From 48f60d2df729c12ecdd767cc57351d8b576f879a Mon Sep 17 00:00:00 2001 From: Alex Gebben Work Date: Thu, 19 Mar 2026 15:56:14 -0600 Subject: [PATCH] Added Tax PI Prelim results --- REMI_Inputs.r | 2 +- ...ect, Indirect, and Induced -Employment.csv | 12 ++ .../Direct, Indirect, and Induced -Output.csv | 12 ++ Results/Tax_PI/Economic Summary.csv | 19 ++ ...- By Industry - Employment by Industry.csv | 167 ++++++++++++++++++ ...roduct - By Component - GDP Components.csv | 25 +++ ...emand Source - Output by Demand Source.csv | 11 ++ ...tput- By Industry - Output by Industry.csv | 167 ++++++++++++++++++ ...Component - Personal Income Components.csv | 27 +++ Results/Tax_PI/Revenues.csv | 23 +++ Visuals_Tax_PI.r | 106 +++++++++++ 11 files changed, 570 insertions(+), 1 deletion(-) create mode 100644 Results/Tax_PI/Direct, Indirect, and Induced -Employment.csv create mode 100644 Results/Tax_PI/Direct, Indirect, and Induced -Output.csv create mode 100644 Results/Tax_PI/Economic Summary.csv create mode 100644 Results/Tax_PI/Employment- By Industry - Employment by Industry.csv create mode 100644 Results/Tax_PI/Gross Domestic Product - By Component - GDP Components.csv create mode 100644 Results/Tax_PI/Output- By Demand Source - Output by Demand Source.csv create mode 100644 Results/Tax_PI/Output- By Industry - Output by Industry.csv create mode 100644 Results/Tax_PI/Personal Income - By Component - Personal Income Components.csv create mode 100644 Results/Tax_PI/Revenues.csv create mode 100644 Visuals_Tax_PI.r diff --git a/REMI_Inputs.r b/REMI_Inputs.r index 7c851a8..cfbc4b6 100644 --- a/REMI_Inputs.r +++ b/REMI_Inputs.r @@ -131,7 +131,7 @@ OPERATIONAL_EMP_COEF <- (0.15+0.2)/2 DATA_CENTER_EMP <- round(OPERATIONAL_EMP_COEF* c(0,cumsum(SCHEDULE ))) ##MW of active data center capacity times emplotyment intesity coefcient ###see(https://hamminstitute.org/site-files/documents/data_center_workforce.pdf)0/see - +DOLLAR_VALUES*0.8603 #Deflate dollar values to 2022 for fixed local inputs in REMI which only offers 2017 or 2022 ALL_VALUES$DATA_CENTER_EMP <- DATA_CENTER_EMP ALL_VALUES ALL_VALUES %>% select(-BUILDING,-COMPUTERS,-BESS,-DATA_CENTER_EMP,-POWER_OPERATORS,-TURBINE_CONST_WORKERS,-OTHER) diff --git a/Results/Tax_PI/Direct, Indirect, and Induced -Employment.csv b/Results/Tax_PI/Direct, Indirect, and Induced -Employment.csv new file mode 100644 index 0000000..f053d96 --- /dev/null +++ b/Results/Tax_PI/Direct, Indirect, and Induced -Employment.csv @@ -0,0 +1,12 @@ +"Employment" + +"Comparison Type","Forecast","Comparison Forecast" +"Differences","Regional Simulation 2","Baseline" +,"Year",,,,,,,,,,,,,,,,,, +"Category","Units",2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040 +"Total Employment","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,348.031,1209.889,1539.953,2430.475,2385.552,701.673,587.193,507.023,467.157,452.464,452.585,460.565 +"Direct Employment","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,126.721,445.469,595.877,1152.297,566.144,262.000,262.000,262.000,262.000,262.000,262.000,262.000 +"Indirect Employment","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,11.439,62.007,99.499,156.122,182.911,79.619,80.594,81.613,82.705,83.780,84.878,86.048 +"Induced Employment","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,209.872,702.413,844.576,1122.056,1636.498,360.055,244.599,163.410,122.452,106.684,105.707,112.518 +"Type I Employment Multiplier","Proportion",0.000,0.000,0.000,0.000,0.000,0.000,1.090,1.139,1.167,1.135,1.323,1.304,1.308,1.311,1.316,1.320,1.324,1.328 +"Type II Employment Multiplier","Proportion",0.000,0.000,0.000,0.000,0.000,0.000,2.746,2.716,2.584,2.109,4.214,2.678,2.241,1.935,1.783,1.727,1.727,1.758 \ No newline at end of file diff --git a/Results/Tax_PI/Direct, Indirect, and Induced -Output.csv b/Results/Tax_PI/Direct, Indirect, and Induced -Output.csv new file mode 100644 index 0000000..7bbe6b7 --- /dev/null +++ b/Results/Tax_PI/Direct, Indirect, and Induced -Output.csv @@ -0,0 +1,12 @@ +"Output" + +"Comparison Type","Forecast","Comparison Forecast" +"Differences","Regional Simulation 2","Baseline" +,"Year",,,,,,,,,,,,,,,,,, +"Category","Units",2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040 +"Total Output","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,62.874,242.374,317.464,479.322,545.463,137.207,119.771,108.521,104.493,105.090,108.445,113.293 +"Direct Output","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,21.862,100.554,145.389,249.725,242.623,76.395,78.323,80.299,82.315,84.404,86.559,88.790 +"Indirect Output","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,2.607,13.642,20.893,33.888,39.087,13.748,14.118,14.502,14.904,15.312,15.735,16.182 +"Induced Output","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,38.405,128.178,151.182,195.709,263.752,47.064,27.330,13.719,7.274,5.374,6.151,8.321 +"Type I Output Multiplier","Proportion",0.000,0.000,0.000,0.000,0.000,0.000,1.129,1.143,1.147,1.140,1.163,1.154,1.155,1.155,1.155,1.156,1.156,1.157 +"Type II Output Multiplier","Proportion",0.000,0.000,0.000,0.000,0.000,0.000,3.022,2.467,2.181,1.935,2.284,1.654,1.449,1.310,1.246,1.226,1.231,1.248 \ No newline at end of file diff --git a/Results/Tax_PI/Economic Summary.csv b/Results/Tax_PI/Economic Summary.csv new file mode 100644 index 0000000..82d9086 --- /dev/null +++ b/Results/Tax_PI/Economic Summary.csv @@ -0,0 +1,19 @@ +"Economic Summary" + +"Comparison Type","Forecast","Comparison Forecast" +"Differences","Regional Simulation 2","Baseline" +,"Year",,,,,,,,,,,,,,,,,, +"Category","Units",2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040 +"Total Employment","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,348.031,1209.889,1539.953,2430.475,2385.552,701.673,587.193,507.023,467.157,452.464,452.585,460.565 +"Private Non-Farm Employment","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,329.587,1133.421,1416.658,2240.485,2150.561,548.367,476.730,420.575,393.974,386.378,390.049,399.598 +"Residence Adjusted Employment","Individuals",0.000,0.000,0.000,0.000,0.000,0.000,338.680,1176.804,1497.197,2365.615,2323.779,689.827,586.449,509.785,471.168,456.211,455.241,461.754 +"Population","Individuals",0.000,0.000,0.000,0.000,0.000,0.000,96.321,394.000,677.289,1132.671,1393.884,1154.219,985.221,851.074,747.030,667.418,606.778,560.120 +"Labor Force","Individuals",0.000,0.000,0.000,0.000,0.000,0.000,96.919,377.885,604.404,990.096,1134.913,820.613,636.172,501.806,408.926,346.057,305.004,279.712 +"Gross Domestic Product","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,36.814,142.020,185.228,275.669,322.519,79.727,69.381,62.487,59.831,59.845,61.450,63.895 +"Output","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,62.874,242.374,317.464,479.322,545.463,137.207,119.771,108.521,104.493,105.090,108.445,113.293 +"Value-Added","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,36.814,142.020,185.228,275.669,322.519,79.727,69.381,62.487,59.831,59.845,61.450,63.895 +"Personal Income","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,19.697,70.421,91.341,147.986,158.278,55.518,55.251,49.023,45.496,43.719,43.091,43.168 +"Disposable Personal Income","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,16.818,60.152,78.095,126.720,135.717,48.101,48.165,42.880,39.868,38.326,37.753,37.772 +"Real Disposable Personal Income","Millions of Fixed (2017) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,14.493,51.836,67.298,109.201,116.954,41.451,41.507,36.952,34.356,33.028,32.534,32.550 +"Real Disposable Personal Income per Capita","Thousands of Fixed (2017) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.015,0.049,0.046,0.070,0.055,-0.048,-0.032,-0.027,-0.022,-0.017,-0.012,-0.008 +"PCE-Price Index","2017=100 (Nation)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.010,0.029,0.040,0.058,0.058,0.024,0.020,0.018,0.017,0.016,0.016 \ No newline at end of file diff --git a/Results/Tax_PI/Employment- By Industry - Employment by Industry.csv b/Results/Tax_PI/Employment- By Industry - Employment by Industry.csv new file mode 100644 index 0000000..23d0450 --- /dev/null +++ b/Results/Tax_PI/Employment- By Industry - Employment by Industry.csv @@ -0,0 +1,167 @@ +"Employment by Industry" + +"Category","Comparison Type","Forecast","Comparison Forecast" +"Employment","Differences","Regional Simulation 2","Baseline" +,"Year",,,,,,,,,,,,,,,,,, +"Industry","Units",2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040 +"All Industries","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,348.031,1209.889,1539.953,2430.475,2385.552,701.673,587.193,507.023,467.157,452.464,452.585,460.565 +"Forestry and Logging (113)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.012,0.035,0.034,0.067,-0.006,-0.046,-0.050,-0.049,-0.045,-0.041,-0.036,-0.031 +"Fishing, hunting and trapping (114)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.019,0.055,0.022,0.016,-0.058,-0.255,-0.235,-0.217,-0.195,-0.173,-0.153,-0.136 +"Support activities for agriculture and forestry (115)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.019,0.051,0.002,-0.034,-0.199,-0.441,-0.484,-0.485,-0.462,-0.430,-0.397,-0.367 +"Oil and gas extraction (211)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.016,0.029,-0.132,-0.316,-0.570,-1.025,-0.951,-0.861,-0.765,-0.674,-0.593,-0.523 +"Coal mining (2121)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,-0.003,-0.003,-0.187,-0.442,-0.571,-1.056,-0.984,-0.896,-0.804,-0.711,-0.623,-0.545 +"Metal ore mining (2122)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.008,-0.001,-0.012,-0.026,-0.067,-0.065,-0.060,-0.054,-0.047,-0.041,-0.035 +"Nonmetallic mineral mining and quarrying (2123)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.189,0.589,0.614,1.167,0.194,-0.500,-0.556,-0.564,-0.539,-0.495,-0.443,-0.391 +"Support activities for mining (213)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.477,1.770,2.244,3.040,2.867,0.665,0.693,0.632,0.588,0.573,0.583,0.608 +"Electric power generation, transmission and distribution (2211)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.328,24.719,36.206,36.751,139.277,0.138,0.156,0.146,0.168,0.204,0.244,0.284 +"Natural gas distribution (2212)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.089,0.328,0.406,0.599,0.663,0.112,0.082,0.054,0.043,0.042,0.046,0.051 +"Water, sewage and other systems (2213)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.016,0.190,0.267,0.303,0.871,0.026,0.020,0.016,0.015,0.015,0.016,0.017 +"Construction (23)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,152.881,480.221,578.991,1159.514,419.693,105.145,49.014,13.267,-5.603,-12.649,-12.269,-7.835 +"Sawmills and wood preservation (3211)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.240,0.767,0.935,1.839,0.711,0.161,0.073,0.022,-0.000,-0.003,0.005,0.019 +"Veneer, plywood, and engineered wood product manufacturing (3212)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.352,1.145,1.450,2.766,1.220,0.501,0.374,0.298,0.263,0.253,0.260,0.276 +"Other wood product manufacturing (3219)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.325,1.085,1.412,2.578,1.266,0.619,0.453,0.351,0.300,0.285,0.291,0.308 +"Clay product and refractory manufacturing (3271)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.008,0.024,0.027,0.052,0.017,-0.003,-0.005,-0.006,-0.007,-0.006,-0.006,-0.005 +"Glass and glass product manufacturing (3272)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.005,0.008,0.007,0.007,-0.003,-0.003,-0.003,-0.003,-0.003,-0.002,-0.002 +"Cement and concrete product manufacturing (3273)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.247,0.790,0.959,1.867,0.730,0.116,0.027,-0.021,-0.038,-0.035,-0.021,-0.002 +"Lime, gypsum and other nonmetallic mineral product manufacturing (3274, 3279)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.025,0.076,0.085,0.169,0.045,-0.019,-0.028,-0.032,-0.033,-0.031,-0.029,-0.026 +"Iron and steel mills and ferroalloy manufacturing (3311)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.007,0.011,0.011,0.011,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001 +"Steel product manufacturing from purchased steel (3312)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.005,0.006,0.010,0.005,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001 +"Alumina and aluminum production and processing (3313)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.022,0.042,0.029,0.015,0.001,0.001,0.000,0.000,0.000,0.000,0.000 +"Nonferrous metal (except aluminum) production and processing (3314)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.010,0.018,0.011,0.017,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +"Foundries (3315)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.005,0.001,-0.000,0.025,-2.446,-0.016,-0.018,-0.018,-0.017,-0.016,-0.015,-0.013 +"Forging and stamping (3321)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.005,0.008,0.012,0.026,0.004,0.003,0.003,0.003,0.003,0.004,0.004 +"Cutlery and handtool manufacturing (3322)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.005,0.006,0.009,-0.003,-0.003,-0.003,-0.004,-0.003,-0.003,-0.003,-0.003 +"Architectural and structural metals manufacturing (3323)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.195,0.620,0.758,1.488,0.496,0.144,0.072,0.029,0.011,0.008,0.015,0.026 +"Boiler, tank, and shipping container manufacturing (3324)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,-0.048,-0.097,0.009,-1.852,-0.016,-0.026,-0.031,-0.031,-0.030,-0.027,-0.024 +"Hardware manufacturing (3325)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.006,0.007,0.010,0.007,-0.002,-0.002,-0.002,-0.002,-0.002,-0.002,-0.002 +"Spring and wire product manufacturing (3326)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.004,0.012,0.013,0.023,0.008,-0.007,-0.007,-0.008,-0.007,-0.006,-0.005,-0.004 +"Machine shops; turned product; and screw, nut, and bolt manufacturing (3327)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.084,0.259,0.289,0.569,-0.033,-0.053,-0.082,-0.095,-0.097,-0.091,-0.082,-0.072 +"Coating, engraving, heat treating, and allied activities (3328)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.005,0.015,0.017,0.032,0.012,-0.003,-0.005,-0.005,-0.005,-0.005,-0.005,-0.004 +"Other fabricated metal product manufacturing (3329)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.043,0.125,0.131,0.289,0.291,-0.040,-0.056,-0.062,-0.062,-0.058,-0.053,-0.047 +"Agriculture, construction, and mining machinery manufacturing (3331)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.017,0.027,-0.007,-0.004,-1.222,-0.026,-0.030,-0.031,-0.029,-0.027,-0.024,-0.022 +"Industrial machinery manufacturing (3332)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,-0.010,-0.060,-0.090,-0.071,-0.943,-0.005,-0.007,-0.007,-0.007,-0.006,-0.006,-0.006 +"Commercial and service industry machinery manufacturing (3333)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,-0.000,0.014,0.028,0.016,-0.283,-0.005,-0.007,-0.007,-0.008,-0.007,-0.007,-0.006 +"Ventilation, heating, air-conditioning, and commercial refrigeration equipment manufacturing (3334)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.010,0.013,0.020,-0.043,-0.001,-0.002,-0.003,-0.003,-0.003,-0.002,-0.002 +"Metalworking machinery manufacturing (3335)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,-0.004,-0.026,-0.039,-0.032,-0.400,-0.009,-0.010,-0.010,-0.010,-0.009,-0.008,-0.007 +"Engine, turbine, and power transmission equipment manufacturing (3336)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.129,0.126,0.000,20.380,-0.010,-0.009,-0.007,-0.006,-0.005,-0.005,-0.004 +"Other general purpose machinery manufacturing (3339)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,-0.007,-0.052,-0.085,-0.054,-0.913,-0.019,-0.023,-0.024,-0.024,-0.022,-0.021,-0.019 +"Computer and peripheral equipment manufacturing, excluding digital camera manufacturing (3341)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.509,1.615,1.688,1.600,2.082,-0.218,-0.232,-0.237,-0.238,-0.236,-0.233,-0.231 +"Communications equipment manufacturing (3342)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.003,0.002,0.000,0.025,-0.009,-0.009,-0.009,-0.009,-0.009,-0.009,-0.008 +"Audio and video equipment manufacturing (3343)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.006,0.032,0.039,0.020,0.445,-0.070,-0.073,-0.073,-0.071,-0.069,-0.066,-0.064 +"Semiconductor and other electronic component manufacturing (3344)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.012,0.021,0.014,0.023,-0.002,-0.002,-0.002,-0.001,-0.001,-0.000,0.000 +"Navigational, measuring, electromedical, and control instruments manufacturing (3345)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.009,0.033,0.031,0.025,0.144,-0.103,-0.120,-0.127,-0.128,-0.126,-0.122,-0.118 +"Manufacturing and reproducing magnetic and optical media (3346)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.107,0.206,0.101,0.187,-0.002,-0.002,-0.002,-0.002,-0.002,-0.001,-0.001 +"Electric lighting equipment manufacturing (3351)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.042,0.080,0.038,0.070,-0.003,-0.003,-0.003,-0.003,-0.003,-0.002,-0.002 +"Household appliance manufacturing (3352)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.000,-0.000,-0.002,-0.002,-0.002,-0.002,-0.001,-0.001,-0.001 +"Electrical equipment manufacturing (3353)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,-0.001,-0.001,-0.007,-0.021,0.370,-0.046,-0.046,-0.045,-0.043,-0.040,-0.038,-0.035 +"Other electrical equipment and component manufacturing (3359)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.348,0.680,0.328,0.602,-0.052,-0.052,-0.051,-0.048,-0.046,-0.043,-0.041 +"Motor vehicle manufacturing (3361)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.035,0.178,0.263,0.248,2.273,0.047,0.039,0.034,0.032,0.032,0.032,0.033 +"Motor vehicle body and trailer manufacturing (3362)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.019,0.047,0.051,0.149,-0.713,0.085,0.075,0.067,0.064,0.063,0.064,0.066 +"Motor vehicle parts manufacturing (3363)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.031,0.129,0.165,0.174,1.617,0.031,0.024,0.019,0.017,0.015,0.015,0.015 +"Aerospace product and parts manufacturing (3364)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,-0.028,-0.094,-0.183,-0.181,9.916,0.014,0.009,0.007,0.006,0.007,0.008,0.009 +"Railroad rolling stock manufacturing (3365)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,-0.000,-0.001,-0.002,-0.002,0.024,-0.000,-0.000,-0.000,-0.000,-0.000,-0.000,-0.000 +"Ship and boat building (3366)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,-0.000,-0.003,-0.005,-0.003,-0.054,-0.000,-0.000,-0.000,-0.000,-0.000,0.000,0.000 +"Other transportation equipment manufacturing (3369)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.002,0.002,0.003,0.006,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +"Household and institutional furniture and kitchen cabinet manufacturing (3371)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.078,0.124,0.070,0.571,-4.674,0.192,0.151,0.111,0.096,0.096,0.104,0.115 +"Office furniture (including fixtures) manufacturing; Other furniture related product manufacturing (3372, 3379)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.005,-0.032,-0.069,0.046,-1.613,0.028,0.018,0.012,0.009,0.008,0.008,0.009 +"Medical equipment and supplies manufacturing (3391)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.005,0.024,0.030,0.019,0.289,-0.037,-0.038,-0.038,-0.036,-0.034,-0.032,-0.030 +"Other miscellaneous manufacturing (3399)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.030,0.084,0.070,0.067,-0.179,-0.065,-0.067,-0.067,-0.064,-0.060,-0.057,-0.054 +"Animal food manufacturing (3111)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.005,0.016,0.018,0.024,0.020,0.002,0.002,0.001,0.001,0.001,0.001,0.002 +"Grain and oilseed milling (3112)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.007,0.007,0.010,0.008,-0.003,-0.003,-0.003,-0.003,-0.003,-0.002,-0.002 +"Sugar and confectionery product manufacturing (3113)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.043,0.150,0.183,0.283,0.271,0.034,0.017,0.004,0.000,0.001,0.004,0.008 +"Fruit and vegetable preserving and specialty food manufacturing (3114)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.011,0.014,0.022,0.022,0.006,0.004,0.003,0.003,0.003,0.003,0.003 +"Dairy product manufacturing (3115)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.006,0.019,0.023,0.032,0.031,0.008,0.006,0.004,0.004,0.004,0.004,0.004 +"Animal slaughtering and processing (3116)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.025,0.085,0.098,0.139,0.125,-0.001,-0.011,-0.015,-0.015,-0.012,-0.009,-0.006 +"Seafood product preparation and packaging (3117)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.007,0.009,0.013,0.013,0.002,0.000,-0.001,-0.001,-0.001,-0.000,-0.000 +"Bakeries and tortilla manufacturing (3118)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.065,0.229,0.295,0.450,0.470,0.180,0.156,0.134,0.121,0.114,0.110,0.108 +"Other food manufacturing (3119)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.027,0.092,0.113,0.167,0.166,0.041,0.031,0.024,0.021,0.020,0.020,0.021 +"Beverage and tobacco manufacturing (312)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.079,0.316,0.485,0.859,0.991,0.535,0.472,0.406,0.360,0.327,0.303,0.284 +"Textile mills and textile product mills (313, 314)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.060,0.176,0.178,0.262,-0.050,-0.072,-0.095,-0.106,-0.105,-0.099,-0.091,-0.083 +"Apparel, leather and allied product manufacturing (315, 316)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.023,0.060,0.016,-0.008,-0.128,-0.342,-0.358,-0.358,-0.344,-0.324,-0.304,-0.287 +"Pulp, paper, and paperboard mills (3221)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +"Converted paper product manufacturing (3222)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.004,0.004,0.005,0.004,0.001,0.001,0.000,0.000,0.000,0.000,0.000 +"Printing and related support activities (323)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.017,0.056,0.061,0.070,0.060,-0.013,-0.017,-0.017,-0.015,-0.013,-0.010,-0.008 +"Petroleum and coal products manufacturing (324)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.044,0.162,0.121,0.115,-0.003,-0.492,-0.491,-0.473,-0.445,-0.415,-0.385,-0.359 +"Basic chemical manufacturing (3251)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.004,0.013,-0.018,-0.054,-0.195,-0.237,-0.240,-0.234,-0.224,-0.212,-0.201,-0.190 +"Resin, synthetic rubber, and artificial synthetic fibers and filaments manufacturing (3252)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,-0.000,-0.001,-0.002,-0.003,-0.003,-0.003,-0.003,-0.003,-0.002,-0.002 +"Pesticide, fertilizer, and other agricultural chemical manufacturing (3253)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.005,0.013,0.005,0.012,-0.034,-0.060,-0.062,-0.061,-0.059,-0.057,-0.054,-0.051 +"Pharmaceutical and medicine manufacturing (3254)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.002,0.000,-0.002,-0.007,-0.018,-0.018,-0.017,-0.017,-0.016,-0.015,-0.014 +"Paint, coating, and adhesive manufacturing (3255)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.003,0.005,0.005,0.003,-0.001,-0.002,-0.002,-0.002,-0.002,-0.002,-0.001 +"Soap, cleaning compound, and toilet preparation manufacturing (3256)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.009,0.013,0.006,0.006,-0.015,-0.016,-0.016,-0.015,-0.014,-0.014,-0.013 +"Other chemical product and preparation manufacturing (3259)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.006,0.018,0.015,0.014,0.008,-0.020,-0.021,-0.021,-0.020,-0.019,-0.017,-0.016 +"Plastics product manufacturing (3261)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.206,0.876,1.217,1.603,1.063,0.172,0.108,0.068,0.051,0.047,0.051,0.059 +"Rubber product manufacturing (3262)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.004,0.011,0.013,0.022,0.008,0.002,0.001,0.000,-0.000,-0.000,-0.000,-0.000 +"Wholesale trade (42)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,20.471,59.952,59.040,65.221,-4.799,1.806,0.996,0.456,0.272,0.288,0.404,0.561 +"Retail Trade (excluding motor vehicle and parts dealers) (441)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,31.240,99.689,110.860,145.294,274.872,25.736,21.577,17.726,15.829,15.062,14.926,15.108 +"Motor vehicle and parts dealers (444-449, 45)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,34.528,102.947,103.048,105.097,80.990,3.433,2.994,2.594,2.433,2.403,2.443,2.515 +"Air transportation (481)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.193,0.693,0.865,1.271,3.266,0.345,0.299,0.280,0.279,0.287,0.300,0.315 +"Rail transportation (482)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.094,0.278,0.174,0.044,-0.194,-0.637,-0.605,-0.557,-0.505,-0.453,-0.407,-0.367 +"Water transportation (483)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.006,0.024,0.029,0.044,0.044,0.002,-0.001,-0.001,-0.002,-0.001,-0.001,-0.000 +"Truck transportation (484)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,11.104,33.410,33.706,36.900,18.836,0.796,0.368,0.118,0.047,0.081,0.169,0.278 +"Couriers and messengers (492)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.346,4.707,5.914,6.993,5.827,2.960,2.953,3.020,3.155,3.317,3.489,3.659 +"Transit and ground passenger transportation (485)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.237,1.068,1.719,2.503,3.559,1.746,1.561,1.464,1.436,1.445,1.475,1.516 +"Pipeline transportation (486)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.006,0.035,-0.062,-0.196,-0.195,-0.715,-0.679,-0.631,-0.577,-0.526,-0.480,-0.441 +"Scenic and sightseeing transportation and support activities for transportation (487, 488)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.499,2.262,2.704,2.957,5.226,-0.089,-0.117,-0.110,-0.068,-0.013,0.044,0.099 +"Warehousing and storage (493)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.457,4.743,5.217,6.084,7.349,0.560,0.453,0.406,0.434,0.498,0.576,0.656 +"Newspaper, periodical, book, and directory publishers (5131)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,-0.002,-0.022,-0.078,-0.150,-0.240,-0.319,-0.320,-0.311,-0.298,-0.285,-0.273,-0.263 +"Software publishers (5132)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.000,-0.003,-0.011,-0.023,-0.040,-0.056,-0.061,-0.065,-0.068,-0.071,-0.074,-0.076 +"Motion picture and sound recording industries (512)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.031,0.134,0.177,0.182,0.221,-0.015,-0.018,-0.015,-0.006,0.005,0.016,0.025 +"Computing infrastructure providers, data processing, web hosting, and related service (518)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.202,44.713,131.776,175.765,263.386,261.566,261.363,261.208,261.092,261.006,260.940,260.889 +"Web search portals, libraries, archives, and other information services (519)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.032,0.120,0.161,0.212,0.266,0.097,0.090,0.084,0.081,0.079,0.078,0.078 +"Radio and television broadcasting, media streaming distribution services, social networks, and other media networks and content providers (5161, 5162)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.049,0.207,0.314,0.411,0.521,0.295,0.286,0.280,0.277,0.276,0.276,0.276 +"Telecommunications (517)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.103,0.377,0.453,0.599,0.932,-0.091,-0.121,-0.131,-0.127,-0.117,-0.107,-0.099 +"Monetary authorities - central bank, credit intermediation, and related activities (521, 522)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.084,0.172,-0.203,-0.566,-1.236,-2.477,-2.453,-2.375,-2.264,-2.150,-2.048,-1.964 +"Securities, commodity contracts, investments, and funds and trusts (523, 525)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,4.531,15.606,18.355,27.161,26.840,0.805,-0.630,-1.226,-1.231,-0.945,-0.558,-0.158 +"Insurance carriers (5241)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.055,0.174,0.170,0.204,0.183,-0.165,-0.178,-0.184,-0.183,-0.180,-0.176,-0.174 +"Agencies, brokerages, and other insurance related activities (5242)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.017,0.043,-0.011,-0.091,-0.097,-0.352,-0.359,-0.356,-0.348,-0.340,-0.333,-0.328 +"Real estate (531)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,15.103,53.977,70.315,106.276,121.469,43.705,40.497,33.529,29.845,28.224,27.879,28.260 +"Automotive equipment rental and leasing (5321)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.195,0.683,0.837,1.183,1.268,0.291,0.268,0.248,0.244,0.247,0.253,0.261 +"Consumer goods rental and general rental centers (5322, 5323)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.272,0.882,1.012,1.511,1.308,0.206,0.189,0.156,0.144,0.145,0.150,0.157 +"Commercial and industrial machinery and equipment rental and leasing (5324)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.626,2.049,2.460,4.315,2.192,0.299,0.110,0.001,-0.039,-0.035,-0.005,0.038 +"Lessors of nonfinancial intangible assets (except copyrighted works) (533)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.013,0.078,0.146,0.191,0.265,0.178,0.172,0.167,0.164,0.161,0.159,0.156 +"Legal services (5411)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.203,4.994,6.988,10.023,13.143,3.962,2.641,1.797,1.380,1.244,1.280,1.407 +"Accounting, tax preparation, bookkeeping, and payroll services (5412)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.162,4.404,5.762,8.019,10.459,2.831,2.562,2.386,2.323,2.321,2.354,2.402 +"Architectural, engineering, and related services (5413)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,2.447,9.378,10.419,15.714,304.345,1.288,0.479,0.013,-0.156,-0.139,-0.016,0.154 +"Specialized design services (5414)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.118,0.428,0.525,0.688,1.421,0.155,0.120,0.102,0.097,0.100,0.106,0.113 +"Computer systems design and related services (5415)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,6.404,20.489,22.215,22.133,49.888,2.391,2.200,2.102,2.068,2.075,2.107,2.152 +"Management, scientific, and technical consulting services (5416)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.896,8.694,14.237,18.230,35.075,15.481,15.263,15.189,15.249,15.384,15.560,15.753 +"Scientific research and development services (5417)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.008,0.033,0.048,0.068,0.247,0.042,0.035,0.035,0.040,0.046,0.053,0.060 +"Advertising, public relations, and related services (5418)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.498,1.822,2.362,3.017,3.657,1.324,1.268,1.224,1.210,1.211,1.221,1.234 +"Other professional, scientific, and technical services (5419)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.066,5.781,7.528,9.321,22.114,1.094,0.976,0.853,0.833,0.865,0.922,0.989 +"Management of companies and enterprises (55)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,-0.004,-0.043,-0.146,-0.284,-0.461,-0.604,-0.624,-0.628,-0.624,-0.617,-0.611,-0.607 +"Office administrative services; Facilities support services (5611, 5612)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.618,2.611,3.980,5.141,10.283,3.661,3.588,3.573,3.615,3.686,3.773,3.868 +"Employment services (5613)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.721,10.057,15.262,18.439,40.572,10.439,10.219,10.086,10.079,10.128,10.206,10.293 +"Business support services; Investigation and security services; Other support services (5614, 5616, 5619)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.078,4.102,5.390,7.031,9.539,2.913,2.728,2.606,2.576,2.594,2.638,2.691 +"Travel arrangement and reservation services (5615)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.048,0.179,0.213,0.280,0.409,0.018,0.013,0.008,0.008,0.010,0.013,0.017 +"Services to buildings and dwellings (5617)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,2.278,8.187,10.539,15.687,20.156,4.786,4.152,3.620,3.425,3.421,3.520,3.668 +"Waste management and remediation services (562)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.170,0.615,0.763,1.168,1.114,0.163,0.078,0.031,0.017,0.022,0.036,0.054 +"Educational services; private (61)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.266,0.911,1.070,1.505,1.668,0.043,-0.035,-0.080,-0.078,-0.050,-0.010,0.032 +"Offices of health practitioners (6211-6213)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,3.402,11.554,13.388,20.744,20.313,1.737,2.614,2.599,2.841,3.189,3.560,3.923 +"Outpatient, laboratory, and other ambulatory care services (6214, 6215, 6219)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.156,3.953,4.608,7.069,7.040,0.407,0.615,0.607,0.704,0.843,0.993,1.139 +"Home health care services (6216)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.489,1.667,1.925,2.975,2.861,0.096,0.217,0.232,0.286,0.351,0.418,0.484 +"Hospitals; private (622)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.634,2.255,2.944,4.629,4.893,1.802,1.571,1.386,1.295,1.256,1.246,1.251 +"Nursing and residential care facilities (623)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.257,0.868,0.988,1.495,1.329,-0.193,-0.236,-0.251,-0.219,-0.168,-0.113,-0.063 +"Individual and family services; Community and vocational rehabilitation services (6241-6243)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.356,4.739,5.837,9.086,9.342,1.880,1.802,1.666,1.695,1.816,1.969,2.136 +"Child day care services (6244)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.593,2.116,2.775,4.346,4.585,1.689,1.412,1.174,1.048,0.992,0.975,0.979 +"Performing arts companies; Promoters of events, and agents and managers (7111, 7113, 7114)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.176,0.603,0.680,0.947,0.995,-0.083,-0.042,-0.029,0.001,0.035,0.068,0.099 +"Spectator sports (7112)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.045,0.158,0.181,0.249,0.248,-0.039,-0.029,-0.025,-0.015,-0.004,0.007,0.017 +"Independent artists, writers, and performers (7115)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.133,0.444,0.408,0.408,0.369,-0.729,-0.686,-0.629,-0.553,-0.474,-0.401,-0.338 +"Museums, historical sites, and similar institutions (712)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.002,-0.003,-0.035,-0.072,-0.129,-0.188,-0.182,-0.172,-0.160,-0.148,-0.137,-0.128 +"Amusement, gambling, and recreation industries (713)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.830,6.211,7.322,10.825,11.051,1.872,2.228,2.153,2.220,2.348,2.499,2.656 +"Accommodation (721)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.658,5.851,6.457,8.880,8.964,-3.279,-2.448,-2.122,-1.555,-0.917,-0.302,0.257 +"Food services and drinking places (722)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,8.289,32.542,46.190,70.708,91.459,40.594,38.813,35.560,33.490,32.150,31.300,30.797 +"Automotive repair and maintenance (8111)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,2.604,8.580,10.062,13.841,17.721,3.783,3.579,3.223,3.052,2.986,2.979,3.005 +"Electronic and precision equipment repair and maintenance (8112)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.065,0.220,0.273,0.381,0.388,0.118,0.095,0.081,0.075,0.074,0.075,0.077 +"Commercial and industrial machinery and equipment (except automotive and electronic) repair and maintenance (8113)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.677,2.307,2.864,4.133,3.369,1.073,0.951,0.891,0.888,0.917,0.963,1.014 +"Personal and household goods repair and maintenance (8114)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.199,0.689,0.853,1.239,1.376,0.355,0.328,0.297,0.287,0.286,0.292,0.300 +"Personal care services (8121)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.746,5.847,6.573,10.385,9.940,0.245,1.343,1.331,1.440,1.586,1.735,1.876 +"Death care services (8122)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.285,0.929,1.082,1.482,2.635,0.491,0.459,0.413,0.388,0.371,0.361,0.355 +"Drycleaning and laundry services (8123)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.430,1.439,1.634,2.338,2.585,0.249,0.328,0.289,0.290,0.309,0.334,0.360 +"Other personal services (8129)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.158,3.966,4.694,6.946,7.679,1.129,1.312,1.212,1.227,1.297,1.390,1.490 +"Religious organizations; Grantmaking and giving services and social advocacy organizations (8131-8133)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,1.197,4.076,4.819,7.269,7.388,0.991,1.007,0.938,0.963,1.031,1.112,1.196 +"Civic, social, professional, and similar organizations (8134, 8139)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.564,1.977,2.460,3.713,3.992,1.021,0.958,0.867,0.829,0.821,0.826,0.840 +"Private households (814)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.255,0.838,0.930,1.323,1.566,-0.041,-0.023,-0.031,-0.016,0.006,0.029,0.049 +"State and Local Government (NA)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,18.444,76.468,123.295,189.989,234.991,153.306,110.463,86.448,73.184,66.085,62.537,60.967 +"Federal Civilian (NA)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +"Federal Military (NA)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +"Farm (111, 112)","Individuals (Jobs)",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 \ No newline at end of file diff --git a/Results/Tax_PI/Gross Domestic Product - By Component - GDP Components.csv b/Results/Tax_PI/Gross Domestic Product - By Component - GDP Components.csv new file mode 100644 index 0000000..81e4bae --- /dev/null +++ b/Results/Tax_PI/Gross Domestic Product - By Component - GDP Components.csv @@ -0,0 +1,25 @@ +"GDP Components" + +"Comparison Type","Forecast","Comparison Forecast" +"Differences","Regional Simulation 2","Baseline" +,"Year",,,,,,,,,,,,,,,,,, +"Category","Units",2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040 +"Gross Domestic Product (GDP)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,36.814,142.020,185.228,275.669,322.519,79.727,69.381,62.487,59.831,59.845,61.450,63.895 +"Consumption","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,15.612,55.994,73.111,118.018,127.180,46.469,45.780,42.026,40.049,39.105,38.809,38.937 +" Durables","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,2.454,8.842,11.445,18.518,19.880,5.919,5.745,5.320,5.157,5.145,5.227,5.366 +" Non-Durables","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,2.981,10.878,14.866,24.154,26.798,12.552,11.741,10.645,9.938,9.478,9.186,9.012 +" Services","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,10.177,36.274,46.800,75.346,80.502,27.998,28.294,26.062,24.954,24.481,24.396,24.558 +"Investment","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,67.937,326.822,437.582,342.075,3832.268,41.231,27.082,18.077,13.337,11.662,11.981,13.449 +" Residential","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,4.236,16.515,24.965,37.740,41.788,19.011,5.751,-2.486,-6.795,-8.357,-8.185,-7.062 +" Nonresidential Structures","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,1.560,6.059,8.333,11.808,14.644,5.993,6.460,6.305,6.016,5.734,5.508,5.346 +" Nonresidential Equipment","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,61.959,303.326,402.329,289.289,3770.996,11.058,9.714,8.939,8.545,8.414,8.460,8.624 +" Nonresidential Intellectual Property Products","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.181,0.921,1.956,3.239,4.840,5.169,5.157,5.320,5.571,5.871,6.199,6.542 +"Change in Private Inventories","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.158,0.398,0.287,0.437,-0.982,-0.323,-0.325,-0.313,-0.293,-0.269,-0.246,-0.226 +"Net Trade","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-67.652,-339.180,-474.956,-434.994,-3892.613,-115.504,-108.197,-101.797,-98.523,-97.504,-98.037,-99.631 +" Exports","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.081,-0.576,-2.947,-5.757,-15.499,-16.674,-18.427,-18.559,-17.937,-17.016,-16.054,-15.189 +" Imports","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,67.733,338.604,472.009,429.237,3877.113,98.829,89.771,83.238,80.586,80.488,81.983,84.442 +"Government Spending","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,2.170,9.032,14.634,22.663,28.107,18.485,13.418,10.559,8.969,8.114,7.686,7.498 +" Federal Military","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +" Federal Civilian","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +" State and Local Government","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,2.170,9.032,14.634,22.663,28.107,18.485,13.418,10.559,8.969,8.114,7.686,7.498 +"Exogenous Final Demand","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,18.589,88.955,134.570,227.469,228.559,89.368,91.623,93.935,96.293,98.737,101.258,103.868 \ No newline at end of file diff --git a/Results/Tax_PI/Output- By Demand Source - Output by Demand Source.csv b/Results/Tax_PI/Output- By Demand Source - Output by Demand Source.csv new file mode 100644 index 0000000..739c3e9 --- /dev/null +++ b/Results/Tax_PI/Output- By Demand Source - Output by Demand Source.csv @@ -0,0 +1,11 @@ +"Output by Demand Source" + +"Industry","Comparison Type","Forecast","Comparison Forecast" +"All Industries","Differences","Regional Simulation 2","Baseline" +,"Year",,,,,,,,,,,,,,,,,, +"Category","Units",2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040 +"Output","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,62.874,242.374,317.464,479.322,545.463,137.207,119.771,108.521,104.493,105.090,108.445,113.293 +"Domestic Supply","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,62.892,242.650,318.517,481.338,548.852,141.842,124.323,112.886,108.621,108.979,112.118,116.786 +"Value-Added","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,36.814,142.020,185.228,275.669,322.519,79.727,69.381,62.487,59.831,59.845,61.450,63.895 +"Exogenous Industry Sales","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,21.862,100.554,145.389,249.725,242.623,76.395,78.323,80.299,82.315,84.404,86.559,88.790 +"Exogenous Industry Demand","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 \ No newline at end of file diff --git a/Results/Tax_PI/Output- By Industry - Output by Industry.csv b/Results/Tax_PI/Output- By Industry - Output by Industry.csv new file mode 100644 index 0000000..1b84d4f --- /dev/null +++ b/Results/Tax_PI/Output- By Industry - Output by Industry.csv @@ -0,0 +1,167 @@ +"Output by Industry" + +"Category","Comparison Type","Forecast","Comparison Forecast" +"Output","Differences","Regional Simulation 2","Baseline" +,"Year",,,,,,,,,,,,,,,,,, +"Industry","Units",2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040 +"All Industries","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,62.874,242.374,317.464,479.322,545.463,137.207,119.771,108.521,104.493,105.090,108.445,113.293 +"Forestry and Logging (113)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.010,0.029,0.030,0.059,-0.002,-0.038,-0.042,-0.043,-0.041,-0.038,-0.034,-0.031 +"Fishing, hunting and trapping (114)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.006,0.002,0.002,-0.007,-0.032,-0.031,-0.029,-0.027,-0.025,-0.023,-0.021 +"Support activities for agriculture and forestry (115)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.001,0.001,-0.001,-0.004,-0.005,-0.005,-0.005,-0.004,-0.004,-0.004 +"Oil and gas extraction (211)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.060,0.115,-0.431,-1.068,-2.030,-3.850,-3.752,-3.589,-3.389,-3.191,-3.015,-2.869 +"Coal mining (2121)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.009,0.033,-0.164,-0.412,-0.598,-1.197,-1.139,-1.066,-0.989,-0.911,-0.837,-0.773 +"Metal ore mining (2122)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.010,0.028,0.002,-0.029,-0.079,-0.219,-0.214,-0.203,-0.187,-0.171,-0.154,-0.139 +"Nonmetallic mineral mining and quarrying (2123)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.231,0.726,0.767,1.461,0.272,-0.627,-0.710,-0.736,-0.720,-0.679,-0.628,-0.575 +"Support activities for mining (213)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.120,0.450,0.583,0.813,0.786,0.212,0.216,0.196,0.181,0.173,0.173,0.177 +"Electric power generation, transmission and distribution (2211)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.331,24.896,36.758,37.631,143.562,0.320,0.300,0.259,0.258,0.278,0.307,0.338 +"Natural gas distribution (2212)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.058,0.216,0.272,0.409,0.461,0.082,0.062,0.042,0.035,0.034,0.037,0.041 +"Water, sewage and other systems (2213)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.028,0.040,0.046,0.132,0.004,0.003,0.003,0.002,0.002,0.003,0.003 +"Construction (23)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,26.497,83.988,102.292,206.298,76.366,20.371,10.208,3.606,0.016,-1.421,-1.471,-0.738 +"Sawmills and wood preservation (3211)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.072,0.234,0.288,0.571,0.225,0.054,0.026,0.009,0.002,0.001,0.003,0.008 +"Veneer, plywood, and engineered wood product manufacturing (3212)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.055,0.181,0.231,0.443,0.198,0.083,0.063,0.051,0.045,0.044,0.045,0.048 +"Other wood product manufacturing (3219)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.073,0.246,0.324,0.597,0.298,0.149,0.111,0.087,0.075,0.072,0.074,0.079 +"Clay product and refractory manufacturing (3271)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.008,0.010,0.019,0.007,-0.001,-0.002,-0.002,-0.002,-0.002,-0.002,-0.002 +"Glass and glass product manufacturing (3272)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.005,0.005,0.005,-0.002,-0.002,-0.002,-0.002,-0.002,-0.002,-0.001 +"Cement and concrete product manufacturing (3273)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.114,0.368,0.454,0.891,0.365,0.072,0.029,0.004,-0.006,-0.005,0.001,0.010 +"Lime, gypsum and other nonmetallic mineral product manufacturing (3274, 3279)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.013,0.042,0.048,0.095,0.028,-0.008,-0.013,-0.015,-0.016,-0.015,-0.014,-0.012 +"Iron and steel mills and ferroalloy manufacturing (3311)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.017,0.026,0.026,0.027,-0.002,-0.002,-0.003,-0.003,-0.003,-0.002,-0.002 +"Steel product manufacturing from purchased steel (3312)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.004,0.005,0.009,0.004,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001 +"Alumina and aluminum production and processing (3313)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.028,0.053,0.037,0.020,0.002,0.001,0.001,0.001,0.001,0.001,0.001 +"Nonferrous metal (except aluminum) production and processing (3314)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.026,0.050,0.030,0.047,0.001,0.000,0.000,0.000,0.000,0.000,0.000 +"Foundries (3315)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.001,0.001,0.016,-1.380,-0.009,-0.010,-0.010,-0.009,-0.009,-0.008,-0.007 +"Forging and stamping (3321)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.003,0.005,0.010,0.002,0.001,0.001,0.002,0.002,0.002,0.002 +"Cutlery and handtool manufacturing (3322)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.002,0.002,0.003,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001 +"Architectural and structural metals manufacturing (3323)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.050,0.162,0.201,0.399,0.140,0.046,0.026,0.014,0.008,0.007,0.009,0.012 +"Boiler, tank, and shipping container manufacturing (3324)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,-0.019,-0.039,0.008,-0.797,-0.004,-0.008,-0.010,-0.011,-0.010,-0.009,-0.008 +"Hardware manufacturing (3325)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.003,0.004,0.006,0.004,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001 +"Spring and wire product manufacturing (3326)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.003,0.004,0.006,0.003,-0.001,-0.001,-0.002,-0.001,-0.001,-0.001,-0.001 +"Machine shops; turned product; and screw, nut, and bolt manufacturing (3327)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.020,0.064,0.073,0.143,-0.002,-0.008,-0.016,-0.019,-0.020,-0.019,-0.018,-0.015 +"Coating, engraving, heat treating, and allied activities (3328)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.004,0.004,0.008,0.003,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001 +"Other fabricated metal product manufacturing (3329)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.015,0.043,0.047,0.102,0.105,-0.008,-0.013,-0.016,-0.017,-0.016,-0.014,-0.012 +"Agriculture, construction, and mining machinery manufacturing (3331)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.006,0.010,-0.001,0.001,-0.417,-0.006,-0.007,-0.008,-0.007,-0.007,-0.006,-0.005 +"Industrial machinery manufacturing (3332)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.004,-0.022,-0.033,-0.025,-0.349,-0.001,-0.002,-0.002,-0.002,-0.002,-0.001,-0.001 +"Commercial and service industry machinery manufacturing (3333)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.006,0.004,-0.060,-0.000,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001 +"Ventilation, heating, air-conditioning, and commercial refrigeration equipment manufacturing (3334)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.003,0.004,0.006,-0.011,0.000,-0.000,-0.000,-0.001,-0.000,-0.000,-0.000 +"Metalworking machinery manufacturing (3335)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.001,-0.003,-0.005,-0.004,-0.052,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001 +"Engine, turbine, and power transmission equipment manufacturing (3336)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.055,0.054,0.000,8.782,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001 +"Other general purpose machinery manufacturing (3339)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.002,-0.013,-0.022,-0.013,-0.242,-0.003,-0.004,-0.005,-0.004,-0.004,-0.004,-0.003 +"Computer and peripheral equipment manufacturing, excluding digital camera manufacturing (3341)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.055,0.180,0.192,0.186,0.248,-0.024,-0.027,-0.028,-0.029,-0.029,-0.029,-0.030 +"Communications equipment manufacturing (3342)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.004,0.004,0.001,0.040,-0.014,-0.015,-0.015,-0.015,-0.015,-0.015,-0.015 +"Audio and video equipment manufacturing (3343)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.007,0.009,0.005,0.105,-0.016,-0.018,-0.018,-0.018,-0.018,-0.018,-0.018 +"Semiconductor and other electronic component manufacturing (3344)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.023,0.040,0.027,0.045,-0.002,-0.003,-0.002,-0.001,-0.000,0.001,0.002 +"Navigational, measuring, electromedical, and control instruments manufacturing (3345)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.006,0.006,0.005,0.027,-0.016,-0.019,-0.020,-0.021,-0.021,-0.020,-0.019 +"Manufacturing and reproducing magnetic and optical media (3346)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.018,0.035,0.018,0.034,-0.000,-0.000,-0.000,-0.000,-0.000,-0.000,-0.000 +"Electric lighting equipment manufacturing (3351)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.019,0.036,0.017,0.032,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001 +"Household appliance manufacturing (3352)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.001,0.000,-0.000,-0.002,-0.002,-0.002,-0.002,-0.002,-0.002,-0.001 +"Electrical equipment manufacturing (3353)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.000,0.000,-0.001,-0.005,0.125,-0.012,-0.013,-0.012,-0.012,-0.011,-0.011,-0.010 +"Other electrical equipment and component manufacturing (3359)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.175,0.344,0.169,0.312,-0.021,-0.022,-0.022,-0.021,-0.020,-0.018,-0.017 +"Motor vehicle manufacturing (3361)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.044,0.232,0.350,0.337,3.130,0.070,0.060,0.054,0.052,0.053,0.054,0.056 +"Motor vehicle body and trailer manufacturing (3362)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.002,0.002,0.005,-0.025,0.003,0.003,0.003,0.003,0.003,0.003,0.003 +"Motor vehicle parts manufacturing (3363)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.005,0.020,0.026,0.029,0.270,0.006,0.005,0.004,0.004,0.003,0.003,0.003 +"Aerospace product and parts manufacturing (3364)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.002,-0.006,-0.012,-0.012,0.718,0.002,0.002,0.002,0.002,0.002,0.002,0.002 +"Railroad rolling stock manufacturing (3365)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.002,-0.009,-0.015,-0.014,0.170,-0.002,-0.002,-0.002,-0.002,-0.002,-0.001,-0.001 +"Ship and boat building (3366)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.000,-0.001,-0.002,-0.001,-0.021,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +"Other transportation equipment manufacturing (3369)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.007,0.008,0.010,0.023,0.001,0.001,0.001,0.001,0.001,0.001,0.001 +"Household and institutional furniture and kitchen cabinet manufacturing (3371)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.006,0.010,0.006,0.047,-0.381,0.016,0.013,0.010,0.009,0.009,0.010,0.011 +"Office furniture (including fixtures) manufacturing; Other furniture related product manufacturing (3372, 3379)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,-0.006,-0.014,0.009,-0.322,0.006,0.004,0.003,0.002,0.002,0.002,0.002 +"Medical equipment and supplies manufacturing (3391)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.003,0.003,0.002,0.031,-0.003,-0.003,-0.003,-0.003,-0.003,-0.003,-0.003 +"Other miscellaneous manufacturing (3399)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.004,0.004,0.004,-0.008,-0.002,-0.003,-0.003,-0.003,-0.002,-0.002,-0.002 +"Animal food manufacturing (3111)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.011,0.012,0.016,0.014,0.002,0.001,0.001,0.001,0.001,0.001,0.001 +"Grain and oilseed milling (3112)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.009,0.011,0.015,0.012,-0.004,-0.004,-0.005,-0.004,-0.004,-0.003,-0.003 +"Sugar and confectionery product manufacturing (3113)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.009,0.032,0.039,0.061,0.059,0.009,0.005,0.003,0.002,0.002,0.002,0.003 +"Fruit and vegetable preserving and specialty food manufacturing (3114)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.004,0.005,0.007,0.007,0.002,0.002,0.001,0.001,0.001,0.001,0.001 +"Dairy product manufacturing (3115)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.005,0.017,0.020,0.029,0.028,0.008,0.006,0.004,0.004,0.004,0.004,0.004 +"Animal slaughtering and processing (3116)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.004,0.015,0.017,0.025,0.023,0.000,-0.002,-0.003,-0.003,-0.002,-0.002,-0.001 +"Seafood product preparation and packaging (3117)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.002,0.003,0.004,0.004,0.001,0.000,0.000,-0.000,-0.000,0.000,0.000 +"Bakeries and tortilla manufacturing (3118)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.006,0.021,0.028,0.043,0.045,0.018,0.015,0.013,0.012,0.012,0.011,0.011 +"Other food manufacturing (3119)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.006,0.022,0.027,0.040,0.040,0.010,0.008,0.006,0.005,0.005,0.005,0.005 +"Beverage and tobacco manufacturing (312)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.024,0.096,0.148,0.263,0.306,0.166,0.148,0.129,0.116,0.106,0.099,0.094 +"Textile mills and textile product mills (313, 314)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.006,0.019,0.019,0.029,-0.005,-0.007,-0.010,-0.011,-0.011,-0.011,-0.010,-0.009 +"Apparel, leather and allied product manufacturing (315, 316)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,-0.001,-0.002,-0.002,-0.002,-0.002,-0.002,-0.002,-0.002 +"Pulp, paper, and paperboard mills (3221)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +"Converted paper product manufacturing (3222)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +"Printing and related support activities (323)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.006,0.006,0.008,0.007,-0.001,-0.001,-0.001,-0.001,-0.001,-0.001,-0.000 +"Petroleum and coal products manufacturing (324)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.542,2.006,1.568,1.592,0.276,-5.747,-5.714,-5.495,-5.163,-4.799,-4.451,-4.144 +"Basic chemical manufacturing (3251)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.009,0.035,-0.005,-0.044,-0.248,-0.317,-0.313,-0.299,-0.278,-0.256,-0.235,-0.217 +"Resin, synthetic rubber, and artificial synthetic fibers and filaments manufacturing (3252)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,-0.000,-0.000,-0.001,-0.002,-0.002,-0.002,-0.001,-0.001,-0.001,-0.001 +"Pesticide, fertilizer, and other agricultural chemical manufacturing (3253)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.009,0.006,0.012,-0.015,-0.031,-0.032,-0.031,-0.030,-0.028,-0.026,-0.024 +"Pharmaceutical and medicine manufacturing (3254)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.000,0.000,-0.001,-0.005,-0.005,-0.005,-0.005,-0.004,-0.004,-0.004 +"Paint, coating, and adhesive manufacturing (3255)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.002,0.002,0.001,-0.000,-0.000,-0.000,-0.000,-0.000,-0.000,-0.000 +"Soap, cleaning compound, and toilet preparation manufacturing (3256)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.005,0.007,0.004,0.004,-0.006,-0.006,-0.006,-0.006,-0.005,-0.005,-0.004 +"Other chemical product and preparation manufacturing (3259)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.006,0.005,0.005,0.004,-0.005,-0.005,-0.005,-0.005,-0.004,-0.004,-0.004 +"Plastics product manufacturing (3261)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.098,0.419,0.586,0.779,0.524,0.091,0.060,0.040,0.031,0.030,0.032,0.036 +"Rubber product manufacturing (3262)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.002,0.007,0.008,0.014,0.005,0.002,0.001,0.000,0.000,0.000,0.000,0.000 +"Wholesale trade (42)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,7.772,23.330,23.573,26.709,-1.784,0.954,0.619,0.388,0.310,0.322,0.385,0.472 +"Retail Trade (excluding motor vehicle and parts dealers) (441)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,4.216,13.899,15.981,21.626,42.130,4.233,3.664,3.109,2.857,2.791,2.839,2.951 +"Motor vehicle and parts dealers (444-449, 45)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,6.357,19.327,19.741,20.539,16.169,0.808,0.712,0.624,0.587,0.580,0.590,0.609 +"Air transportation (481)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.041,0.149,0.189,0.283,0.736,0.081,0.072,0.069,0.070,0.073,0.078,0.083 +"Rail transportation (482)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.215,0.639,0.413,0.134,-0.424,-1.497,-1.450,-1.367,-1.268,-1.169,-1.079,-1.002 +"Water transportation (483)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.005,0.018,0.023,0.036,0.037,0.003,0.001,0.000,0.000,0.001,0.001,0.002 +"Truck transportation (484)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,2.645,8.108,8.343,9.313,4.885,0.286,0.174,0.106,0.084,0.092,0.115,0.147 +"Couriers and messengers (492)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.056,0.198,0.251,0.300,0.254,0.132,0.132,0.136,0.142,0.150,0.158,0.167 +"Transit and ground passenger transportation (485)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.012,0.054,0.088,0.131,0.188,0.093,0.085,0.080,0.080,0.081,0.084,0.088 +"Pipeline transportation (486)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.018,0.099,-0.179,-0.570,-0.611,-2.191,-2.139,-2.045,-1.930,-1.815,-1.711,-1.625 +"Scenic and sightseeing transportation and support activities for transportation (487, 488)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.157,0.722,0.882,0.987,1.761,-0.003,-0.017,-0.018,-0.006,0.012,0.031,0.050 +"Warehousing and storage (493)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.158,0.522,0.584,0.693,0.849,0.077,0.064,0.058,0.061,0.069,0.079,0.089 +"Newspaper, periodical, book, and directory publishers (5131)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,-0.003,-0.015,-0.031,-0.052,-0.076,-0.078,-0.077,-0.075,-0.073,-0.071,-0.069 +"Software publishers (5132)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,-0.001,-0.009,-0.019,-0.034,-0.052,-0.057,-0.061,-0.064,-0.066,-0.069,-0.071 +"Motion picture and sound recording industries (512)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.009,0.039,0.054,0.058,0.072,0.001,0.000,0.002,0.005,0.009,0.013,0.017 +"Computing infrastructure providers, data processing, web hosting, and related service (518)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.052,11.828,35.743,48.898,75.144,76.559,78.487,80.465,82.486,84.583,86.747,88.988 +"Web search portals, libraries, archives, and other information services (519)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.014,0.052,0.071,0.096,0.124,0.050,0.048,0.048,0.048,0.049,0.050,0.052 +"Radio and television broadcasting, media streaming distribution services, social networks, and other media networks and content providers (5161, 5162)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.010,0.043,0.066,0.089,0.115,0.065,0.065,0.066,0.068,0.070,0.073,0.076 +"Telecommunications (517)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.071,0.267,0.330,0.452,0.718,-0.059,-0.074,-0.074,-0.062,-0.046,-0.028,-0.011 +"Monetary authorities - central bank, credit intermediation, and related activities (521, 522)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.022,0.051,-0.037,-0.121,-0.286,-0.615,-0.611,-0.592,-0.565,-0.535,-0.508,-0.486 +"Securities, commodity contracts, investments, and funds and trusts (523, 525)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.142,0.496,0.596,0.892,0.902,0.071,0.024,0.003,0.001,0.010,0.022,0.036 +"Insurance carriers (5241)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.017,0.057,0.058,0.072,0.068,-0.049,-0.052,-0.052,-0.050,-0.047,-0.043,-0.040 +"Agencies, brokerages, and other insurance related activities (5242)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.006,0.018,0.008,-0.007,-0.004,-0.083,-0.086,-0.085,-0.083,-0.081,-0.078,-0.076 +"Real estate (531)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,3.336,12.041,15.774,24.068,27.668,9.549,8.900,7.335,6.528,6.208,6.195,6.363 +"Automotive equipment rental and leasing (5321)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.033,0.117,0.146,0.209,0.227,0.055,0.052,0.049,0.049,0.050,0.052,0.054 +"Consumer goods rental and general rental centers (5322, 5323)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.043,0.147,0.177,0.276,0.252,0.047,0.045,0.040,0.039,0.040,0.043,0.046 +"Commercial and industrial machinery and equipment rental and leasing (5324)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.162,0.534,0.649,1.146,0.601,0.105,0.058,0.031,0.021,0.024,0.034,0.047 +"Lessors of nonfinancial intangible assets (except copyrighted works) (533)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.070,0.424,0.822,1.117,1.601,1.119,1.123,1.132,1.149,1.168,1.190,1.212 +"Legal services (5411)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.186,0.778,1.096,1.582,2.086,0.642,0.435,0.302,0.236,0.215,0.222,0.244 +"Accounting, tax preparation, bookkeeping, and payroll services (5412)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.156,0.604,0.809,1.151,1.533,0.438,0.405,0.386,0.383,0.391,0.404,0.420 +"Architectural, engineering, and related services (5413)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.378,1.482,1.693,2.613,50.968,0.424,0.260,0.156,0.107,0.095,0.106,0.129 +"Specialized design services (5414)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.019,0.069,0.087,0.116,0.241,0.030,0.025,0.022,0.021,0.022,0.024,0.026 +"Computer systems design and related services (5415)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.965,3.136,3.461,3.512,8.008,0.457,0.434,0.427,0.430,0.440,0.455,0.473 +"Management, scientific, and technical consulting services (5416)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.317,1.485,2.489,3.268,6.399,2.940,2.963,3.012,3.087,3.180,3.284,3.396 +"Scientific research and development services (5417)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.011,0.017,0.025,0.085,0.021,0.019,0.019,0.021,0.024,0.027,0.030 +"Advertising, public relations, and related services (5418)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.133,0.498,0.661,0.864,1.071,0.403,0.395,0.391,0.396,0.405,0.418,0.433 +"Other professional, scientific, and technical services (5419)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.136,0.746,0.987,1.242,2.975,0.168,0.153,0.138,0.136,0.142,0.152,0.165 +"Management of companies and enterprises (55)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,-0.001,-0.013,-0.030,-0.053,-0.085,-0.091,-0.093,-0.094,-0.094,-0.094,-0.094 +"Office administrative services; Facilities support services (5611, 5612)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.081,0.346,0.534,0.699,1.402,0.518,0.512,0.514,0.525,0.539,0.557,0.576 +"Employment services (5613)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.182,1.090,1.697,2.106,4.736,1.268,1.272,1.286,1.316,1.355,1.400,1.447 +"Business support services; Investigation and security services; Other support services (5614, 5616, 5619)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.102,0.397,0.534,0.713,0.987,0.316,0.302,0.294,0.296,0.303,0.314,0.327 +"Travel arrangement and reservation services (5615)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.021,0.079,0.097,0.133,0.198,0.015,0.013,0.011,0.011,0.013,0.015,0.018 +"Services to buildings and dwellings (5617)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.180,0.658,0.864,1.309,1.710,0.429,0.379,0.336,0.322,0.325,0.338,0.356 +"Waste management and remediation services (562)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.039,0.142,0.178,0.276,0.267,0.044,0.023,0.011,0.007,0.007,0.010,0.013 +"Educational services; private (61)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.019,0.064,0.077,0.109,0.122,0.005,-0.001,-0.005,-0.006,-0.004,-0.002,0.001 +"Offices of health practitioners (6211-6213)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.517,1.795,2.131,3.370,3.383,0.338,0.485,0.484,0.531,0.600,0.677,0.757 +"Outpatient, laboratory, and other ambulatory care services (6214, 6215, 6219)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.150,0.520,0.616,0.959,0.972,0.065,0.093,0.091,0.105,0.126,0.149,0.172 +"Home health care services (6216)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.029,0.100,0.118,0.186,0.182,0.007,0.015,0.016,0.019,0.024,0.029,0.034 +"Hospitals; private (622)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.144,0.523,0.699,1.123,1.216,0.463,0.411,0.369,0.350,0.346,0.349,0.357 +"Nursing and residential care facilities (623)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.025,0.086,0.100,0.154,0.141,-0.012,-0.018,-0.021,-0.019,-0.015,-0.010,-0.006 +"Individual and family services; Community and vocational rehabilitation services (6241-6243)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.077,0.272,0.339,0.531,0.552,0.117,0.112,0.104,0.105,0.112,0.121,0.132 +"Child day care services (6244)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.035,0.129,0.172,0.275,0.296,0.113,0.096,0.081,0.073,0.070,0.070,0.071 +"Performing arts companies; Promoters of events, and agents and managers (7111, 7113, 7114)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.010,0.034,0.039,0.055,0.058,-0.006,-0.004,-0.003,-0.002,0.001,0.003,0.005 +"Spectator sports (7112)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.007,0.027,0.031,0.044,0.045,-0.006,-0.004,-0.004,-0.002,-0.001,0.001,0.003 +"Independent artists, writers, and performers (7115)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.003,0.010,0.009,0.009,0.008,-0.020,-0.020,-0.019,-0.017,-0.015,-0.014,-0.012 +"Museums, historical sites, and similar institutions (712)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,-0.005,-0.011,-0.020,-0.031,-0.031,-0.030,-0.029,-0.027,-0.026,-0.025 +"Amusement, gambling, and recreation industries (713)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.237,0.818,0.982,1.476,1.532,0.264,0.316,0.308,0.321,0.344,0.371,0.401 +"Accommodation (721)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.253,0.907,1.012,1.410,1.429,-0.605,-0.487,-0.449,-0.365,-0.265,-0.163,-0.067 +"Food services and drinking places (722)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.659,2.624,3.775,5.852,7.663,3.462,3.348,3.104,2.955,2.868,2.822,2.806 +"Automotive repair and maintenance (8111)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.258,0.865,1.032,1.439,1.863,0.414,0.394,0.358,0.341,0.336,0.337,0.343 +"Electronic and precision equipment repair and maintenance (8112)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.010,0.034,0.043,0.061,0.063,0.020,0.016,0.014,0.014,0.013,0.014,0.014 +"Commercial and industrial machinery and equipment (except automotive and electronic) repair and maintenance (8113)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.096,0.333,0.422,0.620,0.517,0.172,0.155,0.146,0.147,0.154,0.163,0.174 +"Personal and household goods repair and maintenance (8114)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.023,0.080,0.101,0.148,0.166,0.043,0.040,0.037,0.036,0.036,0.037,0.038 +"Personal care services (8121)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.046,0.157,0.181,0.292,0.286,0.007,0.040,0.040,0.043,0.049,0.054,0.060 +"Death care services (8122)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.017,0.055,0.065,0.089,0.158,0.029,0.027,0.024,0.023,0.022,0.021,0.021 +"Drycleaning and laundry services (8123)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.022,0.073,0.084,0.121,0.134,0.013,0.017,0.015,0.015,0.016,0.017,0.019 +"Other personal services (8129)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.068,0.234,0.279,0.415,0.461,0.067,0.078,0.071,0.072,0.077,0.083,0.089 +"Religious organizations; Grantmaking and giving services and social advocacy organizations (8131-8133)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.092,0.318,0.382,0.582,0.601,0.089,0.090,0.084,0.086,0.093,0.100,0.108 +"Civic, social, professional, and similar organizations (8134, 8139)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.057,0.203,0.257,0.393,0.429,0.118,0.112,0.102,0.099,0.098,0.100,0.102 +"Private households (814)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.005,0.016,0.018,0.026,0.031,0.000,0.000,0.000,0.000,0.001,0.001,0.001 +"State and Local Government (NA)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,2.871,12.006,19.514,30.310,37.787,24.849,18.050,14.239,12.149,11.060,10.552,10.373 +"Federal Civilian (NA)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +"Federal Military (NA)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +"Farm (111, 112)","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 \ No newline at end of file diff --git a/Results/Tax_PI/Personal Income - By Component - Personal Income Components.csv b/Results/Tax_PI/Personal Income - By Component - Personal Income Components.csv new file mode 100644 index 0000000..1534650 --- /dev/null +++ b/Results/Tax_PI/Personal Income - By Component - Personal Income Components.csv @@ -0,0 +1,27 @@ +"Personal Income Components" + +"Comparison Type","Forecast","Comparison Forecast" +"Differences","Regional Simulation 2","Baseline" +,"Year",,,,,,,,,,,,,,,,,, +"Category","Units",2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040 +"Total Earnings by Place of Work","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,21.852,78.456,100.838,159.900,167.889,47.483,42.435,36.176,33.133,32.172,32.523,33.640 +" Total Wages and Salaries","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,15.216,55.780,73.743,115.668,121.115,41.786,38.560,34.530,32.584,31.988,32.244,33.006 +" Supplements to Wages and Salaries","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,3.343,13.063,18.101,28.395,32.716,12.932,11.833,10.596,9.922,9.627,9.587,9.709 +" Employer contributions for employee pension and insurance funds","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,2.203,8.607,11.926,18.709,21.556,8.520,7.797,6.981,6.538,6.343,6.316,6.397 +" Employer contributions for government social insurance","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,1.140,4.456,6.174,9.686,11.160,4.411,4.036,3.614,3.385,3.284,3.270,3.312 +" Proprietors' income with inventory valuation and capital consumption adjustments","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,3.292,9.613,8.995,15.837,14.057,-7.234,-7.958,-8.949,-9.373,-9.443,-9.308,-9.075 +"Less: Contributions for Government Social Insurance","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,2.504,9.432,12.723,19.904,21.793,8.055,7.381,6.597,6.188,6.025,6.019,6.109 +" Employee and Self-Employed Contributions for Government Social Insurance","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,1.364,4.976,6.548,10.218,10.633,3.644,3.345,2.983,2.804,2.741,2.749,2.797 +" Employer contributions for government social insurance","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,1.140,4.456,6.174,9.686,11.160,4.411,4.036,3.614,3.385,3.284,3.270,3.312 +"Plus: Adjustment for Residence","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.710,-2.679,-3.650,-5.538,-5.797,-1.698,-0.849,-0.531,-0.399,-0.399,-0.476,-0.595 +" Gross Inflow","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.004,-0.032,-0.087,-0.119,-0.169,-0.158,-0.046,-0.033,-0.025,-0.022,-0.022,-0.023 +" Gross Outflow","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.706,2.646,3.563,5.419,5.628,1.540,0.802,0.498,0.374,0.377,0.455,0.572 +"Equals: Net Earnings by Place of Residence","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,18.638,66.346,84.465,134.458,140.299,37.730,34.204,29.048,26.546,25.748,26.028,26.936 +"Plus: Property Income","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,1.348,5.034,7.758,14.123,16.967,13.699,14.881,13.459,12.368,11.505,10.823,10.292 +" Personal Dividend Income","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.506,1.883,2.891,5.244,6.302,5.101,5.554,5.035,4.638,4.324,4.077,3.886 +" Personal Interest Income","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.642,2.397,3.702,6.766,8.125,6.543,7.089,6.395,5.861,5.438,5.102,4.839 +" Rental Income of Persons","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.201,0.754,1.164,2.113,2.540,2.056,2.238,2.029,1.869,1.743,1.643,1.566 +"Plus: Personal Current Transfer Receipts","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.290,-0.959,-0.882,-0.596,1.012,4.088,6.166,6.516,6.582,6.465,6.241,5.940 +"Equals: Personal Income","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,19.697,70.421,91.341,147.986,158.278,55.518,55.251,49.023,45.496,43.719,43.091,43.168 +"Less: Personal Current Taxes","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,2.879,10.269,13.246,21.265,22.562,7.417,7.086,6.143,5.629,5.393,5.338,5.396 +"Equals: Disposable Personal Income","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,16.818,60.152,78.095,126.720,135.717,48.101,48.165,42.880,39.868,38.326,37.753,37.772 \ No newline at end of file diff --git a/Results/Tax_PI/Revenues.csv b/Results/Tax_PI/Revenues.csv new file mode 100644 index 0000000..21c8f30 --- /dev/null +++ b/Results/Tax_PI/Revenues.csv @@ -0,0 +1,23 @@ +"Revenues" + +"Category","Comparison Type","Forecast","Comparison Forecast" +"Revenues","Differences","Regional Simulation 2","Baseline" +,"Year",,,,,,,,,,,,,,,,,, +"Revenue","Units","FY2023","FY2024","FY2025","FY2026","FY2027","FY2028","FY2029","FY2030","FY2031","FY2032","FY2033","FY2034","FY2035","FY2036","FY2037","FY2038","FY2039","FY2040" +"State Sales & Use Taxes","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.137,0.605,1.048,1.564,1.979,1.315,0.706,0.679,0.641,0.622,0.616,0.616 +"Severance Taxes, Coal ","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.000,-0.003,-0.008,-0.013,-0.020,-0.023,-0.017,-0.016,-0.014,-0.013,-0.012,-0.012 +"Severance Taxes, Oil and Natural Gas","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.001,-0.016,-0.054,-0.087,-0.137,-0.164,-0.118,-0.109,-0.101,-0.095,-0.090,-0.087 +"Severance Taxes, Other","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.002,0.001,0.002,-0.002,-0.008,-0.008,-0.007,-0.007,-0.007,-0.006,-0.006 +"FMRs, Coal","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.001,-0.007,-0.021,-0.033,-0.049,-0.057,-0.044,-0.039,-0.036,-0.033,-0.031,-0.029 +"FMRs, Other Minerals","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,-0.011,-0.050,-0.081,-0.143,-0.191,-0.143,-0.133,-0.124,-0.116,-0.110,-0.106 +"State Mineral Royalties","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,-0.002,-0.007,-0.011,-0.019,-0.025,-0.019,-0.017,-0.016,-0.015,-0.014,-0.014 +"Property Taxes, Coal","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.001,-0.005,-0.015,-0.024,-0.035,-0.041,-0.031,-0.028,-0.026,-0.024,-0.022,-0.021 +"Property Taxes, Oil and Gas","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.003,-0.032,-0.104,-0.168,-0.264,-0.317,-0.228,-0.210,-0.195,-0.182,-0.174,-0.168 +"Property Taxes, Other Minerals","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.003,0.002,0.003,-0.004,-0.014,-0.013,-0.012,-0.012,-0.011,-0.010,-0.010 +"Property Taxes, Agricultural","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.001,-0.001,-0.001,-0.005,-0.010,-0.009,-0.009,-0.008,-0.008,-0.007,-0.007 +"Property Taxes, Commercial and Industrial","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,-0.005,-0.016,-0.010,-0.006,0.017,0.076,0.093,0.107,0.118,0.128,0.136 +"Property Taxes, Residential","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.007,0.030,0.078,0.189,0.319,0.447,0.568,0.569,0.540,0.496,0.448,0.404 +"Investment Income, State Pooled Income","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.001,-0.006,-0.016,-0.022,-0.031,-0.030,-0.012,-0.010,-0.008,-0.007,-0.007,-0.007 +"Invsetment Income, Spending Policy","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,-0.001,-0.011,-0.031,-0.042,-0.058,-0.056,-0.022,-0.018,-0.015,-0.014,-0.013,-0.012 +"Personal Income Tax","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 +"Corporate Profit Tax","Millions of Fixed (2022) Dollars",0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000 \ No newline at end of file diff --git a/Visuals_Tax_PI.r b/Visuals_Tax_PI.r new file mode 100644 index 0000000..150fda0 --- /dev/null +++ b/Visuals_Tax_PI.r @@ -0,0 +1,106 @@ +library(tidyverse) +#install.packages("paletteer") + +library(scales) +library(paletteer) +DATA_DIR <- 'Results/Tax_PI/' +OUTPUT_DIR <- './Results/Figures/Tax_PI' +dir.create(OUTPUT_DIR,recursive=TRUE,showWarnings=FALSE) +######################Employments +EMPLOY <- read_csv(paste0(DATA_DIR,"Direct, Indirect, and Induced -Employment.csv" ),skip=5) %>% pivot_longer(c(-Category,-Units),names_to="Year") +try(EMPLOY <- EMPLOY %>% mutate(value=parse_number(value))) +try(EMPLOY <- EMPLOY %>% mutate(Year=parse_number(Year))) + +EMPLOY_NUM <- EMPLOY %>% filter(Units=='Individuals (Jobs)') %>% select(-Units,Employment=value) %>% filter(Year>=2028) +EMPLOY_NUM <- rbind(EMPLOY_NUM %>% filter(!(Year %in% c(2028,2029))) ,EMPLOY_NUM %>% filter(Year==2028) %>% mutate(Year=2029.74),EMPLOY_NUM %>% filter(Year==2029) %>% mutate(Year=2029.75)) + +EMPLOY_NUM$Category <- gsub(" Employment","",EMPLOY_NUM$Category) +EMPLOY_NUM$Category <- factor(EMPLOY_NUM$Category,levels=rev(c("Direct","Indirect","Induced","Total"))) + +COLORS <- rev(paletteer_d("fishualize::Alosa_fallax",n=4,direction=1)[-2]) +MAX_VAL <- round(max(EMPLOY_NUM$Employment)) +COOL_DOWN <- as.numeric(EMPLOY_NUM[5,3]) +df <- data.frame(Year=c(2032.5,2034.25,2046,2059.8),Employment=c(MAX_VAL,COOL_DOWN,791+20,743+20),text=c("Peak of 2,530","Stablized at 961","Midpoint of 791","Ends at 743")) +JOB_PLOT <- ggplot(EMPLOY_NUM %>% filter(Category!="Total"),aes(x=Year,y=Employment))+geom_area(position = "stack",aes(fill=Category,group=Category))+theme_bw()+scale_x_continuous(breaks=c(2029,seq(2025,2060,by=2)))+scale_fill_manual(values=COLORS)+geom_line(data=EMPLOY_NUM %>% filter(Category=="Total"),size=1)+geom_text(data=df,aes(label = text), vjust = "inward", hjust = "inward")+theme(legend.position = "top")+scale_y_continuous(labels = scales::comma,breaks=seq(0,3000,by=250)) + + png(paste0(OUTPUT_DIR,"Job_plot.png" ) , units = "in", width = 11, height = 8, res = 600) + JOB_PLOT +dev.off() +#JOB_PLOT +###################Output graph +OUTPUT <- read_csv(paste0(DATA_DIR,"Direct, Indirect, and Induced -Output.csv" ),skip=5) %>% pivot_longer(c(-Category,-Units),names_to="Year") +try(OUTPUT <- OUTPUT %>% mutate(value=parse_number(value))) +try(OUTPUT <- OUTPUT %>% mutate(Year=parse_number(Year))) + + +#OUTPUT_NUM <- OUTPUT %>% filter(Units=='Thousands of Fixed (2025) Dollars') %>% select(-Units,Output=value) %>% filter(Year>=2028) %>% mutate(Output=Output/1000) +OUTPUT_NUM <- OUTPUT %>% filter(Units=='Millions of Fixed (2022) Dollars') %>% select(-Units,Output=value) %>% filter(Year>=2028) %>% mutate(Output=Output) + +OUTPUT_NUM <- rbind(OUTPUT_NUM %>% filter(!(Year %in% c(2028,2029))) ,OUTPUT_NUM %>% filter(Year==2028) %>% mutate(Year=2029.74),OUTPUT_NUM %>% filter(Year==2029) %>% mutate(Year=2029.75)) + +OUTPUT_NUM %>% filter(Year==2033) + + +OUTPUT_NUM$Category <- gsub(" Output","",OUTPUT_NUM$Category) +OUTPUT_NUM$Category <- factor(OUTPUT_NUM$Category,levels=rev(c("Direct","Indirect","Induced","Total"))) + +#COLORS <- rev(paletteer_d("fishualize::Alosa_fallax",n=4,direction=1)[-2]) +MAX_VAL <- round(max(OUTPUT_NUM$Output)) +COOL_DOWN <- as.numeric(OUTPUT_NUM[5,3]) +#COOL_DOWN +#MAX_VAL +#OUTPUT_NUM %>% filter(Year==2060) +df <- data.frame(Year=c(2032.5,2034.25,2059.8),Output=c(MAX_VAL,COOL_DOWN,337),text=c("Peak of $658 Million","Stablized at $273 Million ","Ends at $337 Million")) +#OUTPUT_PLOT <- +OUTPUT_NUM %>% filter(Year==2033) + OUTPUT_PLOT <- ggplot(OUTPUT_NUM %>% filter(Category!="Total"),aes(x=Year,y=Output))+geom_area(position = "stack",aes(fill=Category,group=Category)) +theme_bw()+scale_x_continuous(breaks=c(2028,seq(2025,2060,by=5)))+scale_fill_manual(values=COLORS)+geom_line(data=OUTPUT_NUM %>% filter(Category=="Total"),size=1) +OUTPUT_PLOT +#+geom_text(data=df,aes(label = text), vjust = "inward", hjust = "inward")+theme(legend.position = "top") + png(paste0(OUTPUT_DIR,"Output_plot.png"), units = "in", width = 10, height = 8, res = 600) +OUTPUT_PLOT +dev.off() +################### +INDUSTRY_JOBS <- read_csv(paste0(DATA_DIR,'Employment- By Industry - Employment by Industry.csv'),skip=5) %>% pivot_longer(c(-Industry,-Units),names_to="Year") %>% mutate(Jobs=parse_number(value),Year=parse_number(Year)) %>% select(-value) %>% filter(Industry!='All Industries') %>% select(-Units) %>% filter(Year>=2029) +INDUSTRY_JOBS$Industry <- ifelse(INDUSTRY_JOBS$Industry=='Data processing, hosting, and related services; Other information services',"Data processing",INDUSTRY_JOBS$Industry) +INDUSTRY_JOBS$Industry <- ifelse(INDUSTRY_JOBS$Industry=='Professional, scientific, and technical services',"Technical services",INDUSTRY_JOBS$Industry) +INDUSTRY_JOBS$Industry <- ifelse(INDUSTRY_JOBS$Industry=='Administrative and support services',"Administrative services",INDUSTRY_JOBS$Industry) +INDUSTRY_JOBS$Industry <- ifelse(INDUSTRY_JOBS$Industry=='State and Local Government',"Government",INDUSTRY_JOBS$Industry) +INDUSTRY_JOBS$Industry <- ifelse(INDUSTRY_JOBS$Industry=='Food services and drinking places',"Restaurants",INDUSTRY_JOBS$Industry) +INDUSTRY_JOBS$Industry <- ifelse(INDUSTRY_JOBS$Industry=='Other transportation equipment manufacturing',"Equipment manufacturing",INDUSTRY_JOBS$Industry) +INDUSTRY_JOBS$Industry <- ifelse(INDUSTRY_JOBS$Industry=='Repair and maintenance',"Maintenance",INDUSTRY_JOBS$Industry) +INDUSTRY_JOBS$Industry <- ifelse(INDUSTRY_JOBS$Industry=='Utilities',"Energy Production",INDUSTRY_JOBS$Industry) + + + + + + +INDUSTRY_JOBS <- INDUSTRY_JOBS %>% group_by(Year) %>% mutate(Rank=rank(-Jobs)) %>% mutate(Rank=ifelse(Rank>10,11,Rank),Industry=ifelse(Rank==11,"Other",Industry)) %>% group_by(Year,Industry,Rank) %>% summarize(Jobs=sum(Jobs)) %>% ungroup(Industry,Rank) %>% arrange(Year,Rank) + +ORDER <- c(INDUSTRY_JOBS %>% filter(Industry!='Other') %>% group_by(Industry) %>% summarize(MEAN=mean(Jobs)) %>% arrange(desc(MEAN)) %>% pull(Industry) %>% unique,"Other") +INDUSTRY_JOBS$Industry <- factor(INDUSTRY_JOBS$Industry,levels=ORDER) + +JOB_TYPE_PLOT <- ggplot(INDUSTRY_JOBS ,aes(x=Year,y=Jobs,fill=Industry))+geom_bar(stat='identity')+ paletteer::scale_fill_paletteer_d("colorBlindness::Blue2DarkRed18Steps")+theme_bw()+theme(text = element_text(size = 20),legend.position = "top")+guides(fill=guide_legend(nrow=2,byrow=TRUE)) +scale_x_continuous(breaks=seq(2029,2060,by=1))+scale_y_continuous(labels = scales::comma,breaks=seq(0,3000,by=250)) +png(paste0(OUTPUT_DIR,"Job_Dist_Plot.png"), units = "in", width = 22, height = 16, res = 600) + JOB_TYPE_PLOT +dev.off() + + +JOB_FACET <- ggplot(INDUSTRY_JOBS %>% filter(Year %in% c(2032,2033,2045,2060)),aes(x=factor(Year),y=Jobs,fill=factor(Year)))+geom_bar(stat='identity',width=0.99)+facet_wrap(.~Industry)+theme_bw()+xlab("Year")+theme(text=element_text(size=16),legend.position="top",palette.colour.discrete=c("darkslategray1","darkslategray3","darkorchid1","darkorchid3" ))+scale_fill_discrete(name = "Year") +scale_y_continuous(labels = scales::comma,breaks=seq(0,1000,by=100)) +JOB_FACET + +png(paste0(OUTPUT_DIR,"Job_Facet_Plot.png"), units = "in", width = 11, height = 11, res = 600) + JOB_FACET +dev.off() + +##################GDP +GDP <- read_csv(paste0(DATA_DIR,'Gross Domestic Product - By Component - GDP Components.csv'),skip=5)%>% select(-Units) %>% pivot_longer(c(-Category),names_to="Year") %>% mutate(value=parse_number(value)/1000,Year=parse_number(Year)) %>% filter(Year>=2029) +GDP <- GDP %>% filter(Category %in% c('Gross Domestic Product (GDP)','Consumption','Investment','Change in Private Inventories','Net Trade','Government Spending','Exogenous Final Demand')) +GDP_TOTAL <- GDP %>% filter(Category=='Gross Domestic Product (GDP)') %>% select(-Category) %>% rename(GDP=value) +GDP <- GDP %>% filter(Category!='Gross Domestic Product (GDP)') +GDP_PLOT <- ggplot(GDP_TOTAL ,aes(x=Year,y=GDP))+geom_line(linewidth=1,color='slateblue')+theme_bw()+theme(text=element_text(size=16),legend.position="top")+ylab("Wyoming GDP (Million USD)")+scale_x_continuous(breaks=c(seq(2030,2060,by=2)))+scale_y_continuous(breaks=seq(0,500,by=25)) + +png(paste0(OUTPUT_DIR,"GDP_Plot.png"), units = "in", width = 11, height = 8, res = 600) + GDP_PLOT +dev.off() +