diff --git a/Birth_Rate_Regression.r b/Birth_Rate_Regression.r index 676aa16..73c4fce 100644 --- a/Birth_Rate_Regression.r +++ b/Birth_Rate_Regression.r @@ -15,15 +15,19 @@ ###Predict the number of Births - MOD_BIRTHS <- feols(log(Births)~log(PREV_BIRTH)+log(PREV_TWO_BIRTH)+log(Min_Birth_Group)+Year*County,cluster=~Year+County, data=REG_DATA ) - #Optional: Review the ACF and PACF for validity. Model made on October 22nd appears to have uncorrelated lags of residuals. - #RES_DATA <- REG_DATA #Data to create visuals with, without changing the main file. Can be used for ggplot, or residual tests - #RES_DATA$RESID <- resid(MOD_BIRTHS) - #acf(RES_DATA %>% pull(RESID)) - #pacf(RES_DATA %>% pull(RESID)) +MOD_BIRTHS <- feols(log(Births)~log(PREV_BIRTH)+log(PREV_TWO_BIRTH)+log(Min_Birth_Group)+Year*County,cluster=~Year+County, data=REG_DATA ) #Lower AIC + #AIC(MOD_BIRTHS) +#MOD_BIRTHS <- feols(log(Births)~log(PREV_BIRTH)+log(Min_Birth_Group)+Year*County,cluster=~Year+County, data=REG_DATA ) + #AIC(MOD_BIRTHS) + #Optional: Review the ACF and PACF for validity. Model made on October 24nd appears to have uncorrelated lags of residuals accept year three. + RES_DATA <- REG_DATA #Data to create visuals with, without changing the main file. Can be used for ggplot, or residual tests + RES_DATA$RESID <- resid(MOD_BIRTHS) + acf(RES_DATA %>% pull(RESID)) + pacf(RES_DATA %>% pull(RESID)) saveRDS(MOD_BIRTHS,BIRTH_RATE_REG_RESULTS) saveRDS(FIRST_PREDICT_YEAR_POPULATION_DATA,START_DEMOGRAPHIC_DATA) #Save the cleaned data set for later use when starting the simulation. #Cleanup data no longer needed, and save some RAM rm(POP_DATA,DEMOGRAPHIC_DATA,REG_DATA) gc() + diff --git a/Data/Cleaned_Data/Wyoming_County_Population.Rds b/Data/Cleaned_Data/Wyoming_County_Population.Rds index 4d9d8cf..0691573 100644 Binary files a/Data/Cleaned_Data/Wyoming_County_Population.Rds and b/Data/Cleaned_Data/Wyoming_County_Population.Rds differ diff --git a/Data/Cleaned_Data/Wyoming_County_Population.csv b/Data/Cleaned_Data/Wyoming_County_Population.csv index 334ab7e..da633ab 100644 --- a/Data/Cleaned_Data/Wyoming_County_Population.csv +++ b/Data/Cleaned_Data/Wyoming_County_Population.csv @@ -1,618 +1,618 @@ Year,County,Population,Births,Deaths,Migration 1960,Albany,21290,NA,NA,NA -1970,Albany,26431,NA,NA,NA -1971,Albany,26500,501,166,-266 -1972,Albany,26800,445,164,19 -1973,Albany,26700,425,168,-357 -1974,Albany,27200,394,161,267 -1975,Albany,26900,413,146,-567 -1976,Albany,27600,379,159,480 -1977,Albany,27900,420,168,48 -1978,Albany,28100,427,160,-67 -1979,Albany,28800,480,142,362 -1980,Albany,29062,467,175,-30 -1981,Albany,29796,543,154,345 -1982,Albany,30613,478,148,487 -1983,Albany,30952,526,153,-34 -1984,Albany,30910,433,128,-347 -1985,Albany,30644,504,150,-620 -1986,Albany,30553,490,149,-432 -1987,Albany,30465,404,159,-333 -1988,Albany,30555,416,171,-155 -1989,Albany,30846,416,145,20 -1990,Albany,30797,431,154,-244 -1991,Albany,31285,368,135,173 -1992,Albany,31566,372,144,53 -1993,Albany,32227,389,192,464 -1994,Albany,32526,405,159,53 -1995,Albany,32742,391,166,-9 -1996,Albany,32879,396,164,-95 -1997,Albany,32264,387,160,-842 -1998,Albany,32179,355,184,-256 -1999,Albany,32192,352,172,-167 -2000,Albany,31966,359,196,-389 -2001,Albany,32419,390,193,256 -2002,Albany,32675,385,184,55 -2003,Albany,33098,395,179,207 -2004,Albany,33580,373,167,276 -2005,Albany,33631,418,165,-202 -2006,Albany,33950,402,195,112 -2007,Albany,33858,412,176,-328 -2008,Albany,34643,453,161,493 -2009,Albany,35743,423,173,850 -2010,Albany,36423,429,194,445 -2011,Albany,36631,414,179,-27 -2012,Albany,36969,415,205,128 -2013,Albany,36990,418,198,-199 -2014,Albany,36880,430,186,-354 -2015,Albany,37038,379,155,-66 -2016,Albany,36803,406,205,-436 -2017,Albany,37197,356,199,237 -2018,Albany,37341,330,204,18 -2019,Albany,37030,360,193,-479 -2020,Albany,37115,329,254,7 -2021,Albany,37859,310,267,699 -2022,Albany,38361,324,239,239 +1970,Albany,26431,501,166,-266 +1971,Albany,26500,445,164,19 +1972,Albany,26800,425,168,-357 +1973,Albany,26700,394,161,267 +1974,Albany,27200,413,146,-567 +1975,Albany,26900,379,159,480 +1976,Albany,27600,420,168,48 +1977,Albany,27900,427,160,-67 +1978,Albany,28100,480,142,362 +1979,Albany,28800,467,175,-30 +1980,Albany,29062,543,154,345 +1981,Albany,29796,478,148,487 +1982,Albany,30613,526,153,-34 +1983,Albany,30952,433,128,-347 +1984,Albany,30910,504,150,-620 +1985,Albany,30644,490,149,-432 +1986,Albany,30553,404,159,-333 +1987,Albany,30465,416,171,-155 +1988,Albany,30555,416,145,20 +1989,Albany,30846,431,154,-244 +1990,Albany,30797,368,135,173 +1991,Albany,31285,372,144,53 +1992,Albany,31566,389,192,464 +1993,Albany,32227,405,159,53 +1994,Albany,32526,391,166,-9 +1995,Albany,32742,396,164,-95 +1996,Albany,32879,387,160,-842 +1997,Albany,32264,355,184,-256 +1998,Albany,32179,352,172,-167 +1999,Albany,32192,359,196,-389 +2000,Albany,31966,390,193,256 +2001,Albany,32419,385,184,55 +2002,Albany,32675,395,179,207 +2003,Albany,33098,373,167,276 +2004,Albany,33580,418,165,-202 +2005,Albany,33631,402,195,112 +2006,Albany,33950,412,176,-328 +2007,Albany,33858,453,161,493 +2008,Albany,34643,423,173,850 +2009,Albany,35743,429,194,445 +2010,Albany,36423,414,179,-27 +2011,Albany,36631,415,205,128 +2012,Albany,36969,418,198,-199 +2013,Albany,36990,430,186,-354 +2014,Albany,36880,379,155,-66 +2015,Albany,37038,406,205,-436 +2016,Albany,36803,356,199,237 +2017,Albany,37197,330,204,18 +2018,Albany,37341,360,193,-479 +2019,Albany,37030,329,254,7 +2020,Albany,37115,310,267,699 +2021,Albany,37859,324,239,239 +2022,Albany,38361,NA,NA,NA 2023,Albany,38624,NA,NA,NA 2024,Albany,39288,NA,NA,NA 1960,Big_Horn,11898,NA,NA,NA -1970,Big_Horn,10202,NA,NA,NA -1971,Big_Horn,10500,NA,NA,NA -1972,Big_Horn,10400,NA,NA,NA -1973,Big_Horn,10600,NA,NA,NA -1974,Big_Horn,10600,NA,NA,NA -1975,Big_Horn,10900,NA,NA,NA -1976,Big_Horn,11300,NA,NA,NA -1977,Big_Horn,11400,NA,NA,NA -1978,Big_Horn,11700,NA,NA,NA -1979,Big_Horn,11800,NA,NA,NA -1980,Big_Horn,11896,NA,NA,NA -1981,Big_Horn,12546,NA,NA,NA -1982,Big_Horn,12791,NA,NA,NA -1983,Big_Horn,12691,NA,NA,NA -1984,Big_Horn,12291,NA,NA,NA -1985,Big_Horn,12168,NA,NA,NA -1986,Big_Horn,11915,NA,NA,NA -1987,Big_Horn,11378,NA,NA,NA -1988,Big_Horn,11091,NA,NA,NA -1989,Big_Horn,10836,NA,NA,NA -1990,Big_Horn,10525,NA,NA,NA -1991,Big_Horn,10582,NA,NA,NA -1992,Big_Horn,10708,NA,NA,NA -1993,Big_Horn,10770,NA,NA,NA -1994,Big_Horn,10950,NA,NA,NA -1995,Big_Horn,11228,NA,NA,NA -1996,Big_Horn,11334,NA,NA,NA -1997,Big_Horn,11255,NA,NA,NA -1998,Big_Horn,11520,NA,NA,NA -1999,Big_Horn,11480,NA,NA,NA -2000,Big_Horn,11398,NA,NA,NA -2001,Big_Horn,11209,NA,NA,NA -2002,Big_Horn,11157,NA,NA,NA -2003,Big_Horn,11073,NA,NA,NA -2004,Big_Horn,11231,NA,NA,NA -2005,Big_Horn,11193,NA,NA,NA -2006,Big_Horn,11222,NA,NA,NA -2007,Big_Horn,11350,NA,NA,NA -2008,Big_Horn,11419,NA,NA,NA -2009,Big_Horn,11541,NA,NA,NA -2010,Big_Horn,11662,NA,NA,NA -2011,Big_Horn,11707,NA,NA,NA -2012,Big_Horn,11733,NA,NA,NA -2013,Big_Horn,11900,NA,NA,NA -2014,Big_Horn,11810,NA,NA,NA -2015,Big_Horn,11899,NA,NA,NA -2016,Big_Horn,11870,NA,NA,NA -2017,Big_Horn,11797,NA,NA,NA -2018,Big_Horn,11783,NA,NA,NA -2019,Big_Horn,11630,NA,NA,NA -2020,Big_Horn,11479,NA,NA,NA -2021,Big_Horn,11641,NA,NA,NA +1970,Big_Horn,10202,159,107,246 +1971,Big_Horn,10500,172,118,-154 +1972,Big_Horn,10400,173,84,111 +1973,Big_Horn,10600,187,101,-86 +1974,Big_Horn,10600,194,94,200 +1975,Big_Horn,10900,197,104,307 +1976,Big_Horn,11300,224,105,-19 +1977,Big_Horn,11400,202,120,218 +1978,Big_Horn,11700,249,124,-25 +1979,Big_Horn,11800,259,109,-54 +1980,Big_Horn,11896,267,109,492 +1981,Big_Horn,12546,272,124,97 +1982,Big_Horn,12791,233,111,-222 +1983,Big_Horn,12691,219,147,-472 +1984,Big_Horn,12291,193,101,-215 +1985,Big_Horn,12168,175,148,-280 +1986,Big_Horn,11915,155,117,-575 +1987,Big_Horn,11378,170,117,-340 +1988,Big_Horn,11091,141,113,-283 +1989,Big_Horn,10836,157,108,-398 +1990,Big_Horn,10525,153,113,55 +1991,Big_Horn,10582,142,125,109 +1992,Big_Horn,10708,154,120,28 +1993,Big_Horn,10770,149,127,158 +1994,Big_Horn,10950,151,130,257 +1995,Big_Horn,11228,152,129,83 +1996,Big_Horn,11334,150,122,-107 +1997,Big_Horn,11255,145,136,256 +1998,Big_Horn,11520,148,141,-47 +1999,Big_Horn,11480,147,133,-96 +2000,Big_Horn,11398,125,138,-176 +2001,Big_Horn,11209,149,137,-64 +2002,Big_Horn,11157,127,104,-107 +2003,Big_Horn,11073,151,122,129 +2004,Big_Horn,11231,152,143,-47 +2005,Big_Horn,11193,138,141,32 +2006,Big_Horn,11222,147,149,130 +2007,Big_Horn,11350,144,156,81 +2008,Big_Horn,11419,148,119,93 +2009,Big_Horn,11541,126,139,134 +2010,Big_Horn,11662,135,130,40 +2011,Big_Horn,11707,151,137,12 +2012,Big_Horn,11733,143,131,155 +2013,Big_Horn,11900,144,139,-95 +2014,Big_Horn,11810,154,119,54 +2015,Big_Horn,11899,133,127,-35 +2016,Big_Horn,11870,148,164,-57 +2017,Big_Horn,11797,123,130,-7 +2018,Big_Horn,11783,119,167,-105 +2019,Big_Horn,11630,102,147,-101 +2020,Big_Horn,11479,114,191,236 +2021,Big_Horn,11641,153,139,222 2022,Big_Horn,11876,NA,NA,NA 2023,Big_Horn,12061,NA,NA,NA 2024,Big_Horn,12084,NA,NA,NA 1960,Campbell,5861,NA,NA,NA -1970,Campbell,12957,NA,NA,NA -1971,Campbell,13500,259,83,367 -1972,Campbell,12000,255,86,-1669 -1973,Campbell,12500,224,60,336 -1974,Campbell,12400,251,75,-276 -1975,Campbell,13700,326,84,1058 -1976,Campbell,15300,394,79,1285 -1977,Campbell,17800,460,94,2134 -1978,Campbell,20200,503,78,1975 -1979,Campbell,22100,557,95,1438 -1980,Campbell,24367,715,88,1640 -1981,Campbell,28314,817,119,3249 -1982,Campbell,31560,885,117,2478 -1983,Campbell,33171,857,115,869 -1984,Campbell,33820,907,118,-140 -1985,Campbell,34870,832,105,323 -1986,Campbell,34602,709,121,-856 -1987,Campbell,31315,581,99,-3769 -1988,Campbell,30546,537,96,-1210 -1989,Campbell,29794,486,102,-1136 -1990,Campbell,29370,533,117,-807 -1991,Campbell,29826,481,131,73 -1992,Campbell,30517,490,115,316 -1993,Campbell,30544,500,103,-370 -1994,Campbell,30835,432,123,-18 -1995,Campbell,31440,435,133,303 -1996,Campbell,31946,426,115,195 -1997,Campbell,32098,466,155,-159 -1998,Campbell,32452,479,135,10 -1999,Campbell,32844,469,155,78 -2000,Campbell,33979,494,154,795 -2001,Campbell,34699,485,163,398 -2002,Campbell,36193,541,184,1137 -2003,Campbell,36586,558,181,16 -2004,Campbell,36907,592,148,-123 -2005,Campbell,37888,630,170,521 -2006,Campbell,39497,688,196,1117 -2007,Campbell,41651,699,194,1649 -2008,Campbell,42846,773,224,646 -2009,Campbell,45650,843,276,2237 -2010,Campbell,46262,740,242,114 -2011,Campbell,46617,755,245,-155 -2012,Campbell,47971,769,210,795 -2013,Campbell,48200,736,240,-267 -2014,Campbell,48353,756,247,-356 -2015,Campbell,49531,797,257,638 -2016,Campbell,49131,739,206,-933 -2017,Campbell,46714,629,246,-2800 -2018,Campbell,46655,586,272,-373 -2019,Campbell,46764,616,285,-222 -2020,Campbell,47146,597,333,119 -2021,Campbell,46547,616,367,-853 -2022,Campbell,47049,564,340,292 +1970,Campbell,12957,259,83,367 +1971,Campbell,13500,255,86,-1669 +1972,Campbell,12000,224,60,336 +1973,Campbell,12500,251,75,-276 +1974,Campbell,12400,326,84,1058 +1975,Campbell,13700,394,79,1285 +1976,Campbell,15300,460,94,2134 +1977,Campbell,17800,503,78,1975 +1978,Campbell,20200,557,95,1438 +1979,Campbell,22100,715,88,1640 +1980,Campbell,24367,817,119,3249 +1981,Campbell,28314,885,117,2478 +1982,Campbell,31560,857,115,869 +1983,Campbell,33171,907,118,-140 +1984,Campbell,33820,832,105,323 +1985,Campbell,34870,709,121,-856 +1986,Campbell,34602,581,99,-3769 +1987,Campbell,31315,537,96,-1210 +1988,Campbell,30546,486,102,-1136 +1989,Campbell,29794,533,117,-807 +1990,Campbell,29370,481,131,73 +1991,Campbell,29826,490,115,316 +1992,Campbell,30517,500,103,-370 +1993,Campbell,30544,432,123,-18 +1994,Campbell,30835,435,133,303 +1995,Campbell,31440,426,115,195 +1996,Campbell,31946,466,155,-159 +1997,Campbell,32098,479,135,10 +1998,Campbell,32452,469,155,78 +1999,Campbell,32844,494,154,795 +2000,Campbell,33979,485,163,398 +2001,Campbell,34699,541,184,1137 +2002,Campbell,36193,558,181,16 +2003,Campbell,36586,592,148,-123 +2004,Campbell,36907,630,170,521 +2005,Campbell,37888,688,196,1117 +2006,Campbell,39497,699,194,1649 +2007,Campbell,41651,773,224,646 +2008,Campbell,42846,843,276,2237 +2009,Campbell,45650,740,242,114 +2010,Campbell,46262,755,245,-155 +2011,Campbell,46617,769,210,795 +2012,Campbell,47971,736,240,-267 +2013,Campbell,48200,756,247,-356 +2014,Campbell,48353,797,257,638 +2015,Campbell,49531,739,206,-933 +2016,Campbell,49131,629,246,-2800 +2017,Campbell,46714,586,272,-373 +2018,Campbell,46655,616,285,-222 +2019,Campbell,46764,597,333,119 +2020,Campbell,47146,616,367,-853 +2021,Campbell,46547,564,340,292 +2022,Campbell,47049,NA,NA,NA 2023,Campbell,47511,NA,NA,NA 2024,Campbell,47946,NA,NA,NA 1960,Carbon,14937,NA,NA,NA -1970,Carbon,13354,NA,NA,NA -1971,Carbon,14000,281,153,518 -1972,Carbon,14500,297,161,364 -1973,Carbon,15500,288,152,864 -1974,Carbon,16200,316,163,547 -1975,Carbon,16800,386,144,358 -1976,Carbon,17300,359,141,282 -1977,Carbon,18100,416,141,525 -1978,Carbon,19100,462,164,702 -1979,Carbon,20400,488,177,989 -1980,Carbon,21896,549,162,1109 -1981,Carbon,22529,534,154,253 -1982,Carbon,22376,490,145,-498 -1983,Carbon,21355,416,130,-1307 -1984,Carbon,20393,359,146,-1175 -1985,Carbon,19495,339,152,-1085 -1986,Carbon,18638,277,122,-1012 -1987,Carbon,17974,258,110,-812 -1988,Carbon,17438,251,155,-632 -1989,Carbon,16986,202,134,-520 -1990,Carbon,16659,217,130,-465 -1991,Carbon,16406,180,116,-266 -1992,Carbon,16149,195,131,-321 -1993,Carbon,16282,215,122,40 -1994,Carbon,16150,180,149,-163 -1995,Carbon,16174,190,148,-18 -1996,Carbon,16091,189,144,-128 -1997,Carbon,15914,155,119,-213 -1998,Carbon,15757,187,146,-198 -1999,Carbon,15730,151,137,-41 -2000,Carbon,15582,189,145,-192 -2001,Carbon,15217,173,136,-402 -2002,Carbon,15256,174,148,13 -2003,Carbon,15240,186,132,-70 -2004,Carbon,15236,204,137,-71 -2005,Carbon,15077,189,126,-222 -2006,Carbon,15136,203,137,-7 -2007,Carbon,15494,222,141,277 -2008,Carbon,15658,221,134,77 -2009,Carbon,15977,240,142,221 -2010,Carbon,15843,190,123,-201 -2011,Carbon,15814,184,121,-92 -2012,Carbon,15667,188,115,-220 -2013,Carbon,15775,224,133,17 -2014,Carbon,15792,207,152,-38 -2015,Carbon,15510,221,124,-379 -2016,Carbon,15577,219,152,0 -2017,Carbon,15096,182,147,-516 -2018,Carbon,14653,183,118,-508 -2019,Carbon,14622,165,130,-66 -2020,Carbon,14508,145,169,-89 -2021,Carbon,14711,153,161,213 -2022,Carbon,14527,158,161,-173 +1970,Carbon,13354,281,153,518 +1971,Carbon,14000,297,161,364 +1972,Carbon,14500,288,152,864 +1973,Carbon,15500,316,163,547 +1974,Carbon,16200,386,144,358 +1975,Carbon,16800,359,141,282 +1976,Carbon,17300,416,141,525 +1977,Carbon,18100,462,164,702 +1978,Carbon,19100,488,177,989 +1979,Carbon,20400,549,162,1109 +1980,Carbon,21896,534,154,253 +1981,Carbon,22529,490,145,-498 +1982,Carbon,22376,416,130,-1307 +1983,Carbon,21355,359,146,-1175 +1984,Carbon,20393,339,152,-1085 +1985,Carbon,19495,277,122,-1012 +1986,Carbon,18638,258,110,-812 +1987,Carbon,17974,251,155,-632 +1988,Carbon,17438,202,134,-520 +1989,Carbon,16986,217,130,-465 +1990,Carbon,16659,180,116,-266 +1991,Carbon,16406,195,131,-321 +1992,Carbon,16149,215,122,40 +1993,Carbon,16282,180,149,-163 +1994,Carbon,16150,190,148,-18 +1995,Carbon,16174,189,144,-128 +1996,Carbon,16091,155,119,-213 +1997,Carbon,15914,187,146,-198 +1998,Carbon,15757,151,137,-41 +1999,Carbon,15730,189,145,-192 +2000,Carbon,15582,173,136,-402 +2001,Carbon,15217,174,148,13 +2002,Carbon,15256,186,132,-70 +2003,Carbon,15240,204,137,-71 +2004,Carbon,15236,189,126,-222 +2005,Carbon,15077,203,137,-7 +2006,Carbon,15136,222,141,277 +2007,Carbon,15494,221,134,77 +2008,Carbon,15658,240,142,221 +2009,Carbon,15977,190,123,-201 +2010,Carbon,15843,184,121,-92 +2011,Carbon,15814,188,115,-220 +2012,Carbon,15667,224,133,17 +2013,Carbon,15775,207,152,-38 +2014,Carbon,15792,221,124,-379 +2015,Carbon,15510,219,152,0 +2016,Carbon,15577,182,147,-516 +2017,Carbon,15096,183,118,-508 +2018,Carbon,14653,165,130,-66 +2019,Carbon,14622,145,169,-89 +2020,Carbon,14508,153,161,213 +2021,Carbon,14711,158,161,-173 +2022,Carbon,14527,NA,NA,NA 2023,Carbon,14317,NA,NA,NA 2024,Carbon,14250,NA,NA,NA 1960,Converse,6366,NA,NA,NA -1970,Converse,5938,NA,NA,NA -1971,Converse,6500,112,78,528 -1972,Converse,6600,109,64,55 -1973,Converse,6700,78,71,93 -1974,Converse,6900,132,64,132 -1975,Converse,7700,195,88,693 -1976,Converse,8800,177,86,1009 -1977,Converse,9900,239,82,943 -1978,Converse,11400,272,83,1311 -1979,Converse,12500,320,91,871 -1980,Converse,14069,346,95,1318 -1981,Converse,14817,344,78,482 -1982,Converse,15036,345,79,-47 -1983,Converse,15021,286,67,-234 -1984,Converse,14418,303,91,-815 -1985,Converse,13956,253,76,-639 -1986,Converse,13320,202,89,-749 -1987,Converse,12253,181,79,-1169 -1988,Converse,11712,162,84,-619 -1989,Converse,11446,154,66,-354 -1990,Converse,11128,152,72,-457 -1991,Converse,11081,150,76,-62 -1992,Converse,11277,143,78,131 -1993,Converse,11436,142,86,103 -1994,Converse,11492,157,93,-8 -1995,Converse,11713,167,97,151 -1996,Converse,11856,147,89,85 -1997,Converse,12011,156,76,75 -1998,Converse,11911,134,86,-148 -1999,Converse,11993,160,93,15 -2000,Converse,12083,153,95,32 -2001,Converse,11996,145,80,-152 -2002,Converse,12196,127,87,160 -2003,Converse,12232,145,99,-10 -2004,Converse,12350,146,101,73 -2005,Converse,12595,162,69,152 -2006,Converse,12801,177,79,108 -2007,Converse,13071,167,102,205 -2008,Converse,13486,190,100,325 -2009,Converse,13839,183,101,271 -2010,Converse,13820,182,104,-97 -2011,Converse,13727,195,116,-172 -2012,Converse,14010,164,122,241 -2013,Converse,14338,196,131,263 -2014,Converse,14166,211,120,-263 -2015,Converse,14253,199,132,20 -2016,Converse,14044,172,121,-260 -2017,Converse,13687,149,135,-371 -2018,Converse,13603,170,112,-142 -2019,Converse,13776,159,118,132 -2020,Converse,13750,152,144,-38 -2021,Converse,13670,135,164,-55 -2022,Converse,13774,148,136,91 +1970,Converse,5938,112,78,528 +1971,Converse,6500,109,64,55 +1972,Converse,6600,78,71,93 +1973,Converse,6700,132,64,132 +1974,Converse,6900,195,88,693 +1975,Converse,7700,177,86,1009 +1976,Converse,8800,239,82,943 +1977,Converse,9900,272,83,1311 +1978,Converse,11400,320,91,871 +1979,Converse,12500,346,95,1318 +1980,Converse,14069,344,78,482 +1981,Converse,14817,345,79,-47 +1982,Converse,15036,286,67,-234 +1983,Converse,15021,303,91,-815 +1984,Converse,14418,253,76,-639 +1985,Converse,13956,202,89,-749 +1986,Converse,13320,181,79,-1169 +1987,Converse,12253,162,84,-619 +1988,Converse,11712,154,66,-354 +1989,Converse,11446,152,72,-457 +1990,Converse,11128,150,76,-62 +1991,Converse,11081,143,78,131 +1992,Converse,11277,142,86,103 +1993,Converse,11436,157,93,-8 +1994,Converse,11492,167,97,151 +1995,Converse,11713,147,89,85 +1996,Converse,11856,156,76,75 +1997,Converse,12011,134,86,-148 +1998,Converse,11911,160,93,15 +1999,Converse,11993,153,95,32 +2000,Converse,12083,145,80,-152 +2001,Converse,11996,127,87,160 +2002,Converse,12196,145,99,-10 +2003,Converse,12232,146,101,73 +2004,Converse,12350,162,69,152 +2005,Converse,12595,177,79,108 +2006,Converse,12801,167,102,205 +2007,Converse,13071,190,100,325 +2008,Converse,13486,183,101,271 +2009,Converse,13839,182,104,-97 +2010,Converse,13820,195,116,-172 +2011,Converse,13727,164,122,241 +2012,Converse,14010,196,131,263 +2013,Converse,14338,211,120,-263 +2014,Converse,14166,199,132,20 +2015,Converse,14253,172,121,-260 +2016,Converse,14044,149,135,-371 +2017,Converse,13687,170,112,-142 +2018,Converse,13603,159,118,132 +2019,Converse,13776,152,144,-38 +2020,Converse,13750,135,164,-55 +2021,Converse,13670,148,136,91 +2022,Converse,13774,NA,NA,NA 2023,Converse,13850,NA,NA,NA 2024,Converse,13766,NA,NA,NA 1960,Crook,4691,NA,NA,NA -1970,Crook,4535,NA,NA,NA -1971,Crook,4500,80,39,-76 -1972,Crook,4600,56,32,76 -1973,Crook,4500,63,38,-125 -1974,Crook,4500,82,33,-49 -1975,Crook,4700,84,39,155 -1976,Crook,4900,77,43,166 -1977,Crook,5000,108,32,24 -1978,Crook,5200,111,47,136 -1979,Crook,5300,122,34,12 -1980,Crook,5308,115,38,-69 -1981,Crook,5480,134,40,78 -1982,Crook,5619,136,28,31 -1983,Crook,5764,134,52,63 -1984,Crook,5813,127,36,-42 -1985,Crook,5789,113,44,-93 -1986,Crook,5737,111,38,-125 -1987,Crook,5576,92,25,-228 -1988,Crook,5473,90,35,-158 -1989,Crook,5353,60,43,-137 -1990,Crook,5294,89,39,-101 -1991,Crook,5315,70,38,-19 -1992,Crook,5405,73,37,54 -1993,Crook,5435,68,39,1 -1994,Crook,5657,69,47,200 -1995,Crook,5682,70,49,4 -1996,Crook,5813,72,38,97 -1997,Crook,5859,50,36,32 -1998,Crook,5851,62,55,-15 -1999,Crook,5849,59,38,-23 -2000,Crook,5902,59,57,51 -2001,Crook,5778,39,48,-115 -2002,Crook,5926,72,58,134 -2003,Crook,5981,72,53,36 -2004,Crook,6052,68,43,46 -2005,Crook,6176,64,55,115 -2006,Crook,6286,93,44,61 -2007,Crook,6617,106,46,271 -2008,Crook,6823,85,44,165 -2009,Crook,6965,100,54,96 -2010,Crook,7109,99,58,103 -2011,Crook,7064,90,51,-84 -2012,Crook,7042,93,70,-45 -2013,Crook,7011,101,67,-65 -2014,Crook,7056,100,53,-2 -2015,Crook,7219,115,54,102 -2016,Crook,7232,106,65,-28 -2017,Crook,7086,105,63,-188 -2018,Crook,7102,108,69,-23 -2019,Crook,7181,109,66,36 -2020,Crook,7179,106,106,-3 -2021,Crook,7309,94,82,118 -2022,Crook,7417,85,86,112 +1970,Crook,4535,80,39,-76 +1971,Crook,4500,56,32,76 +1972,Crook,4600,63,38,-125 +1973,Crook,4500,82,33,-49 +1974,Crook,4500,84,39,155 +1975,Crook,4700,77,43,166 +1976,Crook,4900,108,32,24 +1977,Crook,5000,111,47,136 +1978,Crook,5200,122,34,12 +1979,Crook,5300,115,38,-69 +1980,Crook,5308,134,40,78 +1981,Crook,5480,136,28,31 +1982,Crook,5619,134,52,63 +1983,Crook,5764,127,36,-42 +1984,Crook,5813,113,44,-93 +1985,Crook,5789,111,38,-125 +1986,Crook,5737,92,25,-228 +1987,Crook,5576,90,35,-158 +1988,Crook,5473,60,43,-137 +1989,Crook,5353,89,39,-101 +1990,Crook,5294,70,38,-19 +1991,Crook,5315,73,37,54 +1992,Crook,5405,68,39,1 +1993,Crook,5435,69,47,200 +1994,Crook,5657,70,49,4 +1995,Crook,5682,72,38,97 +1996,Crook,5813,50,36,32 +1997,Crook,5859,62,55,-15 +1998,Crook,5851,59,38,-23 +1999,Crook,5849,59,57,51 +2000,Crook,5902,39,48,-115 +2001,Crook,5778,72,58,134 +2002,Crook,5926,72,53,36 +2003,Crook,5981,68,43,46 +2004,Crook,6052,64,55,115 +2005,Crook,6176,93,44,61 +2006,Crook,6286,106,46,271 +2007,Crook,6617,85,44,165 +2008,Crook,6823,100,54,96 +2009,Crook,6965,99,58,103 +2010,Crook,7109,90,51,-84 +2011,Crook,7064,93,70,-45 +2012,Crook,7042,101,67,-65 +2013,Crook,7011,100,53,-2 +2014,Crook,7056,115,54,102 +2015,Crook,7219,106,65,-28 +2016,Crook,7232,105,63,-188 +2017,Crook,7086,108,69,-23 +2018,Crook,7102,109,66,36 +2019,Crook,7181,106,106,-3 +2020,Crook,7179,94,82,118 +2021,Crook,7309,85,86,112 +2022,Crook,7417,NA,NA,NA 2023,Crook,7596,NA,NA,NA 2024,Crook,7775,NA,NA,NA 1960,Fremont,26168,NA,NA,NA -1970,Fremont,28352,NA,NA,NA -1971,Fremont,28700,563,214,-1 -1972,Fremont,30100,538,221,1083 -1973,Fremont,30100,542,246,-296 -1974,Fremont,30900,530,231,501 -1975,Fremont,31600,543,262,419 -1976,Fremont,32400,651,249,398 -1977,Fremont,34100,763,232,1169 -1978,Fremont,36100,777,223,1446 -1979,Fremont,38200,897,274,1477 -1980,Fremont,38992,1001,296,87 -1981,Fremont,39309,918,278,-323 -1982,Fremont,38492,910,277,-1450 -1983,Fremont,38691,795,235,-361 -1984,Fremont,37968,712,252,-1183 -1985,Fremont,36995,690,280,-1383 -1986,Fremont,35797,625,255,-1568 -1987,Fremont,34844,591,288,-1256 -1988,Fremont,34388,557,266,-747 -1989,Fremont,34192,527,298,-425 -1990,Fremont,33662,581,277,-931 -1991,Fremont,34049,518,259,225 -1992,Fremont,34153,531,271,-156 -1993,Fremont,34568,507,299,207 -1994,Fremont,34928,473,308,195 -1995,Fremont,35419,461,341,371 -1996,Fremont,35620,460,314,55 -1997,Fremont,35697,487,372,-38 -1998,Fremont,35704,505,342,-156 -1999,Fremont,35729,481,365,-91 -2000,Fremont,35840,482,321,-50 -2001,Fremont,35718,466,368,-220 -2002,Fremont,36015,496,390,191 -2003,Fremont,36130,516,402,1 -2004,Fremont,36383,542,320,31 -2005,Fremont,36838,591,328,192 -2006,Fremont,37408,605,395,360 -2007,Fremont,38132,640,391,475 -2008,Fremont,38907,641,368,502 -2009,Fremont,39685,621,391,548 -2010,Fremont,40195,628,397,279 -2011,Fremont,40504,593,388,104 -2012,Fremont,40992,603,455,340 -2013,Fremont,40884,594,407,-295 -2014,Fremont,40526,595,414,-539 -2015,Fremont,40175,569,431,-489 -2016,Fremont,40148,536,412,-151 -2017,Fremont,39746,520,427,-495 -2018,Fremont,39521,520,447,-298 -2019,Fremont,39315,512,441,-277 -2020,Fremont,39190,428,566,25 -2021,Fremont,39408,488,583,309 -2022,Fremont,39545,441,530,239 +1970,Fremont,28352,563,214,-1 +1971,Fremont,28700,538,221,1083 +1972,Fremont,30100,542,246,-296 +1973,Fremont,30100,530,231,501 +1974,Fremont,30900,543,262,419 +1975,Fremont,31600,651,249,398 +1976,Fremont,32400,763,232,1169 +1977,Fremont,34100,777,223,1446 +1978,Fremont,36100,897,274,1477 +1979,Fremont,38200,1001,296,87 +1980,Fremont,38992,918,278,-323 +1981,Fremont,39309,910,277,-1450 +1982,Fremont,38492,795,235,-361 +1983,Fremont,38691,712,252,-1183 +1984,Fremont,37968,690,280,-1383 +1985,Fremont,36995,625,255,-1568 +1986,Fremont,35797,591,288,-1256 +1987,Fremont,34844,557,266,-747 +1988,Fremont,34388,527,298,-425 +1989,Fremont,34192,581,277,-931 +1990,Fremont,33662,518,259,225 +1991,Fremont,34049,531,271,-156 +1992,Fremont,34153,507,299,207 +1993,Fremont,34568,473,308,195 +1994,Fremont,34928,461,341,371 +1995,Fremont,35419,460,314,55 +1996,Fremont,35620,487,372,-38 +1997,Fremont,35697,505,342,-156 +1998,Fremont,35704,481,365,-91 +1999,Fremont,35729,482,321,-50 +2000,Fremont,35840,466,368,-220 +2001,Fremont,35718,496,390,191 +2002,Fremont,36015,516,402,1 +2003,Fremont,36130,542,320,31 +2004,Fremont,36383,591,328,192 +2005,Fremont,36838,605,395,360 +2006,Fremont,37408,640,391,475 +2007,Fremont,38132,641,368,502 +2008,Fremont,38907,621,391,548 +2009,Fremont,39685,628,397,279 +2010,Fremont,40195,593,388,104 +2011,Fremont,40504,603,455,340 +2012,Fremont,40992,594,407,-295 +2013,Fremont,40884,595,414,-539 +2014,Fremont,40526,569,431,-489 +2015,Fremont,40175,536,412,-151 +2016,Fremont,40148,520,427,-495 +2017,Fremont,39746,520,447,-298 +2018,Fremont,39521,512,441,-277 +2019,Fremont,39315,428,566,25 +2020,Fremont,39190,488,583,309 +2021,Fremont,39408,441,530,239 +2022,Fremont,39545,NA,NA,NA 2023,Fremont,39800,NA,NA,NA 2024,Fremont,39721,NA,NA,NA 1960,Goshen,11941,NA,NA,NA -1970,Goshen,10885,NA,NA,NA -1971,Goshen,11100,179,104,140 -1972,Goshen,11100,177,124,-53 -1973,Goshen,11300,169,116,147 -1974,Goshen,11400,187,112,25 -1975,Goshen,11700,175,106,231 -1976,Goshen,12200,200,120,420 -1977,Goshen,12100,175,102,-173 -1978,Goshen,11900,186,106,-280 -1979,Goshen,11600,205,97,-408 -1980,Goshen,12040,220,117,337 -1981,Goshen,12407,214,130,283 -1982,Goshen,12411,219,136,-79 -1983,Goshen,12558,206,131,72 -1984,Goshen,12711,188,114,79 -1985,Goshen,12781,180,134,24 -1986,Goshen,12823,176,139,5 -1987,Goshen,12782,165,133,-73 -1988,Goshen,12623,154,122,-191 -1989,Goshen,12499,173,110,-187 -1990,Goshen,12373,161,112,-202 -1991,Goshen,12361,155,116,-24 -1992,Goshen,12394,143,109,-1 -1993,Goshen,12494,161,117,56 -1994,Goshen,12511,124,104,-3 -1995,Goshen,12522,142,129,-2 -1996,Goshen,12572,148,117,19 -1997,Goshen,12787,155,116,176 -1998,Goshen,12629,154,134,-178 -1999,Goshen,12502,135,132,-130 -2000,Goshen,12561,139,132,52 -2001,Goshen,12475,139,128,-97 -2002,Goshen,12381,133,150,-77 -2003,Goshen,12374,152,134,-25 -2004,Goshen,12473,127,145,117 -2005,Goshen,12460,125,125,-13 -2006,Goshen,12538,138,122,62 -2007,Goshen,12620,115,129,96 -2008,Goshen,12772,143,116,125 -2009,Goshen,12967,140,128,183 -2010,Goshen,13407,132,147,455 -2011,Goshen,13482,118,126,83 -2012,Goshen,13479,142,148,3 -2013,Goshen,13318,154,136,-179 -2014,Goshen,13224,153,150,-97 -2015,Goshen,13174,142,135,-57 -2016,Goshen,12863,136,144,-303 -2017,Goshen,12844,157,133,-43 -2018,Goshen,12719,113,159,-79 -2019,Goshen,12535,117,156,-145 -2020,Goshen,12517,125,194,49 -2021,Goshen,12571,120,189,122 -2022,Goshen,12638,113,172,127 +1970,Goshen,10885,179,104,140 +1971,Goshen,11100,177,124,-53 +1972,Goshen,11100,169,116,147 +1973,Goshen,11300,187,112,25 +1974,Goshen,11400,175,106,231 +1975,Goshen,11700,200,120,420 +1976,Goshen,12200,175,102,-173 +1977,Goshen,12100,186,106,-280 +1978,Goshen,11900,205,97,-408 +1979,Goshen,11600,220,117,337 +1980,Goshen,12040,214,130,283 +1981,Goshen,12407,219,136,-79 +1982,Goshen,12411,206,131,72 +1983,Goshen,12558,188,114,79 +1984,Goshen,12711,180,134,24 +1985,Goshen,12781,176,139,5 +1986,Goshen,12823,165,133,-73 +1987,Goshen,12782,154,122,-191 +1988,Goshen,12623,173,110,-187 +1989,Goshen,12499,161,112,-202 +1990,Goshen,12373,155,116,-24 +1991,Goshen,12361,143,109,-1 +1992,Goshen,12394,161,117,56 +1993,Goshen,12494,124,104,-3 +1994,Goshen,12511,142,129,-2 +1995,Goshen,12522,148,117,19 +1996,Goshen,12572,155,116,176 +1997,Goshen,12787,154,134,-178 +1998,Goshen,12629,135,132,-130 +1999,Goshen,12502,139,132,52 +2000,Goshen,12561,139,128,-97 +2001,Goshen,12475,133,150,-77 +2002,Goshen,12381,152,134,-25 +2003,Goshen,12374,127,145,117 +2004,Goshen,12473,125,125,-13 +2005,Goshen,12460,138,122,62 +2006,Goshen,12538,115,129,96 +2007,Goshen,12620,143,116,125 +2008,Goshen,12772,140,128,183 +2009,Goshen,12967,132,147,455 +2010,Goshen,13407,118,126,83 +2011,Goshen,13482,142,148,3 +2012,Goshen,13479,154,136,-179 +2013,Goshen,13318,153,150,-97 +2014,Goshen,13224,142,135,-57 +2015,Goshen,13174,136,144,-303 +2016,Goshen,12863,157,133,-43 +2017,Goshen,12844,113,159,-79 +2018,Goshen,12719,117,156,-145 +2019,Goshen,12535,125,194,49 +2020,Goshen,12517,120,189,122 +2021,Goshen,12571,113,172,127 +2022,Goshen,12638,NA,NA,NA 2023,Goshen,12662,NA,NA,NA 2024,Goshen,12635,NA,NA,NA 1960,Hot_Springs,6365,NA,NA,NA -1970,Hot_Springs,4952,NA,NA,NA -1971,Hot_Springs,5300,NA,NA,NA -1972,Hot_Springs,5100,NA,NA,NA -1973,Hot_Springs,5000,NA,NA,NA -1974,Hot_Springs,4900,NA,NA,NA -1975,Hot_Springs,4900,NA,NA,NA -1976,Hot_Springs,5200,NA,NA,NA -1977,Hot_Springs,5000,NA,NA,NA -1978,Hot_Springs,5000,NA,NA,NA -1979,Hot_Springs,5400,NA,NA,NA -1980,Hot_Springs,5710,NA,NA,NA -1981,Hot_Springs,5813,NA,NA,NA -1982,Hot_Springs,5986,NA,NA,NA -1983,Hot_Springs,6020,NA,NA,NA -1984,Hot_Springs,5952,NA,NA,NA -1985,Hot_Springs,5893,NA,NA,NA -1986,Hot_Springs,5738,NA,NA,NA -1987,Hot_Springs,5427,NA,NA,NA -1988,Hot_Springs,5256,NA,NA,NA -1989,Hot_Springs,5005,NA,NA,NA -1990,Hot_Springs,4809,NA,NA,NA -1991,Hot_Springs,4736,NA,NA,NA -1992,Hot_Springs,4822,NA,NA,NA -1993,Hot_Springs,4750,NA,NA,NA -1994,Hot_Springs,4867,NA,NA,NA -1995,Hot_Springs,4828,NA,NA,NA -1996,Hot_Springs,4897,NA,NA,NA -1997,Hot_Springs,5011,NA,NA,NA -1998,Hot_Springs,5017,NA,NA,NA -1999,Hot_Springs,4920,NA,NA,NA -2000,Hot_Springs,4851,NA,NA,NA -2001,Hot_Springs,4763,NA,NA,NA -2002,Hot_Springs,4743,NA,NA,NA -2003,Hot_Springs,4632,NA,NA,NA -2004,Hot_Springs,4629,NA,NA,NA -2005,Hot_Springs,4604,NA,NA,NA -2006,Hot_Springs,4632,NA,NA,NA -2007,Hot_Springs,4647,NA,NA,NA -2008,Hot_Springs,4698,NA,NA,NA -2009,Hot_Springs,4819,NA,NA,NA -2010,Hot_Springs,4814,NA,NA,NA -2011,Hot_Springs,4830,NA,NA,NA -2012,Hot_Springs,4878,NA,NA,NA -2013,Hot_Springs,4901,NA,NA,NA -2014,Hot_Springs,4878,NA,NA,NA -2015,Hot_Springs,4824,NA,NA,NA -2016,Hot_Springs,4785,NA,NA,NA -2017,Hot_Springs,4834,NA,NA,NA -2018,Hot_Springs,4715,NA,NA,NA -2019,Hot_Springs,4595,NA,NA,NA -2020,Hot_Springs,4620,NA,NA,NA -2021,Hot_Springs,4595,NA,NA,NA +1970,Hot_Springs,4952,84,82,346 +1971,Hot_Springs,5300,67,94,-173 +1972,Hot_Springs,5100,65,71,-94 +1973,Hot_Springs,5000,64,87,-77 +1974,Hot_Springs,4900,86,64,-22 +1975,Hot_Springs,4900,76,78,302 +1976,Hot_Springs,5200,90,68,-222 +1977,Hot_Springs,5000,85,69,-16 +1978,Hot_Springs,5000,107,73,366 +1979,Hot_Springs,5400,104,70,276 +1980,Hot_Springs,5710,121,75,57 +1981,Hot_Springs,5813,83,71,161 +1982,Hot_Springs,5986,111,61,-16 +1983,Hot_Springs,6020,98,62,-104 +1984,Hot_Springs,5952,80,53,-86 +1985,Hot_Springs,5893,84,60,-179 +1986,Hot_Springs,5738,67,50,-328 +1987,Hot_Springs,5427,44,51,-164 +1988,Hot_Springs,5256,50,55,-246 +1989,Hot_Springs,5005,48,60,-207 +1990,Hot_Springs,4809,45,58,-37 +1991,Hot_Springs,4736,57,68,97 +1992,Hot_Springs,4822,42,65,-49 +1993,Hot_Springs,4750,42,60,135 +1994,Hot_Springs,4867,47,51,-35 +1995,Hot_Springs,4828,36,51,84 +1996,Hot_Springs,4897,44,64,134 +1997,Hot_Springs,5011,51,60,15 +1998,Hot_Springs,5017,48,68,-77 +1999,Hot_Springs,4920,42,65,-46 +2000,Hot_Springs,4851,52,72,-68 +2001,Hot_Springs,4763,46,62,-4 +2002,Hot_Springs,4743,30,68,-73 +2003,Hot_Springs,4632,43,62,16 +2004,Hot_Springs,4629,43,60,-8 +2005,Hot_Springs,4604,59,53,22 +2006,Hot_Springs,4632,38,62,39 +2007,Hot_Springs,4647,42,64,73 +2008,Hot_Springs,4698,42,65,144 +2009,Hot_Springs,4819,50,55,0 +2010,Hot_Springs,4814,52,65,29 +2011,Hot_Springs,4830,54,64,58 +2012,Hot_Springs,4878,51,72,44 +2013,Hot_Springs,4901,49,72,0 +2014,Hot_Springs,4878,47,84,-17 +2015,Hot_Springs,4824,49,62,-26 +2016,Hot_Springs,4785,45,84,88 +2017,Hot_Springs,4834,40,64,-95 +2018,Hot_Springs,4715,51,84,-87 +2019,Hot_Springs,4595,41,103,88 +2020,Hot_Springs,4620,31,87,30 +2021,Hot_Springs,4595,39,86,75 2022,Hot_Springs,4609,NA,NA,NA 2023,Hot_Springs,4652,NA,NA,NA 2024,Hot_Springs,4625,NA,NA,NA 1960,Johnson,5475,NA,NA,NA -1970,Johnson,5587,NA,NA,NA -1971,Johnson,5700,84,78,107 -1972,Johnson,5400,80,69,-311 -1973,Johnson,5400,84,62,-22 -1974,Johnson,5400,90,64,-26 -1975,Johnson,5700,100,69,269 -1976,Johnson,6000,79,72,293 -1977,Johnson,6000,125,66,-59 -1978,Johnson,6300,110,75,265 -1979,Johnson,6400,126,56,30 -1980,Johnson,6700,123,70,247 -1981,Johnson,6964,127,65,202 -1982,Johnson,7131,132,65,100 -1983,Johnson,7199,114,63,17 -1984,Johnson,7025,101,72,-203 -1985,Johnson,6911,104,78,-140 -1986,Johnson,6729,94,77,-199 -1987,Johnson,6418,69,64,-316 -1988,Johnson,6252,86,84,-168 -1989,Johnson,6183,80,83,-66 -1990,Johnson,6145,86,70,-27 -1991,Johnson,6209,68,69,38 -1992,Johnson,6280,69,69,71 -1993,Johnson,6357,65,85,97 -1994,Johnson,6533,85,60,151 -1995,Johnson,6672,80,83,142 -1996,Johnson,6772,73,79,106 -1997,Johnson,6831,75,81,65 -1998,Johnson,6872,53,84,72 -1999,Johnson,6958,64,58,80 -2000,Johnson,7108,60,86,176 -2001,Johnson,7167,59,72,72 -2002,Johnson,7371,64,58,198 -2003,Johnson,7496,61,78,142 -2004,Johnson,7554,99,80,39 -2005,Johnson,7685,73,86,144 -2006,Johnson,7796,102,79,88 -2007,Johnson,8146,95,75,330 -2008,Johnson,8460,117,86,283 -2009,Johnson,8565,95,83,93 -2010,Johnson,8588,105,94,12 -2011,Johnson,8632,93,77,28 -2012,Johnson,8614,95,86,-27 -2013,Johnson,8602,91,83,-20 -2014,Johnson,8529,87,85,-75 -2015,Johnson,8548,77,101,43 -2016,Johnson,8404,88,97,-135 -2017,Johnson,8355,67,99,-17 -2018,Johnson,8389,72,110,72 -2019,Johnson,8417,82,84,30 -2020,Johnson,8469,75,101,76 -2021,Johnson,8629,89,110,178 -2022,Johnson,8735,73,94,116 +1970,Johnson,5587,84,78,107 +1971,Johnson,5700,80,69,-311 +1972,Johnson,5400,84,62,-22 +1973,Johnson,5400,90,64,-26 +1974,Johnson,5400,100,69,269 +1975,Johnson,5700,79,72,293 +1976,Johnson,6000,125,66,-59 +1977,Johnson,6000,110,75,265 +1978,Johnson,6300,126,56,30 +1979,Johnson,6400,123,70,247 +1980,Johnson,6700,127,65,202 +1981,Johnson,6964,132,65,100 +1982,Johnson,7131,114,63,17 +1983,Johnson,7199,101,72,-203 +1984,Johnson,7025,104,78,-140 +1985,Johnson,6911,94,77,-199 +1986,Johnson,6729,69,64,-316 +1987,Johnson,6418,86,84,-168 +1988,Johnson,6252,80,83,-66 +1989,Johnson,6183,86,70,-27 +1990,Johnson,6145,68,69,38 +1991,Johnson,6209,69,69,71 +1992,Johnson,6280,65,85,97 +1993,Johnson,6357,85,60,151 +1994,Johnson,6533,80,83,142 +1995,Johnson,6672,73,79,106 +1996,Johnson,6772,75,81,65 +1997,Johnson,6831,53,84,72 +1998,Johnson,6872,64,58,80 +1999,Johnson,6958,60,86,176 +2000,Johnson,7108,59,72,72 +2001,Johnson,7167,64,58,198 +2002,Johnson,7371,61,78,142 +2003,Johnson,7496,99,80,39 +2004,Johnson,7554,73,86,144 +2005,Johnson,7685,102,79,88 +2006,Johnson,7796,95,75,330 +2007,Johnson,8146,117,86,283 +2008,Johnson,8460,95,83,93 +2009,Johnson,8565,105,94,12 +2010,Johnson,8588,93,77,28 +2011,Johnson,8632,95,86,-27 +2012,Johnson,8614,91,83,-20 +2013,Johnson,8602,87,85,-75 +2014,Johnson,8529,77,101,43 +2015,Johnson,8548,88,97,-135 +2016,Johnson,8404,67,99,-17 +2017,Johnson,8355,72,110,72 +2018,Johnson,8389,82,84,30 +2019,Johnson,8417,75,101,76 +2020,Johnson,8469,89,110,178 +2021,Johnson,8629,73,94,116 +2022,Johnson,8735,NA,NA,NA 2023,Johnson,8792,NA,NA,NA 2024,Johnson,8803,NA,NA,NA 1960,Laramie,60149,NA,NA,NA -1970,Laramie,56360,NA,NA,NA -1971,Laramie,57900,1162,503,881 -1972,Laramie,60000,1131,453,1422 -1973,Laramie,62500,1189,507,1818 -1974,Laramie,64800,1181,474,1593 -1975,Laramie,64700,1179,488,-791 -1976,Laramie,65600,1139,482,243 -1977,Laramie,66300,1163,493,30 -1978,Laramie,67000,1181,478,-3 -1979,Laramie,69200,1321,455,1334 -1980,Laramie,68649,1374,492,-1433 -1981,Laramie,70182,1357,479,655 -1982,Laramie,71131,1354,478,73 -1983,Laramie,72910,1362,503,920 -1984,Laramie,73343,1375,501,-441 -1985,Laramie,73106,1373,565,-1045 -1986,Laramie,74406,1346,526,480 -1987,Laramie,75099,1320,466,-161 -1988,Laramie,74523,1238,508,-1306 -1989,Laramie,73669,1276,535,-1595 -1990,Laramie,73142,1205,526,-1173 -1991,Laramie,73978,1222,498,79 -1992,Laramie,75826,1297,563,1114 -1993,Laramie,77495,1218,559,1010 -1994,Laramie,78885,1194,545,741 -1995,Laramie,79513,1134,621,115 -1996,Laramie,80186,1161,593,105 -1997,Laramie,80328,1177,600,-435 -1998,Laramie,80522,1111,621,-296 -1999,Laramie,81009,1106,638,19 -2000,Laramie,81825,1161,663,318 -2001,Laramie,82554,1116,681,294 -2002,Laramie,83226,1201,660,131 -2003,Laramie,84084,1214,688,332 -2004,Laramie,85427,1252,654,745 -2005,Laramie,85732,1305,723,-277 -2006,Laramie,86819,1307,723,503 -2007,Laramie,87654,1360,734,209 -2008,Laramie,89077,1388,668,703 -2009,Laramie,90430,1272,703,784 -2010,Laramie,92247,1285,739,1271 -2011,Laramie,92616,1246,756,-121 -2012,Laramie,94762,1261,735,1620 -2013,Laramie,95802,1245,713,508 -2014,Laramie,96143,1256,742,-173 -2015,Laramie,97116,1301,842,514 -2016,Laramie,98069,1315,795,433 -2017,Laramie,98634,1261,782,86 -2018,Laramie,99304,1282,893,281 -2019,Laramie,99909,1190,927,342 -2020,Laramie,100733,1114,967,674 -2021,Laramie,100843,1145,1237,189 -2022,Laramie,100860,1152,1115,-83 +1970,Laramie,56360,1162,503,881 +1971,Laramie,57900,1131,453,1422 +1972,Laramie,60000,1189,507,1818 +1973,Laramie,62500,1181,474,1593 +1974,Laramie,64800,1179,488,-791 +1975,Laramie,64700,1139,482,243 +1976,Laramie,65600,1163,493,30 +1977,Laramie,66300,1181,478,-3 +1978,Laramie,67000,1321,455,1334 +1979,Laramie,69200,1374,492,-1433 +1980,Laramie,68649,1357,479,655 +1981,Laramie,70182,1354,478,73 +1982,Laramie,71131,1362,503,920 +1983,Laramie,72910,1375,501,-441 +1984,Laramie,73343,1373,565,-1045 +1985,Laramie,73106,1346,526,480 +1986,Laramie,74406,1320,466,-161 +1987,Laramie,75099,1238,508,-1306 +1988,Laramie,74523,1276,535,-1595 +1989,Laramie,73669,1205,526,-1173 +1990,Laramie,73142,1222,498,79 +1991,Laramie,73978,1297,563,1114 +1992,Laramie,75826,1218,559,1010 +1993,Laramie,77495,1194,545,741 +1994,Laramie,78885,1134,621,115 +1995,Laramie,79513,1161,593,105 +1996,Laramie,80186,1177,600,-435 +1997,Laramie,80328,1111,621,-296 +1998,Laramie,80522,1106,638,19 +1999,Laramie,81009,1161,663,318 +2000,Laramie,81825,1116,681,294 +2001,Laramie,82554,1201,660,131 +2002,Laramie,83226,1214,688,332 +2003,Laramie,84084,1252,654,745 +2004,Laramie,85427,1305,723,-277 +2005,Laramie,85732,1307,723,503 +2006,Laramie,86819,1360,734,209 +2007,Laramie,87654,1388,668,703 +2008,Laramie,89077,1272,703,784 +2009,Laramie,90430,1285,739,1271 +2010,Laramie,92247,1246,756,-121 +2011,Laramie,92616,1261,735,1620 +2012,Laramie,94762,1245,713,508 +2013,Laramie,95802,1256,742,-173 +2014,Laramie,96143,1301,842,514 +2015,Laramie,97116,1315,795,433 +2016,Laramie,98069,1261,782,86 +2017,Laramie,98634,1282,893,281 +2018,Laramie,99304,1190,927,342 +2019,Laramie,99909,1114,967,674 +2020,Laramie,100733,1145,1237,189 +2021,Laramie,100843,1152,1115,-83 +2022,Laramie,100860,NA,NA,NA 2023,Laramie,101079,NA,NA,NA 2024,Laramie,101783,NA,NA,NA 1920,Lincoln,12487,NA,NA,NA @@ -620,674 +620,674 @@ Year,County,Population,Births,Deaths,Migration 1940,Lincoln,10286,NA,NA,NA 1950,Lincoln,9023,NA,NA,NA 1960,Lincoln,9018,NA,NA,NA -1970,Lincoln,8640,NA,NA,NA -1971,Lincoln,9300,194,93,559 -1972,Lincoln,9200,179,66,-213 -1973,Lincoln,8900,198,79,-419 -1974,Lincoln,9300,223,76,253 -1975,Lincoln,9800,238,70,332 -1976,Lincoln,10400,264,77,413 -1977,Lincoln,10800,282,63,181 -1978,Lincoln,11100,321,79,58 -1979,Lincoln,11600,324,82,258 -1980,Lincoln,12177,389,79,267 -1981,Lincoln,13254,354,96,819 -1982,Lincoln,14031,394,82,465 -1983,Lincoln,14110,339,76,-184 -1984,Lincoln,14111,337,83,-253 -1985,Lincoln,14319,304,93,-3 -1986,Lincoln,14384,310,93,-152 -1987,Lincoln,13658,267,79,-914 -1988,Lincoln,12875,238,93,-928 -1989,Lincoln,12552,196,78,-441 -1990,Lincoln,12625,253,77,-18 -1991,Lincoln,12975,202,73,136 -1992,Lincoln,13124,190,72,31 -1993,Lincoln,13329,183,103,125 -1994,Lincoln,13759,184,86,332 -1995,Lincoln,14073,188,85,211 -1996,Lincoln,14206,198,86,21 -1997,Lincoln,14099,184,92,-199 -1998,Lincoln,14114,174,87,-72 -1999,Lincoln,14338,189,104,139 -2000,Lincoln,14621,184,102,201 -2001,Lincoln,14697,178,115,13 -2002,Lincoln,14858,212,106,55 -2003,Lincoln,15117,217,122,164 -2004,Lincoln,15539,227,118,313 -2005,Lincoln,15917,251,124,251 -2006,Lincoln,16429,274,94,332 -2007,Lincoln,17013,295,131,420 -2008,Lincoln,17629,301,111,426 -2009,Lincoln,18082,263,115,305 -2010,Lincoln,18083,274,116,-157 -2011,Lincoln,17946,247,123,-261 -2012,Lincoln,17822,243,104,-263 -2013,Lincoln,18148,228,110,208 -2014,Lincoln,18346,244,125,79 -2015,Lincoln,18473,265,130,-8 -2016,Lincoln,18766,242,140,191 -2017,Lincoln,18899,235,125,23 -2018,Lincoln,19042,220,141,64 -2019,Lincoln,19379,242,157,252 -2020,Lincoln,19658,216,178,241 -2021,Lincoln,20174,246,173,442 -2022,Lincoln,20690,209,157,446 +1970,Lincoln,8640,194,93,559 +1971,Lincoln,9300,179,66,-213 +1972,Lincoln,9200,198,79,-419 +1973,Lincoln,8900,223,76,253 +1974,Lincoln,9300,238,70,332 +1975,Lincoln,9800,264,77,413 +1976,Lincoln,10400,282,63,181 +1977,Lincoln,10800,321,79,58 +1978,Lincoln,11100,324,82,258 +1979,Lincoln,11600,389,79,267 +1980,Lincoln,12177,354,96,819 +1981,Lincoln,13254,394,82,465 +1982,Lincoln,14031,339,76,-184 +1983,Lincoln,14110,337,83,-253 +1984,Lincoln,14111,304,93,-3 +1985,Lincoln,14319,310,93,-152 +1986,Lincoln,14384,267,79,-914 +1987,Lincoln,13658,238,93,-928 +1988,Lincoln,12875,196,78,-441 +1989,Lincoln,12552,253,77,-18 +1990,Lincoln,12625,202,73,136 +1991,Lincoln,12975,190,72,31 +1992,Lincoln,13124,183,103,125 +1993,Lincoln,13329,184,86,332 +1994,Lincoln,13759,188,85,211 +1995,Lincoln,14073,198,86,21 +1996,Lincoln,14206,184,92,-199 +1997,Lincoln,14099,174,87,-72 +1998,Lincoln,14114,189,104,139 +1999,Lincoln,14338,184,102,201 +2000,Lincoln,14621,178,115,13 +2001,Lincoln,14697,212,106,55 +2002,Lincoln,14858,217,122,164 +2003,Lincoln,15117,227,118,313 +2004,Lincoln,15539,251,124,251 +2005,Lincoln,15917,274,94,332 +2006,Lincoln,16429,295,131,420 +2007,Lincoln,17013,301,111,426 +2008,Lincoln,17629,263,115,305 +2009,Lincoln,18082,274,116,-157 +2010,Lincoln,18083,247,123,-261 +2011,Lincoln,17946,243,104,-263 +2012,Lincoln,17822,228,110,208 +2013,Lincoln,18148,244,125,79 +2014,Lincoln,18346,265,130,-8 +2015,Lincoln,18473,242,140,191 +2016,Lincoln,18766,235,125,23 +2017,Lincoln,18899,220,141,64 +2018,Lincoln,19042,242,157,252 +2019,Lincoln,19379,216,178,241 +2020,Lincoln,19658,246,173,442 +2021,Lincoln,20174,209,157,446 +2022,Lincoln,20690,NA,NA,NA 2023,Lincoln,20909,NA,NA,NA 2024,Lincoln,21000,NA,NA,NA 1960,Natrona,49623,NA,NA,NA -1970,Natrona,51264,NA,NA,NA -1971,Natrona,52100,909,424,351 -1972,Natrona,53100,926,434,508 -1973,Natrona,52800,889,395,-794 -1974,Natrona,53500,929,461,232 -1975,Natrona,56100,916,396,2080 -1976,Natrona,58600,1084,463,1879 -1977,Natrona,61500,1191,423,2132 -1978,Natrona,65500,1350,450,3100 -1979,Natrona,68400,1484,373,1789 -1980,Natrona,71856,1560,386,2282 -1981,Natrona,75047,1655,427,1963 -1982,Natrona,77097,1699,401,752 -1983,Natrona,76291,1533,408,-1931 -1984,Natrona,73167,1420,416,-4128 -1985,Natrona,71566,1398,420,-2579 -1986,Natrona,69176,1173,403,-3160 -1987,Natrona,64558,996,410,-5204 -1988,Natrona,62508,925,445,-2530 -1989,Natrona,61726,973,446,-1309 -1990,Natrona,61226,932,422,-940 -1991,Natrona,62312,955,440,501 -1992,Natrona,63087,950,419,244 -1993,Natrona,63981,871,517,540 -1994,Natrona,65316,950,451,836 -1995,Natrona,65687,898,531,4 -1996,Natrona,65859,887,499,-216 -1997,Natrona,66311,845,537,144 -1998,Natrona,66146,833,513,-485 -1999,Natrona,66282,846,589,-121 -2000,Natrona,66603,903,567,-15 -2001,Natrona,66978,895,593,73 -2002,Natrona,67554,897,616,295 -2003,Natrona,68246,967,577,302 -2004,Natrona,69035,942,544,391 -2005,Natrona,69922,1026,602,463 -2006,Natrona,70806,1032,659,511 -2007,Natrona,72365,1100,559,1018 -2008,Natrona,73682,1090,603,830 -2009,Natrona,75238,1071,644,1129 -2010,Natrona,75462,1043,641,-178 -2011,Natrona,76354,981,644,555 -2012,Natrona,78482,1110,640,1658 -2013,Natrona,80976,1164,733,2063 -2014,Natrona,81193,1221,703,-301 -2015,Natrona,81897,1160,747,291 -2016,Natrona,80643,1096,691,-1659 -2017,Natrona,79179,1006,713,-1757 -2018,Natrona,78636,958,741,-760 -2019,Natrona,79169,937,765,361 -2020,Natrona,80300,902,924,1152 -2021,Natrona,79642,851,935,-580 -2022,Natrona,79565,844,834,-122 +1970,Natrona,51264,909,424,351 +1971,Natrona,52100,926,434,508 +1972,Natrona,53100,889,395,-794 +1973,Natrona,52800,929,461,232 +1974,Natrona,53500,916,396,2080 +1975,Natrona,56100,1084,463,1879 +1976,Natrona,58600,1191,423,2132 +1977,Natrona,61500,1350,450,3100 +1978,Natrona,65500,1484,373,1789 +1979,Natrona,68400,1560,386,2282 +1980,Natrona,71856,1655,427,1963 +1981,Natrona,75047,1699,401,752 +1982,Natrona,77097,1533,408,-1931 +1983,Natrona,76291,1420,416,-4128 +1984,Natrona,73167,1398,420,-2579 +1985,Natrona,71566,1173,403,-3160 +1986,Natrona,69176,996,410,-5204 +1987,Natrona,64558,925,445,-2530 +1988,Natrona,62508,973,446,-1309 +1989,Natrona,61726,932,422,-940 +1990,Natrona,61226,955,440,501 +1991,Natrona,62312,950,419,244 +1992,Natrona,63087,871,517,540 +1993,Natrona,63981,950,451,836 +1994,Natrona,65316,898,531,4 +1995,Natrona,65687,887,499,-216 +1996,Natrona,65859,845,537,144 +1997,Natrona,66311,833,513,-485 +1998,Natrona,66146,846,589,-121 +1999,Natrona,66282,903,567,-15 +2000,Natrona,66603,895,593,73 +2001,Natrona,66978,897,616,295 +2002,Natrona,67554,967,577,302 +2003,Natrona,68246,942,544,391 +2004,Natrona,69035,1026,602,463 +2005,Natrona,69922,1032,659,511 +2006,Natrona,70806,1100,559,1018 +2007,Natrona,72365,1090,603,830 +2008,Natrona,73682,1071,644,1129 +2009,Natrona,75238,1043,641,-178 +2010,Natrona,75462,981,644,555 +2011,Natrona,76354,1110,640,1658 +2012,Natrona,78482,1164,733,2063 +2013,Natrona,80976,1221,703,-301 +2014,Natrona,81193,1160,747,291 +2015,Natrona,81897,1096,691,-1659 +2016,Natrona,80643,1006,713,-1757 +2017,Natrona,79179,958,741,-760 +2018,Natrona,78636,937,765,361 +2019,Natrona,79169,902,924,1152 +2020,Natrona,80300,851,935,-580 +2021,Natrona,79642,844,834,-122 +2022,Natrona,79565,NA,NA,NA 2023,Natrona,79968,NA,NA,NA 2024,Natrona,80410,NA,NA,NA 1960,Niobrara,3750,NA,NA,NA -1970,Niobrara,2924,NA,NA,NA -1971,Niobrara,2900,40,39,-25 -1972,Niobrara,2900,38,35,-3 -1973,Niobrara,2900,30,49,19 -1974,Niobrara,2800,42,30,-112 -1975,Niobrara,2900,28,30,102 -1976,Niobrara,2900,44,41,-3 -1977,Niobrara,3000,49,36,87 -1978,Niobrara,3000,40,36,-4 -1979,Niobrara,3000,40,34,-6 -1980,Niobrara,2924,50,42,-84 -1981,Niobrara,3069,56,35,124 -1982,Niobrara,3107,64,36,10 -1983,Niobrara,3178,52,32,51 -1984,Niobrara,3287,42,39,106 -1985,Niobrara,3115,37,38,-171 -1986,Niobrara,2997,37,29,-126 -1987,Niobrara,2896,34,38,-97 -1988,Niobrara,2708,31,36,-183 -1989,Niobrara,2537,38,38,-171 -1990,Niobrara,2499,24,33,-42 -1991,Niobrara,2396,25,35,-80 -1992,Niobrara,2411,29,34,20 -1993,Niobrara,2447,25,26,37 -1994,Niobrara,2446,34,30,-5 -1995,Niobrara,2483,23,32,46 -1996,Niobrara,2501,36,34,16 -1997,Niobrara,2480,26,33,-14 -1998,Niobrara,2510,25,24,29 -1999,Niobrara,2454,25,32,-49 -2000,Niobrara,2396,24,33,-49 -2001,Niobrara,2357,16,20,-35 -2002,Niobrara,2293,13,29,-48 -2003,Niobrara,2280,20,31,-2 -2004,Niobrara,2319,15,16,40 -2005,Niobrara,2315,17,27,6 -2006,Niobrara,2321,19,36,23 -2007,Niobrara,2407,16,23,93 -2008,Niobrara,2467,29,29,60 -2009,Niobrara,2475,15,30,23 -2010,Niobrara,2495,22,25,23 -2011,Niobrara,2507,21,23,14 -2012,Niobrara,2520,23,27,17 -2013,Niobrara,2607,27,24,84 -2014,Niobrara,2569,25,31,-32 -2015,Niobrara,2597,31,42,39 -2016,Niobrara,2581,34,23,-27 -2017,Niobrara,2526,29,27,-57 -2018,Niobrara,2549,31,26,18 -2019,Niobrara,2504,27,23,-49 -2020,Niobrara,2453,25,39,-36 -2021,Niobrara,2413,26,36,-28 -2022,Niobrara,2346,20,28,-60 +1970,Niobrara,2924,40,39,-25 +1971,Niobrara,2900,38,35,-3 +1972,Niobrara,2900,30,49,19 +1973,Niobrara,2900,42,30,-112 +1974,Niobrara,2800,28,30,102 +1975,Niobrara,2900,44,41,-3 +1976,Niobrara,2900,49,36,87 +1977,Niobrara,3000,40,36,-4 +1978,Niobrara,3000,40,34,-6 +1979,Niobrara,3000,50,42,-84 +1980,Niobrara,2924,56,35,124 +1981,Niobrara,3069,64,36,10 +1982,Niobrara,3107,52,32,51 +1983,Niobrara,3178,42,39,106 +1984,Niobrara,3287,37,38,-171 +1985,Niobrara,3115,37,29,-126 +1986,Niobrara,2997,34,38,-97 +1987,Niobrara,2896,31,36,-183 +1988,Niobrara,2708,38,38,-171 +1989,Niobrara,2537,24,33,-42 +1990,Niobrara,2499,25,35,-80 +1991,Niobrara,2396,29,34,20 +1992,Niobrara,2411,25,26,37 +1993,Niobrara,2447,34,30,-5 +1994,Niobrara,2446,23,32,46 +1995,Niobrara,2483,36,34,16 +1996,Niobrara,2501,26,33,-14 +1997,Niobrara,2480,25,24,29 +1998,Niobrara,2510,25,32,-49 +1999,Niobrara,2454,24,33,-49 +2000,Niobrara,2396,16,20,-35 +2001,Niobrara,2357,13,29,-48 +2002,Niobrara,2293,20,31,-2 +2003,Niobrara,2280,15,16,40 +2004,Niobrara,2319,17,27,6 +2005,Niobrara,2315,19,36,23 +2006,Niobrara,2321,16,23,93 +2007,Niobrara,2407,29,29,60 +2008,Niobrara,2467,15,30,23 +2009,Niobrara,2475,22,25,23 +2010,Niobrara,2495,21,23,14 +2011,Niobrara,2507,23,27,17 +2012,Niobrara,2520,27,24,84 +2013,Niobrara,2607,25,31,-32 +2014,Niobrara,2569,31,42,39 +2015,Niobrara,2597,34,23,-27 +2016,Niobrara,2581,29,27,-57 +2017,Niobrara,2526,31,26,18 +2018,Niobrara,2549,27,23,-49 +2019,Niobrara,2504,25,39,-36 +2020,Niobrara,2453,26,36,-28 +2021,Niobrara,2413,20,28,-60 +2022,Niobrara,2346,NA,NA,NA 2023,Niobrara,2327,NA,NA,NA 2024,Niobrara,2301,NA,NA,NA 1960,Park,17294,NA,NA,NA -1970,Park,17752,NA,NA,NA -1971,Park,18000,270,159,137 -1972,Park,18200,283,138,55 -1973,Park,18300,250,149,-1 -1974,Park,18400,314,151,-63 -1975,Park,18900,291,153,362 -1976,Park,19500,304,153,449 -1977,Park,19600,355,151,-104 -1978,Park,20200,351,132,381 -1979,Park,21000,383,171,588 -1980,Park,21639,387,168,420 -1981,Park,22316,439,137,375 -1982,Park,23262,491,168,623 -1983,Park,23756,441,146,199 -1984,Park,24368,446,178,344 -1985,Park,24259,417,187,-339 -1986,Park,24457,395,161,-36 -1987,Park,23723,338,162,-910 -1988,Park,23593,355,167,-318 -1989,Park,23328,318,184,-399 -1990,Park,23178,329,188,-279 -1991,Park,23303,308,183,-12 -1992,Park,23741,297,167,308 -1993,Park,24331,293,227,524 -1994,Park,24987,270,226,612 -1995,Park,25481,281,214,427 -1996,Park,25514,277,193,-51 -1997,Park,25889,310,240,305 -1998,Park,25950,309,212,-36 -1999,Park,25664,260,272,-274 -2000,Park,25821,262,202,97 -2001,Park,25696,252,213,-164 -2002,Park,25761,266,237,36 -2003,Park,25988,241,228,214 -2004,Park,26078,275,254,69 -2005,Park,26372,311,235,218 -2006,Park,26789,335,251,333 -2007,Park,27209,333,237,324 -2008,Park,27594,334,255,306 -2009,Park,28008,308,234,340 -2010,Park,28251,286,255,212 -2011,Park,28503,311,251,192 -2012,Park,28902,334,273,338 -2013,Park,29185,305,255,233 -2014,Park,29139,311,264,-93 -2015,Park,29145,331,266,-59 -2016,Park,29467,311,285,296 -2017,Park,29510,285,301,59 -2018,Park,29580,276,291,85 -2019,Park,29495,284,305,-64 -2020,Park,29666,273,350,251 -2021,Park,30146,305,441,608 -2022,Park,30530,268,340,436 +1970,Park,17752,270,159,137 +1971,Park,18000,283,138,55 +1972,Park,18200,250,149,-1 +1973,Park,18300,314,151,-63 +1974,Park,18400,291,153,362 +1975,Park,18900,304,153,449 +1976,Park,19500,355,151,-104 +1977,Park,19600,351,132,381 +1978,Park,20200,383,171,588 +1979,Park,21000,387,168,420 +1980,Park,21639,439,137,375 +1981,Park,22316,491,168,623 +1982,Park,23262,441,146,199 +1983,Park,23756,446,178,344 +1984,Park,24368,417,187,-339 +1985,Park,24259,395,161,-36 +1986,Park,24457,338,162,-910 +1987,Park,23723,355,167,-318 +1988,Park,23593,318,184,-399 +1989,Park,23328,329,188,-279 +1990,Park,23178,308,183,-12 +1991,Park,23303,297,167,308 +1992,Park,23741,293,227,524 +1993,Park,24331,270,226,612 +1994,Park,24987,281,214,427 +1995,Park,25481,277,193,-51 +1996,Park,25514,310,240,305 +1997,Park,25889,309,212,-36 +1998,Park,25950,260,272,-274 +1999,Park,25664,262,202,97 +2000,Park,25821,252,213,-164 +2001,Park,25696,266,237,36 +2002,Park,25761,241,228,214 +2003,Park,25988,275,254,69 +2004,Park,26078,311,235,218 +2005,Park,26372,335,251,333 +2006,Park,26789,333,237,324 +2007,Park,27209,334,255,306 +2008,Park,27594,308,234,340 +2009,Park,28008,286,255,212 +2010,Park,28251,311,251,192 +2011,Park,28503,334,273,338 +2012,Park,28902,305,255,233 +2013,Park,29185,311,264,-93 +2014,Park,29139,331,266,-59 +2015,Park,29145,311,285,296 +2016,Park,29467,285,301,59 +2017,Park,29510,276,291,85 +2018,Park,29580,284,305,-64 +2019,Park,29495,273,350,251 +2020,Park,29666,305,441,608 +2021,Park,30146,268,340,436 +2022,Park,30530,NA,NA,NA 2023,Park,30822,NA,NA,NA 2024,Park,31082,NA,NA,NA 1960,Platte,7195,NA,NA,NA -1970,Platte,6486,NA,NA,NA -1971,Platte,6700,98,86,202 -1972,Platte,6600,85,77,-108 -1973,Platte,6800,100,84,184 -1974,Platte,7000,107,87,180 -1975,Platte,7200,111,95,184 -1976,Platte,7700,110,64,454 -1977,Platte,8200,122,76,454 -1978,Platte,8900,174,89,615 -1979,Platte,10400,227,72,1345 -1980,Platte,11975,229,95,1441 -1981,Platte,11358,206,75,-748 -1982,Platte,10339,154,89,-1084 -1983,Platte,9868,159,77,-553 -1984,Platte,9697,164,86,-249 -1985,Platte,9343,129,85,-398 -1986,Platte,9146,136,89,-244 -1987,Platte,8879,121,77,-311 -1988,Platte,8635,103,72,-275 -1989,Platte,8421,104,77,-241 -1990,Platte,8145,93,88,-313 -1991,Platte,8163,95,78,33 -1992,Platte,8205,91,86,37 -1993,Platte,8245,84,80,36 -1994,Platte,8389,93,96,147 -1995,Platte,8453,84,84,64 -1996,Platte,8586,86,98,145 -1997,Platte,8737,97,97,151 -1998,Platte,8839,94,104,112 -1999,Platte,8866,99,112,40 -2000,Platte,8739,80,100,-107 -2001,Platte,8765,82,79,23 -2002,Platte,8766,90,116,27 -2003,Platte,8689,97,96,-78 -2004,Platte,8730,85,90,46 -2005,Platte,8681,76,84,-41 -2006,Platte,8690,89,99,19 -2007,Platte,8682,78,88,2 -2008,Platte,8622,79,87,-52 -2009,Platte,8608,59,81,8 -2010,Platte,8667,72,98,85 -2011,Platte,8702,84,101,52 -2012,Platte,8742,95,99,44 -2013,Platte,8731,89,90,-10 -2014,Platte,8802,86,105,90 -2015,Platte,8833,90,104,45 -2016,Platte,8709,83,91,-116 -2017,Platte,8598,81,85,-107 -2018,Platte,8618,72,133,81 -2019,Platte,8528,93,97,-86 -2020,Platte,8632,77,110,136 -2021,Platte,8679,80,171,137 -2022,Platte,8655,71,130,34 +1970,Platte,6486,98,86,202 +1971,Platte,6700,85,77,-108 +1972,Platte,6600,100,84,184 +1973,Platte,6800,107,87,180 +1974,Platte,7000,111,95,184 +1975,Platte,7200,110,64,454 +1976,Platte,7700,122,76,454 +1977,Platte,8200,174,89,615 +1978,Platte,8900,227,72,1345 +1979,Platte,10400,229,95,1441 +1980,Platte,11975,206,75,-748 +1981,Platte,11358,154,89,-1084 +1982,Platte,10339,159,77,-553 +1983,Platte,9868,164,86,-249 +1984,Platte,9697,129,85,-398 +1985,Platte,9343,136,89,-244 +1986,Platte,9146,121,77,-311 +1987,Platte,8879,103,72,-275 +1988,Platte,8635,104,77,-241 +1989,Platte,8421,93,88,-313 +1990,Platte,8145,95,78,33 +1991,Platte,8163,91,86,37 +1992,Platte,8205,84,80,36 +1993,Platte,8245,93,96,147 +1994,Platte,8389,84,84,64 +1995,Platte,8453,86,98,145 +1996,Platte,8586,97,97,151 +1997,Platte,8737,94,104,112 +1998,Platte,8839,99,112,40 +1999,Platte,8866,80,100,-107 +2000,Platte,8739,82,79,23 +2001,Platte,8765,90,116,27 +2002,Platte,8766,97,96,-78 +2003,Platte,8689,85,90,46 +2004,Platte,8730,76,84,-41 +2005,Platte,8681,89,99,19 +2006,Platte,8690,78,88,2 +2007,Platte,8682,79,87,-52 +2008,Platte,8622,59,81,8 +2009,Platte,8608,72,98,85 +2010,Platte,8667,84,101,52 +2011,Platte,8702,95,99,44 +2012,Platte,8742,89,90,-10 +2013,Platte,8731,86,105,90 +2014,Platte,8802,90,104,45 +2015,Platte,8833,83,91,-116 +2016,Platte,8709,81,85,-107 +2017,Platte,8598,72,133,81 +2018,Platte,8618,93,97,-86 +2019,Platte,8528,77,110,136 +2020,Platte,8632,80,171,137 +2021,Platte,8679,71,130,34 +2022,Platte,8655,NA,NA,NA 2023,Platte,8581,NA,NA,NA 2024,Platte,8512,NA,NA,NA 1960,Sheridan,18989,NA,NA,NA -1970,Sheridan,17852,NA,NA,NA -1971,Sheridan,17900,258,233,23 -1972,Sheridan,18300,255,261,406 -1973,Sheridan,18900,259,247,588 -1974,Sheridan,19200,235,254,319 -1975,Sheridan,20100,286,246,860 -1976,Sheridan,21200,270,236,1066 -1977,Sheridan,21800,350,233,483 -1978,Sheridan,22900,390,241,951 -1979,Sheridan,24200,441,214,1073 -1980,Sheridan,25048,449,217,616 -1981,Sheridan,25649,455,210,356 -1982,Sheridan,26373,497,238,465 -1983,Sheridan,26804,435,247,243 -1984,Sheridan,26935,417,238,-48 -1985,Sheridan,26197,404,236,-906 -1986,Sheridan,25356,364,218,-987 -1987,Sheridan,24747,303,227,-685 -1988,Sheridan,24109,287,252,-673 -1989,Sheridan,23703,280,234,-452 -1990,Sheridan,23562,285,251,-144 -1991,Sheridan,23722,249,237,117 -1992,Sheridan,24230,323,252,437 -1993,Sheridan,24787,281,241,517 -1994,Sheridan,25256,276,251,444 -1995,Sheridan,25663,259,261,409 -1996,Sheridan,26008,276,253,322 -1997,Sheridan,26095,285,250,52 -1998,Sheridan,26240,261,322,206 -1999,Sheridan,26328,275,272,85 -2000,Sheridan,26584,265,284,275 -2001,Sheridan,26623,287,307,59 -2002,Sheridan,26839,291,303,228 -2003,Sheridan,26938,341,277,35 -2004,Sheridan,26942,328,275,-49 -2005,Sheridan,27075,334,278,77 -2006,Sheridan,27422,342,312,317 -2007,Sheridan,27845,379,270,314 -2008,Sheridan,28465,363,318,575 -2009,Sheridan,29017,378,291,465 -2010,Sheridan,29151,343,293,84 -2011,Sheridan,29272,346,304,79 -2012,Sheridan,29566,308,268,254 -2013,Sheridan,29795,351,286,164 -2014,Sheridan,29937,329,320,133 -2015,Sheridan,29990,323,320,50 -2016,Sheridan,30104,326,339,127 -2017,Sheridan,30312,318,307,197 -2018,Sheridan,30380,291,357,134 -2019,Sheridan,30712,315,307,324 -2020,Sheridan,31005,313,345,320 -2021,Sheridan,31663,299,384,738 -2022,Sheridan,32049,315,368,435 +1970,Sheridan,17852,258,233,23 +1971,Sheridan,17900,255,261,406 +1972,Sheridan,18300,259,247,588 +1973,Sheridan,18900,235,254,319 +1974,Sheridan,19200,286,246,860 +1975,Sheridan,20100,270,236,1066 +1976,Sheridan,21200,350,233,483 +1977,Sheridan,21800,390,241,951 +1978,Sheridan,22900,441,214,1073 +1979,Sheridan,24200,449,217,616 +1980,Sheridan,25048,455,210,356 +1981,Sheridan,25649,497,238,465 +1982,Sheridan,26373,435,247,243 +1983,Sheridan,26804,417,238,-48 +1984,Sheridan,26935,404,236,-906 +1985,Sheridan,26197,364,218,-987 +1986,Sheridan,25356,303,227,-685 +1987,Sheridan,24747,287,252,-673 +1988,Sheridan,24109,280,234,-452 +1989,Sheridan,23703,285,251,-144 +1990,Sheridan,23562,249,237,117 +1991,Sheridan,23722,323,252,437 +1992,Sheridan,24230,281,241,517 +1993,Sheridan,24787,276,251,444 +1994,Sheridan,25256,259,261,409 +1995,Sheridan,25663,276,253,322 +1996,Sheridan,26008,285,250,52 +1997,Sheridan,26095,261,322,206 +1998,Sheridan,26240,275,272,85 +1999,Sheridan,26328,265,284,275 +2000,Sheridan,26584,287,307,59 +2001,Sheridan,26623,291,303,228 +2002,Sheridan,26839,341,277,35 +2003,Sheridan,26938,328,275,-49 +2004,Sheridan,26942,334,278,77 +2005,Sheridan,27075,342,312,317 +2006,Sheridan,27422,379,270,314 +2007,Sheridan,27845,363,318,575 +2008,Sheridan,28465,378,291,465 +2009,Sheridan,29017,343,293,84 +2010,Sheridan,29151,346,304,79 +2011,Sheridan,29272,308,268,254 +2012,Sheridan,29566,351,286,164 +2013,Sheridan,29795,329,320,133 +2014,Sheridan,29937,323,320,50 +2015,Sheridan,29990,326,339,127 +2016,Sheridan,30104,318,307,197 +2017,Sheridan,30312,291,357,134 +2018,Sheridan,30380,315,307,324 +2019,Sheridan,30712,313,345,320 +2020,Sheridan,31005,299,384,738 +2021,Sheridan,31663,315,368,435 +2022,Sheridan,32049,NA,NA,NA 2023,Sheridan,32581,NA,NA,NA 2024,Sheridan,32978,NA,NA,NA 1960,Sublette,3778,NA,NA,NA -1970,Sublette,3755,NA,NA,NA -1971,Sublette,3600,65,21,-199 -1972,Sublette,3800,64,36,172 -1973,Sublette,3700,63,28,-135 -1974,Sublette,3700,66,19,-47 -1975,Sublette,3900,91,29,138 -1976,Sublette,3900,60,15,-45 -1977,Sublette,4200,67,17,250 -1978,Sublette,4100,74,35,-139 -1979,Sublette,4300,95,33,138 -1980,Sublette,4548,76,23,195 -1981,Sublette,4880,90,23,265 -1982,Sublette,5145,96,29,198 -1983,Sublette,5181,74,41,3 -1984,Sublette,5256,103,32,4 -1985,Sublette,5519,103,33,193 -1986,Sublette,5962,92,37,388 -1987,Sublette,5358,84,36,-652 -1988,Sublette,4859,76,51,-524 -1989,Sublette,4714,66,30,-181 -1990,Sublette,4843,72,34,131 -1991,Sublette,4964,63,44,62 -1992,Sublette,5022,55,48,51 -1993,Sublette,5184,75,37,124 -1994,Sublette,5409,78,47,194 -1995,Sublette,5515,74,38,70 -1996,Sublette,5601,55,36,67 -1997,Sublette,5684,65,59,77 -1998,Sublette,5773,57,52,84 -1999,Sublette,5835,65,52,49 -2000,Sublette,5963,54,43,117 -2001,Sublette,6026,55,40,48 -2002,Sublette,6389,83,54,334 -2003,Sublette,6687,70,44,272 -2004,Sublette,7072,86,53,352 -2005,Sublette,7515,73,62,432 -2006,Sublette,7957,107,49,384 -2007,Sublette,8800,130,47,760 -2008,Sublette,9474,148,51,577 -2009,Sublette,10134,131,54,583 -2010,Sublette,10234,127,48,21 -2011,Sublette,10054,126,48,-258 -2012,Sublette,10236,140,45,87 -2013,Sublette,9825,127,43,-495 -2014,Sublette,9693,125,56,-201 -2015,Sublette,9474,132,51,-300 -2016,Sublette,9295,109,51,-237 -2017,Sublette,8963,98,51,-379 -2018,Sublette,8900,85,81,-67 -2019,Sublette,8827,76,65,-84 -2020,Sublette,8740,92,75,-108 -2021,Sublette,8729,89,78,-25 -2022,Sublette,8767,79,73,24 +1970,Sublette,3755,65,21,-199 +1971,Sublette,3600,64,36,172 +1972,Sublette,3800,63,28,-135 +1973,Sublette,3700,66,19,-47 +1974,Sublette,3700,91,29,138 +1975,Sublette,3900,60,15,-45 +1976,Sublette,3900,67,17,250 +1977,Sublette,4200,74,35,-139 +1978,Sublette,4100,95,33,138 +1979,Sublette,4300,76,23,195 +1980,Sublette,4548,90,23,265 +1981,Sublette,4880,96,29,198 +1982,Sublette,5145,74,41,3 +1983,Sublette,5181,103,32,4 +1984,Sublette,5256,103,33,193 +1985,Sublette,5519,92,37,388 +1986,Sublette,5962,84,36,-652 +1987,Sublette,5358,76,51,-524 +1988,Sublette,4859,66,30,-181 +1989,Sublette,4714,72,34,131 +1990,Sublette,4843,63,44,62 +1991,Sublette,4964,55,48,51 +1992,Sublette,5022,75,37,124 +1993,Sublette,5184,78,47,194 +1994,Sublette,5409,74,38,70 +1995,Sublette,5515,55,36,67 +1996,Sublette,5601,65,59,77 +1997,Sublette,5684,57,52,84 +1998,Sublette,5773,65,52,49 +1999,Sublette,5835,54,43,117 +2000,Sublette,5963,55,40,48 +2001,Sublette,6026,83,54,334 +2002,Sublette,6389,70,44,272 +2003,Sublette,6687,86,53,352 +2004,Sublette,7072,73,62,432 +2005,Sublette,7515,107,49,384 +2006,Sublette,7957,130,47,760 +2007,Sublette,8800,148,51,577 +2008,Sublette,9474,131,54,583 +2009,Sublette,10134,127,48,21 +2010,Sublette,10234,126,48,-258 +2011,Sublette,10054,140,45,87 +2012,Sublette,10236,127,43,-495 +2013,Sublette,9825,125,56,-201 +2014,Sublette,9693,132,51,-300 +2015,Sublette,9474,109,51,-237 +2016,Sublette,9295,98,51,-379 +2017,Sublette,8963,85,81,-67 +2018,Sublette,8900,76,65,-84 +2019,Sublette,8827,92,75,-108 +2020,Sublette,8740,89,78,-25 +2021,Sublette,8729,79,73,24 +2022,Sublette,8767,NA,NA,NA 2023,Sublette,8991,NA,NA,NA 2024,Sublette,8965,NA,NA,NA 1960,Sweetwater,17920,NA,NA,NA -1970,Sweetwater,18391,NA,NA,NA -1971,Sweetwater,19200,388,178,599 -1972,Sweetwater,21400,407,209,2002 -1973,Sweetwater,22900,502,227,1225 -1974,Sweetwater,27000,649,261,3712 -1975,Sweetwater,31100,722,229,3607 -1976,Sweetwater,32400,821,243,722 -1977,Sweetwater,34700,974,218,1544 -1978,Sweetwater,37600,901,226,2225 -1979,Sweetwater,39600,1045,210,1165 -1980,Sweetwater,41723,1177,233,1179 -1981,Sweetwater,44288,1126,243,1682 -1982,Sweetwater,45752,1183,227,508 -1983,Sweetwater,44714,971,212,-1797 -1984,Sweetwater,42477,879,180,-2936 -1985,Sweetwater,42773,860,190,-374 -1986,Sweetwater,44222,888,201,762 -1987,Sweetwater,42118,676,173,-2607 -1988,Sweetwater,40080,621,168,-2491 -1989,Sweetwater,39246,588,201,-1221 -1990,Sweetwater,38823,562,185,-831 -1991,Sweetwater,39592,641,211,370 -1992,Sweetwater,40012,576,217,61 -1993,Sweetwater,40066,636,218,-364 -1994,Sweetwater,39960,560,230,-436 -1995,Sweetwater,39849,522,243,-390 -1996,Sweetwater,39257,522,235,-879 -1997,Sweetwater,38728,555,230,-854 -1998,Sweetwater,38565,587,240,-510 -1999,Sweetwater,38142,543,252,-714 -2000,Sweetwater,37552,518,227,-881 -2001,Sweetwater,36899,509,253,-909 -2002,Sweetwater,37428,612,247,164 -2003,Sweetwater,37450,574,275,-277 -2004,Sweetwater,38026,566,275,285 -2005,Sweetwater,38739,646,244,311 -2006,Sweetwater,39749,720,251,541 -2007,Sweetwater,41470,693,279,1307 -2008,Sweetwater,42358,763,240,365 -2009,Sweetwater,44133,724,252,1303 -2010,Sweetwater,43569,631,244,-951 -2011,Sweetwater,43944,647,251,-21 -2012,Sweetwater,44931,630,294,651 -2013,Sweetwater,45044,622,255,-254 -2014,Sweetwater,44806,632,279,-591 -2015,Sweetwater,44546,633,266,-627 -2016,Sweetwater,44040,608,311,-803 -2017,Sweetwater,43339,551,316,-936 -2018,Sweetwater,42820,488,325,-682 -2019,Sweetwater,42504,512,312,-516 -2020,Sweetwater,42196,460,418,-349 -2021,Sweetwater,41630,449,420,-600 -2022,Sweetwater,41322,449,380,-321 +1970,Sweetwater,18391,388,178,599 +1971,Sweetwater,19200,407,209,2002 +1972,Sweetwater,21400,502,227,1225 +1973,Sweetwater,22900,649,261,3712 +1974,Sweetwater,27000,722,229,3607 +1975,Sweetwater,31100,821,243,722 +1976,Sweetwater,32400,974,218,1544 +1977,Sweetwater,34700,901,226,2225 +1978,Sweetwater,37600,1045,210,1165 +1979,Sweetwater,39600,1177,233,1179 +1980,Sweetwater,41723,1126,243,1682 +1981,Sweetwater,44288,1183,227,508 +1982,Sweetwater,45752,971,212,-1797 +1983,Sweetwater,44714,879,180,-2936 +1984,Sweetwater,42477,860,190,-374 +1985,Sweetwater,42773,888,201,762 +1986,Sweetwater,44222,676,173,-2607 +1987,Sweetwater,42118,621,168,-2491 +1988,Sweetwater,40080,588,201,-1221 +1989,Sweetwater,39246,562,185,-831 +1990,Sweetwater,38823,641,211,370 +1991,Sweetwater,39592,576,217,61 +1992,Sweetwater,40012,636,218,-364 +1993,Sweetwater,40066,560,230,-436 +1994,Sweetwater,39960,522,243,-390 +1995,Sweetwater,39849,522,235,-879 +1996,Sweetwater,39257,555,230,-854 +1997,Sweetwater,38728,587,240,-510 +1998,Sweetwater,38565,543,252,-714 +1999,Sweetwater,38142,518,227,-881 +2000,Sweetwater,37552,509,253,-909 +2001,Sweetwater,36899,612,247,164 +2002,Sweetwater,37428,574,275,-277 +2003,Sweetwater,37450,566,275,285 +2004,Sweetwater,38026,646,244,311 +2005,Sweetwater,38739,720,251,541 +2006,Sweetwater,39749,693,279,1307 +2007,Sweetwater,41470,763,240,365 +2008,Sweetwater,42358,724,252,1303 +2009,Sweetwater,44133,631,244,-951 +2010,Sweetwater,43569,647,251,-21 +2011,Sweetwater,43944,630,294,651 +2012,Sweetwater,44931,622,255,-254 +2013,Sweetwater,45044,632,279,-591 +2014,Sweetwater,44806,633,266,-627 +2015,Sweetwater,44546,608,311,-803 +2016,Sweetwater,44040,551,316,-936 +2017,Sweetwater,43339,488,325,-682 +2018,Sweetwater,42820,512,312,-516 +2019,Sweetwater,42504,460,418,-349 +2020,Sweetwater,42196,449,420,-600 +2021,Sweetwater,41630,449,380,-321 +2022,Sweetwater,41322,NA,NA,NA 2023,Sweetwater,41288,NA,NA,NA 2024,Sweetwater,41273,NA,NA,NA 1960,Teton,3062,NA,NA,NA -1970,Teton,4823,NA,NA,NA -1971,Teton,5200,83,34,328 -1972,Teton,5700,88,32,444 -1973,Teton,6200,100,45,445 -1974,Teton,6900,105,28,623 -1975,Teton,7100,110,32,122 -1976,Teton,7600,106,34,428 -1977,Teton,8000,112,38,326 -1978,Teton,8800,129,26,697 -1979,Teton,9500,129,29,600 -1980,Teton,9355,152,38,-259 -1981,Teton,10019,170,37,531 -1982,Teton,10520,179,36,358 -1983,Teton,10653,191,49,-9 -1984,Teton,10557,189,35,-250 -1985,Teton,10132,184,54,-555 -1986,Teton,10056,205,47,-234 -1987,Teton,10260,173,41,72 -1988,Teton,10614,221,56,189 -1989,Teton,10968,219,52,187 -1990,Teton,11173,211,49,198 -1991,Teton,12098,194,42,618 -1992,Teton,12788,187,49,552 -1993,Teton,13733,162,63,846 -1994,Teton,14320,192,62,457 -1995,Teton,14907,173,50,464 -1996,Teton,15494,164,66,489 -1997,Teton,16182,187,58,559 -1998,Teton,16883,162,62,601 -1999,Teton,17672,190,68,667 -2000,Teton,18381,198,73,584 -2001,Teton,18653,190,78,160 -2002,Teton,18837,224,74,34 -2003,Teton,19066,244,86,71 -2004,Teton,19467,237,75,239 -2005,Teton,19632,292,74,-53 -2006,Teton,20014,288,69,163 -2007,Teton,20472,286,59,231 -2008,Teton,20988,312,76,280 -2009,Teton,21232,258,68,54 -2010,Teton,21294,283,93,-128 -2011,Teton,21406,226,57,-57 -2012,Teton,21614,256,86,38 -2013,Teton,22293,255,83,507 -2014,Teton,22747,242,84,296 -2015,Teton,23015,271,91,88 -2016,Teton,23174,237,87,9 -2017,Teton,23289,237,70,-52 -2018,Teton,23155,232,80,-286 -2019,Teton,23266,224,127,14 -2020,Teton,23384,206,95,2 -2021,Teton,23613,235,92,83 -2022,Teton,23341,178,104,-382 +1970,Teton,4823,83,34,328 +1971,Teton,5200,88,32,444 +1972,Teton,5700,100,45,445 +1973,Teton,6200,105,28,623 +1974,Teton,6900,110,32,122 +1975,Teton,7100,106,34,428 +1976,Teton,7600,112,38,326 +1977,Teton,8000,129,26,697 +1978,Teton,8800,129,29,600 +1979,Teton,9500,152,38,-259 +1980,Teton,9355,170,37,531 +1981,Teton,10019,179,36,358 +1982,Teton,10520,191,49,-9 +1983,Teton,10653,189,35,-250 +1984,Teton,10557,184,54,-555 +1985,Teton,10132,205,47,-234 +1986,Teton,10056,173,41,72 +1987,Teton,10260,221,56,189 +1988,Teton,10614,219,52,187 +1989,Teton,10968,211,49,198 +1990,Teton,11173,194,42,618 +1991,Teton,12098,187,49,552 +1992,Teton,12788,162,63,846 +1993,Teton,13733,192,62,457 +1994,Teton,14320,173,50,464 +1995,Teton,14907,164,66,489 +1996,Teton,15494,187,58,559 +1997,Teton,16182,162,62,601 +1998,Teton,16883,190,68,667 +1999,Teton,17672,198,73,584 +2000,Teton,18381,190,78,160 +2001,Teton,18653,224,74,34 +2002,Teton,18837,244,86,71 +2003,Teton,19066,237,75,239 +2004,Teton,19467,292,74,-53 +2005,Teton,19632,288,69,163 +2006,Teton,20014,286,59,231 +2007,Teton,20472,312,76,280 +2008,Teton,20988,258,68,54 +2009,Teton,21232,283,93,-128 +2010,Teton,21294,226,57,-57 +2011,Teton,21406,256,86,38 +2012,Teton,21614,255,83,507 +2013,Teton,22293,242,84,296 +2014,Teton,22747,271,91,88 +2015,Teton,23015,237,87,9 +2016,Teton,23174,237,70,-52 +2017,Teton,23289,232,80,-286 +2018,Teton,23155,224,127,14 +2019,Teton,23266,206,95,2 +2020,Teton,23384,235,92,83 +2021,Teton,23613,178,104,-382 +2022,Teton,23341,NA,NA,NA 2023,Teton,23368,NA,NA,NA 2024,Teton,23272,NA,NA,NA 1960,Uinta,7484,NA,NA,NA -1970,Uinta,7100,NA,NA,NA -1971,Uinta,7000,148,54,-194 -1972,Uinta,7200,141,66,125 -1973,Uinta,7200,165,67,-98 -1974,Uinta,7800,216,66,450 -1975,Uinta,9800,226,75,1849 -1976,Uinta,9900,269,78,-91 -1977,Uinta,10400,286,74,288 -1978,Uinta,11000,285,73,388 -1979,Uinta,11800,337,82,545 -1980,Uinta,13021,425,83,879 -1981,Uinta,16280,505,67,2821 -1982,Uinta,19721,616,77,2902 -1983,Uinta,21652,638,85,1378 -1984,Uinta,22562,608,100,402 -1985,Uinta,22351,540,88,-663 -1986,Uinta,22385,490,85,-371 -1987,Uinta,20883,403,84,-1821 -1988,Uinta,19596,372,80,-1579 -1989,Uinta,19218,346,84,-640 -1990,Uinta,18705,361,80,-861 -1991,Uinta,19101,342,86,207 -1992,Uinta,19476,338,102,139 -1993,Uinta,19581,310,76,-129 -1994,Uinta,19927,312,91,125 -1995,Uinta,19884,331,96,-278 -1996,Uinta,19936,338,109,-177 -1997,Uinta,19935,346,108,-239 -1998,Uinta,20029,325,84,-147 -1999,Uinta,19901,294,124,-298 -2000,Uinta,19666,302,100,-437 -2001,Uinta,19413,307,112,-448 -2002,Uinta,19587,312,118,-20 -2003,Uinta,19480,322,117,-312 -2004,Uinta,19470,292,115,-187 -2005,Uinta,19494,288,126,-138 -2006,Uinta,19709,320,131,26 -2007,Uinta,20171,353,138,247 -2008,Uinta,20613,336,138,244 -2009,Uinta,21054,364,118,195 -2010,Uinta,21097,315,145,-127 -2011,Uinta,20936,300,126,-335 -2012,Uinta,21071,326,118,-73 -2013,Uinta,21059,304,139,-177 -2014,Uinta,20953,325,145,-286 -2015,Uinta,20923,301,150,-181 -2016,Uinta,20885,289,141,-186 -2017,Uinta,20651,289,148,-375 -2018,Uinta,20528,231,138,-216 -2019,Uinta,20453,242,172,-145 -2020,Uinta,20461,218,183,-31 -2021,Uinta,20690,238,187,173 -2022,Uinta,20722,236,207,17 +1970,Uinta,7100,148,54,-194 +1971,Uinta,7000,141,66,125 +1972,Uinta,7200,165,67,-98 +1973,Uinta,7200,216,66,450 +1974,Uinta,7800,226,75,1849 +1975,Uinta,9800,269,78,-91 +1976,Uinta,9900,286,74,288 +1977,Uinta,10400,285,73,388 +1978,Uinta,11000,337,82,545 +1979,Uinta,11800,425,83,879 +1980,Uinta,13021,505,67,2821 +1981,Uinta,16280,616,77,2902 +1982,Uinta,19721,638,85,1378 +1983,Uinta,21652,608,100,402 +1984,Uinta,22562,540,88,-663 +1985,Uinta,22351,490,85,-371 +1986,Uinta,22385,403,84,-1821 +1987,Uinta,20883,372,80,-1579 +1988,Uinta,19596,346,84,-640 +1989,Uinta,19218,361,80,-861 +1990,Uinta,18705,342,86,207 +1991,Uinta,19101,338,102,139 +1992,Uinta,19476,310,76,-129 +1993,Uinta,19581,312,91,125 +1994,Uinta,19927,331,96,-278 +1995,Uinta,19884,338,109,-177 +1996,Uinta,19936,346,108,-239 +1997,Uinta,19935,325,84,-147 +1998,Uinta,20029,294,124,-298 +1999,Uinta,19901,302,100,-437 +2000,Uinta,19666,307,112,-448 +2001,Uinta,19413,312,118,-20 +2002,Uinta,19587,322,117,-312 +2003,Uinta,19480,292,115,-187 +2004,Uinta,19470,288,126,-138 +2005,Uinta,19494,320,131,26 +2006,Uinta,19709,353,138,247 +2007,Uinta,20171,336,138,244 +2008,Uinta,20613,364,118,195 +2009,Uinta,21054,315,145,-127 +2010,Uinta,21097,300,126,-335 +2011,Uinta,20936,326,118,-73 +2012,Uinta,21071,304,139,-177 +2013,Uinta,21059,325,145,-286 +2014,Uinta,20953,301,150,-181 +2015,Uinta,20923,289,141,-186 +2016,Uinta,20885,289,148,-375 +2017,Uinta,20651,231,138,-216 +2018,Uinta,20528,242,172,-145 +2019,Uinta,20453,218,183,-31 +2020,Uinta,20461,238,187,173 +2021,Uinta,20690,236,207,17 +2022,Uinta,20722,NA,NA,NA 2023,Uinta,20724,NA,NA,NA 2024,Uinta,20621,NA,NA,NA 1960,Washakie,8883,NA,NA,NA -1970,Washakie,7569,NA,NA,NA -1971,Washakie,7500,145,59,-155 -1972,Washakie,7900,123,49,326 -1973,Washakie,7800,102,56,-146 -1974,Washakie,7800,133,76,-57 -1975,Washakie,8100,140,79,239 -1976,Washakie,8400,173,78,205 -1977,Washakie,8800,162,72,310 -1978,Washakie,8800,175,63,-112 -1979,Washakie,9100,219,72,153 -1980,Washakie,9496,218,67,245 -1981,Washakie,9927,209,75,297 -1982,Washakie,10143,197,67,86 -1983,Washakie,10010,185,90,-228 -1984,Washakie,10009,159,56,-104 -1985,Washakie,9757,177,71,-358 -1986,Washakie,9667,132,69,-153 -1987,Washakie,9144,144,68,-599 -1988,Washakie,8857,123,69,-341 -1989,Washakie,8502,116,90,-381 -1990,Washakie,8388,113,74,-178 -1991,Washakie,8291,131,68,-135 -1992,Washakie,8420,98,88,119 -1993,Washakie,8452,113,56,-25 -1994,Washakie,8484,91,75,16 -1995,Washakie,8511,96,72,3 -1996,Washakie,8471,97,107,-30 -1997,Washakie,8531,103,72,29 -1998,Washakie,8585,100,95,49 -1999,Washakie,8425,102,97,-165 -2000,Washakie,8252,106,77,-202 -2001,Washakie,8068,94,78,-200 -2002,Washakie,7988,103,83,-100 -2003,Washakie,7976,81,82,-11 -2004,Washakie,7960,86,91,-11 -2005,Washakie,8022,111,89,40 -2006,Washakie,7979,122,78,-87 -2007,Washakie,8169,89,82,183 -2008,Washakie,8229,106,89,43 -2009,Washakie,8423,99,86,181 -2010,Washakie,8529,104,86,88 -2011,Washakie,8443,97,88,-95 -2012,Washakie,8394,91,92,-48 -2013,Washakie,8393,97,72,-26 -2014,Washakie,8246,98,80,-165 -2015,Washakie,8244,102,84,-20 -2016,Washakie,8135,72,91,-90 -2017,Washakie,7960,84,82,-177 -2018,Washakie,7825,81,99,-117 -2019,Washakie,7757,79,81,-66 -2020,Washakie,7663,79,105,-74 -2021,Washakie,7727,68,113,107 -2022,Washakie,7728,80,100,25 +1970,Washakie,7569,145,59,-155 +1971,Washakie,7500,123,49,326 +1972,Washakie,7900,102,56,-146 +1973,Washakie,7800,133,76,-57 +1974,Washakie,7800,140,79,239 +1975,Washakie,8100,173,78,205 +1976,Washakie,8400,162,72,310 +1977,Washakie,8800,175,63,-112 +1978,Washakie,8800,219,72,153 +1979,Washakie,9100,218,67,245 +1980,Washakie,9496,209,75,297 +1981,Washakie,9927,197,67,86 +1982,Washakie,10143,185,90,-228 +1983,Washakie,10010,159,56,-104 +1984,Washakie,10009,177,71,-358 +1985,Washakie,9757,132,69,-153 +1986,Washakie,9667,144,68,-599 +1987,Washakie,9144,123,69,-341 +1988,Washakie,8857,116,90,-381 +1989,Washakie,8502,113,74,-178 +1990,Washakie,8388,131,68,-135 +1991,Washakie,8291,98,88,119 +1992,Washakie,8420,113,56,-25 +1993,Washakie,8452,91,75,16 +1994,Washakie,8484,96,72,3 +1995,Washakie,8511,97,107,-30 +1996,Washakie,8471,103,72,29 +1997,Washakie,8531,100,95,49 +1998,Washakie,8585,102,97,-165 +1999,Washakie,8425,106,77,-202 +2000,Washakie,8252,94,78,-200 +2001,Washakie,8068,103,83,-100 +2002,Washakie,7988,81,82,-11 +2003,Washakie,7976,86,91,-11 +2004,Washakie,7960,111,89,40 +2005,Washakie,8022,122,78,-87 +2006,Washakie,7979,89,82,183 +2007,Washakie,8169,106,89,43 +2008,Washakie,8229,99,86,181 +2009,Washakie,8423,104,86,88 +2010,Washakie,8529,97,88,-95 +2011,Washakie,8443,91,92,-48 +2012,Washakie,8394,97,72,-26 +2013,Washakie,8393,98,80,-165 +2014,Washakie,8246,102,84,-20 +2015,Washakie,8244,72,91,-90 +2016,Washakie,8135,84,82,-177 +2017,Washakie,7960,81,99,-117 +2018,Washakie,7825,79,81,-66 +2019,Washakie,7757,79,105,-74 +2020,Washakie,7663,68,113,107 +2021,Washakie,7727,80,100,25 +2022,Washakie,7728,NA,NA,NA 2023,Washakie,7736,NA,NA,NA 2024,Washakie,7662,NA,NA,NA 1960,Weston,7929,NA,NA,NA -1970,Weston,6307,NA,NA,NA -1971,Weston,6100,94,61,-240 -1972,Weston,6100,95,49,-46 -1973,Weston,6100,101,65,-36 -1974,Weston,6000,103,59,-144 -1975,Weston,6200,98,53,155 -1976,Weston,6500,128,63,235 -1977,Weston,6800,142,58,216 -1978,Weston,7100,143,56,213 -1979,Weston,7300,168,71,103 -1980,Weston,7106,155,71,-278 -1981,Weston,7511,191,56,270 -1982,Weston,7787,175,64,165 -1983,Weston,7812,192,71,-96 -1984,Weston,7853,159,70,-48 -1985,Weston,7780,141,53,-161 -1986,Weston,7593,117,61,-243 -1987,Weston,7250,111,50,-404 -1988,Weston,6844,97,67,-436 -1989,Weston,6676,79,51,-196 -1990,Weston,6518,78,47,-201 -1991,Weston,6515,74,46,-19 -1992,Weston,6638,73,51,101 -1993,Weston,6587,55,57,-49 -1994,Weston,6696,74,61,96 -1995,Weston,6721,57,66,34 -1996,Weston,6768,83,55,19 -1997,Weston,6725,64,60,-47 -1998,Weston,6739,77,69,6 -1999,Weston,6667,60,66,-66 -2000,Weston,6627,73,59,-54 -2001,Weston,6487,63,62,-141 -2002,Weston,6578,59,67,99 -2003,Weston,6610,70,63,25 -2004,Weston,6646,67,56,25 -2005,Weston,6594,54,71,-35 -2006,Weston,6717,78,76,121 -2007,Weston,7033,78,82,320 -2008,Weston,7133,76,64,88 -2009,Weston,7266,97,69,105 -2010,Weston,7200,75,70,-71 -2011,Weston,7153,78,74,-51 -2012,Weston,7094,85,75,-69 -2013,Weston,7160,94,68,40 -2014,Weston,7171,67,81,25 -2015,Weston,7247,76,59,59 -2016,Weston,7282,78,70,27 -2017,Weston,7024,72,63,-267 -2018,Weston,6965,57,80,-36 -2019,Weston,6959,55,60,-1 -2020,Weston,6817,57,80,-120 -2021,Weston,6747,57,106,-21 -2022,Weston,6872,51,76,137 +1970,Weston,6307,94,61,-240 +1971,Weston,6100,95,49,-46 +1972,Weston,6100,101,65,-36 +1973,Weston,6100,103,59,-144 +1974,Weston,6000,98,53,155 +1975,Weston,6200,128,63,235 +1976,Weston,6500,142,58,216 +1977,Weston,6800,143,56,213 +1978,Weston,7100,168,71,103 +1979,Weston,7300,155,71,-278 +1980,Weston,7106,191,56,270 +1981,Weston,7511,175,64,165 +1982,Weston,7787,192,71,-96 +1983,Weston,7812,159,70,-48 +1984,Weston,7853,141,53,-161 +1985,Weston,7780,117,61,-243 +1986,Weston,7593,111,50,-404 +1987,Weston,7250,97,67,-436 +1988,Weston,6844,79,51,-196 +1989,Weston,6676,78,47,-201 +1990,Weston,6518,74,46,-19 +1991,Weston,6515,73,51,101 +1992,Weston,6638,55,57,-49 +1993,Weston,6587,74,61,96 +1994,Weston,6696,57,66,34 +1995,Weston,6721,83,55,19 +1996,Weston,6768,64,60,-47 +1997,Weston,6725,77,69,6 +1998,Weston,6739,60,66,-66 +1999,Weston,6667,73,59,-54 +2000,Weston,6627,63,62,-141 +2001,Weston,6487,59,67,99 +2002,Weston,6578,70,63,25 +2003,Weston,6610,67,56,25 +2004,Weston,6646,54,71,-35 +2005,Weston,6594,78,76,121 +2006,Weston,6717,78,82,320 +2007,Weston,7033,76,64,88 +2008,Weston,7133,97,69,105 +2009,Weston,7266,75,70,-71 +2010,Weston,7200,78,74,-51 +2011,Weston,7153,85,75,-69 +2012,Weston,7094,94,68,40 +2013,Weston,7160,67,81,25 +2014,Weston,7171,76,59,59 +2015,Weston,7247,78,70,27 +2016,Weston,7282,72,63,-267 +2017,Weston,7024,57,80,-36 +2018,Weston,6965,55,60,-1 +2019,Weston,6959,57,80,-120 +2020,Weston,6817,57,106,-21 +2021,Weston,6747,51,76,137 +2022,Weston,6872,NA,NA,NA 2023,Weston,6828,NA,NA,NA 2024,Weston,6866,NA,NA,NA diff --git a/Migration_Regression.r b/Migration_Regression.r index 9624c23..32c9bbb 100644 --- a/Migration_Regression.r +++ b/Migration_Regression.r @@ -1,87 +1,38 @@ +#### NEXT STEPS!!!! USE CORRELATION TO DRAW FROM EACH MIGRANT IN A GIVEN YEAR ##########################Model Migration Trends library(tidyverse) library(fixest) library(corrplot) -##Run Regression +######Checking correlations with migration rates DEMOGRAPHIC_DATA <- readRDS("Data/Cleaned_Data/Wyoming_County_Demographic_Data.Rds") #Extract the population trend data to connect with demographics (Population,births,deaths) POP_DATA <- readRDS("Data/Cleaned_Data/Wyoming_County_Population.Rds") #Identify births, deaths an migration from existing data. -C_YEAR <- 1983 -C_COUNTY <- 'Albany' -POP_DATA %>% filter(Year==C_YEAR,County==C_COUNTY) -sum((DEMOGRAPHIC_DATA %>% filter(Year==C_YEAR,County==C_COUNTY))[,4:5])+34 + DEMO1 <- DEMOGRAPHIC_DATA + DEMO2 <- DEMOGRAPHIC_DATA %>% mutate(Year=Year+1,Age=Age+1) %>% rename(PREV_MALE=Num_Male,PREV_FEMALE=Num_Female) +DEMO_DATA <- inner_join(DEMO1,DEMO2) %>% mutate(Male=Num_Male-PREV_MALE,Female=Num_Female-PREV_FEMALE) %>% select(County,Year,Age,Male,Female) %>% arrange(County,Year,Age) +COR_MAT_DATA_FULL <- pivot_wider(DEMO_DATA,values_from=c(Male,Female),names_from=Age) +COR_MAT_DATA_FULL <- POP_DATA %>% left_join(COR_MAT_DATA_FULL ) +COR_DATA <- COR_MAT_DATA_FULL %>% filter(Year>2010) %>% select(-County,-Year,-Births,-Deaths,-Population) +COR <- cor(COR_DATA,use="pairwise.complete.obs") +COR_RES <- COR["Migration",2:(ncol(COR))] +COR_RES <- cbind(rep(1:90,2),c(rep("Male",ncol(COR)/2),rep("Female",ncol(COR)/2)),as.numeric(COR_RES)) %>% as_tibble +colnames(COR_RES) <- c("Age","Sex","Cor") +COR_RES <- COR_RES %>% mutate(Age=as.integer(Age),Cor=as.numeric(Cor)) +ggplot(COR_RES,aes(x=Age,y=Cor,group=Sex,color=Sex))+geom_smooth(span=0.25)+geom_point() +########################Combine Male and Female Since they look similar +DEMO_DATA <- inner_join(DEMO1,DEMO2) %>% mutate(Male=Num_Male-PREV_MALE,Female=Num_Female-PREV_FEMALE,Change=Male+Female) %>% select(County,Year,Age,Change) %>% arrange(County,Year,Age) +COR_MAT_DATA_FULL <- pivot_wider(DEMO_DATA,values_from=c(Change),names_from=Age) +COR_MAT_DATA_FULL <- POP_DATA %>% left_join(COR_MAT_DATA_FULL ) +COR_DATA <- COR_MAT_DATA_FULL %>% filter(Year>2010) %>% select(-County,-Year,-Births,-Deaths,-Population) +COR <- cor(COR_DATA,use="pairwise.complete.obs") +COR_RES <- COR["Migration",2:(ncol(COR))] +COR_RES <- cbind(1:90,as.numeric(COR_RES)) %>% as_tibble +colnames(COR_RES) <- c("Age","Cor") +ggplot(COR_RES,aes(x=Age,y=Cor))+geom_smooth(span=0.3)+geom_point() +data.frame(COR_RES) %>% as_tibble +MIGRATION_AGE_COR <- predict(loess(Cor~Age,span=0.3,data=as.data.frame(COR_RES))) +plot(MIGRATION_AGE_COR) -sum((DEMOGRAPHIC_DATA %>% filter(Year==C_YEAR-1,County==C_COUNTY,Age==0))[,4:5]) -sum((DEMOGRAPHIC_DATA %>% filter(Year==C_YEAR,County==C_COUNTY,Age==1))[,4:5]) - -sum((DEMOGRAPHIC_DATA %>% filter(Year==C_YEAR,County==C_COUNTY,Age==0))[,4:5]) - - - - - - - - - - -#############################OTHER TESTING -DATA <- POP_DATA %>% left_join(DEMOGRAPHIC_DATA) %>% filter(!is.na(Births)) -DATA$Age_Group <- NA -DATA <- DATA %>% mutate(Age_Group=ifelse(Age<=5,"Infant",Age_Group)) -DATA <- DATA %>% mutate(Age_Group=ifelse(Age>5 & Age<18,"Child",Age_Group)) -DATA <- DATA %>% mutate(Age_Group=ifelse(Age>=18 & Age<25,"Young_Adult",Age_Group)) -DATA <- DATA %>% mutate(Age_Group=ifelse(Age>=25 & Age<35,"Young_Working_Adult",Age_Group)) -DATA <- DATA %>% mutate(Age_Group=ifelse(Age>=35 & Age<60,"Mid_Adult",Age_Group)) -DATA <- DATA %>% mutate(Age_Group=ifelse(Age>=60,"Retired_Adult",Age_Group)) -DATA %>% filter(Age_Group=="Retired_Adult") -DATA <- DATA %>% ungroup %>% group_by(Year,County,Population,Births,Deaths,Migration,Age_Group) %>% summarize(Num_Male=sum(Num_Male,na.omit=TRUE),Num_Female=sum(Num_Female,na.omit=TRUE)) %>% ungroup -TEMP <- DATA %>% select(-County) %>% pivot_wider(values_from=c(Num_Male,Num_Female),names_from=Age_Group) - -corrplot(cor(TEMP,use="pairwise.complete.obs")) - -REG_TEMP <- DATA %>% pivot_wider(values_from=c(Num_Male,Num_Female),names_from=Age_Group) %>% mutate(Population=Population-Births+Deaths) -REG_TEMP %>% arrange(County,Year) %>% filter(County!='Albany',Year>2015) -#############Looks like Births deaths and migration should be shifted back (or population forward) -POP_DATA %>% group_by(County) %>% arrange(Year) %>% mutate(PREV=Population-Births+Deaths-Migration) %>% arrange(County,Year) %>% filter(Year>2018) -(26500)-501+166+266 -35836+541-184+1137-36209 -(11831-13324)-259+83 -DIFF <- 26519-26165 -DIFF-501+166 -(27380-26633)-413+146 -C_YEAR <-1980 -REG_TEMP %>% filter(Year==C_YEAR-1) -TEMP <- DEMOGRAPHIC_DATA %>% filter(County=='Albany', Year==C_YEAR) -sum(TEMP[1,4:5] ) -TEMP[,4:5] <-DEMOGRAPHIC_DATA %>% filter(County=='Albany', Year==C_YEAR) %>% select(Num_Male,Num_Female)-DEMOGRAPHIC_DATA %>% filter(County=='Albany', Year==C_YEAR-1) %>% select(Num_Male,Num_Female) -TEMP - - -REG_TEMP -REG_TEMP$UPWARD <- ifelse(REG_TEMP$Migration>0,1,0) -REG_TEMP[,5:16] <- log(((REG_TEMP[,5:16]))) -REG_TEMP$Migration <- log(abs(REG_TEMP$Migration)) - -summary(feols(Migration~UPWARD*(Num_Male_Infant+Num_Male_Child+Num_Male_Young_Adult+Num_Male_Young_Working_Adult+Num_Male_Retired_Adult+Num_Female_Infant+Num_Female_Child+Num_Female_Young_Adult+Num_Female_Young_Working_Adult+Num_Female_Retired_Adult)+Population+Population+Year|County,data=REG_TEMP)) -summary(feols(Migration~UPWARD*(Num_Male_Infant+Num_Male_Child+Num_Male_Young_Adult+Num_Male_Young_Working_Adult+Num_Male_Retired_Adult+Num_Female_Infant+Num_Female_Child+Num_Female_Young_Adult+Num_Female_Young_Working_Adult+Num_Female_Retired_Adult)+Population+Population+Year|County,data=REG_TEMP)) - -summary(lm(Migration~.,data=REG_TEMP)) - - - ,Young_Adult=Age>=18,"Child",Age_Group)) -%>% mutate(Child=Age<18,Young_Adult=Age>=18 & Age<35,Mid_Adult=Age>=35 & Age<=60,Retired_Adult=Age>60) %>% group_by(Year,County,Population,Births,Deaths,Migration,Child,Young_Adult,Mid_Adult,Retired_Adult) %>% summarize(Num_Male=sum(Num_Male),Num_Female =sum(Num_Female)) -TEST <- POP_DATA %>% left_join(DEMOGRAPHIC_DATA) %>% filter(!is.na(Births)) %>% pivot_wider(names_from=Age,values_from=c(Num_Male,Num_Female)) -TEST -head(colnames(TEST)) -TEST <- TEST -corrplot(cor(TEST,use="pairwise.complete.obs")) - #Merger the two data sets and drop any records that cannot be used in the regression (this makes the "predict" function output the right number of records) - REG_DATA <- POP_DATA %>% left_join(DEMOGRAPHIC_DATA) %>% filter(!is.na(Births)) - - REG_DATA <- REG_DATA %>% group_by(County) %>% mutate(PREV_MIG=lag(Migration),PREV_TWO_MIG=lag(Migration,2),PREV_POP=lag(Population),PREV_BIRTHS=lag(Births)) %>% ungroup - REG_DATA$County <- factor(REG_DATA$County) -feols((Migration)~(PREV_MIG)+(PREV_TWO_MIG)+PREV_BIRTHS+PREV_POP|Year+County,data=REG_DATA) -REG_DATA %>% filter(!is.na(Births)) +#### NEXT STEPS!!!! USE CORRELATION TO DRAW FROM EACH MIGRANT IN A GIVEN YEAR diff --git a/Scripts/Data_Load.r b/Scripts/Data_Load.r index ff3e726..658b7ff 100644 --- a/Scripts/Data_Load.r +++ b/Scripts/Data_Load.r @@ -30,7 +30,8 @@ TBL <- TBL %>% filter(!is.na(Type)) %>% select(County,Type,everything()) GROUP <- colnames(TBL)[-1:-2] Data <- pivot_longer(TBL,all_of(GROUP),names_to="Year",values_to="Pop_Change") Data$County <- ifelse(toupper(Data$County)=="TOTAL","Wyoming",Data$County) -WY_COUNTY_DATA_SET <- pivot_wider(Data,names_from=Type,values_from=Pop_Change) %>% rename("Migration"=`Net Migration`) %>% mutate(Year=as.integer(Year),Births=parse_number(Births),Deaths=parse_number(Deaths),Migration=parse_number(Migration)) +WY_COUNTY_DATA_SET <- pivot_wider(Data,names_from=Type,values_from=Pop_Change) %>% rename("Migration"=`Net Migration`) %>% mutate(Year=as.integer(Year),Births=parse_number(Births),Deaths=parse_number(Deaths),Migration=parse_number(Migration)) %>% mutate(Year=Year-1) #Data apears to be one off from populaiton +WY_COUNTY_DATA_SET[,"County"] <- gsub(" ","_",WY_COUNTY_DATA_SET %>% pull(County)) ########################City and County Population Data 2020 to 2024 PAGE <- read_html('http://eadiv.state.wy.us/pop/Place-24EST.htm')