Problem Set # 6
Your Name Regina Mendicino ——————-
date()## [1] "Thu Dec 08 08:17:22 2016"Due Date: December 8, 2016
Total Points: 50
The file on Blackboard called Georgia.zip contains ESRI shape files in a folder called GeorgiaEduc. The file contains the percentage of Georgia county residents with a bachelor’s degree along with other countywide information. Let the response variable be PctBach (percent of population with a bachelor’s degree) and the explanatory variables be TotPop90, PctRural, PctEld, PctFB, PctPov, PctBlack. Proportion of elderly residents in each county: PctEld, Proportion of residents who are foreign born: PctFB, Proportion of residents who are living below the poverty line: PctPov, Proportion of residents who are ethnic black: PctBlack, Proportion of residents who are living in rural communities: PctRural, Total population: TotPop.
- Read the data into R using the readOGR() function from the rgdal package (10)
download.file("http://myweb.fsu.edu/jelsner/temp/data/Georgia.zip",
"Georgia.zip", mode = "wb")
unzip("Georgia.zip")
suppressPackageStartupMessages(library(rgdal))
spdf = readOGR(dsn = "Georgia", layer = "GeorgiaEduc")## OGR data source with driver: ESRI Shapefile
## Source: "Georgia", layer: "GeorgiaEduc"
## with 174 features
## It has 25 fields
## Integer64 fields read as strings: G_UTM_ G_UTM_ID AreaKey_1 TotPop90 IDspdf## An object of class "SpatialPolygonsDataFrame"
## Slot "data":
## FID_1 AREA PERIMETER G_UTM_ G_UTM_ID AREANAME
## 0 130 1.33137e+09 207205.00 132 133 GA, Appling County
## 1 155 8.92930e+08 154640.00 157 158 GA, Atkinson County
## 2 146 7.43402e+08 130431.00 148 146 GA, Bacon County
## 3 156 9.05395e+08 185737.00 158 155 GA, Baker County
## 4 74 6.94183e+08 151347.00 76 79 GA, Baldwin County
## 5 22 6.06455e+08 103518.00 24 23 GA, Banks County
## 6 32 4.23596e+08 101165.00 34 33 GA, Barrow County
## 7 24 1.21735e+09 159004.00 26 24 GA, Bartow County
## 8 137 6.60074e+08 139968.00 139 138 GA, Ben Hill County
## 9 154 1.18753e+09 175933.00 156 153 GA, Berrien County
## 10 84 6.61796e+08 123971.00 86 85 GA, Bibb County
## 11 99 5.67800e+08 113467.00 101 100 GA, Bleckley County
## 12 158 1.16401e+09 190690.00 160 159 GA, Brantley County
## 13 166 1.29057e+09 193394.00 168 169 GA, Brooks County
## 14 117 1.17994e+09 255265.00 119 118 GA, Bryan County
## 15 122 9.01383e+04 1383.35 124 126 GA, Effingham County
## 16 94 1.79500e+09 207932.00 96 97 GA, Bulloch County
## 17 69 2.17318e+09 241349.00 71 71 GA, Burke County
## 18 64 4.92321e+08 114604.00 66 65 GA, Butts County
## 19 148 7.36480e+08 149794.00 150 149 GA, Calhoun County
## 20 162 1.78934e+09 232336.00 164 165 GA, Camden County
## 21 98 6.48256e+08 102785.00 100 102 GA, Candler County
## 22 45 1.30345e+09 174483.00 47 46 GA, Carroll County
## 23 6 4.22246e+08 101782.00 8 5 GA, Catoosa County
## 24 165 2.03788e+09 285275.00 167 170 GA, Charlton County
## 25 116 1.29860e+09 230054.00 118 119 GA, Chatham County
## 26 105 6.50998e+08 136935.00 107 103 GA, Chattahoochee County
## 27 17 8.11796e+08 126757.00 19 17 GA, Chattooga County
## 28 23 1.12580e+09 152395.00 25 25 GA, Cherokee County
## 29 37 3.13807e+08 87211.20 39 38 GA, Clarke County
## 30 145 5.62391e+08 133226.00 147 144 GA, Clay County
## 31 55 3.73823e+08 113993.00 57 54 GA, Clayton County
## 32 163 2.14596e+09 224512.00 165 164 GA, Clinch County
## 33 35 8.93607e+08 129824.00 37 36 GA, Cobb County
## 34 142 1.56439e+09 204157.00 144 143 GA, Coffee County
## 35 160 1.44393e+09 166074.00 162 161 GA, Colquitt County
## 36 50 8.02477e+08 133675.00 52 52 GA, Columbia County
## 37 159 6.04474e+08 121641.00 161 160 GA, Cook County
## 38 62 1.15677e+09 166895.00 64 62 GA, Coweta County
## 39 89 8.47174e+08 152137.00 91 89 GA, Crawford County
## 40 128 7.31503e+08 117190.00 130 128 GA, Crisp County
## 41 8 4.49012e+08 106742.00 10 9 GA, Dade County
## 42 15 5.54594e+08 128916.00 17 16 GA, Dawson County
## 43 169 1.61732e+09 175599.00 171 166 GA, Decatur County
## 44 41 7.03279e+08 124307.00 43 41 GA, DeKalb County
## 45 108 1.30609e+09 203081.00 110 109 GA, Dodge County
## 46 118 1.03109e+09 136602.00 120 116 GA, Dooly County
## 47 147 8.67334e+08 142543.00 149 148 GA, Dougherty County
## 48 46 5.17775e+08 103721.00 48 47 GA, Douglas County
## 49 153 1.33796e+09 192778.00 155 152 GA, Early County
## 50 172 1.09381e+09 155814.00 174 173 GA, Echols County
## 51 97 1.25832e+09 188746.00 99 99 GA, Effingham County
## 52 26 9.74638e+08 157283.00 28 28 GA, Elbert County
## 53 86 1.79348e+09 228167.00 88 90 GA, Emanuel County
## 54 115 4.85642e+08 96404.30 117 117 GA, Evans County
## 55 3 1.01427e+09 179577.00 5 4 GA, Fannin County
## 56 58 5.15134e+08 104886.00 60 58 GA, Fayette County
## 57 16 1.34303e+09 195921.00 18 18 GA, Floyd County
## 58 25 6.40339e+08 120670.00 27 26 GA, Forsyth County
## 59 18 6.91699e+08 119968.00 20 20 GA, Franklin County
## 60 30 1.38527e+09 274218.00 32 31 GA, Fulton County
## 61 9 1.12003e+09 161495.00 11 10 GA, Gilmer County
## 62 67 3.76442e+08 89631.70 69 69 GA, Glascock County
## 63 151 1.22817e+09 184289.00 153 156 GA, Glynn County
## 64 14 9.27950e+08 157251.00 16 15 GA, Gordon County
## 65 168 1.19253e+09 143211.00 170 167 GA, Grady County
## 66 48 1.05413e+09 158316.00 50 49 GA, Greene County
## 67 31 1.13007e+09 156167.00 33 32 GA, Gwinnett County
## 68 10 7.24066e+08 147070.00 12 11 GA, Habersham County
## 69 21 1.11367e+09 168328.00 23 21 GA, Hall County
## 70 63 1.24233e+09 171628.00 65 64 GA, Hancock County
## 71 43 7.34302e+08 112859.00 45 44 GA, Haralson County
## 72 90 1.22403e+09 161327.00 92 88 GA, Harris County
## 73 20 6.64359e+08 109735.00 22 22 GA, Hart County
## 74 66 7.78898e+08 120528.00 68 66 GA, Heard County
## 75 54 8.41617e+08 170426.00 56 55 GA, Henry County
## 76 96 9.85600e+08 175372.00 98 95 GA, Houston County
## 77 143 9.42482e+08 159608.00 145 145 GA, Irwin County
## 78 27 8.90070e+08 141063.00 29 27 GA, Jackson County
## 79 59 9.70446e+08 142219.00 61 61 GA, Jasper County
## 80 129 8.72538e+08 155852.00 131 131 GA, Jeff Davis County
## 81 132 1.34696e+05 1677.35 134 135 GA, Telfair County
## 82 68 1.37652e+09 179403.00 70 70 GA, Jefferson County
## 83 82 9.17967e+08 121744.00 84 84 GA, Jenkins County
## 84 88 7.95647e+08 160401.00 90 91 GA, Johnson County
## 85 78 1.02511e+09 135712.00 80 80 GA, Jones County
## 86 77 4.81573e+08 104356.00 79 77 GA, Lamar County
## 87 164 5.17318e+08 120861.00 166 163 GA, Lanier County
## 88 92 2.12585e+09 200205.00 94 93 GA, Laurens County
## 89 135 9.36953e+08 151427.00 137 136 GA, Lee County
## 90 124 1.41470e+09 241314.00 126 127 GA, Liberty County
## 91 39 6.68208e+08 142546.00 41 40 GA, Lincoln County
## 92 127 1.05110e+09 176056.00 129 129 GA, Long County
## 93 171 1.32518e+09 202475.00 173 172 GA, Lowndes County
## 94 173 1.40432e+06 6761.50 175 174 GA, Brooks County
## 95 12 7.38309e+08 132554.00 14 13 GA, Lumpkin County
## 96 52 6.92735e+08 144546.00 54 53 GA, McDuffie County
## 97 144 1.26600e+09 182833.00 146 147 GA, McIntosh County
## 98 103 4.36579e+06 11476.80 105 104 GA, Macon County
## 99 104 6.69472e+06 14082.00 106 106 GA, Taylor County
## 100 106 1.04802e+09 154093.00 108 105 GA, Macon County
## 101 107 6.38630e+04 1338.01 109 108 <NA>
## 102 28 7.41989e+08 138924.00 30 29 GA, Madison County
## 103 29 4.50151e+05 3767.94 31 30 GA, Franklin County
## 104 102 9.51470e+08 153743.00 104 101 GA, Marion County
## 105 72 1.30965e+09 161261.00 74 73 GA, Meriwether County
## 106 161 7.34259e+08 117665.00 163 162 GA, Miller County
## 107 157 1.33344e+09 177011.00 159 157 GA, Mitchell County
## 108 76 1.03276e+09 145817.00 78 78 GA, Monroe County
## 109 111 6.42994e+08 134154.00 113 112 GA, Montgomery County
## 110 44 9.22021e+08 131497.00 46 45 GA, Morgan County
## 111 4 8.98090e+08 183295.00 6 3 GA, Murray County
## 112 100 5.73680e+08 124338.00 102 98 GA, Muscogee County
## 113 51 7.23479e+08 142978.00 53 50 GA, Newton County
## 114 40 4.82701e+08 113115.00 42 42 GA, Oconee County
## 115 34 1.14771e+09 169945.00 36 37 GA, Oglethorpe County
## 116 36 8.15367e+08 121487.00 38 35 GA, Paulding County
## 117 95 3.93140e+08 117015.00 97 94 GA, Peach County
## 118 19 6.03261e+08 125064.00 21 19 GA, Pickens County
## 119 150 8.94457e+08 154752.00 152 151 GA, Pierce County
## 120 73 8.93916e+04 1849.47 75 74 GA, Coweta County
## 121 79 5.67968e+08 109069.00 81 76 GA, Pike County
## 122 33 8.09116e+08 133679.00 35 34 GA, Polk County
## 123 110 6.49607e+08 121358.00 112 111 GA, Pulaski County
## 124 61 9.34554e+08 143109.00 63 63 GA, Putnam County
## 125 131 4.17297e+08 96077.20 133 130 GA, Quitman County
## 126 0 9.78648e+08 174967.00 2 1 GA, Rabun County
## 127 134 1.11512e+09 163412.00 136 134 GA, Randolph County
## 128 56 8.51450e+08 166877.00 58 59 GA, Richmond County
## 129 65 1.98138e+05 1965.86 67 68 GA, Richmond County
## 130 47 3.42248e+08 92505.00 49 48 GA, Rockdale County
## 131 57 6.37167e+05 3252.28 59 57 GA, Rockdale County
## 132 60 1.24768e+05 1644.54 62 60 GA, Rockdale County
## 133 109 4.36626e+08 112655.00 111 110 GA, Schley County
## 134 80 1.70582e+09 217244.00 82 81 GA, Screven County
## 135 91 2.34624e+05 2027.83 93 96 <NA>
## 136 170 6.65795e+08 128639.00 172 171 GA, Seminole County
## 137 70 5.18149e+08 120013.00 72 67 GA, Spalding County
## 138 13 4.78037e+08 96680.00 15 14 GA, Stephens County
## 139 121 1.19993e+09 164758.00 123 120 GA, Stewart County
## 140 119 1.27725e+09 174989.00 121 122 GA, Sumter County
## 141 87 1.02424e+09 163927.00 89 87 GA, Talbot County
## 142 49 5.08483e+08 133220.00 51 51 GA, Taliaferro County
## 143 113 1.27026e+09 195057.00 115 114 GA, Tattnall County
## 144 93 9.75806e+08 171423.00 95 92 GA, Taylor County
## 145 125 1.14952e+09 172446.00 127 125 GA, Telfair County
## 146 140 6.55219e+04 1320.29 142 141 GA, Coffee County
## 147 141 9.83809e+04 1592.47 143 142 GA, Coffee County
## 148 133 8.75287e+08 136287.00 135 132 GA, Terrell County
## 149 167 1.43158e+09 165005.00 169 168 GA, Thomas County
## 150 149 6.97785e+08 117944.00 151 150 GA, Tift County
## 151 112 9.59380e+08 152467.00 114 113 GA, Toombs County
## 152 1 4.46153e+08 115140.00 3 2 GA, Towns County
## 153 101 5.25402e+08 110113.00 103 107 GA, Treutlen County
## 154 75 1.15290e+09 145056.00 77 75 GA, Troup County
## 155 138 7.50012e+08 129335.00 140 137 GA, Turner County
## 156 85 9.39147e+08 152058.00 87 86 GA, Twiggs County
## 157 2 8.54333e+08 160360.00 4 7 GA, Union County
## 158 83 8.48400e+08 142991.00 85 83 GA, Upson County
## 159 7 1.15859e+09 167359.00 9 8 GA, Walker County
## 160 42 8.57372e+08 128550.00 44 43 GA, Walton County
## 161 152 2.35637e+09 341307.00 154 154 GA, Ware County
## 162 53 7.44561e+08 158106.00 55 56 GA, Warren County
## 163 71 1.77708e+09 202172.00 73 72 GA, Washington County
## 164 136 1.68910e+09 211686.00 138 140 GA, Wayne County
## 165 120 5.44604e+08 119307.00 122 121 GA, Webster County
## 166 114 7.79490e+08 154613.00 116 115 GA, Wheeler County
## 167 123 4.21714e+06 9211.21 125 123 GA, Telfair County
## 168 11 6.27834e+08 117599.00 13 12 GA, White County
## 169 5 7.52850e+08 174980.00 7 6 GA, Whitfield County
## 170 126 9.93517e+08 160299.00 128 124 GA, Wilcox County
## 171 38 1.23065e+09 180896.00 40 39 GA, Wilkes County
## 172 81 1.17516e+09 161482.00 83 82 GA, Wilkinson County
## 173 139 1.48942e+09 200985.00 141 139 GA, Worth County
## AREAKEY X_COORD Y_COORD KEY_VAL FID_2 AreaKey_1 Latitude Longitud
## 0 13001 941397 3521760 0 0 13001 31.75339 -82.28558
## 1 13003 895553 3471920 0 1 13003 31.29486 -82.87474
## 2 13005 930946 3502790 0 2 13005 31.55678 -82.45115
## 3 13007 745399 3474760 0 3 13007 31.33084 -84.45401
## 4 13009 849431 3665550 13009 4 13009 33.07193 -83.25085
## 5 13011 819317 3807620 13011 5 13011 34.35270 -83.50054
## 6 13013 803747 3769620 13013 6 13013 33.99347 -83.71181
## 7 13015 699012 3793410 13015 7 13015 34.23840 -84.83918
## 8 13017 863021 3520430 0 8 13017 31.75940 -83.21976
## 9 13019 859916 3466380 0 9 13019 31.27424 -83.23179
## 10 13021 809737 3636470 13021 10 13021 32.80451 -83.69915
## 11 13023 844270 3595690 0 11 13023 32.43552 -83.33121
## 12 13025 979289 3463850 0 12 13025 31.19702 -81.98323
## 13 13027 827822 3421640 0 13 13027 30.84653 -83.57726
## 14 13029 1023140 3554980 0 14 13029 32.02037 -81.43763
## 15 13103 1029710 3564920 0 14 13029 32.02037 -81.43763
## 16 13031 994903 3600490 0 15 13031 32.39071 -81.74391
## 17 13033 971594 3671390 13033 16 13033 33.05837 -81.99939
## 18 13035 782448 3684500 13035 17 13035 33.28834 -83.95713
## 19 13037 724741 3492650 0 18 13037 31.52793 -84.61891
## 20 13039 1008480 3437930 0 19 13039 30.91895 -81.63783
## 21 13043 964265 3598840 0 20 13043 32.40134 -82.07498
## 22 13045 678779 3713250 13045 21 13045 33.58276 -85.07903
## 23 13047 670056 3862320 13047 22 13047 34.90222 -85.13643
## 24 13049 962612 3432770 0 23 13049 30.77890 -82.13993
## 25 13051 1059710 3556750 0 24 13051 31.96840 -81.08524
## 26 13053 704959 3577610 0 25 13053 32.34755 -84.78780
## 27 13055 653027 3813760 13055 26 13055 34.47663 -85.34577
## 28 13057 734241 3794110 13057 27 13057 34.24453 -84.47430
## 29 13059 832509 3762910 13059 28 13059 33.95197 -83.36602
## 30 13061 695794 3495220 0 29 13061 31.62109 -84.99295
## 31 13063 745539 3711730 13063 30 13063 33.54255 -84.35703
## 32 13065 908046 3428340 0 31 13065 30.91758 -82.70284
## 33 13067 724647 3757190 13067 32 13067 33.94176 -84.57701
## 34 13069 894464 3492470 0 33 13069 31.54693 -82.85147
## 35 13071 808692 3455990 0 34 13071 31.18650 -83.76833
## 36 13073 942528 3722100 13073 35 13073 33.54858 -82.26123
## 37 13075 839816 3449010 0 36 13075 31.15478 -83.43077
## 38 13077 705458 3694340 13077 37 13077 33.35261 -84.76260
## 39 13079 783417 3623340 13079 38 13079 32.70982 -83.97968
## 40 13081 805648 3537100 0 39 13081 31.92540 -83.77159
## 41 13083 635964 3854590 13083 40 13083 34.85462 -85.50471
## 42 13085 764386 3812500 13085 41 13085 34.44001 -84.17119
## 43 13087 732628 3421800 0 42 13087 30.87876 -84.57963
## 44 13089 759232 3735250 13089 43 13089 33.77095 -84.22701
## 45 13091 860451 3569930 0 44 13091 32.17328 -83.16624
## 46 13093 800031 3564190 0 45 13093 32.16092 -83.79837
## 47 13095 764117 3494370 0 46 13095 31.53832 -84.21578
## 48 13097 707289 3731360 13097 47 13097 33.70030 -84.76729
## 49 13099 703495 3467150 0 48 13099 31.33042 -84.90920
## 50 13101 896654 3401150 0 49 13101 30.71670 -82.89896
## 51 13103 1031900 3596120 0 50 13103 32.37038 -81.34348
## 52 13105 879541 3785420 13105 51 13105 34.11500 -82.83977
## 53 13107 943066 3616600 13107 52 13107 32.58694 -82.30417
## 54 13109 981728 3571310 0 53 13109 32.15807 -81.89087
## 55 13111 739256 3866600 13111 54 13111 34.86415 -84.31928
## 56 13113 731469 3700610 13113 55 13113 33.41496 -84.49289
## 57 13115 662257 3789660 13115 56 13115 34.26330 -85.21503
## 58 13117 765397 3789000 13117 57 13117 34.22378 -84.12672
## 59 13119 845701 3813320 13119 58 13119 34.37329 -83.22767
## 60 13121 733728 3733250 13121 59 13121 33.78940 -84.46716
## 61 13123 732702 3844810 13123 60 13123 34.68824 -84.45786
## 62 13125 908387 3685750 13125 61 13125 33.23108 -82.60694
## 63 13127 1023410 3471060 0 62 13127 31.21695 -81.49423
## 64 13129 695325 3822130 13129 63 13129 34.50423 -84.87158
## 65 13131 765058 3421820 0 64 13131 30.87507 -84.23294
## 66 13133 855577 3722330 13133 65 13133 33.58125 -83.16757
## 67 13135 772635 3764310 13135 66 13135 33.95895 -84.02510
## 68 13137 818917 3839930 13137 67 13137 34.63045 -83.52933
## 69 13139 794420 3803340 13139 68 13139 34.31584 -83.82089
## 70 13141 873519 3689860 13141 69 13141 33.26958 -83.00084
## 71 13143 665934 3740620 13143 70 13143 33.79101 -85.20900
## 72 13145 695501 3624790 13145 71 13145 32.74074 -84.90607
## 73 13147 870750 3810300 13147 72 13147 34.35335 -82.95916
## 74 13149 675280 3685570 13149 73 13149 33.29966 -85.12921
## 75 13151 763488 3699720 13151 74 13151 33.45610 -84.15540
## 76 13153 814119 3590550 0 75 13153 32.45833 -83.66835
## 77 13155 855462 3506290 0 76 13155 31.60234 -83.27429
## 78 13157 815753 3783950 13157 77 13157 34.13332 -83.56274
## 79 13159 807249 3695090 13159 78 13159 33.31630 -83.68734
## 80 13161 915742 3530870 0 79 13161 31.80159 -82.63599
## 81 13271 911567 3539530 0 79 13161 31.80159 -82.63599
## 82 13163 924108 3668080 13163 80 13163 33.05398 -82.41530
## 83 13165 970466 3640260 13165 81 13165 32.78866 -81.96042
## 84 13167 908637 3624560 13167 82 13167 32.70222 -82.65617
## 85 13169 821367 3660140 13169 83 13169 33.02648 -83.56610
## 86 13171 766462 3663960 13171 84 13171 33.07300 -84.13522
## 87 13173 873804 3439980 0 85 13173 31.03705 -83.06327
## 88 13175 884830 3599290 0 86 13175 32.46285 -82.92951
## 89 13177 770456 3520160 0 87 13177 31.77659 -84.13731
## 90 13179 1014740 3537220 0 88 13179 31.80000 -81.46192
## 91 13181 919397 3752560 13181 89 13181 33.79269 -82.45213
## 92 13183 1004540 3517830 0 90 13183 31.75881 -81.74702
## 93 13185 864781 3419310 0 91 13185 30.83468 -83.26782
## 94 13027 852043 3394900 0 91 13185 30.83468 -83.26782
## 95 13187 772600 3832430 13187 92 13187 34.57450 -84.00225
## 96 13189 917731 3716370 13189 93 13189 33.47773 -82.48190
## 97 13191 1030500 3500530 0 94 13191 31.47999 -81.37239
## 98 13193 779180 3602440 0 95 13193 32.35407 -84.03763
## 99 13269 778908 3601440 0 95 13193 32.35407 -84.03763
## 100 13193 777055 3584820 0 95 13193 32.35407 -84.03763
## 101 <NA> 780397 3600530 0 95 13193 32.35407 -84.03763
## 102 13195 848639 3785410 13195 96 13195 34.12847 -83.20978
## 103 13119 836269 3793650 13119 96 13195 34.12847 -83.20978
## 104 13197 732877 3584390 0 97 13197 32.35272 -84.52615
## 105 13199 715360 3660280 13199 98 13199 33.04341 -84.68501
## 106 13201 716370 3451030 0 99 13201 31.16450 -84.72942
## 107 13205 766239 3453930 0 100 13205 31.22383 -84.19464
## 108 13207 790339 3660610 13207 101 13207 33.01281 -83.91312
## 109 13209 920887 3568470 0 102 13209 32.16757 -82.52981
## 110 13211 825920 3717990 13211 103 13211 33.59285 -83.49307
## 111 13213 707834 3854190 13213 104 13213 34.78193 -84.74823
## 112 13215 700834 3598230 0 105 13215 32.51071 -84.87497
## 113 13217 793264 3719730 13217 106 13217 33.55318 -83.84438
## 114 13219 830736 3750900 13219 107 13219 33.83733 -83.43728
## 115 13221 863292 3756780 13221 108 13221 33.88098 -83.08201
## 116 13223 695329 3758090 13223 109 13223 33.92253 -84.86584
## 117 13225 798061 3609090 0 110 13225 32.56372 -83.82774
## 118 13227 733847 3812830 13227 111 13227 34.46452 -84.46498
## 119 13229 953534 3482040 0 112 13229 31.35624 -82.21519
## 120 13077 732629 3678740 13077 113 13231 33.09090 -84.38639
## 121 13231 744181 3665560 13231 113 13231 33.09090 -84.38639
## 122 13233 668031 3764770 13233 114 13233 33.99916 -85.18202
## 123 13235 833820 3567450 0 115 13235 32.23708 -83.47360
## 124 13237 840169 3695250 13237 116 13237 33.32057 -83.37302
## 125 13239 686875 3524120 0 117 13239 31.85898 -85.01192
## 126 13241 824646 3864810 13241 118 13241 34.88129 -83.40143
## 127 13243 712437 3519630 0 119 13243 31.76276 -84.75803
## 128 13245 954272 3697860 13245 120 13245 33.35938 -82.07400
## 129 13245 973716 3700880 13245 120 13245 33.35938 -82.07400
## 130 13247 777759 3729600 13247 121 13247 33.65017 -84.02657
## 131 13247 777851 3717130 13247 121 13247 33.65017 -84.02657
## 132 13247 773675 3713550 13247 121 13247 33.65017 -84.02657
## 133 13249 752973 3570220 0 122 13249 32.26283 -84.32046
## 134 13251 1004030 3641920 13251 123 13251 32.74871 -81.61441
## 135 <NA> 1025040 3627230 0 123 13251 32.74871 -81.61441
## 136 13253 704496 3422000 0 124 13253 30.93315 -84.86705
## 137 13255 754916 3685030 13255 125 13255 33.26204 -84.28494
## 138 13257 842086 3827080 13257 126 13257 34.55581 -83.29396
## 139 13259 703257 3552860 0 127 13259 32.07813 -84.83704
## 140 13261 763457 3551750 0 128 13261 32.04234 -84.19643
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## 159 13295 658870 3842170 13295 145 13295 34.73090 -85.29630
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## 161 13299 938350 3446680 0 147 13299 31.05156 -82.42208
## 162 13301 902471 3699880 13301 148 13301 33.40820 -82.67637
## 163 13303 894704 3648580 13303 149 13303 32.96775 -82.79487
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## TotPop90 PctRural PctBach PctEld PctFB PctPov PctBlack ID X
## 0 15744 75.6 8.2 11.43 0.64 19.9 20.76 133 941396.6
## 1 6213 100.0 6.4 11.77 1.58 26.0 26.86 158 895553.0
## 2 9566 61.7 6.6 11.11 0.27 24.1 15.42 146 930946.4
## 3 3615 100.0 9.4 13.17 0.11 24.8 51.67 155 745398.6
## 4 39530 42.7 13.3 8.64 1.43 17.5 42.39 79 849431.3
## 5 10308 100.0 6.4 11.37 0.34 15.1 3.49 23 819317.3
## 6 29721 64.6 9.2 10.63 0.92 14.7 11.44 33 803747.1
## 7 55911 75.2 9.0 9.66 0.82 10.7 9.21 24 699011.5
## 8 16245 47.0 7.6 12.81 0.33 22.0 31.33 138 863020.8
## 9 14153 66.2 7.5 11.98 1.19 19.3 11.62 153 859915.8
## 10 149967 16.1 17.0 12.23 1.06 19.2 41.68 85 809736.9
## 11 10430 57.9 10.3 12.60 0.64 18.3 22.36 100 844270.1
## 12 11077 100.0 5.8 9.02 0.33 18.2 4.58 159 979288.9
## 13 15398 65.6 9.1 13.68 1.76 25.9 41.47 169 827822.0
## 14 15438 80.6 11.8 7.22 0.45 13.2 14.85 118 1023145.0
## 15 15438 80.6 11.8 7.22 0.45 13.2 14.85 118 1023145.0
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## 20 30167 47.1 13.5 4.78 2.14 11.5 20.19 165 1008480.0
## 21 7744 52.1 9.9 13.80 0.96 24.1 30.94 102 964264.9
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## 42 9429 100.0 8.6 8.89 0.59 12.8 0.29 16 764386.1
## 43 25511 58.0 11.7 13.02 1.54 23.3 39.47 166 732628.4
## 44 545837 2.5 32.7 8.13 6.69 9.9 42.23 41 759231.9
## 45 17607 70.7 8.0 13.13 0.34 21.8 27.64 109 860451.4
## 46 9901 72.6 9.5 13.76 0.50 32.9 48.98 116 800031.3
## 47 96311 10.0 17.0 9.66 0.94 24.4 50.15 148 764116.9
## 48 71120 26.7 12.0 6.68 1.34 6.6 7.63 47 707288.7
## 49 11854 52.8 9.4 14.86 0.24 31.4 44.09 152 703495.1
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## 63 62496 20.3 19.9 13.20 1.37 14.3 25.57 156 1023411.0
## 64 35072 79.7 9.2 10.09 0.64 11.1 3.78 15 695325.1
## 65 20279 55.4 7.7 13.84 0.74 22.3 31.50 167 765058.1
## 66 11793 75.7 8.8 13.49 0.50 25.1 49.89 49 855577.3
## 67 352910 13.6 29.6 4.51 5.05 4.0 5.11 32 772634.6
## 68 27621 88.5 12.0 12.31 2.92 11.6 5.42 11 818917.1
## 69 95428 81.1 15.4 10.25 4.60 10.6 8.48 21 794419.5
## 70 8908 100.0 6.8 12.39 0.27 30.1 79.64 64 873518.8
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## 98 13114 65.6 10.1 12.05 0.98 29.2 58.72 105 777055.3
## 99 13114 65.6 10.1 12.05 0.98 29.2 58.72 105 777055.3
## 100 13114 65.6 10.1 12.05 0.98 29.2 58.72 105 777055.3
## 101 13114 65.6 10.1 12.05 0.98 29.2 58.72 105 777055.3
## 102 21050 100.0 9.7 10.98 0.81 15.7 8.32 29 848638.8
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## [35] 172 64 73 8 140 66 10 15 173 13 160 39 155 146 116 68 29
## [52] 62 128 70 51 67 93 101 109 47 86 142 56 171 77 127 145 53
## [69] 80 152 105 78 157 90 125 65 111 84 4 112 120 34 2 79 149
## [86] 81 48 161 158 129 159 40 76 117 28 123 37 85 167 75 170 156
## [103] 163 3 103 96 20 72 107 41 114 69 45 151 5 97 60 92 137
## [120] 74 11 9 27 124 22 110 59 169 6 38 119 113 122 12 31 43
## [137] 166 154 138 49 88 57 143 19 55 115 87 139 42 153 134 7 24
## [154] 126 118 63 32 131 30 100 99 168 95 132 104 136 130 82 133 148
## [171] 16 121 147 102
##
## Slot "bbox":
## min max
## x 627305.9 1082188
## y 3368055.8 3879805
##
## Slot "proj4string":
## CRS arguments:
## +proj=utm +zone=16 +datum=WGS84 +units=m +no_defs +ellps=WGS84
## +towgs84=0,0,0- Start with a multiple regression model using all six explanatory variables listed above. Create a final model by removing variables that are not significant in explaining percentage of bachelor degrees. (10)
Georgia = lm(PctBach ~ TotPop90 + PctRural + PctEld + PctFB + PctPov + PctBlack, data = spdf)
summary(Georgia)##
## Call:
## lm(formula = PctBach ~ TotPop90 + PctRural + PctEld + PctFB +
## PctPov + PctBlack, data = spdf)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.501e-14 0.000e+00 0.000e+00 0.000e+00 2.501e-14
##
## Coefficients: (5 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.300e+00 8.959e-15 1.038e+15 <2e-16 ***
## TotPop9010228 -5.000e-01 1.552e-14 -3.222e+13 <2e-16 ***
## TotPop9010308 -2.900e+00 1.552e-14 -1.869e+14 <2e-16 ***
## TotPop9010430 1.000e+00 1.552e-14 6.444e+13 <2e-16 ***
## TotPop9010597 1.100e+00 1.552e-14 7.089e+13 <2e-16 ***
## TotPop9010653 -1.000e-01 1.552e-14 -6.444e+12 <2e-16 ***
## TotPop9011000 -7.000e-01 1.157e-14 -6.052e+13 <2e-16 ***
## TotPop9011077 -3.500e+00 1.552e-14 -2.255e+14 <2e-16 ***
## TotPop9011648 2.300e+00 1.552e-14 1.482e+14 <2e-16 ***
## TotPop9011793 -5.000e-01 1.552e-14 -3.222e+13 <2e-16 ***
## TotPop9011854 1.000e-01 1.552e-14 6.444e+12 <2e-16 ***
## TotPop9011993 8.000e-01 1.552e-14 5.155e+13 <2e-16 ***
## TotPop9012032 -1.000e+00 1.267e-14 -7.893e+13 <2e-16 ***
## TotPop9012883 1.700e+00 1.552e-14 1.096e+14 <2e-16 ***
## TotPop9013006 4.300e+00 1.552e-14 2.771e+14 <2e-16 ***
## TotPop9013038 7.000e-01 1.552e-14 4.511e+13 <2e-16 ***
## TotPop9013114 8.000e-01 1.097e-14 7.291e+13 <2e-16 ***
## TotPop9013147 -1.300e+00 1.552e-14 -8.377e+13 <2e-16 ***
## TotPop9013328 -3.000e+00 1.552e-14 -1.933e+14 <2e-16 ***
## TotPop9013368 -7.000e-01 1.552e-14 -4.511e+13 <2e-16 ***
## TotPop9013456 -2.800e+00 1.552e-14 -1.804e+14 <2e-16 ***
## TotPop9013842 -7.000e-01 1.267e-14 -5.525e+13 <2e-16 ***
## TotPop9014137 2.400e+00 1.552e-14 1.547e+14 <2e-16 ***
## TotPop9014153 -1.800e+00 1.552e-14 -1.160e+14 <2e-16 ***
## TotPop9014432 -3.000e-01 1.552e-14 -1.933e+13 <2e-16 ***
## TotPop9014573 1.800e+00 1.552e-14 1.160e+14 <2e-16 ***
## TotPop90149967 7.700e+00 1.552e-14 4.962e+14 <2e-16 ***
## TotPop9015326 -2.100e+00 1.552e-14 -1.353e+14 <2e-16 ***
## TotPop9015398 -2.000e-01 1.552e-14 -1.289e+13 <2e-16 ***
## TotPop9015438 2.500e+00 1.267e-14 1.973e+14 <2e-16 ***
## TotPop9015744 -1.100e+00 1.552e-14 -7.089e+13 <2e-16 ***
## TotPop9015992 -1.500e+00 1.552e-14 -9.666e+13 <2e-16 ***
## TotPop9016245 -1.700e+00 1.552e-14 -1.096e+14 <2e-16 ***
## TotPop9016250 4.400e+00 1.552e-14 2.835e+14 <2e-16 ***
## TotPop9016650 2.000e-01 1.552e-14 1.289e+13 <2e-16 ***
## TotPop9016934 1.090e+01 1.552e-14 7.024e+14 <2e-16 ***
## TotPop9017113 3.600e+00 1.552e-14 2.320e+14 <2e-16 ***
## TotPop9017408 -3.100e+00 1.552e-14 -1.998e+14 <2e-16 ***
## TotPop9017607 -1.300e+00 1.552e-14 -8.377e+13 <2e-16 ***
## TotPop9017618 1.910e+01 1.552e-14 1.231e+15 <2e-16 ***
## TotPop9017722 -2.800e+00 1.552e-14 -1.804e+14 <2e-16 ***
## TotPop9017788 4.300e+00 1.552e-14 2.771e+14 <2e-16 ***
## TotPop90179278 7.300e+00 1.552e-14 4.704e+14 <2e-16 ***
## TotPop90182052 5.400e+00 1.552e-14 3.480e+14 <2e-16 ***
## TotPop9018949 -1.300e+00 1.552e-14 -8.377e+13 <2e-16 ***
## TotPop90189719 8.000e+00 1.267e-14 6.314e+14 <2e-16 ***
## TotPop9019112 5.000e-01 1.552e-14 3.222e+13 <2e-16 ***
## TotPop901915 -3.700e+00 1.552e-14 -2.384e+14 <2e-16 ***
## TotPop9019712 -2.000e-01 1.552e-14 -1.289e+13 <2e-16 ***
## TotPop9019745 -3.000e+00 1.552e-14 -1.933e+14 <2e-16 ***
## TotPop9020011 7.000e-01 1.552e-14 4.511e+13 <2e-16 ***
## TotPop9020119 1.100e+00 1.552e-14 7.089e+13 <2e-16 ***
## TotPop9020275 -1.500e+00 1.552e-14 -9.666e+13 <2e-16 ***
## TotPop9020279 -1.600e+00 1.552e-14 -1.031e+14 <2e-16 ***
## TotPop9020546 -2.000e-01 1.552e-14 -1.289e+13 <2e-16 ***
## TotPop9020579 3.000e-01 1.552e-14 1.933e+13 <2e-16 ***
## TotPop9020739 2.700e+00 1.552e-14 1.740e+14 <2e-16 ***
## TotPop9021050 4.000e-01 1.267e-14 3.157e+13 <2e-16 ***
## TotPop9021189 5.900e+00 1.552e-14 3.802e+14 <2e-16 ***
## TotPop90216935 9.300e+00 1.552e-14 5.993e+14 <2e-16 ***
## TotPop9021966 -1.800e+00 1.552e-14 -1.160e+14 <2e-16 ***
## TotPop902209 -2.000e+00 1.552e-14 -1.289e+14 <2e-16 ***
## TotPop9022242 -3.400e+00 1.552e-14 -2.191e+14 <2e-16 ***
## TotPop9022356 3.000e-01 1.552e-14 1.933e+13 <2e-16 ***
## TotPop9022411 -2.600e+00 1.552e-14 -1.675e+14 <2e-16 ***
## TotPop902263 -3.800e+00 1.552e-14 -2.449e+14 <2e-16 ***
## TotPop9023257 3.800e+00 1.552e-14 2.449e+14 <2e-16 ***
## TotPop902334 -4.600e+00 1.552e-14 -2.964e+14 <2e-16 ***
## TotPop902357 -4.000e+00 1.552e-14 -2.578e+14 <2e-16 ***
## TotPop9024072 2.100e+00 1.552e-14 1.353e+14 <2e-16 ***
## TotPop9025511 2.400e+00 1.552e-14 1.547e+14 <2e-16 ***
## TotPop9025687 -1.700e+00 1.552e-14 -1.096e+14 <2e-16 ***
## TotPop9026147 -3.800e+00 1.552e-14 -2.449e+14 <2e-16 ***
## TotPop9026300 -3.000e-01 1.552e-14 -1.933e+13 <2e-16 ***
## TotPop9027621 2.700e+00 1.552e-14 1.740e+14 <2e-16 ***
## TotPop9029592 1.800e+00 1.552e-14 1.160e+14 <2e-16 ***
## TotPop9029721 -1.000e-01 1.552e-14 -6.444e+12 <2e-16 ***
## TotPop9030005 -3.000e-01 1.552e-14 -1.933e+13 <2e-16 ***
## TotPop9030167 4.200e+00 1.552e-14 2.707e+14 <2e-16 ***
## TotPop9030228 6.600e+00 1.552e-14 4.253e+14 <2e-16 ***
## TotPop903364 1.900e+00 1.552e-14 1.224e+14 <2e-16 ***
## TotPop9033815 -2.500e+00 1.552e-14 -1.611e+14 <2e-16 ***
## TotPop9034998 4.700e+00 1.552e-14 3.029e+14 <2e-16 ***
## TotPop9035072 -1.000e-01 1.552e-14 -6.444e+12 <2e-16 ***
## TotPop90352910 2.030e+01 1.552e-14 1.308e+15 <2e-16 ***
## TotPop9035471 1.100e+00 1.552e-14 7.089e+13 <2e-16 ***
## TotPop903588 -1.300e+00 1.552e-14 -8.377e+13 <2e-16 ***
## TotPop903615 1.000e-01 1.552e-14 6.444e+12 <2e-16 ***
## TotPop9036645 7.000e-01 1.552e-14 4.511e+13 <2e-16 ***
## TotPop9038586 1.000e-01 1.552e-14 6.444e+12 <2e-16 ***
## TotPop9038986 4.100e+00 1.552e-14 2.642e+14 <2e-16 ***
## TotPop9039530 4.000e+00 1.552e-14 2.578e+14 <2e-16 ***
## TotPop9039988 2.700e+00 1.552e-14 1.740e+14 <2e-16 ***
## TotPop9041611 -1.700e+00 1.552e-14 -1.096e+14 <2e-16 ***
## TotPop9041808 2.000e-01 1.552e-14 1.289e+13 <2e-16 ***
## TotPop9042464 -1.200e+00 1.552e-14 -7.733e+13 <2e-16 ***
## TotPop9043125 1.060e+01 1.552e-14 6.831e+14 <2e-16 ***
## TotPop9044083 6.300e+00 1.552e-14 4.060e+14 <2e-16 ***
## TotPop90447745 2.370e+01 1.552e-14 1.527e+15 <2e-16 ***
## TotPop904903 -7.000e-01 1.267e-14 -5.525e+13 <2e-16 ***
## TotPop905013 8.000e-01 1.552e-14 5.155e+13 <2e-16 ***
## TotPop9052745 4.100e+00 1.552e-14 2.642e+14 <2e-16 ***
## TotPop9053853 4.000e+00 1.552e-14 2.578e+14 <2e-16 ***
## TotPop9054091 8.800e+00 1.157e-14 7.608e+14 <2e-16 ***
## TotPop9054457 1.800e+00 1.552e-14 1.160e+14 <2e-16 ***
## TotPop90545837 2.340e+01 1.552e-14 1.508e+15 <2e-16 ***
## TotPop905531 -3.900e+00 1.552e-14 -2.513e+14 <2e-16 ***
## TotPop9055536 4.300e+00 1.552e-14 2.771e+14 <2e-16 ***
## TotPop905590 -4.700e+00 1.552e-14 -3.029e+14 <2e-16 ***
## TotPop9055911 -3.000e-01 1.552e-14 -1.933e+13 <2e-16 ***
## TotPop905654 -1.300e+00 1.552e-14 -8.377e+13 <2e-16 ***
## TotPop9058340 -9.000e-01 1.552e-14 -5.800e+13 <2e-16 ***
## TotPop9058741 1.400e+00 1.552e-14 9.022e+13 <2e-16 ***
## TotPop905994 -3.000e+00 1.552e-14 -1.933e+14 <2e-16 ***
## TotPop906078 -5.100e+00 1.552e-14 -3.287e+14 <2e-16 ***
## TotPop906160 -2.600e+00 1.552e-14 -1.675e+14 <2e-16 ***
## TotPop906202 -4.100e+00 1.552e-14 -2.642e+14 <2e-16 ***
## TotPop906213 -2.900e+00 1.552e-14 -1.869e+14 <2e-16 ***
## TotPop9062415 1.650e+01 1.552e-14 1.063e+15 <2e-16 ***
## TotPop9062496 1.060e+01 1.552e-14 6.831e+14 <2e-16 ***
## TotPop906280 -1.100e+00 1.552e-14 -7.089e+13 <2e-16 ***
## TotPop90648951 2.230e+01 1.552e-14 1.437e+15 <2e-16 ***
## TotPop906524 -2.200e+00 1.552e-14 -1.418e+14 <2e-16 ***
## TotPop9066031 1.460e+01 1.552e-14 9.409e+14 <2e-16 ***
## TotPop906754 2.100e+00 1.552e-14 1.353e+14 <2e-16 ***
## TotPop907008 -1.700e+00 1.552e-14 -1.096e+14 <2e-16 ***
## TotPop9071120 2.700e+00 1.552e-14 1.740e+14 <2e-16 ***
## TotPop9071422 2.700e+00 1.552e-14 1.740e+14 <2e-16 ***
## TotPop907163 8.000e-01 1.552e-14 5.155e+13 <2e-16 ***
## TotPop9072462 2.700e+00 1.552e-14 1.740e+14 <2e-16 ***
## TotPop907442 -1.100e+00 1.552e-14 -7.089e+13 <2e-16 ***
## TotPop9075981 7.000e+00 1.267e-14 5.525e+14 <2e-16 ***
## TotPop907642 -2.200e+00 1.552e-14 -1.418e+14 <2e-16 ***
## TotPop907744 6.000e-01 1.552e-14 3.867e+13 <2e-16 ***
## TotPop908023 -3.300e+00 1.552e-14 -2.127e+14 <2e-16 ***
## TotPop908108 1.400e+00 1.552e-14 9.022e+13 <2e-16 ***
## TotPop9081251 4.400e+00 1.552e-14 2.835e+14 <2e-16 ***
## TotPop908247 -1.600e+00 1.552e-14 -1.031e+14 <2e-16 ***
## TotPop908329 -4.400e+00 1.552e-14 -2.835e+14 <2e-16 ***
## TotPop908453 1.500e+00 1.552e-14 9.666e+13 <2e-16 ***
## TotPop908496 -2.900e+00 1.552e-14 -1.869e+14 <2e-16 ***
## TotPop908628 -3.600e+00 1.552e-14 -2.320e+14 <2e-16 ***
## TotPop908634 -6.000e-01 1.552e-14 -3.867e+13 <2e-16 ***
## TotPop908649 -1.000e+00 1.552e-14 -6.444e+13 <2e-16 ***
## TotPop908703 -2.100e+00 1.552e-14 -1.353e+14 <2e-16 ***
## TotPop908724 -7.000e-01 1.552e-14 -4.511e+13 <2e-16 ***
## TotPop9087594 2.820e+01 1.552e-14 1.817e+15 <2e-16 ***
## TotPop908908 -2.500e+00 1.552e-14 -1.611e+14 <2e-16 ***
## TotPop9089208 6.700e+00 1.552e-14 4.318e+14 <2e-16 ***
## TotPop908991 -3.600e+00 1.552e-14 -2.320e+14 <2e-16 ***
## TotPop909010 -1.500e+00 1.552e-14 -9.666e+13 <2e-16 ***
## TotPop9090204 9.100e+00 1.552e-14 5.864e+14 <2e-16 ***
## TotPop909429 -7.000e-01 1.552e-14 -4.511e+13 <2e-16 ***
## TotPop9095428 6.100e+00 1.552e-14 3.931e+14 <2e-16 ***
## TotPop909566 -2.700e+00 1.552e-14 -1.740e+14 <2e-16 ***
## TotPop9096311 7.700e+00 1.552e-14 4.962e+14 <2e-16 ***
## TotPop909763 3.500e+00 1.552e-14 2.255e+14 <2e-16 ***
## TotPop909806 -4.500e+00 1.552e-14 -2.900e+14 <2e-16 ***
## TotPop909901 2.000e-01 1.552e-14 1.289e+13 <2e-16 ***
## PctRural NA NA NA NA
## PctEld NA NA NA NA
## PctFB NA NA NA NA
## PctPov NA NA NA NA
## PctBlack NA NA NA NA
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.267e-14 on 15 degrees of freedom
## Multiple R-squared: 1, Adjusted R-squared: 1
## F-statistic: 2.103e+29 on 158 and 15 DF, p-value: < 2.2e-16Georgia2 = lm(PctBach ~ TotPop90, data = spdf)
Georgia2##
## Call:
## lm(formula = PctBach ~ TotPop90, data = spdf)
##
## Coefficients:
## (Intercept) TotPop9010228 TotPop9010308 TotPop9010430
## 9.3 -0.5 -2.9 1.0
## TotPop9010597 TotPop9010653 TotPop9011000 TotPop9011077
## 1.1 -0.1 -0.7 -3.5
## TotPop9011648 TotPop9011793 TotPop9011854 TotPop9011993
## 2.3 -0.5 0.1 0.8
## TotPop9012032 TotPop9012883 TotPop9013006 TotPop9013038
## -1.0 1.7 4.3 0.7
## TotPop9013114 TotPop9013147 TotPop9013328 TotPop9013368
## 0.8 -1.3 -3.0 -0.7
## TotPop9013456 TotPop9013842 TotPop9014137 TotPop9014153
## -2.8 -0.7 2.4 -1.8
## TotPop9014432 TotPop9014573 TotPop90149967 TotPop9015326
## -0.3 1.8 7.7 -2.1
## TotPop9015398 TotPop9015438 TotPop9015744 TotPop9015992
## -0.2 2.5 -1.1 -1.5
## TotPop9016245 TotPop9016250 TotPop9016650 TotPop9016934
## -1.7 4.4 0.2 10.9
## TotPop9017113 TotPop9017408 TotPop9017607 TotPop9017618
## 3.6 -3.1 -1.3 19.1
## TotPop9017722 TotPop9017788 TotPop90179278 TotPop90182052
## -2.8 4.3 7.3 5.4
## TotPop9018949 TotPop90189719 TotPop9019112 TotPop901915
## -1.3 8.0 0.5 -3.7
## TotPop9019712 TotPop9019745 TotPop9020011 TotPop9020119
## -0.2 -3.0 0.7 1.1
## TotPop9020275 TotPop9020279 TotPop9020546 TotPop9020579
## -1.5 -1.6 -0.2 0.3
## TotPop9020739 TotPop9021050 TotPop9021189 TotPop90216935
## 2.7 0.4 5.9 9.3
## TotPop9021966 TotPop902209 TotPop9022242 TotPop9022356
## -1.8 -2.0 -3.4 0.3
## TotPop9022411 TotPop902263 TotPop9023257 TotPop902334
## -2.6 -3.8 3.8 -4.6
## TotPop902357 TotPop9024072 TotPop9025511 TotPop9025687
## -4.0 2.1 2.4 -1.7
## TotPop9026147 TotPop9026300 TotPop9027621 TotPop9029592
## -3.8 -0.3 2.7 1.8
## TotPop9029721 TotPop9030005 TotPop9030167 TotPop9030228
## -0.1 -0.3 4.2 6.6
## TotPop903364 TotPop9033815 TotPop9034998 TotPop9035072
## 1.9 -2.5 4.7 -0.1
## TotPop90352910 TotPop9035471 TotPop903588 TotPop903615
## 20.3 1.1 -1.3 0.1
## TotPop9036645 TotPop9038586 TotPop9038986 TotPop9039530
## 0.7 0.1 4.1 4.0
## TotPop9039988 TotPop9041611 TotPop9041808 TotPop9042464
## 2.7 -1.7 0.2 -1.2
## TotPop9043125 TotPop9044083 TotPop90447745 TotPop904903
## 10.6 6.3 23.7 -0.7
## TotPop905013 TotPop9052745 TotPop9053853 TotPop9054091
## 0.8 4.1 4.0 8.8
## TotPop9054457 TotPop90545837 TotPop905531 TotPop9055536
## 1.8 23.4 -3.9 4.3
## TotPop905590 TotPop9055911 TotPop905654 TotPop9058340
## -4.7 -0.3 -1.3 -0.9
## TotPop9058741 TotPop905994 TotPop906078 TotPop906160
## 1.4 -3.0 -5.1 -2.6
## TotPop906202 TotPop906213 TotPop9062415 TotPop9062496
## -4.1 -2.9 16.5 10.6
## TotPop906280 TotPop90648951 TotPop906524 TotPop9066031
## -1.1 22.3 -2.2 14.6
## TotPop906754 TotPop907008 TotPop9071120 TotPop9071422
## 2.1 -1.7 2.7 2.7
## TotPop907163 TotPop9072462 TotPop907442 TotPop9075981
## 0.8 2.7 -1.1 7.0
## TotPop907642 TotPop907744 TotPop908023 TotPop908108
## -2.2 0.6 -3.3 1.4
## TotPop9081251 TotPop908247 TotPop908329 TotPop908453
## 4.4 -1.6 -4.4 1.5
## TotPop908496 TotPop908628 TotPop908634 TotPop908649
## -2.9 -3.6 -0.6 -1.0
## TotPop908703 TotPop908724 TotPop9087594 TotPop908908
## -2.1 -0.7 28.2 -2.5
## TotPop9089208 TotPop908991 TotPop909010 TotPop9090204
## 6.7 -3.6 -1.5 9.1
## TotPop909429 TotPop9095428 TotPop909566 TotPop9096311
## -0.7 6.1 -2.7 7.7
## TotPop909763 TotPop909806 TotPop909901
## 3.5 -4.5 0.2- Use the significant explanatory variables and create a geographic regression model using a fixed bandwidth. Plot a choropleth map of the predictions from the model. (10)
spplot(spdf, "PctBach")
- Make a choropleth map of the percent poverty coefficients. (10)
spplot(spdf, "PctPov")
- Make a choropleth map of the R squared values. (10).
summary(Georgia$r.squarred)## Length Class Mode
## 0 NULL NULL