diff --git a/Analysis Workflow using Git, Python, and Jupyter/KaggleData/README.md b/Analysis Workflow using Git, Python, and Jupyter/KaggleData/README.md new file mode 100644 index 0000000..464c81a --- /dev/null +++ b/Analysis Workflow using Git, Python, and Jupyter/KaggleData/README.md @@ -0,0 +1,4 @@ +The following data sets are provided by Kaggle. For more information about the data sets follow the links provided below. +* [India Ticket Prices; Trains vs Planes](https://www.kaggle.com/sandipdevre/planes-vs-trains-in-ticket-price-in-india) +* [UK Petrol Prices](https://www.kaggle.com/sandipdevre/uk-petrol-prices) +* [Drug Induced Deaths](https://www.kaggle.com/yamqwe/drug-induced-deathse) \ No newline at end of file diff --git a/Analysis Workflow using Git, Python, and Jupyter/KaggleData/UK Petrol Prices.xls b/Analysis Workflow using Git, Python, and Jupyter/KaggleData/UK Petrol Prices.xls new file mode 100644 index 0000000..c7b762a --- /dev/null +++ b/Analysis Workflow using Git, Python, and Jupyter/KaggleData/UK Petrol Prices.xls @@ -0,0 +1,883 @@ +Date,Diesel (USD),difference,Number of Records,Petrol (USD) +09-06-2003,76.773394,2.18311,1,74.590284 +16-06-2003,76.689054,2.219911,1,74.469143 +23-06-2003,76.620546,2.196980000,1,74.423566 +30-06-2003,76.50526,2.152839,1,74.352421 +07-07-2003,76.457376,2.173639000,1,74.283737 +14-07-2003,76.40812,2.201543,1,74.206577 +21-07-2003,76.899144,1.833904,1,75.06524 +28-07-2003,76.861864,1.761009000,1,75.100855 +04-08-2003,76.812342,1.687958000,1,75.124384 +11-08-2003,77.080738,1.636222000,1,75.444516 +18-08-2003,77.43859,1.629642000,1,75.808948 +26-08-2003,77.675094,1.622083,1,76.053011 +01-09-2003,77.587704,1.461844000,1,76.12586 +08-09-2003,77.67014,1.44395,1,76.22619 +15-09-2003,77.626436,1.430011000,1,76.196425 +22-09-2003,77.545842,1.397133,1,76.148709 +29-09-2003,77.526894,1.442904,1,76.08399 +06-10-2003,77.661236,1.228303,1,76.432933 +13-10-2003,77.426488,1.52896,1,75.897528 +20-10-2003,77.544714,1.496654000,1,76.04806 +27-10-2003,77.510978,1.515518,1,75.99546 +03-11-2003,77.519974,1.523715,1,75.996259 +10-11-2003,77.469868,1.527038000,1,75.94283 +17-11-2003,77.517624,1.590781000,1,75.926843 +24-11-2003,77.670648,1.655550000,1,76.015098 +01-12-2003,77.657072,1.661796,1,75.995276 +08-12-2003,77.628804,1.658238000,1,75.970566 +15-12-2003,77.619338,1.660275,1,75.959063 +22-12-2003,77.613818,1.691182000,1,75.922636 +29-12-2003,77.600882,1.661183000,1,75.939699 +05-01-2004,77.535648,1.658873000,1,75.876775 +12-01-2004,77.542542,1.644326000,1,75.898216 +19-01-2004,78.055918,1.694987000,1,76.360931 +26-01-2004,78.07987,1.639391,1,76.440479 +02-02-2004,78.125574,1.641071000,1,76.484503 +09-02-2004,77.981782,1.480263000,1,76.501519 +16-02-2004,77.996952,1.556443,1,76.440509 +23-02-2004,77.92896,1.547912000,1,76.381048 +01-03-2004,77.869356,1.545164000,1,76.324192 +08-03-2004,78.254358,1.521289,1,76.733069 +15-03-2004,78.797116,1.408644000,1,77.388472 +22-03-2004,78.924886,1.484838,1,77.440048 +29-03-2004,79.013482,1.422866000,1,77.590616 +05-04-2004,79.232033,1.376511000,1,77.855522 +12-04-2004,79.270281,1.386157,1,77.884124 +19-04-2004,79.433369,1.389536000,1,78.043833 +26-04-2004,79.752385,1.357292000,1,78.395093 +04-05-2004,80.64316,1.367751,1,79.275409 +10-05-2004,81.675302,1.379530000,1,80.295772 +17-05-2004,82.830852,1.337433000,1,81.493419 +24-05-2004,83.479307,1.353941000,1,82.125366 +31-05-2004,83.612116,1.257433000,1,82.354683 +07-06-2004,83.651707,1.210657,1,82.44105 +14-06-2004,82.604957,1.062827000,1,81.54213 +21-06-2004,82.094263,1.051749000,1,81.042514 +28-06-2004,81.044817,0.636322000,1,80.408495 +05-07-2004,80.511468,0.637759000,1,79.873709 +12-07-2004,81.054852,0.718553000,1,80.336299 +19-07-2004,81.677249,0.840706000,1,80.836543 +26-07-2004,81.697859,0.829829000,1,80.86803 +02-08-2004,81.793266,0.937558000,1,80.855708 +09-08-2004,82.144335,0.961293000,1,81.183042 +16-08-2004,82.327274,1.075924,1,81.25135 +23-08-2004,82.819437,1.311571,1,81.507866 +31-08-2004,82.887681,1.359661,1,81.52802 +06-09-2004,82.9208,1.551385,1,81.369415 +13-09-2004,82.906787,1.595604000,1,81.311183 +20-09-2004,83.031695,1.752980000,1,81.278715 +27-09-2004,83.461528,1.836135,1,81.625393 +04-10-2004,83.840763,1.791677000,1,82.049086 +11-10-2004,85.01293,1.902221000,1,83.110709 +18-10-2004,85.337416,1.987461,1,83.349955 +25-10-2004,86.034388,2.09848,1,83.935908 +01-11-2004,86.421527,2.151907000,1,84.26962 +08-11-2004,86.544431,2.200931000,1,84.3435 +15-11-2004,86.420849,2.156656,1,84.264193 +22-11-2004,85.166606,3.701961000,1,81.464645 +29-11-2004,86.361028,2.195769,1,84.165259 +06-12-2004,86.397681,2.335402000,1,84.062279 +13-12-2004,85.978619,3.245817,1,82.732802 +20-12-2004,85.166606,3.701961000,1,81.464645 +27-12-2004,85.140092,3.939382000,1,81.20071 +03-01-2005,85.12332,3.957966,1,81.165354 +10-01-2005,84.865124,5.029128000,1,79.835996 +17-01-2005,83.939431,5.005191000,1,78.93424 +24-01-2005,83.865077,4.935304,1,78.929773 +31-01-2005,84.225148,4.684949000,1,79.540199 +07-02-2005,84.274849,4.431541,1,79.843308 +14-02-2005,84.31668,4.283247000,1,80.033433 +21-02-2005,84.358614,4.208101000,1,80.150513 +28-02-2005,84.6512,4.205632000,1,80.445568 +07-03-2005,85.636466,4.471780000,1,81.164686 +14-03-2005,86.109799,4.474492000,1,81.635307 +21-03-2005,87.055381,4.358455000,1,82.696926 +28-03-2005,87.684282,4.279363,1,83.404919 +04-04-2005,88.3029,4.388397000,1,83.914503 +11-04-2005,89.816453,4.207603000,1,85.60885 +18-04-2005,89.799409,4.171111000,1,85.628298 +25-04-2005,89.62219,4.116738000,1,85.505452 +02-05-2005,89.3,3.860414000,1,85.439586 +09-05-2005,89.456671,4.097111000,1,85.35956 +16-05-2005,89.400207,4.132587,1,85.26762 +23-05-2005,89.004168,4.235230000,1,84.768938 +30-05-2005,88.38688,4.209073,1,84.177807 +06-06-2005,88.233068,4.220112,1,84.012956 +13-06-2005,88.964725,3.975579000,1,84.989146 +20-06-2005,89.54102,4.016549000,1,85.524471 +27-06-2005,90.273144,3.542625000,1,86.730519 +04-07-2005,90.999685,3.513697000,1,87.485988 +11-07-2005,91.888537,4.155794,1,87.732743 +18-07-2005,92.670518,4.120576000,1,88.549942 +25-07-2005,93.032987,4.033562,1,88.999425 +01-08-2005,93.262693,4.017243000,1,89.24545 +08-08-2005,93.627549,3.960310000,1,89.667239 +15-08-2005,94.497185,3.939371000,1,90.557814 +22-08-2005,94.676642,3.903546000,1,90.773096 +29-08-2005,95.326917,3.911304000,1,91.415613 +05-09-2005,97.18745,2.813253,1,94.374197 +12-09-2005,97.886866,2.813311000,1,95.073555 +19-09-2005,97.318895,2.904692,1,94.414203 +26-09-2005,96.269036,2.937032000,1,93.332004 +03-10-2005,96.613071,3.100257,1,93.512814 +10-10-2005,97.04892,2.801005,1,94.247915 +17-10-2005,96.999956,2.857716,1,94.14224 +24-10-2005,96.796566,3.324584000,1,93.471982 +31-10-2005,96.573725,3.785264,1,92.788461 +07-11-2005,96.592336,4.127260000,1,92.465076 +14-11-2005,94.918821,4.386785000,1,90.532036 +21-11-2005,93.224741,4.616503000,1,88.608238 +28-11-2005,91.804358,4.457335,1,87.347023 +05-12-2005,91.804358,4.457335,1,87.347023 +12-12-2005,91.475918,4.273443,1,87.202475 +19-12-2005,91.828894,4.271624000,1,87.55727 +26-12-2005,92.12099,4.236004000,1,87.884986 +02-01-2006,92.268669,4.235273000,1,88.033396 +09-01-2006,92.940071,4.380026000,1,88.560045 +16-01-2006,93.186062,4.178882,1,89.00718 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+,,,1, diff --git a/Analysis Workflow using Git, Python, and Jupyter/KaggleData/drugsInducedDeaths.csv b/Analysis Workflow using Git, Python, and Jupyter/KaggleData/drugsInducedDeaths.csv new file mode 100644 index 0000000..deec0be --- /dev/null +++ b/Analysis Workflow using Git, Python, and Jupyter/KaggleData/drugsInducedDeaths.csv @@ -0,0 +1,868 @@ +State,Year,Deaths,Population,Crude Rate,Crude Rate Lower 95% Confidence Interval,Crude Rate Upper 95% Confidence Interval,Crude Rate Standard Error +Alabama,1999,195,4430141,4.4,3.8,5,0.3 +Alabama,2000,232,4447100,5.2,4.5,5.9,0.3 +Alabama,2001,253,4467634,5.7,5,6.4,0.4 +Alabama,2002,248,4480089,5.5,4.8,6.2,0.4 +Alabama,2003,255,4503491,5.7,5,6.4,0.4 +Alabama,2004,327,4530729,7.2,6.4,8,0.4 +Alabama,2005,332,4569805,7.3,6.5,8,0.4 +Alabama,2006,466,4628981,10.1,9.2,11,0.5 +Alabama,2007,554,4672840,11.9,10.9,12.8,0.5 +Alabama,2008,646,4718206,13.7,12.6,14.7,0.5 +Alabama,2009,688,4757938,14.5,13.4,15.5,0.6 +Alabama,2010,585,4779736,12.2,11.2,13.2,0.5 +Alabama,2011,605,4802740,12.6,11.6,13.6,0.5 +Alabama,2012,632,4822023,13.1,12.1,14.1,0.5 +Alabama,2013,648,4833722,13.4,12.4,14.4,0.5 +Alabama,2014,800,4849377,16.5,15.4,17.6,0.6 +Alabama,2015,810,4858979,16.7,15.5,17.8,0.6 +Alaska,1999,56,624779,9,6.8,11.6,1.2 +Alaska,2000,54,626932,8.6,6.5,11.2,1.2 +Alaska,2001,72,633714,11.4,8.9,14.3,1.3 +Alaska,2002,85,642337,13.2,10.6,16.4,1.4 +Alaska,2003,86,648414,13.3,10.6,16.4,1.4 +Alaska,2004,92,659286,14,11.2,17.1,1.5 +Alaska,2005,85,666946,12.7,10.2,15.8,1.4 +Alaska,2006,85,675302,12.6,10.1,15.6,1.4 +Alaska,2007,75,680300,11,8.7,13.8,1.3 +Alaska,2008,132,687455,19.2,15.9,22.5,1.7 +Alaska,2009,133,698895,19,15.8,22.3,1.7 +Alaska,2010,84,710231,11.8,9.4,14.6,1.3 +Alaska,2011,107,722718,14.8,12,17.6,1.4 +Alaska,2012,132,731449,18,15,21.1,1.6 +Alaska,2013,110,735132,15,12.2,17.8,1.4 +Alaska,2014,127,736732,17.2,14.2,20.2,1.5 +Alaska,2015,127,738432,17.2,14.2,20.2,1.5 +Arizona,1999,557,5023823,11.1,10.2,12,0.5 +Arizona,2000,559,5130632,10.9,10,11.8,0.5 +Arizona,2001,598,5273477,11.3,10.4,12.2,0.5 +Arizona,2002,667,5396255,12.4,11.4,13.3,0.5 +Arizona,2003,739,5510364,13.4,12.4,14.4,0.5 +Arizona,2004,803,5652404,14.2,13.2,15.2,0.5 +Arizona,2005,849,5839077,14.5,13.6,15.5,0.5 +Arizona,2006,959,6029141,15.9,14.9,16.9,0.5 +Arizona,2007,981,6167681,15.9,14.9,16.9,0.5 +Arizona,2008,853,6280362,13.6,12.7,14.5,0.5 +Arizona,2009,1041,6343154,16.4,15.4,17.4,0.5 +Arizona,2010,1141,6392017,17.9,16.8,18.9,0.5 +Arizona,2011,1118,6482505,17.2,16.2,18.3,0.5 +Arizona,2012,1206,6553255,18.4,17.4,19.4,0.5 +Arizona,2013,1304,6626624,19.7,18.6,20.7,0.5 +Arizona,2014,1274,6731484,18.9,17.9,20,0.5 +Arizona,2015,1351,6828065,19.8,18.7,20.8,0.5 +Arkansas,1999,121,2651860,4.6,3.7,5.4,0.4 +Arkansas,2000,151,2673400,5.6,4.7,6.5,0.5 +Arkansas,2001,131,2691571,4.9,4,5.7,0.4 +Arkansas,2002,190,2705927,7,6,8,0.5 +Arkansas,2003,203,2724816,7.5,6.4,8.5,0.5 +Arkansas,2004,249,2749686,9.1,7.9,10.2,0.6 +Arkansas,2005,286,2781097,10.3,9.1,11.5,0.6 +Arkansas,2006,307,2821761,10.9,9.7,12.1,0.6 +Arkansas,2007,326,2848650,11.4,10.2,12.7,0.6 +Arkansas,2008,390,2874554,13.6,12.2,14.9,0.7 +Arkansas,2009,384,2896843,13.3,11.9,14.6,0.7 +Arkansas,2010,374,2915918,12.8,11.5,14.1,0.7 +Arkansas,2011,375,2937979,12.8,11.5,14.1,0.7 +Arkansas,2012,398,2949131,13.5,12.2,14.8,0.7 +Arkansas,2013,343,2959373,11.6,10.4,12.8,0.6 +Arkansas,2014,377,2966369,12.7,11.4,14,0.7 +Arkansas,2015,425,2978204,14.3,12.9,15.6,0.7 +California,1999,3091,33499204,9.2,8.9,9.6,0.2 +California,2000,2301,33871648,6.8,6.5,7.1,0.1 +California,2001,1507,34479458,4.4,4.2,4.6,0.1 +California,2002,3418,34871843,9.8,9.5,10.1,0.2 +California,2003,3614,35253159,10.3,9.9,10.6,0.2 +California,2004,3681,35574576,10.3,10,10.7,0.2 +California,2005,3821,35827943,10.7,10.3,11,0.2 +California,2006,4026,36021202,11.2,10.8,11.5,0.2 +California,2007,4178,36250311,11.5,11.2,11.9,0.2 +California,2008,4147,36604337,11.3,11,11.7,0.2 +California,2009,4290,36961229,11.6,11.3,12,0.2 +California,2010,4258,37253956,11.4,11.1,11.8,0.2 +California,2011,4429,37691912,11.8,11.4,12.1,0.2 +California,2012,4304,38041430,11.3,11,11.7,0.2 +California,2013,4747,38332521,12.4,12,12.7,0.2 +California,2014,4816,38802500,12.4,12.1,12.8,0.2 +California,2015,5025,39144818,12.8,12.5,13.2,0.2 +Colorado,1999,375,4226018,8.9,8,9.8,0.5 +Colorado,2000,372,4301261,8.6,7.8,9.5,0.4 +Colorado,2001,444,4425687,10,9.1,11,0.5 +Colorado,2002,474,4490406,10.6,9.6,11.5,0.5 +Colorado,2003,529,4528732,11.7,10.7,12.7,0.5 +Colorado,2004,548,4575013,12,11,13,0.5 +Colorado,2005,640,4631888,13.8,12.7,14.9,0.5 +Colorado,2006,660,4720423,14,12.9,15,0.5 +Colorado,2007,747,4803868,15.5,14.4,16.7,0.6 +Colorado,2008,760,4889730,15.5,14.4,16.6,0.6 +Colorado,2009,784,4972195,15.8,14.7,16.9,0.6 +Colorado,2010,676,5029196,13.4,12.4,14.5,0.5 +Colorado,2011,852,5116796,16.7,15.5,17.8,0.6 +Colorado,2012,826,5187582,15.9,14.8,17,0.6 +Colorado,2013,864,5268367,16.4,15.3,17.5,0.6 +Colorado,2014,917,5355866,17.1,16,18.2,0.6 +Colorado,2015,893,5456574,16.4,15.3,17.4,0.5 +Connecticut,1999,330,3386401,9.7,8.7,10.8,0.5 +Connecticut,2000,336,3405565,9.9,8.8,10.9,0.5 +Connecticut,2001,326,3432835,9.5,8.5,10.5,0.5 +Connecticut,2002,377,3458749,10.9,9.8,12,0.6 +Connecticut,2003,338,3484336,9.7,8.7,10.7,0.5 +Connecticut,2004,360,3496094,10.3,9.2,11.4,0.5 +Connecticut,2005,352,3506956,10,9,11.1,0.5 +Connecticut,2006,458,3517460,13,11.8,14.2,0.6 +Connecticut,2007,444,3527270,12.6,11.4,13.8,0.6 +Connecticut,2008,397,3545579,11.2,10.1,12.3,0.6 +Connecticut,2009,397,3561807,11.1,10,12.2,0.6 +Connecticut,2010,372,3574097,10.4,9.4,11.5,0.5 +Connecticut,2011,416,3580709,11.6,10.5,12.7,0.6 +Connecticut,2012,451,3590347,12.6,11.4,13.7,0.6 +Connecticut,2013,600,3596080,16.7,15.3,18,0.7 +Connecticut,2014,639,3596677,17.8,16.4,19.1,0.7 +Connecticut,2015,827,3590886,23,21.5,24.6,0.8 +Delaware,1999,55,774990,7.1,5.3,9.2,1 +Delaware,2000,60,783600,7.7,5.8,9.9,1 +Delaware,2001,70,795699,8.8,6.9,11.1,1.1 +Delaware,2002,85,806169,10.5,8.4,13,1.1 +Delaware,2003,88,818003,10.8,8.6,13.3,1.1 +Delaware,2004,92,830803,11.1,8.9,13.6,1.2 +Delaware,2005,67,845150,7.9,6.1,10.1,1 +Delaware,2006,83,859268,9.7,7.7,12,1.1 +Delaware,2007,102,871749,11.7,9.4,14,1.2 +Delaware,2008,125,883874,14.1,11.7,16.6,1.3 +Delaware,2009,139,891730,15.6,13,18.2,1.3 +Delaware,2010,147,897934,16.4,13.7,19,1.4 +Delaware,2011,166,907135,18.3,15.5,21.1,1.4 +Delaware,2012,150,917092,16.4,13.7,19,1.3 +Delaware,2013,170,925749,18.4,15.6,21.1,1.4 +Delaware,2014,204,935614,21.8,18.8,24.8,1.5 +Delaware,2015,208,945934,22,19,25,1.5 +District of Columbia,1999,55,570213,9.6,7.3,12.6,1.3 +District of Columbia,2000,84,572059,14.7,11.7,18.2,1.6 +District of Columbia,2001,111,574504,19.3,15.7,22.9,1.8 +District of Columbia,2002,70,573158,12.2,9.5,15.4,1.5 +District of Columbia,2003,119,568502,20.9,17.2,24.7,1.9 +District of Columbia,2004,109,567754,19.2,15.6,22.8,1.8 +District of Columbia,2005,94,567136,16.6,13.4,20.3,1.7 +District of Columbia,2006,129,570681,22.6,18.7,26.5,2 +District of Columbia,2007,90,574404,15.7,12.6,19.3,1.7 +District of Columbia,2008,77,580236,13.3,10.5,16.6,1.5 +District of Columbia,2009,58,592228,9.8,7.4,12.7,1.3 +District of Columbia,2010,90,601723,15,12,18.4,1.6 +District of Columbia,2011,94,617996,15.2,12.3,18.6,1.6 +District of Columbia,2012,85,632323,13.4,10.7,16.6,1.5 +District of Columbia,2013,113,646449,17.5,14.3,20.7,1.6 +District of Columbia,2014,106,658893,16.1,13,19.2,1.6 +District of Columbia,2015,130,672228,19.3,16,22.7,1.7 +Florida,1999,1061,15759421,6.7,6.3,7.1,0.2 +Florida,2000,1237,15982378,7.7,7.3,8.2,0.2 +Florida,2001,1833,16356966,11.2,10.7,11.7,0.3 +Florida,2002,2041,16689370,12.2,11.7,12.8,0.3 +Florida,2003,2153,17004085,12.7,12.1,13.2,0.3 +Florida,2004,2408,17415318,13.8,13.3,14.4,0.3 +Florida,2005,2664,17842038,14.9,14.4,15.5,0.3 +Florida,2006,2928,18166990,16.1,15.5,16.7,0.3 +Florida,2007,2936,18367842,16,15.4,16.6,0.3 +Florida,2008,3097,18527305,16.7,16.1,17.3,0.3 +Florida,2009,3193,18652644,17.1,16.5,17.7,0.3 +Florida,2010,3181,18801310,16.9,16.3,17.5,0.3 +Florida,2011,3033,19057542,15.9,15.3,16.5,0.3 +Florida,2012,2697,19317568,14,13.4,14.5,0.3 +Florida,2013,2603,19552860,13.3,12.8,13.8,0.3 +Florida,2014,2804,19893297,14.1,13.6,14.6,0.3 +Florida,2015,3377,20271272,16.7,16.1,17.2,0.3 +Georgia,1999,347,8045965,4.3,3.9,4.8,0.2 +Georgia,2000,429,8186453,5.2,4.7,5.7,0.3 +Georgia,2001,591,8377038,7.1,6.5,7.6,0.3 +Georgia,2002,631,8508256,7.4,6.8,8,0.3 +Georgia,2003,684,8622793,7.9,7.3,8.5,0.3 +Georgia,2004,730,8769252,8.3,7.7,8.9,0.3 +Georgia,2005,820,8925922,9.2,8.6,9.8,0.3 +Georgia,2006,912,9155813,10,9.3,10.6,0.3 +Georgia,2007,973,9349988,10.4,9.8,11.1,0.3 +Georgia,2008,977,9504843,10.3,9.6,10.9,0.3 +Georgia,2009,1043,9620846,10.8,10.2,11.5,0.3 +Georgia,2010,1124,9687653,11.6,10.9,12.3,0.3 +Georgia,2011,1112,9815210,11.3,10.7,12,0.3 +Georgia,2012,1115,9919945,11.2,10.6,11.9,0.3 +Georgia,2013,1160,9992167,11.6,10.9,12.3,0.3 +Georgia,2014,1268,10097343,12.6,11.9,13.2,0.4 +Georgia,2015,1370,10214860,13.4,12.7,14.1,0.4 +Hawaii,1999,83,1210300,6.9,5.5,8.5,0.8 +Hawaii,2000,64,1211537,5.3,4.1,6.7,0.7 +Hawaii,2001,83,1225948,6.8,5.4,8.4,0.7 +Hawaii,2002,85,1239613,6.9,5.5,8.5,0.7 +Hawaii,2003,102,1251154,8.2,6.6,9.7,0.8 +Hawaii,2004,128,1273569,10.1,8.3,11.8,0.9 +Hawaii,2005,143,1292729,11.1,9.2,12.9,0.9 +Hawaii,2006,131,1309731,10,8.3,11.7,0.9 +Hawaii,2007,142,1315675,10.8,9,12.6,0.9 +Hawaii,2008,129,1332213,9.7,8,11.4,0.9 +Hawaii,2009,148,1346717,11,9.2,12.8,0.9 +Hawaii,2010,154,1360301,11.3,9.5,13.1,0.9 +Hawaii,2011,189,1374810,13.7,11.8,15.7,1 +Hawaii,2012,159,1392313,11.4,9.6,13.2,0.9 +Hawaii,2013,167,1404054,11.9,10.1,13.7,0.9 +Hawaii,2014,174,1419561,12.3,10.4,14.1,0.9 +Hawaii,2015,175,1431603,12.2,10.4,14,0.9 +Idaho,1999,66,1275674,5.2,4,6.6,0.6 +Idaho,2000,70,1293953,5.4,4.2,6.8,0.6 +Idaho,2001,99,1319962,7.5,6.1,9.1,0.8 +Idaho,2002,123,1340372,9.2,7.6,10.8,0.8 +Idaho,2003,118,1363380,8.7,7.1,10.2,0.8 +Idaho,2004,113,1391802,8.1,6.6,9.6,0.8 +Idaho,2005,118,1428241,8.3,6.8,9.8,0.8 +Idaho,2006,147,1468669,10,8.4,11.6,0.8 +Idaho,2007,133,1505105,8.8,7.3,10.3,0.8 +Idaho,2008,152,1534320,9.9,8.3,11.5,0.8 +Idaho,2009,181,1554439,11.6,9.9,13.3,0.9 +Idaho,2010,184,1567582,11.7,10,13.4,0.9 +Idaho,2011,199,1584985,12.6,10.8,14.3,0.9 +Idaho,2012,188,1595728,11.8,10.1,13.5,0.9 +Idaho,2013,217,1612136,13.5,11.7,15.3,0.9 +Idaho,2014,218,1634464,13.3,11.6,15.1,0.9 +Idaho,2015,224,1654930,13.5,11.8,15.3,0.9 +Illinois,1999,872,12359020,7.1,6.6,7.5,0.2 +Illinois,2000,910,12419293,7.3,6.9,7.8,0.2 +Illinois,2001,930,12488445,7.4,7,7.9,0.2 +Illinois,2002,1030,12525556,8.2,7.7,8.7,0.3 +Illinois,2003,872,12556006,6.9,6.5,7.4,0.2 +Illinois,2004,1080,12589773,8.6,8.1,9.1,0.3 +Illinois,2005,1140,12609903,9,8.5,9.6,0.3 +Illinois,2006,1423,12643955,11.3,10.7,11.8,0.3 +Illinois,2007,1239,12695866,9.8,9.2,10.3,0.3 +Illinois,2008,1412,12747038,11.1,10.5,11.7,0.3 +Illinois,2009,1427,12796778,11.2,10.6,11.7,0.3 +Illinois,2010,1344,12830632,10.5,9.9,11,0.3 +Illinois,2011,1459,12869257,11.3,10.8,11.9,0.3 +Illinois,2012,1667,12875255,12.9,12.3,13.6,0.3 +Illinois,2013,1607,12882135,12.5,11.9,13.1,0.3 +Illinois,2014,1736,12880580,13.5,12.8,14.1,0.3 +Illinois,2015,1872,12859995,14.6,13.9,15.2,0.3 +Indiana,1999,251,6044969,4.2,3.6,4.7,0.3 +Indiana,2000,289,6080485,4.8,4.2,5.3,0.3 +Indiana,2001,348,6127760,5.7,5.1,6.3,0.3 +Indiana,2002,345,6155967,5.6,5,6.2,0.3 +Indiana,2003,498,6196638,8,7.3,8.7,0.4 +Indiana,2004,606,6233007,9.7,8.9,10.5,0.4 +Indiana,2005,665,6278616,10.6,9.8,11.4,0.4 +Indiana,2006,773,6332669,12.2,11.3,13.1,0.4 +Indiana,2007,827,6379599,13,12.1,13.8,0.5 +Indiana,2008,869,6424806,13.5,12.6,14.4,0.5 +Indiana,2009,929,6459325,14.4,13.5,15.3,0.5 +Indiana,2010,964,6483802,14.9,13.9,15.8,0.5 +Indiana,2011,1006,6516922,15.4,14.5,16.4,0.5 +Indiana,2012,1056,6537334,16.2,15.2,17.1,0.5 +Indiana,2013,1122,6570902,17.1,16.1,18.1,0.5 +Indiana,2014,1233,6596855,18.7,17.6,19.7,0.5 +Indiana,2015,1310,6619680,19.8,18.7,20.9,0.5 +Iowa,1999,59,2917634,2,1.5,2.6,0.3 +Iowa,2000,79,2926324,2.7,2.1,3.4,0.3 +Iowa,2001,90,2931997,3.1,2.5,3.8,0.3 +Iowa,2002,101,2934234,3.4,2.8,4.1,0.3 +Iowa,2003,110,2941999,3.7,3,4.4,0.4 +Iowa,2004,132,2953635,4.5,3.7,5.2,0.4 +Iowa,2005,154,2964454,5.2,4.4,6,0.4 +Iowa,2006,199,2982644,6.7,5.7,7.6,0.5 +Iowa,2007,211,2999212,7,6.1,8,0.5 +Iowa,2008,214,3016734,7.1,6.1,8,0.5 +Iowa,2009,213,3032870,7,6.1,8,0.5 +Iowa,2010,258,3046355,8.5,7.4,9.5,0.5 +Iowa,2011,265,3062309,8.7,7.6,9.7,0.5 +Iowa,2012,268,3074186,8.7,7.7,9.8,0.5 +Iowa,2013,287,3090416,9.3,8.2,10.4,0.5 +Iowa,2014,273,3107126,8.8,7.7,9.8,0.5 +Iowa,2015,332,3123899,10.6,9.5,11.8,0.6 +Kansas,1999,100,2678338,3.7,3,4.5,0.4 +Kansas,2000,112,2688418,4.2,3.4,4.9,0.4 +Kansas,2001,148,2702162,5.5,4.6,6.4,0.5 +Kansas,2002,189,2713535,7,6,8,0.5 +Kansas,2003,197,2723004,7.2,6.2,8.2,0.5 +Kansas,2004,238,2734373,8.7,7.6,9.8,0.6 +Kansas,2005,284,2745299,10.3,9.1,11.5,0.6 +Kansas,2006,292,2762931,10.6,9.4,11.8,0.6 +Kansas,2007,294,2783785,10.6,9.4,11.8,0.6 +Kansas,2008,241,2808076,8.6,7.5,9.7,0.6 +Kansas,2009,318,2832704,11.2,10,12.5,0.6 +Kansas,2010,288,2853118,10.1,8.9,11.3,0.6 +Kansas,2011,317,2871238,11,9.8,12.3,0.6 +Kansas,2012,341,2885905,11.8,10.6,13.1,0.6 +Kansas,2013,356,2893957,12.3,11,13.6,0.7 +Kansas,2014,349,2904021,12,10.8,13.3,0.6 +Kansas,2015,349,2911641,12,10.7,13.2,0.6 +Kentucky,1999,215,4018053,5.4,4.6,6.1,0.4 +Kentucky,2000,257,4041769,6.4,5.6,7.1,0.4 +Kentucky,2001,370,4068132,9.1,8.2,10,0.5 +Kentucky,2002,451,4089875,11,10,12,0.5 +Kentucky,2003,588,4117170,14.3,13.1,15.4,0.6 +Kentucky,2004,559,4146101,13.5,12.4,14.6,0.6 +Kentucky,2005,662,4182742,15.8,14.6,17,0.6 +Kentucky,2006,766,4219239,18.2,16.9,19.4,0.7 +Kentucky,2007,722,4256672,17,15.7,18.2,0.6 +Kentucky,2008,779,4289878,18.2,16.9,19.4,0.7 +Kentucky,2009,786,4317074,18.2,16.9,19.5,0.6 +Kentucky,2010,1036,4339367,23.9,22.4,25.3,0.7 +Kentucky,2011,1099,4369356,25.2,23.7,26.6,0.8 +Kentucky,2012,1126,4380415,25.7,24.2,27.2,0.8 +Kentucky,2013,1049,4395295,23.9,22.4,25.3,0.7 +Kentucky,2014,1128,4413457,25.6,24.1,27,0.8 +Kentucky,2015,1332,4425092,30.1,28.5,31.7,0.8 +Louisiana,1999,246,4460811,5.5,4.8,6.2,0.4 +Louisiana,2000,335,4468976,7.5,6.7,8.3,0.4 +Louisiana,2001,351,4477875,7.8,7,8.7,0.4 +Louisiana,2002,468,4497267,10.4,9.5,11.3,0.5 +Louisiana,2003,630,4521042,13.9,12.8,15,0.6 +Louisiana,2004,656,4552238,14.4,13.3,15.5,0.6 +Louisiana,2005,752,4576628,16.4,15.3,17.6,0.6 +Louisiana,2006,800,4302665,18.6,17.3,19.9,0.7 +Louisiana,2007,862,4375581,19.7,18.4,21,0.7 +Louisiana,2008,686,4435586,15.5,14.3,16.6,0.6 +Louisiana,2009,623,4491648,13.9,12.8,15,0.6 +Louisiana,2010,616,4533372,13.6,12.5,14.7,0.5 +Louisiana,2011,618,4574836,13.5,12.4,14.6,0.5 +Louisiana,2012,588,4601893,12.8,11.7,13.8,0.5 +Louisiana,2013,836,4625470,18.1,16.8,19.3,0.6 +Louisiana,2014,810,4649676,17.4,16.2,18.6,0.6 +Louisiana,2015,901,4670724,19.3,18,20.5,0.6 +Maine,1999,70,1266808,5.5,4.3,7,0.7 +Maine,2000,62,1274923,4.9,3.7,6.2,0.6 +Maine,2001,92,1285692,7.2,5.8,8.8,0.7 +Maine,2002,147,1295960,11.3,9.5,13.2,0.9 +Maine,2003,134,1306513,10.3,8.5,12,0.9 +Maine,2004,145,1313688,11,9.2,12.8,0.9 +Maine,2005,168,1318787,12.7,10.8,14.7,1 +Maine,2006,166,1323619,12.5,10.6,14.4,1 +Maine,2007,161,1327040,12.1,10.3,14,1 +Maine,2008,162,1330509,12.2,10.3,14.1,1 +Maine,2009,182,1329590,13.7,11.7,15.7,1 +Maine,2010,140,1328361,10.5,8.8,12.3,0.9 +Maine,2011,160,1328188,12,10.2,13.9,1 +Maine,2012,157,1329192,11.8,10,13.7,0.9 +Maine,2013,183,1328302,13.8,11.8,15.8,1 +Maine,2014,227,1330089,17.1,14.8,19.3,1.1 +Maine,2015,278,1329328,20.9,18.5,23.4,1.3 +Maryland,1999,660,5254509,12.6,11.6,13.5,0.5 +Maryland,2000,657,5296486,12.4,11.5,13.4,0.5 +Maryland,2001,676,5374691,12.6,11.6,13.5,0.5 +Maryland,2002,759,5440389,14,13,14.9,0.5 +Maryland,2003,834,5496269,15.2,14.1,16.2,0.5 +Maryland,2004,721,5546935,13,12,13.9,0.5 +Maryland,2005,696,5592379,12.4,11.5,13.4,0.5 +Maryland,2006,805,5627367,14.3,13.3,15.3,0.5 +Maryland,2007,807,5653408,14.3,13.3,15.3,0.5 +Maryland,2008,731,5684965,12.9,11.9,13.8,0.5 +Maryland,2009,768,5730388,13.4,12.5,14.4,0.5 +Maryland,2010,674,5773552,11.7,10.8,12.6,0.4 +Maryland,2011,731,5828289,12.5,11.6,13.5,0.5 +Maryland,2012,860,5884563,14.6,13.6,15.6,0.5 +Maryland,2013,908,5928814,15.3,14.3,16.3,0.5 +Maryland,2014,1095,5976407,18.3,17.2,19.4,0.6 +Maryland,2015,1320,6006401,22,20.8,23.2,0.6 +Massachusetts,1999,512,6317345,8.1,7.4,8.8,0.4 +Massachusetts,2000,484,6349097,7.6,6.9,8.3,0.3 +Massachusetts,2001,714,6397634,11.2,10.3,12,0.4 +Massachusetts,2002,736,6417206,11.5,10.6,12.3,0.4 +Massachusetts,2003,876,6422565,13.6,12.7,14.5,0.5 +Massachusetts,2004,704,6412281,11,10.2,11.8,0.4 +Massachusetts,2005,867,6403290,13.5,12.6,14.4,0.5 +Massachusetts,2006,1021,6410084,15.9,15,16.9,0.5 +Massachusetts,2007,1003,6431559,15.6,14.6,16.6,0.5 +Massachusetts,2008,885,6468967,13.7,12.8,14.6,0.5 +Massachusetts,2009,916,6517613,14.1,13.1,15,0.5 +Massachusetts,2010,836,6547629,12.8,11.9,13.6,0.4 +Massachusetts,2011,1017,6587536,15.4,14.5,16.4,0.5 +Massachusetts,2012,976,6646144,14.7,13.8,15.6,0.5 +Massachusetts,2013,1200,6692824,17.9,16.9,18.9,0.5 +Massachusetts,2014,1402,6745408,20.8,19.7,21.9,0.6 +Massachusetts,2015,1851,6794422,27.2,26,28.5,0.6 +Michigan,1999,708,9897116,7.2,6.6,7.7,0.3 +Michigan,2000,871,9938444,8.8,8.2,9.3,0.3 +Michigan,2001,955,9991120,9.6,9,10.2,0.3 +Michigan,2002,1080,10015710,10.8,10.1,11.4,0.3 +Michigan,2003,1062,10041152,10.6,9.9,11.2,0.3 +Michigan,2004,1208,10055315,12,11.3,12.7,0.3 +Michigan,2005,1398,10051137,13.9,13.2,14.6,0.4 +Michigan,2006,1661,10036081,16.6,15.8,17.3,0.4 +Michigan,2007,1542,10001284,15.4,14.6,16.2,0.4 +Michigan,2008,1575,9946889,15.8,15.1,16.6,0.4 +Michigan,2009,1750,9901591,17.7,16.8,18.5,0.4 +Michigan,2010,1723,9883640,17.4,16.6,18.3,0.4 +Michigan,2011,1702,9876187,17.2,16.4,18.1,0.4 +Michigan,2012,1623,9883360,16.4,15.6,17.2,0.4 +Michigan,2013,1812,9895622,18.3,17.5,19.2,0.4 +Michigan,2014,2048,9909877,20.7,19.8,21.6,0.5 +Michigan,2015,2316,9922576,23.3,22.4,24.3,0.5 +Minnesota,1999,169,4873481,3.5,2.9,4,0.3 +Minnesota,2000,161,4919479,3.3,2.8,3.8,0.3 +Minnesota,2001,226,4982796,4.5,3.9,5.1,0.3 +Minnesota,2002,241,5018935,4.8,4.2,5.4,0.3 +Minnesota,2003,296,5053572,5.9,5.2,6.5,0.3 +Minnesota,2004,302,5087713,5.9,5.3,6.6,0.3 +Minnesota,2005,338,5119598,6.6,5.9,7.3,0.4 +Minnesota,2006,378,5163555,7.3,6.6,8.1,0.4 +Minnesota,2007,359,5207203,6.9,6.2,7.6,0.4 +Minnesota,2008,398,5247018,7.6,6.8,8.3,0.4 +Minnesota,2009,441,5281203,8.4,7.6,9.1,0.4 +Minnesota,2010,427,5303925,8.1,7.3,8.8,0.4 +Minnesota,2011,557,5344861,10.4,9.6,11.3,0.4 +Minnesota,2012,539,5379139,10,9.2,10.9,0.4 +Minnesota,2013,579,5420380,10.7,9.8,11.6,0.4 +Minnesota,2014,586,5457173,10.7,9.9,11.6,0.4 +Minnesota,2015,653,5489594,11.9,11,12.8,0.5 +Mississippi,1999,101,2828408,3.6,2.9,4.3,0.4 +Mississippi,2000,123,2844658,4.3,3.6,5.1,0.4 +Mississippi,2001,183,2852994,6.4,5.5,7.3,0.5 +Mississippi,2002,202,2858681,7.1,6.1,8,0.5 +Mississippi,2003,225,2868312,7.8,6.8,8.9,0.5 +Mississippi,2004,245,2889010,8.5,7.4,9.5,0.5 +Mississippi,2005,263,2905943,9.1,8,10.1,0.6 +Mississippi,2006,368,2904978,12.7,11.4,14,0.7 +Mississippi,2007,334,2928350,11.4,10.2,12.6,0.6 +Mississippi,2008,321,2947806,10.9,9.7,12.1,0.6 +Mississippi,2009,345,2958774,11.7,10.4,12.9,0.6 +Mississippi,2010,353,2967297,11.9,10.7,13.1,0.6 +Mississippi,2011,317,2978512,10.6,9.5,11.8,0.6 +Mississippi,2012,328,2984926,11,9.8,12.2,0.6 +Mississippi,2013,327,2991207,10.9,9.7,12.1,0.6 +Mississippi,2014,361,2994079,12.1,10.8,13.3,0.6 +Mississippi,2015,369,2992333,12.3,11.1,13.6,0.6 +Missouri,1999,294,5561948,5.3,4.7,5.9,0.3 +Missouri,2000,327,5595211,5.8,5.2,6.5,0.3 +Missouri,2001,381,5641142,6.8,6.1,7.4,0.3 +Missouri,2002,443,5674825,7.8,7.1,8.5,0.4 +Missouri,2003,550,5709403,9.6,8.8,10.4,0.4 +Missouri,2004,574,5747741,10,9.2,10.8,0.4 +Missouri,2005,640,5790300,11.1,10.2,11.9,0.4 +Missouri,2006,765,5842704,13.1,12.2,14,0.5 +Missouri,2007,730,5887612,12.4,11.5,13.3,0.5 +Missouri,2008,779,5923916,13.2,12.2,14.1,0.5 +Missouri,2009,881,5961088,14.8,13.8,15.8,0.5 +Missouri,2010,1024,5988927,17.1,16.1,18.1,0.5 +Missouri,2011,990,6010688,16.5,15.4,17.5,0.5 +Missouri,2012,961,6021988,16,14.9,17,0.5 +Missouri,2013,1041,6044171,17.2,16.2,18.3,0.5 +Missouri,2014,1107,6063589,18.3,17.2,19.3,0.5 +Missouri,2015,1098,6083672,18,17,19.1,0.5 +Montana,1999,48,897507,5.3,3.9,7.1,0.8 +Montana,2000,47,902195,5.2,3.8,6.9,0.8 +Montana,2001,62,906961,6.8,5.2,8.8,0.9 +Montana,2002,85,911667,9.3,7.4,11.5,1 +Montana,2003,116,919630,12.6,10.3,14.9,1.2 +Montana,2004,119,930009,12.8,10.5,15.1,1.2 +Montana,2005,119,940102,12.7,10.4,14.9,1.2 +Montana,2006,121,952692,12.7,10.4,15,1.2 +Montana,2007,132,964706,13.7,11.3,16,1.2 +Montana,2008,141,976415,14.4,12.1,16.8,1.2 +Montana,2009,147,983982,14.9,12.5,17.4,1.2 +Montana,2010,123,989415,12.4,10.2,14.6,1.1 +Montana,2011,150,998199,15,12.6,17.4,1.2 +Montana,2012,129,1005141,12.8,10.6,15,1.1 +Montana,2013,156,1015165,15.4,13,17.8,1.2 +Montana,2014,145,1023579,14.2,11.9,16.5,1.2 +Montana,2015,152,1032949,14.7,12.4,17.1,1.2 +Nebraska,1999,41,1704764,2.4,1.7,3.3,0.4 +Nebraska,2000,52,1711263,3,2.3,4,0.4 +Nebraska,2001,69,1719836,4,3.1,5.1,0.5 +Nebraska,2002,69,1728292,4,3.1,5.1,0.5 +Nebraska,2003,88,1738643,5.1,4.1,6.2,0.5 +Nebraska,2004,91,1749370,5.2,4.2,6.4,0.5 +Nebraska,2005,129,1761497,7.3,6.1,8.6,0.6 +Nebraska,2006,131,1772693,7.4,6.1,8.7,0.6 +Nebraska,2007,92,1783440,5.2,4.2,6.3,0.5 +Nebraska,2008,113,1796378,6.3,5.1,7.5,0.6 +Nebraska,2009,118,1812683,6.5,5.3,7.7,0.6 +Nebraska,2010,130,1826341,7.1,5.9,8.3,0.6 +Nebraska,2011,148,1842641,8,6.7,9.3,0.7 +Nebraska,2012,154,1855525,8.3,7,9.6,0.7 +Nebraska,2013,137,1868516,7.3,6.1,8.6,0.6 +Nebraska,2014,140,1881503,7.4,6.2,8.7,0.6 +Nebraska,2015,139,1896190,7.3,6.1,8.5,0.6 +Nevada,1999,236,1934718,12.2,10.6,13.8,0.8 +Nevada,2000,281,1998257,14.1,12.4,15.7,0.8 +Nevada,2001,268,2098399,12.8,11.2,14.3,0.8 +Nevada,2002,332,2173791,15.3,13.6,16.9,0.8 +Nevada,2003,350,2248850,15.6,13.9,17.2,0.8 +Nevada,2004,395,2346222,16.8,15.2,18.5,0.8 +Nevada,2005,464,2432143,19.1,17.3,20.8,0.9 +Nevada,2006,471,2522658,18.7,17,20.4,0.9 +Nevada,2007,515,2601072,19.8,18.1,21.5,0.9 +Nevada,2008,529,2653630,19.9,18.2,21.6,0.9 +Nevada,2009,555,2684665,20.7,19,22.4,0.9 +Nevada,2010,581,2700551,21.5,19.8,23.3,0.9 +Nevada,2011,642,2723322,23.6,21.8,25.4,0.9 +Nevada,2012,611,2758931,22.1,20.4,23.9,0.9 +Nevada,2013,622,2790136,22.3,20.5,24,0.9 +Nevada,2014,555,2839099,19.5,17.9,21.2,0.8 +Nevada,2015,629,2890845,21.8,20.1,23.5,0.9 +New Hampshire,1999,62,1222014,5.1,3.9,6.5,0.6 +New Hampshire,2000,49,1235786,4,2.9,5.2,0.6 +New Hampshire,2001,83,1255517,6.6,5.3,8.2,0.7 +New Hampshire,2002,114,1269089,9,7.3,10.6,0.8 +New Hampshire,2003,137,1279840,10.7,8.9,12.5,0.9 +New Hampshire,2004,128,1290121,9.9,8.2,11.6,0.9 +New Hampshire,2005,152,1298492,11.7,9.8,13.6,0.9 +New Hampshire,2006,160,1308389,12.2,10.3,14.1,1 +New Hampshire,2007,187,1312540,14.2,12.2,16.3,1 +New Hampshire,2008,129,1315906,9.8,8.1,11.5,0.9 +New Hampshire,2009,172,1316102,13.1,11.1,15,1 +New Hampshire,2010,164,1316470,12.5,10.6,14.4,1 +New Hampshire,2011,212,1318194,16.1,13.9,18.2,1.1 +New Hampshire,2012,177,1320718,13.4,11.4,15.4,1 +New Hampshire,2013,217,1323459,16.4,14.2,18.6,1.1 +New Hampshire,2014,348,1326813,26.2,23.5,29,1.4 +New Hampshire,2015,433,1330608,32.5,29.5,35.6,1.6 +New Jersey,1999,757,8359592,9.1,8.4,9.7,0.3 +New Jersey,2000,795,8414350,9.4,8.8,10.1,0.3 +New Jersey,2001,796,8492671,9.4,8.7,10,0.3 +New Jersey,2002,885,8552643,10.3,9.7,11,0.3 +New Jersey,2003,792,8601402,9.2,8.6,9.8,0.3 +New Jersey,2004,711,8634561,8.2,7.6,8.8,0.3 +New Jersey,2005,966,8651974,11.2,10.5,11.9,0.4 +New Jersey,2006,1009,8661679,11.6,10.9,12.4,0.4 +New Jersey,2007,797,8677885,9.2,8.5,9.8,0.3 +New Jersey,2008,808,8711090,9.3,8.6,9.9,0.3 +New Jersey,2009,343,8755602,3.9,3.5,4.3,0.2 +New Jersey,2010,903,8791894,10.3,9.6,10.9,0.3 +New Jersey,2011,1042,8821155,11.8,11.1,12.5,0.4 +New Jersey,2012,1268,8864590,14.3,13.5,15.1,0.4 +New Jersey,2013,1331,8899339,15,14.2,15.8,0.4 +New Jersey,2014,1303,8938175,14.6,13.8,15.4,0.4 +New Jersey,2015,1506,8958013,16.8,16,17.7,0.4 +New Mexico,1999,275,1808082,15.2,13.4,17,0.9 +New Mexico,2000,281,1819046,15.4,13.6,17.3,0.9 +New Mexico,2001,277,1831690,15.1,13.3,16.9,0.9 +New Mexico,2002,301,1855309,16.2,14.4,18.1,0.9 +New Mexico,2003,373,1877574,19.9,17.8,21.9,1 +New Mexico,2004,331,1903808,17.4,15.5,19.3,1 +New Mexico,2005,385,1932274,19.9,17.9,21.9,1 +New Mexico,2006,435,1962137,22.2,20.1,24.3,1.1 +New Mexico,2007,471,1990070,23.7,21.5,25.8,1.1 +New Mexico,2008,534,2010662,26.6,24.3,28.8,1.1 +New Mexico,2009,447,2036802,21.9,19.9,24,1 +New Mexico,2010,487,2059179,23.7,21.5,25.8,1.1 +New Mexico,2011,537,2082224,25.8,23.6,28,1.1 +New Mexico,2012,502,2085538,24.1,22,26.2,1.1 +New Mexico,2013,471,2085287,22.6,20.5,24.6,1 +New Mexico,2014,559,2085572,26.8,24.6,29,1.1 +New Mexico,2015,516,2085109,24.7,22.6,26.9,1.1 +New York,1999,1102,18882725,5.8,5.5,6.2,0.2 +New York,2000,901,18976457,4.7,4.4,5.1,0.2 +New York,2001,1280,19082838,6.7,6.3,7.1,0.2 +New York,2002,1118,19137800,5.8,5.5,6.2,0.2 +New York,2003,1209,19175939,6.3,5.9,6.7,0.2 +New York,2004,1068,19171567,5.6,5.2,5.9,0.2 +New York,2005,1175,19132610,6.1,5.8,6.5,0.2 +New York,2006,1949,19104631,10.2,9.7,10.7,0.2 +New York,2007,1909,19132335,10,9.5,10.4,0.2 +New York,2008,1856,19212436,9.7,9.2,10.1,0.2 +New York,2009,1797,19307066,9.3,8.9,9.7,0.2 +New York,2010,1760,19378102,9.1,8.7,9.5,0.2 +New York,2011,2149,19465197,11,10.6,11.5,0.2 +New York,2012,2262,19570261,11.6,11.1,12,0.2 +New York,2013,2483,19651127,12.6,12.1,13.1,0.3 +New York,2014,2510,19746227,12.7,12.2,13.2,0.3 +New York,2015,3009,19795791,15.2,14.7,15.7,0.3 +North Carolina,1999,401,7949361,5,4.6,5.5,0.3 +North Carolina,2000,531,8049313,6.6,6,7.2,0.3 +North Carolina,2001,584,8210122,7.1,6.5,7.7,0.3 +North Carolina,2002,684,8326201,8.2,7.6,8.8,0.3 +North Carolina,2003,833,8422501,9.9,9.2,10.6,0.3 +North Carolina,2004,918,8553152,10.7,10,11.4,0.4 +North Carolina,2005,1061,8705407,12.2,11.5,12.9,0.4 +North Carolina,2006,1120,8917270,12.6,11.8,13.3,0.4 +North Carolina,2007,1125,9118037,12.3,11.6,13.1,0.4 +North Carolina,2008,1217,9309449,13.1,12.3,13.8,0.4 +North Carolina,2009,1223,9449566,12.9,12.2,13.7,0.4 +North Carolina,2010,1125,9535483,11.8,11.1,12.5,0.4 +North Carolina,2011,1303,9656401,13.5,12.8,14.2,0.4 +North Carolina,2012,1346,9752073,13.8,13.1,14.5,0.4 +North Carolina,2013,1308,9848060,13.3,12.6,14,0.4 +North Carolina,2014,1435,9943964,14.4,13.7,15.2,0.4 +North Carolina,2015,1636,10042802,16.3,15.5,17.1,0.4 +North Dakota,1999,15,644259,Unreliable,1.3,3.8,0.6 +North Dakota,2000,16,642200,Unreliable,1.4,4,0.6 +North Dakota,2001,17,639062,Unreliable,1.5,4.3,0.6 +North Dakota,2002,24,638168,3.8,2.4,5.6,0.8 +North Dakota,2003,27,638817,4.2,2.8,6.1,0.8 +North Dakota,2004,21,644705,3.3,2,5,0.7 +North Dakota,2005,13,646089,Unreliable,1.1,3.4,0.6 +North Dakota,2006,16,649422,Unreliable,1.4,4,0.6 +North Dakota,2007,37,652822,5.7,4,7.8,0.9 +North Dakota,2008,48,657569,7.3,5.4,9.7,1.1 +North Dakota,2009,28,664968,4.2,2.8,6.1,0.8 +North Dakota,2010,26,672591,3.9,2.5,5.7,0.8 +North Dakota,2011,22,683932,3.2,2,4.9,0.7 +North Dakota,2012,27,699628,3.9,2.5,5.6,0.7 +North Dakota,2013,27,723393,3.7,2.5,5.4,0.7 +North Dakota,2014,48,739482,6.5,4.8,8.6,0.9 +North Dakota,2015,65,756927,8.6,6.6,10.9,1.1 +Ohio,1999,534,11335454,4.7,4.3,5.1,0.2 +Ohio,2000,625,11353140,5.5,5.1,5.9,0.2 +Ohio,2001,808,11387404,7.1,6.6,7.6,0.2 +Ohio,2002,1025,11407889,9,8.4,9.5,0.3 +Ohio,2003,852,11434788,7.5,7,8,0.3 +Ohio,2004,1266,11452251,11.1,10.4,11.7,0.3 +Ohio,2005,1382,11463320,12.1,11.4,12.7,0.3 +Ohio,2006,1606,11481213,14,13.3,14.7,0.3 +Ohio,2007,1691,11500468,14.7,14,15.4,0.4 +Ohio,2008,1811,11515391,15.7,15,16.5,0.4 +Ohio,2009,1340,11528896,11.6,11,12.2,0.3 +Ohio,2010,1911,11536504,16.6,15.8,17.3,0.4 +Ohio,2011,2127,11544951,18.4,17.6,19.2,0.4 +Ohio,2012,2207,11544225,19.1,18.3,19.9,0.4 +Ohio,2013,2450,11570808,21.2,20.3,22,0.4 +Ohio,2014,2832,11594163,24.4,23.5,25.3,0.5 +Ohio,2015,3418,11613423,29.4,28.4,30.4,0.5 +Oklahoma,1999,189,3437147,5.5,4.7,6.3,0.4 +Oklahoma,2000,250,3450654,7.2,6.3,8.1,0.5 +Oklahoma,2001,282,3467100,8.1,7.2,9.1,0.5 +Oklahoma,2002,257,3489080,7.4,6.5,8.3,0.5 +Oklahoma,2003,411,3504892,11.7,10.6,12.9,0.6 +Oklahoma,2004,527,3525233,14.9,13.7,16.2,0.7 +Oklahoma,2005,533,3548597,15,13.7,16.3,0.7 +Oklahoma,2006,619,3594090,17.2,15.9,18.6,0.7 +Oklahoma,2007,687,3634349,18.9,17.5,20.3,0.7 +Oklahoma,2008,585,3668976,15.9,14.7,17.2,0.7 +Oklahoma,2009,766,3717572,20.6,19.1,22.1,0.7 +Oklahoma,2010,728,3751351,19.4,18,20.8,0.7 +Oklahoma,2011,715,3791508,18.9,17.5,20.2,0.7 +Oklahoma,2012,782,3814820,20.5,19.1,21.9,0.7 +Oklahoma,2013,800,3850568,20.8,19.3,22.2,0.7 +Oklahoma,2014,809,3878051,20.9,19.4,22.3,0.7 +Oklahoma,2015,751,3911338,19.2,17.8,20.6,0.7 +Oregon,1999,329,3393941,9.7,8.6,10.7,0.5 +Oregon,2000,306,3421399,8.9,7.9,9.9,0.5 +Oregon,2001,321,3467937,9.3,8.2,10.3,0.5 +Oregon,2002,411,3513424,11.7,10.6,12.8,0.6 +Oregon,2003,482,3547376,13.6,12.4,14.8,0.6 +Oregon,2004,482,3569463,13.5,12.3,14.7,0.6 +Oregon,2005,513,3613202,14.2,13,15.4,0.6 +Oregon,2006,584,3670883,15.9,14.6,17.2,0.7 +Oregon,2007,564,3722417,15.2,13.9,16.4,0.6 +Oregon,2008,521,3768748,13.8,12.6,15,0.6 +Oregon,2009,576,3808600,15.1,13.9,16.4,0.6 +Oregon,2010,576,3831074,15,13.8,16.3,0.6 +Oregon,2011,596,3871859,15.4,14.2,16.6,0.6 +Oregon,2012,568,3899353,14.6,13.4,15.8,0.6 +Oregon,2013,545,3930065,13.9,12.7,15,0.6 +Oregon,2014,617,3970239,15.5,14.3,16.8,0.6 +Oregon,2015,609,4028977,15.1,13.9,16.3,0.6 +Pennsylvania,1999,1049,12263805,8.6,8,9.1,0.3 +Pennsylvania,2000,1215,12281054,9.9,9.3,10.4,0.3 +Pennsylvania,2001,1021,12298970,8.3,7.8,8.8,0.3 +Pennsylvania,2002,1159,12331031,9.4,8.9,9.9,0.3 +Pennsylvania,2003,1441,12374658,11.6,11,12.2,0.3 +Pennsylvania,2004,1600,12410722,12.9,12.3,13.5,0.3 +Pennsylvania,2005,1680,12449990,13.5,12.8,14.1,0.3 +Pennsylvania,2006,1834,12510809,14.7,14,15.3,0.3 +Pennsylvania,2007,1812,12563937,14.4,13.8,15.1,0.3 +Pennsylvania,2008,1898,12612285,15,14.4,15.7,0.3 +Pennsylvania,2009,1983,12666858,15.7,15,16.3,0.4 +Pennsylvania,2010,1980,12702379,15.6,14.9,16.3,0.4 +Pennsylvania,2011,2342,12742886,18.4,17.6,19.1,0.4 +Pennsylvania,2012,2459,12763536,19.3,18.5,20,0.4 +Pennsylvania,2013,2525,12773801,19.8,19,20.5,0.4 +Pennsylvania,2014,2829,12787209,22.1,21.3,22.9,0.4 +Pennsylvania,2015,3376,12802503,26.4,25.5,27.3,0.5 +Rhode Island,1999,61,1040402,5.9,4.5,7.5,0.8 +Rhode Island,2000,76,1048319,7.2,5.7,9.1,0.8 +Rhode Island,2001,116,1057142,11,9,13,1 +Rhode Island,2002,112,1065995,10.5,8.6,12.5,1 +Rhode Island,2003,157,1071342,14.7,12.4,16.9,1.2 +Rhode Island,2004,109,1074579,10.1,8.2,12,1 +Rhode Island,2005,163,1067916,15.3,12.9,17.6,1.2 +Rhode Island,2006,179,1063096,16.8,14.4,19.3,1.3 +Rhode Island,2007,142,1057315,13.4,11.2,15.6,1.1 +Rhode Island,2008,193,1055003,18.3,15.7,20.9,1.3 +Rhode Island,2009,168,1053646,15.9,13.5,18.4,1.2 +Rhode Island,2010,176,1052567,16.7,14.3,19.2,1.3 +Rhode Island,2011,193,1051302,18.4,15.8,20.9,1.3 +Rhode Island,2012,201,1050292,19.1,16.5,21.8,1.3 +Rhode Island,2013,252,1051511,24,21,26.9,1.5 +Rhode Island,2014,253,1055173,24,21,26.9,1.5 +Rhode Island,2015,318,1056298,30.1,26.8,33.4,1.7 +South Carolina,1999,168,3974682,4.2,3.6,4.9,0.3 +South Carolina,2000,289,4012012,7.2,6.4,8,0.4 +South Carolina,2001,265,4064995,6.5,5.7,7.3,0.4 +South Carolina,2002,238,4107795,5.8,5.1,6.5,0.4 +South Carolina,2003,310,4150297,7.5,6.6,8.3,0.4 +South Carolina,2004,383,4210921,9.1,8.2,10,0.5 +South Carolina,2005,486,4270150,11.4,10.4,12.4,0.5 +South Carolina,2006,641,4357847,14.7,13.6,15.8,0.6 +South Carolina,2007,584,4444110,13.1,12.1,14.2,0.5 +South Carolina,2008,588,4528996,13,11.9,14,0.5 +South Carolina,2009,631,4589872,13.7,12.7,14.8,0.5 +South Carolina,2010,697,4625364,15.1,14,16.2,0.6 +South Carolina,2011,641,4679230,13.7,12.6,14.8,0.5 +South Carolina,2012,611,4723723,12.9,11.9,14,0.5 +South Carolina,2013,648,4774839,13.6,12.5,14.6,0.5 +South Carolina,2014,726,4832482,15,13.9,16.1,0.6 +South Carolina,2015,793,4896146,16.2,15.1,17.3,0.6 +South Dakota,1999,20,750412,2.7,1.6,4.1,0.6 +South Dakota,2000,25,754844,3.3,2.1,4.9,0.7 +South Dakota,2001,25,757972,3.3,2.1,4.9,0.7 +South Dakota,2002,24,760020,3.2,2,4.7,0.6 +South Dakota,2003,25,763729,3.3,2.1,4.8,0.7 +South Dakota,2004,51,770396,6.6,4.9,8.7,0.9 +South Dakota,2005,47,775493,6.1,4.5,8.1,0.9 +South Dakota,2006,43,783033,5.5,4,7.4,0.8 +South Dakota,2007,34,791623,4.3,3,6,0.7 +South Dakota,2008,57,799124,7.1,5.4,9.2,0.9 +South Dakota,2009,51,807067,6.3,4.7,8.3,0.9 +South Dakota,2010,48,814180,5.9,4.3,7.8,0.9 +South Dakota,2011,60,824082,7.3,5.6,9.4,0.9 +South Dakota,2012,45,833354,5.4,3.9,7.2,0.8 +South Dakota,2013,57,844877,6.7,5.1,8.7,0.9 +South Dakota,2014,70,853175,8.2,6.4,10.4,1 +South Dakota,2015,72,858469,8.4,6.6,10.6,1 +Tennessee,1999,374,5638706,6.6,6,7.3,0.3 +Tennessee,2000,426,5689283,7.5,6.8,8.2,0.4 +Tennessee,2001,469,5750789,8.2,7.4,8.9,0.4 +Tennessee,2002,524,5795918,9,8.3,9.8,0.4 +Tennessee,2003,713,5847812,12.2,11.3,13.1,0.5 +Tennessee,2004,822,5910809,13.9,13,14.9,0.5 +Tennessee,2005,936,5991057,15.6,14.6,16.6,0.5 +Tennessee,2006,1030,6088766,16.9,15.9,17.9,0.5 +Tennessee,2007,1035,6175727,16.8,15.7,17.8,0.5 +Tennessee,2008,977,6247411,15.6,14.7,16.6,0.5 +Tennessee,2009,1000,6306019,15.9,14.9,16.8,0.5 +Tennessee,2010,1132,6346105,17.8,16.8,18.9,0.5 +Tennessee,2011,1123,6403353,17.5,16.5,18.6,0.5 +Tennessee,2012,1221,6456243,18.9,17.9,20,0.5 +Tennessee,2013,1284,6495978,19.8,18.7,20.8,0.6 +Tennessee,2014,1330,6549352,20.3,19.2,21.4,0.6 +Tennessee,2015,1546,6600299,23.4,22.3,24.6,0.6 +Texas,1999,1250,20558220,6.1,5.7,6.4,0.2 +Texas,2000,1211,20851820,5.8,5.5,6.1,0.2 +Texas,2001,1522,21319622,7.1,6.8,7.5,0.2 +Texas,2002,1780,21690325,8.2,7.8,8.6,0.2 +Texas,2003,1985,22030931,9,8.6,9.4,0.2 +Texas,2004,2039,22394023,9.1,8.7,9.5,0.2 +Texas,2005,2152,22778123,9.4,9,9.8,0.2 +Texas,2006,2452,23359580,10.5,10.1,10.9,0.2 +Texas,2007,2343,23831983,9.8,9.4,10.2,0.2 +Texas,2008,2199,24309039,9,8.7,9.4,0.2 +Texas,2009,2509,24801761,10.1,9.7,10.5,0.2 +Texas,2010,2492,25145561,9.9,9.5,10.3,0.2 +Texas,2011,2690,25674681,10.5,10.1,10.9,0.2 +Texas,2012,2546,26059203,9.8,9.4,10.1,0.2 +Texas,2013,2606,26448193,9.9,9.5,10.2,0.2 +Texas,2014,2727,26956958,10.1,9.7,10.5,0.2 +Texas,2015,2732,27469114,9.9,9.6,10.3,0.2 +Utah,1999,212,2203482,9.6,8.3,10.9,0.7 +Utah,2000,224,2233169,10,8.7,11.3,0.7 +Utah,2001,216,2283715,9.5,8.2,10.7,0.6 +Utah,2002,300,2324815,12.9,11.4,14.4,0.7 +Utah,2003,368,2360137,15.6,14,17.2,0.8 +Utah,2004,411,2401580,17.1,15.5,18.8,0.8 +Utah,2005,481,2457719,19.6,17.8,21.3,0.9 +Utah,2006,481,2525507,19,17.3,20.7,0.9 +Utah,2007,546,2597746,21,19.3,22.8,0.9 +Utah,2008,483,2663029,18.1,16.5,19.8,0.8 +Utah,2009,508,2723421,18.7,17,20.3,0.8 +Utah,2010,457,2763885,16.5,15,18.1,0.8 +Utah,2011,520,2817222,18.5,16.9,20,0.8 +Utah,2012,612,2855287,21.4,19.7,23.1,0.9 +Utah,2013,612,2900872,21.1,19.4,22.8,0.9 +Utah,2014,617,2942902,21,19.3,22.6,0.8 +Utah,2015,667,2995919,22.3,20.6,24,0.9 +Vermont,1999,31,604683,5.1,3.5,7.3,0.9 +Vermont,2000,37,608827,6.1,4.3,8.4,1 +Vermont,2001,53,612223,8.7,6.5,11.3,1.2 +Vermont,2002,54,615442,8.8,6.6,11.4,1.2 +Vermont,2003,73,617858,11.8,9.3,14.9,1.4 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+Virginia,2010,571,8001024,7.1,6.6,7.7,0.3 +Virginia,2011,817,8096604,10.1,9.4,10.8,0.4 +Virginia,2012,755,8185867,9.2,8.6,9.9,0.3 +Virginia,2013,890,8260405,10.8,10.1,11.5,0.4 +Virginia,2014,1002,8326289,12,11.3,12.8,0.4 +Virginia,2015,1070,8382993,12.8,12,13.5,0.4 +Washington,1999,596,5842564,10.2,9.4,11,0.4 +Washington,2000,599,5894121,10.2,9.3,11,0.4 +Washington,2001,547,5985722,9.1,8.4,9.9,0.4 +Washington,2002,694,6052349,11.5,10.6,12.3,0.4 +Washington,2003,752,6104115,12.3,11.4,13.2,0.4 +Washington,2004,888,6178645,14.4,13.4,15.3,0.5 +Washington,2005,931,6257305,14.9,13.9,15.8,0.5 +Washington,2006,970,6370753,15.2,14.3,16.2,0.5 +Washington,2007,1003,6461587,15.5,14.6,16.5,0.5 +Washington,2008,1058,6562231,16.1,15.2,17.1,0.5 +Washington,2009,1031,6667426,15.5,14.5,16.4,0.5 +Washington,2010,962,6724540,14.3,13.4,15.2,0.5 +Washington,2011,1050,6830038,15.4,14.4,16.3,0.5 +Washington,2012,1033,6897012,15,14.1,15.9,0.5 +Washington,2013,1042,6971406,14.9,14,15.9,0.5 +Washington,2014,1058,7061530,15,14.1,15.9,0.5 +Washington,2015,1189,7170351,16.6,15.6,17.5,0.5 +West Virginia,1999,80,1811799,4.4,3.5,5.5,0.5 +West Virginia,2000,122,1808344,6.7,5.5,7.9,0.6 +West Virginia,2001,217,1801481,12,10.4,13.6,0.8 +West Virginia,2002,237,1805414,13.1,11.5,14.8,0.9 +West Virginia,2003,279,1812295,15.4,13.6,17.2,0.9 +West Virginia,2004,347,1816438,19.1,17.1,21.1,1 +West Virginia,2005,197,1820492,10.8,9.3,12.3,0.8 +West Virginia,2006,378,1827912,20.7,18.6,22.8,1.1 +West Virginia,2007,405,1834052,22.1,19.9,24.2,1.1 +West Virginia,2008,468,1840310,25.4,23.1,27.7,1.2 +West Virginia,2009,235,1847775,12.7,11.1,14.3,0.8 +West Virginia,2010,520,1852994,28.1,25.7,30.5,1.2 +West Virginia,2011,645,1855364,34.8,32.1,37.4,1.4 +West Virginia,2012,576,1855413,31,28.5,33.6,1.3 +West Virginia,2013,583,1854304,31.4,28.9,34,1.3 +West Virginia,2014,646,1850326,34.9,32.2,37.6,1.4 +West Virginia,2015,750,1844128,40.7,37.8,43.6,1.5 +Wisconsin,1999,237,5332666,4.4,3.9,5,0.3 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+Wyoming,2005,45,514157,8.8,6.4,11.7,1.3 +Wyoming,2006,64,522667,12.2,9.4,15.6,1.5 +Wyoming,2007,68,534876,12.7,9.9,16.1,1.5 +Wyoming,2008,74,546043,13.6,10.6,17,1.6 +Wyoming,2009,63,559851,11.3,8.6,14.4,1.4 +Wyoming,2010,88,563626,15.6,12.5,19.2,1.7 +Wyoming,2011,88,568158,15.5,12.4,19.1,1.7 +Wyoming,2012,99,576412,17.2,14,20.9,1.7 +Wyoming,2013,99,582658,17,13.8,20.7,1.7 +Wyoming,2014,112,584153,19.2,15.6,22.7,1.8 +Wyoming,2015,99,586107,16.9,13.7,20.6,1.7 \ No newline at end of file diff --git a/Analysis Workflow using Git, Python, and Jupyter/KaggleData/trains vs planes.xlsx b/Analysis Workflow using Git, Python, and Jupyter/KaggleData/trains vs planes.xlsx new file mode 100644 index 0000000..2d262c5 Binary files /dev/null and b/Analysis Workflow using Git, Python, and Jupyter/KaggleData/trains vs planes.xlsx differ