999
+Highlands County,100.2,25.9,372.1,75.0,272.2,54.0,2.6300000000000003,1.36,20051,19.8,37445,2088782,105424,46,16,11041809.99
+Hillsborough County,42.30000000000001,13.5,134.8,48.0,152.10000000000005,27.0,5.43,4.5,214442,15.5,54741,77093796,1436888,990,234,41393416.09
+Indian River County,107.0,24.0,251.2,76.9,240.5,49.9,10.86,8.11,16249,10.6,51797,5001702,157413,79,23,5417250.77
+Lafayette County,57.7,17.0,135.9,32.1,132.8,20.0,4.3900000000000015,2.38,1579,22.7,41549,160614,8732,2,1,438725.36
+Lake County,101.7,25.4,248.1,60.0,206.4,36.9,10.51,8.05,43020,12.6,51429,7452383,356495,151,47,14187385.8
+Lee County,101.2,22.7,214.7,73.0,228.1,49.9,6.079999999999999,1.89,85844,11.8,54198,23806704,754610,380,63,62696698.67
+Levy County,96.2,26.8,226.5,53.0,200.9,35.9,4.3900000000000015,2.38,8329,20.8,37272,636701,40770,7,2,1823097.65
+Manatee County,116.2,25.2,240.8,55.9,234.3,42.0,7.079999999999999,5.71,41057,10.8,55189,11968028,394855,170,33,13692987.63
+Marion County,60.50000000000001,22.0,186.1,47.0,156.1,32.1,0.4400000000000001,0.23,55880,16.2,43772,7956019,359977,121,30,19342692.11
+Martin County,101.2,13.7,183.1,34.0,188.9,22.0,16.319999999999997,9.43,17002,10.9,58344,6533103,160912,85,22,2936390.78
+Miami-Dade County,129.6,28.7,269.0,62.9,238.5,42.9,9.33,5.18,452649,16.7,49758,141734334,2761581,4063,730,241746424.33
+Monroe County,129.6,28.7,269.0,62.9,238.5,42.9,9.33,5.18,8963,11.8,63009,4097511,75027,158,31,106189963.06
+Nassau County,115.8,28.5,203.0,75.0,218.5,42.9,10.05,9.01,7484,9.1,70590,1886261,85832,49,16,4184525.26
+Okeechobee County,77.10000000000002,22.1,239.2,62.0,210.8,40.0,2.6300000000000003,1.36,8415,21.8,42524,1021477,41537,7,2,2920370.44
+Orange County,107.1,25.5,216.3,66.0,244.9,44.1,10.36,7.48,201528,15.3,54021,89817807,1380645,1794,346,52163799.68
+Osceola County,115.5,29.9,268.0,69.0,285.7000000000001,49.9,13.429999999999998,7.02,48892,14.0,49284,9207981,367990,205,50,12440584.46
+Palm Beach County,144.99999999999997,31.0,335.2,76.0,273.0,51.1,3.96,1.92,170868,11.8,60059,76866505,1485941,904,167,83072778.53999999
+Pasco County,103.3,28.8,186.8,55.9,214.7,33.0,13.18,5.97,67635,13.0,51247,9330553,539630,206,58,18248964.51
+Pinellas County,113.5,24.6,242.0,63.9,231.7,42.9,5.85,4.32,115990,12.2,51488,44125945,975280,730,159,56327903.18
+Polk County,77.5,33.5,165.8,55.9,157.9,36.9,8.06,6.21,107844,16.1,48328,20779632,708009,524,116,43510879.41
+Putnam County,159.99999999999997,35.5,205.8,62.0,254.7,45.1,18.250000000000004,11.39,18954,26.3,34390,1925314,74163,16,4,11106167.89
+Sarasota County,159.99999999999997,35.5,205.8,62.0,254.7,45.1,9.21,7.06,20118,8.3,77022,7313073,254261,243,68,13065488.090000002
+Seminole County,107.0,24.0,251.2,76.9,240.5,49.9,16.319999999999997,9.43,39839,12.8,49995,7030683,321128,331,81,21730578.29
+St. Johns County,116.2,25.2,240.8,55.9,234.3,42.0,7.079999999999999,5.71,38065,9.2,58423,15773229,426718,154,34,18622275.3
+St. Lucie County,107.79999999999998,25.9,219.3,61.0,251.1,44.1,11.28,9.24,51321,11.2,63865,17902542,467832,112,32,23506428.65
+Sumter County,101.7,25.4,248.1,60.0,206.4,36.9,10.51,8.05,10672,9.1,57931,2312425,128754,21,7,3424526.2299999995
+Suwannee County,57.7,17.0,135.9,32.1,132.8,20.0,4.3900000000000015,2.38,8299,20.3,44144,851332,44191,12,4,2045322.54
+Union County,87.19999999999996,21.4,173.0,53.0,186.8,35.0,18.250000000000004,11.39,2291,22.2,47373,341763,14940,3,3,577498.4500000001
+Volusia County,62.6,21.6,148.1,55.0,147.0,35.0,8.659999999999998,4.66,79877,15.2,46911,14864234,547538,266,51,37825717.1
diff --git a/irma_modeling.ipynb b/irma_modeling.ipynb
new file mode 100644
index 0000000..1feedd2
--- /dev/null
+++ b/irma_modeling.ipynb
@@ -0,0 +1 @@
+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"irma_modeling.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true,"mount_file_id":"1Q4J-Du4O02VX-aMhBgnqA8CcQVFolx1x","authorship_tag":"ABX9TyNxZsCYKaph/u64/+lf7Ls+"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"dpQIA2trCnVq"},"source":["# Hurricane Irma Damage Assessment Modeling\n","\n","In this notebook we develop a multilinear and decision tree model to assess damages from hurricane Irma.\n","\n","Our dataset consists of weather, socioeconomic, and Twitter parameters from 49 counties in Florida during Irma. The dependent variable is the amount of federal aid from FEMA that a county received, `dmg`."]},{"cell_type":"code","metadata":{"id":"ShFs31gOCjKO","executionInfo":{"status":"ok","timestamp":1603518985831,"user_tz":240,"elapsed":695,"user":{"displayName":"Angel Umana","photoUrl":"","userId":"02017183028986324110"}},"outputId":"056be537-9ff9-445a-84b1-a65f73e070e1","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["%cd '/content/drive/My Drive/Colab Notebooks/disaster_assessment/' \n","\n","import pandas as pd\n","import numpy as np\n","from matplotlib import pyplot as plt\n","import seaborn as sns; sns.set()\n","\n","df = pd.read_csv('irma.csv')\n","df.set_index(keys='county',inplace=True)\n","df"],"execution_count":7,"outputs":[{"output_type":"stream","text":["/content/drive/My Drive/Colab Notebooks/disaster_assessment\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>wind_total</th>\n","      <th>wind_peak</th>\n","      <th>gust_total</th>\n","      <th>gust_peak</th>\n","      <th>maxwind_total</th>\n","      <th>maxwind_peak</th>\n","      <th>precip_total</th>\n","      <th>precip_peak</th>\n","      <th>poverty_pop</th>\n","      <th>poverty_rate</th>\n","      <th>mhi</th>\n","      <th>gdp</th>\n","      <th>population</th>\n","      <th>twt_total</th>\n","      <th>twt_peak</th>\n","      <th>dmg</th>\n","    </tr>\n","    <tr>\n","      <th>county</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Alachua County</th>\n","      <td>87.2</td>\n","      <td>21.4</td>\n","      <td>173.0</td>\n","      <td>53.0</td>\n","      <td>186.8</td>\n","      <td>35.0</td>\n","      <td>18.25</td>\n","      <td>11.39</td>\n","      <td>53816</td>\n","      <td>21.2</td>\n","      <td>45230</td>\n","      <td>11912080</td>\n","      <td>269956</td>\n","      <td>182</td>\n","      <td>39</td>\n","      <td>9.306765e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Baker County</th>\n","      <td>81.0</td>\n","      <td>18.6</td>\n","      <td>152.0</td>\n","      <td>38.1</td>\n","      <td>153.0</td>\n","      <td>24.1</td>\n","      <td>9.21</td>\n","      <td>7.06</td>\n","      <td>3900</td>\n","      <td>15.3</td>\n","      <td>51856</td>\n","      <td>472948</td>\n","      <td>28355</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1.360526e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Bradford County</th>\n","      <td>87.2</td>\n","      <td>21.4</td>\n","      <td>173.0</td>\n","      <td>53.0</td>\n","      <td>186.8</td>\n","      <td>35.0</td>\n","      <td>18.25</td>\n","      <td>11.39</td>\n","      <td>4533</td>\n","      <td>19.1</td>\n","      <td>44997</td>\n","      <td>532487</td>\n","      <td>27732</td>\n","      <td>4</td>\n","      <td>1</td>\n","      <td>3.246248e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Brevard County</th>\n","      <td>130.9</td>\n","      <td>28.7</td>\n","      <td>240.3</td>\n","      <td>69.9</td>\n","      <td>223.5</td>\n","      <td>41.0</td>\n","      <td>4.69</td>\n","      <td>2.25</td>\n","      <td>72303</td>\n","      <td>12.4</td>\n","      <td>52596</td>\n","      <td>20453753</td>\n","      <td>596849</td>\n","      <td>354</td>\n","      <td>71</td>\n","      <td>3.192891e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Broward County</th>\n","      <td>128.2</td>\n","      <td>31.7</td>\n","      <td>216.9</td>\n","      <td>73.0</td>\n","      <td>235.2</td>\n","      <td>49.0</td>\n","      <td>10.44</td>\n","      <td>4.11</td>\n","      <td>252288</td>\n","      <td>13.1</td>\n","      <td>56702</td>\n","      <td>96591919</td>\n","      <td>1951260</td>\n","      <td>2036</td>\n","      <td>382</td>\n","      <td>1.329551e+08</td>\n","    </tr>\n","    <tr>\n","      <th>Charlotte County</th>\n","      <td>112.1</td>\n","      <td>24.9</td>\n","      <td>305.2</td>\n","      <td>63.9</td>\n","      <td>265.0</td>\n","      <td>44.1</td>\n","      <td>1.69</td>\n","      <td>0.76</td>\n","      <td>19300</td>\n","      <td>10.8</td>\n","      <td>51583</td>\n","      <td>3966314</td>\n","      <td>184998</td>\n","      <td>72</td>\n","      <td>20</td>\n","      <td>6.625988e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Citrus County</th>\n","      <td>103.3</td>\n","      <td>28.8</td>\n","      <td>186.8</td>\n","      <td>55.9</td>\n","      <td>214.7</td>\n","      <td>33.0</td>\n","      <td>13.18</td>\n","      <td>5.97</td>\n","      <td>20654</td>\n","      <td>14.4</td>\n","      <td>43147</td>\n","      <td>3335110</td>\n","      <td>147929</td>\n","      <td>67</td>\n","      <td>13</td>\n","      <td>5.568339e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Clay County</th>\n","      <td>81.0</td>\n","      <td>18.6</td>\n","      <td>152.0</td>\n","      <td>38.1</td>\n","      <td>153.0</td>\n","      <td>24.1</td>\n","      <td>9.21</td>\n","      <td>7.06</td>\n","      <td>20889</td>\n","      <td>9.9</td>\n","      <td>65375</td>\n","      <td>3976007</td>\n","      <td>216072</td>\n","      <td>53</td>\n","      <td>8</td>\n","      <td>1.219590e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Collier County</th>\n","      <td>41.5</td>\n","      <td>12.1</td>\n","      <td>296.0</td>\n","      <td>76.9</td>\n","      <td>283.0</td>\n","      <td>63.9</td>\n","      <td>5.12</td>\n","      <td>4.20</td>\n","      <td>43075</td>\n","      <td>11.7</td>\n","      <td>66709</td>\n","      <td>16124953</td>\n","      <td>378488</td>\n","      <td>231</td>\n","      <td>63</td>\n","      <td>6.194133e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Columbia County</th>\n","      <td>87.2</td>\n","      <td>21.4</td>\n","      <td>173.0</td>\n","      <td>53.0</td>\n","      <td>186.8</td>\n","      <td>35.0</td>\n","      <td>18.25</td>\n","      <td>11.39</td>\n","      <td>10720</td>\n","      <td>16.5</td>\n","      <td>42097</td>\n","      <td>1826541</td>\n","      <td>70503</td>\n","      <td>14</td>\n","      <td>4</td>\n","      <td>3.225476e+06</td>\n","    </tr>\n","    <tr>\n","      <th>DeSoto County</th>\n","      <td>112.1</td>\n","      <td>24.9</td>\n","      <td>305.2</td>\n","      <td>63.9</td>\n","      <td>265.0</td>\n","      <td>44.1</td>\n","      <td>1.69</td>\n","      <td>0.76</td>\n","      <td>8766</td>\n","      <td>26.1</td>\n","      <td>37342</td>\n","      <td>735286</td>\n","      <td>37489</td>\n","      <td>5</td>\n","      <td>2</td>\n","      <td>4.049290e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Dixie County</th>\n","      <td>96.2</td>\n","      <td>26.8</td>\n","      <td>226.5</td>\n","      <td>53.0</td>\n","      <td>200.9</td>\n","      <td>35.9</td>\n","      <td>4.39</td>\n","      <td>2.38</td>\n","      <td>3627</td>\n","      <td>24.4</td>\n","      <td>38355</td>\n","      <td>178261</td>\n","      <td>16700</td>\n","      <td>7</td>\n","      <td>5</td>\n","      <td>9.079057e+05</td>\n","    </tr>\n","    <tr>\n","      <th>Duval County</th>\n","      <td>143.0</td>\n","      <td>29.3</td>\n","      <td>179.9</td>\n","      <td>62.0</td>\n","      <td>234.4</td>\n","      <td>42.9</td>\n","      <td>9.21</td>\n","      <td>7.06</td>\n","      <td>138069</td>\n","      <td>15.1</td>\n","      <td>52105</td>\n","      <td>60146765</td>\n","      <td>950181</td>\n","      <td>772</td>\n","      <td>137</td>\n","      <td>4.740938e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Flagler County</th>\n","      <td>116.3</td>\n","      <td>23.5</td>\n","      <td>226.3</td>\n","      <td>59.1</td>\n","      <td>238.8</td>\n","      <td>44.1</td>\n","      <td>8.66</td>\n","      <td>4.66</td>\n","      <td>13137</td>\n","      <td>12.0</td>\n","      <td>52713</td>\n","      <td>1809151</td>\n","      <td>112067</td>\n","      <td>63</td>\n","      <td>16</td>\n","      <td>7.243310e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Gilchrist County</th>\n","      <td>96.2</td>\n","      <td>26.8</td>\n","      <td>226.5</td>\n","      <td>53.0</td>\n","      <td>200.9</td>\n","      <td>35.9</td>\n","      <td>4.39</td>\n","      <td>2.38</td>\n","      <td>2675</td>\n","      <td>16.1</td>\n","      <td>42880</td>\n","      <td>254260</td>\n","      <td>18256</td>\n","      <td>3</td>\n","      <td>1</td>\n","      <td>6.418368e+05</td>\n","    </tr>\n","    <tr>\n","      <th>Glades County</th>\n","      <td>77.1</td>\n","      <td>22.1</td>\n","      <td>239.2</td>\n","      <td>62.0</td>\n","      <td>210.8</td>\n","      <td>40.0</td>\n","      <td>9.96</td>\n","      <td>7.09</td>\n","      <td>2312</td>\n","      <td>18.9</td>\n","      <td>42865</td>\n","      <td>171573</td>\n","      <td>13724</td>\n","      <td>4</td>\n","      <td>2</td>\n","      <td>1.684916e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Hamilton County</th>\n","      <td>57.7</td>\n","      <td>17.0</td>\n","      <td>135.9</td>\n","      <td>32.1</td>\n","      <td>132.8</td>\n","      <td>20.0</td>\n","      <td>4.39</td>\n","      <td>2.38</td>\n","      <td>2791</td>\n","      <td>24.0</td>\n","      <td>35262</td>\n","      <td>377309</td>\n","      <td>14310</td>\n","      <td>5</td>\n","      <td>3</td>\n","      <td>7.796505e+05</td>\n","    </tr>\n","    <tr>\n","      <th>Hardee County</th>\n","      <td>100.2</td>\n","      <td>25.9</td>\n","      <td>372.1</td>\n","      <td>75.0</td>\n","      <td>272.2</td>\n","      <td>54.0</td>\n","      <td>2.63</td>\n","      <td>1.36</td>\n","      <td>6026</td>\n","      <td>23.3</td>\n","      <td>40056</td>\n","      <td>893349</td>\n","      <td>27245</td>\n","      <td>8</td>\n","      <td>3</td>\n","      <td>6.791781e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Hendry County</th>\n","      <td>115.1</td>\n","      <td>27.8</td>\n","      <td>296.0</td>\n","      <td>76.9</td>\n","      <td>283.0</td>\n","      <td>63.9</td>\n","      <td>12.61</td>\n","      <td>8.84</td>\n","      <td>9525</td>\n","      <td>23.9</td>\n","      <td>38361</td>\n","      <td>1241872</td>\n","      <td>41556</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>4.864095e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Hernando County</th>\n","      <td>103.3</td>\n","      <td>28.8</td>\n","      <td>186.8</td>\n","      <td>55.9</td>\n","      <td>214.7</td>\n","      <td>33.0</td>\n","      <td>13.18</td>\n","      <td>5.97</td>\n","      <td>25773</td>\n","      <td>14.0</td>\n","      <td>44710</td>\n","      <td>3031267</td>\n","      <td>190865</td>\n","      <td>43</td>\n","      <td>12</td>\n","      <td>6.987439e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Highlands County</th>\n","      <td>100.2</td>\n","      <td>25.9</td>\n","      <td>372.1</td>\n","      <td>75.0</td>\n","      <td>272.2</td>\n","      <td>54.0</td>\n","      <td>2.63</td>\n","      <td>1.36</td>\n","      <td>20051</td>\n","      <td>19.8</td>\n","      <td>37445</td>\n","      <td>2088782</td>\n","      <td>105424</td>\n","      <td>46</td>\n","      <td>16</td>\n","      <td>1.104181e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Hillsborough County</th>\n","      <td>42.3</td>\n","      <td>13.5</td>\n","      <td>134.8</td>\n","      <td>48.0</td>\n","      <td>152.1</td>\n","      <td>27.0</td>\n","      <td>5.43</td>\n","      <td>4.50</td>\n","      <td>214442</td>\n","      <td>15.5</td>\n","      <td>54741</td>\n","      <td>77093796</td>\n","      <td>1436888</td>\n","      <td>990</td>\n","      <td>234</td>\n","      <td>4.139342e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Indian River County</th>\n","      <td>107.0</td>\n","      <td>24.0</td>\n","      <td>251.2</td>\n","      <td>76.9</td>\n","      <td>240.5</td>\n","      <td>49.9</td>\n","      <td>10.86</td>\n","      <td>8.11</td>\n","      <td>16249</td>\n","      <td>10.6</td>\n","      <td>51797</td>\n","      <td>5001702</td>\n","      <td>157413</td>\n","      <td>79</td>\n","      <td>23</td>\n","      <td>5.417251e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Lafayette County</th>\n","      <td>57.7</td>\n","      <td>17.0</td>\n","      <td>135.9</td>\n","      <td>32.1</td>\n","      <td>132.8</td>\n","      <td>20.0</td>\n","      <td>4.39</td>\n","      <td>2.38</td>\n","      <td>1579</td>\n","      <td>22.7</td>\n","      <td>41549</td>\n","      <td>160614</td>\n","      <td>8732</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>4.387254e+05</td>\n","    </tr>\n","    <tr>\n","      <th>Lake County</th>\n","      <td>101.7</td>\n","      <td>25.4</td>\n","      <td>248.1</td>\n","      <td>60.0</td>\n","      <td>206.4</td>\n","      <td>36.9</td>\n","      <td>10.51</td>\n","      <td>8.05</td>\n","      <td>43020</td>\n","      <td>12.6</td>\n","      <td>51429</td>\n","      <td>7452383</td>\n","      <td>356495</td>\n","      <td>151</td>\n","      <td>47</td>\n","      <td>1.418739e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Lee County</th>\n","      <td>101.2</td>\n","      <td>22.7</td>\n","      <td>214.7</td>\n","      <td>73.0</td>\n","      <td>228.1</td>\n","      <td>49.9</td>\n","      <td>6.08</td>\n","      <td>1.89</td>\n","      <td>85844</td>\n","      <td>11.8</td>\n","      <td>54198</td>\n","      <td>23806704</td>\n","      <td>754610</td>\n","      <td>380</td>\n","      <td>63</td>\n","      <td>6.269670e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Levy County</th>\n","      <td>96.2</td>\n","      <td>26.8</td>\n","      <td>226.5</td>\n","      <td>53.0</td>\n","      <td>200.9</td>\n","      <td>35.9</td>\n","      <td>4.39</td>\n","      <td>2.38</td>\n","      <td>8329</td>\n","      <td>20.8</td>\n","      <td>37272</td>\n","      <td>636701</td>\n","      <td>40770</td>\n","      <td>7</td>\n","      <td>2</td>\n","      <td>1.823098e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Manatee County</th>\n","      <td>116.2</td>\n","      <td>25.2</td>\n","      <td>240.8</td>\n","      <td>55.9</td>\n","      <td>234.3</td>\n","      <td>42.0</td>\n","      <td>7.08</td>\n","      <td>5.71</td>\n","      <td>41057</td>\n","      <td>10.8</td>\n","      <td>55189</td>\n","      <td>11968028</td>\n","      <td>394855</td>\n","      <td>170</td>\n","      <td>33</td>\n","      <td>1.369299e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Marion County</th>\n","      <td>60.5</td>\n","      <td>22.0</td>\n","      <td>186.1</td>\n","      <td>47.0</td>\n","      <td>156.1</td>\n","      <td>32.1</td>\n","      <td>0.44</td>\n","      <td>0.23</td>\n","      <td>55880</td>\n","      <td>16.2</td>\n","      <td>43772</td>\n","      <td>7956019</td>\n","      <td>359977</td>\n","      <td>121</td>\n","      <td>30</td>\n","      <td>1.934269e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Martin County</th>\n","      <td>101.2</td>\n","      <td>13.7</td>\n","      <td>183.1</td>\n","      <td>34.0</td>\n","      <td>188.9</td>\n","      <td>22.0</td>\n","      <td>16.32</td>\n","      <td>9.43</td>\n","      <td>17002</td>\n","      <td>10.9</td>\n","      <td>58344</td>\n","      <td>6533103</td>\n","      <td>160912</td>\n","      <td>85</td>\n","      <td>22</td>\n","      <td>2.936391e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Miami-Dade County</th>\n","      <td>129.6</td>\n","      <td>28.7</td>\n","      <td>269.0</td>\n","      <td>62.9</td>\n","      <td>238.5</td>\n","      <td>42.9</td>\n","      <td>9.33</td>\n","      <td>5.18</td>\n","      <td>452649</td>\n","      <td>16.7</td>\n","      <td>49758</td>\n","      <td>141734334</td>\n","      <td>2761581</td>\n","      <td>4063</td>\n","      <td>730</td>\n","      <td>2.417464e+08</td>\n","    </tr>\n","    <tr>\n","      <th>Monroe County</th>\n","      <td>129.6</td>\n","      <td>28.7</td>\n","      <td>269.0</td>\n","      <td>62.9</td>\n","      <td>238.5</td>\n","      <td>42.9</td>\n","      <td>9.33</td>\n","      <td>5.18</td>\n","      <td>8963</td>\n","      <td>11.8</td>\n","      <td>63009</td>\n","      <td>4097511</td>\n","      <td>75027</td>\n","      <td>158</td>\n","      <td>31</td>\n","      <td>1.061900e+08</td>\n","    </tr>\n","    <tr>\n","      <th>Nassau County</th>\n","      <td>115.8</td>\n","      <td>28.5</td>\n","      <td>203.0</td>\n","      <td>75.0</td>\n","      <td>218.5</td>\n","      <td>42.9</td>\n","      <td>10.05</td>\n","      <td>9.01</td>\n","      <td>7484</td>\n","      <td>9.1</td>\n","      <td>70590</td>\n","      <td>1886261</td>\n","      <td>85832</td>\n","      <td>49</td>\n","      <td>16</td>\n","      <td>4.184525e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Okeechobee County</th>\n","      <td>77.1</td>\n","      <td>22.1</td>\n","      <td>239.2</td>\n","      <td>62.0</td>\n","      <td>210.8</td>\n","      <td>40.0</td>\n","      <td>2.63</td>\n","      <td>1.36</td>\n","      <td>8415</td>\n","      <td>21.8</td>\n","      <td>42524</td>\n","      <td>1021477</td>\n","      <td>41537</td>\n","      <td>7</td>\n","      <td>2</td>\n","      <td>2.920370e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Orange County</th>\n","      <td>107.1</td>\n","      <td>25.5</td>\n","      <td>216.3</td>\n","      <td>66.0</td>\n","      <td>244.9</td>\n","      <td>44.1</td>\n","      <td>10.36</td>\n","      <td>7.48</td>\n","      <td>201528</td>\n","      <td>15.3</td>\n","      <td>54021</td>\n","      <td>89817807</td>\n","      <td>1380645</td>\n","      <td>1794</td>\n","      <td>346</td>\n","      <td>5.216380e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Osceola County</th>\n","      <td>115.5</td>\n","      <td>29.9</td>\n","      <td>268.0</td>\n","      <td>69.0</td>\n","      <td>285.7</td>\n","      <td>49.9</td>\n","      <td>13.43</td>\n","      <td>7.02</td>\n","      <td>48892</td>\n","      <td>14.0</td>\n","      <td>49284</td>\n","      <td>9207981</td>\n","      <td>367990</td>\n","      <td>205</td>\n","      <td>50</td>\n","      <td>1.244058e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Palm Beach County</th>\n","      <td>145.0</td>\n","      <td>31.0</td>\n","      <td>335.2</td>\n","      <td>76.0</td>\n","      <td>273.0</td>\n","      <td>51.1</td>\n","      <td>3.96</td>\n","      <td>1.92</td>\n","      <td>170868</td>\n","      <td>11.8</td>\n","      <td>60059</td>\n","      <td>76866505</td>\n","      <td>1485941</td>\n","      <td>904</td>\n","      <td>167</td>\n","      <td>8.307278e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Pasco County</th>\n","      <td>103.3</td>\n","      <td>28.8</td>\n","      <td>186.8</td>\n","      <td>55.9</td>\n","      <td>214.7</td>\n","      <td>33.0</td>\n","      <td>13.18</td>\n","      <td>5.97</td>\n","      <td>67635</td>\n","      <td>13.0</td>\n","      <td>51247</td>\n","      <td>9330553</td>\n","      <td>539630</td>\n","      <td>206</td>\n","      <td>58</td>\n","      <td>1.824896e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Pinellas County</th>\n","      <td>113.5</td>\n","      <td>24.6</td>\n","      <td>242.0</td>\n","      <td>63.9</td>\n","      <td>231.7</td>\n","      <td>42.9</td>\n","      <td>5.85</td>\n","      <td>4.32</td>\n","      <td>115990</td>\n","      <td>12.2</td>\n","      <td>51488</td>\n","      <td>44125945</td>\n","      <td>975280</td>\n","      <td>730</td>\n","      <td>159</td>\n","      <td>5.632790e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Polk County</th>\n","      <td>77.5</td>\n","      <td>33.5</td>\n","      <td>165.8</td>\n","      <td>55.9</td>\n","      <td>157.9</td>\n","      <td>36.9</td>\n","      <td>8.06</td>\n","      <td>6.21</td>\n","      <td>107844</td>\n","      <td>16.1</td>\n","      <td>48328</td>\n","      <td>20779632</td>\n","      <td>708009</td>\n","      <td>524</td>\n","      <td>116</td>\n","      <td>4.351088e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Putnam County</th>\n","      <td>160.0</td>\n","      <td>35.5</td>\n","      <td>205.8</td>\n","      <td>62.0</td>\n","      <td>254.7</td>\n","      <td>45.1</td>\n","      <td>18.25</td>\n","      <td>11.39</td>\n","      <td>18954</td>\n","      <td>26.3</td>\n","      <td>34390</td>\n","      <td>1925314</td>\n","      <td>74163</td>\n","      <td>16</td>\n","      <td>4</td>\n","      <td>1.110617e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Sarasota County</th>\n","      <td>160.0</td>\n","      <td>35.5</td>\n","      <td>205.8</td>\n","      <td>62.0</td>\n","      <td>254.7</td>\n","      <td>45.1</td>\n","      <td>9.21</td>\n","      <td>7.06</td>\n","      <td>20118</td>\n","      <td>8.3</td>\n","      <td>77022</td>\n","      <td>7313073</td>\n","      <td>254261</td>\n","      <td>243</td>\n","      <td>68</td>\n","      <td>1.306549e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Seminole County</th>\n","      <td>107.0</td>\n","      <td>24.0</td>\n","      <td>251.2</td>\n","      <td>76.9</td>\n","      <td>240.5</td>\n","      <td>49.9</td>\n","      <td>16.32</td>\n","      <td>9.43</td>\n","      <td>39839</td>\n","      <td>12.8</td>\n","      <td>49995</td>\n","      <td>7030683</td>\n","      <td>321128</td>\n","      <td>331</td>\n","      <td>81</td>\n","      <td>2.173058e+07</td>\n","    </tr>\n","    <tr>\n","      <th>St. Johns County</th>\n","      <td>116.2</td>\n","      <td>25.2</td>\n","      <td>240.8</td>\n","      <td>55.9</td>\n","      <td>234.3</td>\n","      <td>42.0</td>\n","      <td>7.08</td>\n","      <td>5.71</td>\n","      <td>38065</td>\n","      <td>9.2</td>\n","      <td>58423</td>\n","      <td>15773229</td>\n","      <td>426718</td>\n","      <td>154</td>\n","      <td>34</td>\n","      <td>1.862228e+07</td>\n","    </tr>\n","    <tr>\n","      <th>St. Lucie County</th>\n","      <td>107.8</td>\n","      <td>25.9</td>\n","      <td>219.3</td>\n","      <td>61.0</td>\n","      <td>251.1</td>\n","      <td>44.1</td>\n","      <td>11.28</td>\n","      <td>9.24</td>\n","      <td>51321</td>\n","      <td>11.2</td>\n","      <td>63865</td>\n","      <td>17902542</td>\n","      <td>467832</td>\n","      <td>112</td>\n","      <td>32</td>\n","      <td>2.350643e+07</td>\n","    </tr>\n","    <tr>\n","      <th>Sumter County</th>\n","      <td>101.7</td>\n","      <td>25.4</td>\n","      <td>248.1</td>\n","      <td>60.0</td>\n","      <td>206.4</td>\n","      <td>36.9</td>\n","      <td>10.51</td>\n","      <td>8.05</td>\n","      <td>10672</td>\n","      <td>9.1</td>\n","      <td>57931</td>\n","      <td>2312425</td>\n","      <td>128754</td>\n","      <td>21</td>\n","      <td>7</td>\n","      <td>3.424526e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Suwannee County</th>\n","      <td>57.7</td>\n","      <td>17.0</td>\n","      <td>135.9</td>\n","      <td>32.1</td>\n","      <td>132.8</td>\n","      <td>20.0</td>\n","      <td>4.39</td>\n","      <td>2.38</td>\n","      <td>8299</td>\n","      <td>20.3</td>\n","      <td>44144</td>\n","      <td>851332</td>\n","      <td>44191</td>\n","      <td>12</td>\n","      <td>4</td>\n","      <td>2.045323e+06</td>\n","    </tr>\n","    <tr>\n","      <th>Union County</th>\n","      <td>87.2</td>\n","      <td>21.4</td>\n","      <td>173.0</td>\n","      <td>53.0</td>\n","      <td>186.8</td>\n","      <td>35.0</td>\n","      <td>18.25</td>\n","      <td>11.39</td>\n","      <td>2291</td>\n","      <td>22.2</td>\n","      <td>47373</td>\n","      <td>341763</td>\n","      <td>14940</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>5.774985e+05</td>\n","    </tr>\n","    <tr>\n","      <th>Volusia County</th>\n","      <td>62.6</td>\n","      <td>21.6</td>\n","      <td>148.1</td>\n","      <td>55.0</td>\n","      <td>147.0</td>\n","      <td>35.0</td>\n","      <td>8.66</td>\n","      <td>4.66</td>\n","      <td>79877</td>\n","      <td>15.2</td>\n","      <td>46911</td>\n","      <td>14864234</td>\n","      <td>547538</td>\n","      <td>266</td>\n","      <td>51</td>\n","      <td>3.782572e+07</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                     wind_total  wind_peak  ...  twt_peak           dmg\n","county                                      ...                        \n","Alachua County             87.2       21.4  ...        39  9.306765e+06\n","Baker County               81.0       18.6  ...         1  1.360526e+06\n","Bradford County            87.2       21.4  ...         1  3.246248e+06\n","Brevard County            130.9       28.7  ...        71  3.192891e+07\n","Broward County            128.2       31.7  ...       382  1.329551e+08\n","Charlotte County          112.1       24.9  ...        20  6.625988e+06\n","Citrus County             103.3       28.8  ...        13  5.568339e+06\n","Clay County                81.0       18.6  ...         8  1.219590e+07\n","Collier County             41.5       12.1  ...        63  6.194133e+07\n","Columbia County            87.2       21.4  ...         4  3.225476e+06\n","DeSoto County             112.1       24.9  ...         2  4.049290e+06\n","Dixie County               96.2       26.8  ...         5  9.079057e+05\n","Duval County              143.0       29.3  ...       137  4.740938e+07\n","Flagler County            116.3       23.5  ...        16  7.243310e+06\n","Gilchrist County           96.2       26.8  ...         1  6.418368e+05\n","Glades County              77.1       22.1  ...         2  1.684916e+06\n","Hamilton County            57.7       17.0  ...         3  7.796505e+05\n","Hardee County             100.2       25.9  ...         3  6.791781e+06\n","Hendry County             115.1       27.8  ...         1  4.864095e+06\n","Hernando County           103.3       28.8  ...        12  6.987439e+06\n","Highlands County          100.2       25.9  ...        16  1.104181e+07\n","Hillsborough County        42.3       13.5  ...       234  4.139342e+07\n","Indian River County       107.0       24.0  ...        23  5.417251e+06\n","Lafayette County           57.7       17.0  ...         1  4.387254e+05\n","Lake County               101.7       25.4  ...        47  1.418739e+07\n","Lee County                101.2       22.7  ...        63  6.269670e+07\n","Levy County                96.2       26.8  ...         2  1.823098e+06\n","Manatee County            116.2       25.2  ...        33  1.369299e+07\n","Marion County              60.5       22.0  ...        30  1.934269e+07\n","Martin County             101.2       13.7  ...        22  2.936391e+06\n","Miami-Dade County         129.6       28.7  ...       730  2.417464e+08\n","Monroe County             129.6       28.7  ...        31  1.061900e+08\n","Nassau County             115.8       28.5  ...        16  4.184525e+06\n","Okeechobee County          77.1       22.1  ...         2  2.920370e+06\n","Orange County             107.1       25.5  ...       346  5.216380e+07\n","Osceola County            115.5       29.9  ...        50  1.244058e+07\n","Palm Beach County         145.0       31.0  ...       167  8.307278e+07\n","Pasco County              103.3       28.8  ...        58  1.824896e+07\n","Pinellas County           113.5       24.6  ...       159  5.632790e+07\n","Polk County                77.5       33.5  ...       116  4.351088e+07\n","Putnam County             160.0       35.5  ...         4  1.110617e+07\n","Sarasota County           160.0       35.5  ...        68  1.306549e+07\n","Seminole County           107.0       24.0  ...        81  2.173058e+07\n","St. Johns County          116.2       25.2  ...        34  1.862228e+07\n","St. Lucie County          107.8       25.9  ...        32  2.350643e+07\n","Sumter County             101.7       25.4  ...         7  3.424526e+06\n","Suwannee County            57.7       17.0  ...         4  2.045323e+06\n","Union County               87.2       21.4  ...         3  5.774985e+05\n","Volusia County             62.6       21.6  ...        51  3.782572e+07\n","\n","[49 rows x 16 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"Fg-Ticrhdpih"},"source":["## Feature Selection\n","\n","We have 15 features, but do we really need them all? Especially when we only have 49 data points. Intuitively, some of these parameters should be redundant; 6 wind parameters surely can be summarized by just one parameter. The following heatmap illustrates this intuition well."]},{"cell_type":"code","metadata":{"id":"B-5M2buOeaQV","executionInfo":{"status":"ok","timestamp":1603518988380,"user_tz":240,"elapsed":2442,"user":{"displayName":"Angel Umana","photoUrl":"","userId":"02017183028986324110"}},"outputId":"253dbed1-de76-4c5e-df95-2e371597e692","colab":{"base_uri":"https://localhost:8080/","height":508}},"source":["plt.figure(figsize=(12,7))\n","sns.heatmap(df.corr(),\n","            annot=True,\n","            fmt = '.2f',\n","            cmap='coolwarm')\n","plt.show()"],"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x504 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"SWRPvSoZQ341"},"source":["We can see clusters of highly correlated parameters, such as gust and max wind, or GDP, population, poverty population, and Twitter activity (i.e. parameters that scale with population). Let's find these redundancies quantitivately. Specifically, we will use **Variance Inflation Factor (VIF)**. The VIF of an independent variable is a measure of how much its variation can be attributed to other independent variables. The higher it is, the more redundant the (not so) independent variable is. VIF is calculated as follows:\n","\n","$$ VIF = \\frac{1}{1 - R^2_i} $$\n","\n","where $R_i^2$ is the $R^2$ of the multilinear regression model of the $i^{\\text{th}}$ independent variable using the other independent variables as predictors. Why not just use $R^2_i$ to measure redundancy? One intuition is that the inverse relationship will harshly penalize smaller and smaller values of $1 - R^2_i$ (the so-called **tolerance**).\n","\n","We will loop through the independent variables, construct a multilinear regressor for each one, and compute and collect the VIF's. Standard practice is to discard predictors with VIF's over 10. 5 is used sometimes too, and we'll try both threshholds and see how well they filter out our data in the models."]},{"cell_type":"code","metadata":{"id":"nnUg2sP6-DIk","executionInfo":{"status":"ok","timestamp":1603522001992,"user_tz":240,"elapsed":835,"user":{"displayName":"Angel Umana","photoUrl":"","userId":"02017183028986324110"}},"outputId":"6657d1ae-9ada-45d6-a23a-c04866775f8c","colab":{"base_uri":"https://localhost:8080/","height":284}},"source":["from sklearn.linear_model import LinearRegression\n","from sklearn.preprocessing import robust_scale\n","\n","# preprocess data\n","features = df.drop(labels = ['dmg'], axis = 1).columns\n","X = df[features].apply(robust_scale)\n","Y = robust_scale(df['dmg']) # get a weird error if I try .apply\n","\n","vif_dict = {}\n","# run linear regression for each feature and calculate VIF\n","for feature in features:\n","    X_i = X.drop(labels = [feature], axis = 1)\n","    Y_i = X[feature]\n","    reg = LinearRegression()\n","    reg.fit(X_i, Y_i)\n","    r2 = reg.score(X_i, Y_i)\n","    vif = 1. / (1 - r2)\n","    vif_dict[feature] = vif\n","vif_dict"],"execution_count":37,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'gdp': 52.9500797270263,\n"," 'gust_peak': 12.338585234562844,\n"," 'gust_total': 7.567335957063809,\n"," 'maxwind_peak': 20.868875746207838,\n"," 'maxwind_total': 19.164251074726092,\n"," 'mhi': 5.406652921497213,\n"," 'population': 160.54620481443504,\n"," 'poverty_pop': 151.20740399956702,\n"," 'poverty_rate': 5.049258457172382,\n"," 'precip_peak': 16.206418387213727,\n"," 'precip_total': 16.29621857409362,\n"," 'twt_peak': 276.13105651634396,\n"," 'twt_total': 252.13557403271057,\n"," 'wind_peak': 4.817369273234568,\n"," 'wind_total': 8.387395886294627}"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"code","metadata":{"id":"vbIlotUwTksT","executionInfo":{"status":"ok","timestamp":1603522548691,"user_tz":240,"elapsed":797,"user":{"displayName":"Angel Umana","photoUrl":"","userId":"02017183028986324110"}},"outputId":"beee4687-e22c-41ac-9642-e49ce4482e2e","colab":{"base_uri":"https://localhost:8080/","height":124}},"source":["vif_s = pd.Series(data = vif_dict.values(), index=vif_dict.keys())\n","vif_s[vif_s < 10]"],"execution_count":44,"outputs":[{"output_type":"execute_result","data":{"text/plain":["wind_total      8.387396\n","wind_peak       4.817369\n","gust_total      7.567336\n","poverty_rate    5.049258\n","mhi             5.406653\n","dtype: float64"]},"metadata":{"tags":[]},"execution_count":44}]},{"cell_type":"markdown","metadata":{"id":"jFmHET7jZGLm"},"source":["So... using a tolerance of 10, the VIF test says we should use three wind parameters, poverty rate, and mhi (the last two being strongly correlated with each other; see heat map). This does not look like it will work out well. Let's see:"]},{"cell_type":"code","metadata":{"id":"0ONf_rgoZhOS","executionInfo":{"status":"ok","timestamp":1603523340594,"user_tz":240,"elapsed":614,"user":{"displayName":"Angel Umana","photoUrl":"","userId":"02017183028986324110"}},"outputId":"ed70293f-8ea6-455f-856c-ce9134e61a18","colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["from sklearn.model_selection import cross_validate\n","\n","vif_features = vif_s[vif_s < 10].index.values\n","\n","reg = LinearRegression()\n","cv_scores = cross_validate(reg,\n","                           X[vif_features], Y,\n","                           scoring = 'r2',\n","                           cv = 5)\n","best_score = np.max(cv_scores['test_score'])\n","print('Best CV r2: %.2f' % best_score)"],"execution_count":57,"outputs":[{"output_type":"stream","text":["Best CV r2: 0.25\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"M7zFHveFb8GG"},"source":["By using only `wind_total`, `wind_peak`, `gust_total`, `povery_rate`, and `mhi`, the best $R^2$ from 5-fold cross-validation was 0.25. Not so hot. Let's rethink the multicollinearity problem. Looking back at the heat map,there's 4 distinct clusters:\n","\n","- Wind: `wind_total`, `wind_peak`, `gust_total`, `gust_peak`, `maxwind_total`, `maxwind_peak`\n","- Precipitation: `precip_total`, `precip_peak`\n","- Socioeconomic: `poverty_rate`, `mhi`\n","- Population: `poverty_pop`, `gdp`, `population`, `twt_total`, `twt_peak`\n","\n","Looking back at this I wonder two things:\n","\n","1. Why are there so many wind features?\n","2. Why the sum of wind features?\n","\n","The answer to #1 is actually easy: I don't know which one of average winds, gusts (i.e. sudden, fast winds), and maximum sustained winds (i.e. the highest average wind speed that is sustained over 1-minute intervals) is the best predictor for hurricane damages. But in retrospect, the popular Saffir-Simpson scale for classifying hurricanes in the US uses maximum sustained wind speed, so I should just use that.\n","\n","For #2, this is a good question. There's really no good reason, physically or analytically, to use the sum. What does the sum of average winds over a time period represent? The distance wind travelled? That doesn't seem physically significant. Furthermore, not every county has the same amount of samples of wind data, so I can't even say that it's a proxy of averages.\n","\n","So, the next step right now will be to look back at the weather data and\n","\n","- Remove `wind_` and `gust_` features.\n","- Replace `maxwind_total` with `maxwind_mean`"]}]}
\ No newline at end of file