Study Area

Dataset Overview

0
Coordinate System GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0],UNIT["Degree",0.0174532925199433],AXIS["Longitude",EAST],AXIS["Latitude",NORTH]]
Features 234
Attributes 34
Included Attributes [Male, Female, UNDER_18, 18-35, 35-60, 60+, White, Coloured, Black Afri, Indian or, English, Afrikaans, IsiZulu, IsiXhosa, IsiNdebele, Sepedi, Sesotho, Setswana, Sign langu, SiSwati, Tshivenda, Xitsonga]
Excluded Attributes {Year, Shape_Area, ProvinceNa, OBJECTID, LocalMun_1, MUNI_NAME, ProvinceCo, DistrictMu, LocalMunic, Shape_Leng, District_1, geometry}

Descriptive Statistics

Name Male Female UNDER_18 18-35 35-60 60+ White Coloured Black Afri Indian or English Afrikaans IsiZulu IsiXhosa IsiNdebele Sepedi Sesotho Setswana Sign langu SiSwati Tshivenda Xitsonga
Count 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000 234.000
Mean 107644.372 113597.299 81491.406 73635.974 52649.632 17735.209 19601.885 19723.902 175217.714 5499.701 20908.645 29295.218 49518.709 34847.244 4659.038 19737.496 16451.124 17381.393 1002.829 5542.936 5168.325 9731.410
Std 259123.100 262351.310 159147.259 197347.549 137364.052 38393.820 74425.959 107541.776 370346.587 40627.469 110515.999 101201.515 173595.345 105349.969 19854.137 69941.455 56617.579 52141.698 2297.392 38409.168 36040.171 41482.687
Min 3599.000 3404.000 2744.000 1857.000 1779.000 743.000 63.000 31.000 277.000 20.000 49.000 80.000 5.000 6.000 7.000 2.000 9.000 37.000 17.000 0.000 0.000 0.000
25% 25793.750 26676.250 19598.000 15871.750 13154.000 4533.500 1007.750 442.250 32128.250 165.250 1178.750 1349.500 254.500 334.000 157.250 94.750 240.000 230.250 176.250 21.000 26.000 22.250
Median (50%) 49633.000 53415.000 42528.500 29598.000 22590.000 8714.500 3283.000 1527.500 88465.500 296.500 2399.000 6564.500 1515.500 1969.000 569.000 240.500 837.500 571.500 388.500 48.000 61.000 78.000
75% 87819.500 100315.250 86961.500 54506.250 39715.750 16453.000 9883.000 9801.500 176730.000 857.750 5396.750 20196.000 39223.250 18156.000 1510.750 1013.000 5134.750 3107.000 811.500 249.750 266.500 760.500
Max 2225137.000 2209690.000 1267953.000 1772527.000 1168603.000 317197.000 586494.000 1585286.000 3389278.000 573334.000 1040229.000 1307140.000 2140294.000 1092224.000 181403.000 567312.000 420117.000 428801.000 18793.000 457095.000 389911.000 307192.000
Skewness 6.114 6.008 5.574 6.331 6.187 5.924 6.650 13.468 5.958 12.463 7.876 9.675 8.938 6.230 6.886 5.054 5.366 4.711 5.367 10.145 9.291 5.455
Kurtosis 39.699 38.579 34.183 42.671 40.331 37.818 45.584 194.988 40.798 168.252 63.971 112.980 96.781 50.269 51.298 29.280 30.478 26.558 32.407 108.503 91.061 30.360
Unique 234.000 234.000 234.000 234.000 234.000 233.000 230.000 226.000 234.000 208.000 229.000 231.000 227.000 223.000 218.000 201.000 225.000 224.000 210.000 144.000 156.000 163.000
Null 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 0.000 0.000 0.000 0.000
Moran's I 0.166 0.151 0.140 0.172 0.171 0.134 0.236 0.099 0.203 0.034 0.059 0.168 0.149 0.209 0.445 0.458 0.289 0.498 0.145 0.398 0.365 0.340
p-value (Moran's I) 0.002 0.008 0.001 0.005 0.004 0.007 0.001 0.002 0.001 0.026 0.076 0.002 0.004 0.002 0.001 0.001 0.001 0.001 0.006 0.001 0.001 0.001
Geary's C 0.934 0.951 0.951 0.935 0.931 0.967 0.897 0.959 0.900 1.082 1.034 0.914 0.933 0.786 0.646 0.657 0.749 0.640 0.931 0.671 0.706 0.740
p-value (Geary's C) 0.195 0.254 0.226 0.203 0.192 0.300 0.097 0.420 0.117 0.265 0.335 0.203 0.272 0.006 0.001 0.001 0.002 0.001 0.161 0.001 0.003 0.001

Dataset Sample

OBJECTID ProvinceCo ProvinceNa LocalMunic LocalMun_1 DistrictMu District_1 Year Shape_Leng Shape_Area MUNI_NAME Male Female UNDER_18 18-35 35-60 60+ White Coloured Black Afri Indian or English Afrikaans IsiZulu IsiXhosa IsiNdebele Sepedi Sesotho Setswana Sign langu SiSwati Tshivenda Xitsonga
205 206 NC Northern Cape NC094 Phokwane DC9 Frances Baard 2011 1.742187297302782 0.076358854663474 Phokwane 30491.0 32509.0 25361.0 18365.0 14969.0 5485.0 3953.0 6929.0 51567.0 231.0 2422.0 11844.0 740.0 3493.0 661.0 210.0 873.0 41838.0 188.0 37.0 39.0 71.0
155 156 MP Mpumalanga MP314 Emakhazeni DC31 Nkangala 2011 4.466556825941043 0.425526658676922 Emakhazeni 24099.0 23117.0 16694.0 15810.0 11482.0 4100.0 5076.0 563.0 41168.0 330.0 2014.0 4937.0 10086.0 275.0 8687.0 3118.0 1850.0 395.0 221.0 13133.0 131.0 962.0
156 157 MP Mpumalanga MP315 Thembisile DC31 Nkangala 2011 4.276664333907469 0.214031002900532 Thembisile 147676.0 162783.0 126559.0 97323.0 69685.0 23685.0 299.0 547.0 307952.0 1031.0 3619.0 1348.0 38741.0 3191.0 181403.0 39107.0 14939.0 5812.0 859.0 9104.0 1094.0 8111.0
67 68 GT Gauteng JHB City of Johannesburg JHB City of Johannesburg 2011 3.031304892527675 0.148525453047219 City of Johannesburg 2225137.0 2209690.0 1267953.0 1772527.0 1168603.0 290962.0 544530.0 247276.0 3389278.0 216198.0 878230.0 318063.0 1022747.0 298523.0 126587.0 317277.0 420117.0 335713.0 18793.0 35926.0 141435.0 287625.0
89 90 KZN KwaZulu-Natal KZN242 Nqutu DC24 Umzinyathi 2011 3.641358236967983 0.180521466902521 Nqutu 75194.0 90113.0 88202.0 43260.0 25723.0 12259.0 128.0 110.0 164752.0 170.0 1338.0 436.0 148330.0 244.0 1415.0 256.0 10799.0 697.0 574.0 54.0 46.0 44.0
3 4 EC Eastern Cape EC103 Ikwezi DC10 Cacadu 2011 4.02235472905734 0.440256581117641 Ikwezi 5055.0 5482.0 4038.0 2692.0 2921.0 1067.0 796.0 5757.0 3916.0 21.0 274.0 7215.0 18.0 2673.0 23.0 18.0 30.0 37.0 27.0 1.0 11.0 1.0
169 170 NW North West NW382 Tswaing DC38 Ngaka Modiri Molema 2011 4.254059031710757 0.540712336487021 Tswaing 61931.0 62287.0 55318.0 33162.0 27368.0 10682.0 6948.0 1788.0 114818.0 382.0 2197.0 8373.0 1550.0 2780.0 907.0 341.0 3123.0 103290.0 417.0 24.0 44.0 128.0
123 124 LIM Limpopo LIM334 Ba-Phalaborwa DC33 Mopani 2011 5.242820694927016 0.66097191056409 Ba-Phalaborwa 73017.0 77620.0 61180.0 49975.0 33312.0 9115.0 9628.0 477.0 140081.0 309.0 2925.0 7526.0 1481.0 450.0 321.0 56164.0 4156.0 485.0 129.0 1166.0 1108.0 70244.0
39 40 FS Free State FS161 Letsemeng DC16 Xhariep 2011 6.196040325580981 0.913204638223667 Letsemeng 19852.0 18777.0 14428.0 11864.0 9845.0 3240.0 3120.0 9045.0 26180.0 130.0 461.0 23464.0 220.0 3982.0 63.0 94.0 4583.0 3569.0 125.0 21.0 21.0 65.0
131 132 LIM Limpopo LIM353 Molemole DC35 Capricorn 2011 3.565757325780065 0.295899778500132 Molemole 49881.0 58440.0 49786.0 29340.0 20647.0 11216.0 1210.0 139.0 106545.0 134.0 1284.0 1354.0 928.0 124.0 879.0 93564.0 1123.0 481.0 115.0 61.0 2007.0 2237.0

Variable Statistics

Name Male
Count 234.000
Mean 107644.372
Std 259123.100
Min 3599.000
25% 25793.750
Median (50%) 49633.000
75% 87819.500
Max 2225137.000
Skewness 6.114
Kurtosis 39.699
Unique 234.000
Null 0.000
Moran's I 0.166
p-value (Moran's I) 0.004
Geary's C 0.934
p-value (Geary's C) 0.195

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name Female
Count 234.000
Mean 113597.299
Std 262351.310
Min 3404.000
25% 26676.250
Median (50%) 53415.000
75% 100315.250
Max 2209690.000
Skewness 6.008
Kurtosis 38.579
Unique 234.000
Null 0.000
Moran's I 0.151
p-value (Moran's I) 0.005
Geary's C 0.951
p-value (Geary's C) 0.239

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name UNDER_18
Count 234.000
Mean 81491.406
Std 159147.259
Min 2744.000
25% 19598.000
Median (50%) 42528.500
75% 86961.500
Max 1267953.000
Skewness 5.574
Kurtosis 34.183
Unique 234.000
Null 0.000
Moran's I 0.140
p-value (Moran's I) 0.006
Geary's C 0.951
p-value (Geary's C) 0.256

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name 18-35
Count 234.000
Mean 73635.974
Std 197347.549
Min 1857.000
25% 15871.750
Median (50%) 29598.000
75% 54506.250
Max 1772527.000
Skewness 6.331
Kurtosis 42.671
Unique 234.000
Null 0.000
Moran's I 0.172
p-value (Moran's I) 0.004
Geary's C 0.935
p-value (Geary's C) 0.198

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name 35-60
Count 234.000
Mean 52649.632
Std 137364.052
Min 1779.000
25% 13154.000
Median (50%) 22590.000
75% 39715.750
Max 1168603.000
Skewness 6.187
Kurtosis 40.331
Unique 234.000
Null 0.000
Moran's I 0.171
p-value (Moran's I) 0.006
Geary's C 0.931
p-value (Geary's C) 0.158

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name 60+
Count 234.000
Mean 17735.209
Std 38393.820
Min 743.000
25% 4533.500
Median (50%) 8714.500
75% 16453.000
Max 317197.000
Skewness 5.924
Kurtosis 37.818
Unique 233.000
Null 0.000
Moran's I 0.134
p-value (Moran's I) 0.003
Geary's C 0.967
p-value (Geary's C) 0.322

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name White
Count 234.000
Mean 19601.885
Std 74425.959
Min 63.000
25% 1007.750
Median (50%) 3283.000
75% 9883.000
Max 586494.000
Skewness 6.650
Kurtosis 45.584
Unique 230.000
Null 0.000
Moran's I 0.236
p-value (Moran's I) 0.002
Geary's C 0.897
p-value (Geary's C) 0.080

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name Coloured
Count 234.000
Mean 19723.902
Std 107541.776
Min 31.000
25% 442.250
Median (50%) 1527.500
75% 9801.500
Max 1585286.000
Skewness 13.468
Kurtosis 194.988
Unique 226.000
Null 0.000
Moran's I 0.099
p-value (Moran's I) 0.001
Geary's C 0.959
p-value (Geary's C) 0.425

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name Black Afri
Count 234.000
Mean 175217.714
Std 370346.587
Min 277.000
25% 32128.250
Median (50%) 88465.500
75% 176730.000
Max 3389278.000
Skewness 5.958
Kurtosis 40.798
Unique 234.000
Null 0.000
Moran's I 0.203
p-value (Moran's I) 0.002
Geary's C 0.900
p-value (Geary's C) 0.096

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name Indian or
Count 234.000
Mean 5499.701
Std 40627.469
Min 20.000
25% 165.250
Median (50%) 296.500
75% 857.750
Max 573334.000
Skewness 12.463
Kurtosis 168.252
Unique 208.000
Null 0.000
Moran's I 0.034
p-value (Moran's I) 0.046
Geary's C 1.082
p-value (Geary's C) 0.254

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name English
Count 234.000
Mean 20908.645
Std 110515.999
Min 49.000
25% 1178.750
Median (50%) 2399.000
75% 5396.750
Max 1040229.000
Skewness 7.876
Kurtosis 63.971
Unique 229.000
Null 0.000
Moran's I 0.059
p-value (Moran's I) 0.071
Geary's C 1.034
p-value (Geary's C) 0.339

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name Afrikaans
Count 234.000
Mean 29295.218
Std 101201.515
Min 80.000
25% 1349.500
Median (50%) 6564.500
75% 20196.000
Max 1307140.000
Skewness 9.675
Kurtosis 112.980
Unique 231.000
Null 0.000
Moran's I 0.168
p-value (Moran's I) 0.002
Geary's C 0.914
p-value (Geary's C) 0.228

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name IsiZulu
Count 234.000
Mean 49518.709
Std 173595.345
Min 5.000
25% 254.500
Median (50%) 1515.500
75% 39223.250
Max 2140294.000
Skewness 8.938
Kurtosis 96.781
Unique 227.000
Null 0.000
Moran's I 0.149
p-value (Moran's I) 0.005
Geary's C 0.933
p-value (Geary's C) 0.263

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name IsiXhosa
Count 234.000
Mean 34847.244
Std 105349.969
Min 6.000
25% 334.000
Median (50%) 1969.000
75% 18156.000
Max 1092224.000
Skewness 6.230
Kurtosis 50.269
Unique 223.000
Null 0.000
Moran's I 0.209
p-value (Moran's I) 0.001
Geary's C 0.786
p-value (Geary's C) 0.004

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name IsiNdebele
Count 234.000
Mean 4659.038
Std 19854.137
Min 7.000
25% 157.250
Median (50%) 569.000
75% 1510.750
Max 181403.000
Skewness 6.886
Kurtosis 51.298
Unique 218.000
Null 0.000
Moran's I 0.445
p-value (Moran's I) 0.001
Geary's C 0.646
p-value (Geary's C) 0.001

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name Sepedi
Count 234.000
Mean 19737.496
Std 69941.455
Min 2.000
25% 94.750
Median (50%) 240.500
75% 1013.000
Max 567312.000
Skewness 5.054
Kurtosis 29.280
Unique 201.000
Null 0.000
Moran's I 0.458
p-value (Moran's I) 0.001
Geary's C 0.657
p-value (Geary's C) 0.001

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name Sesotho
Count 234.000
Mean 16451.124
Std 56617.579
Min 9.000
25% 240.000
Median (50%) 837.500
75% 5134.750
Max 420117.000
Skewness 5.366
Kurtosis 30.478
Unique 225.000
Null 0.000
Moran's I 0.289
p-value (Moran's I) 0.001
Geary's C 0.749
p-value (Geary's C) 0.003

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name Setswana
Count 234.000
Mean 17381.393
Std 52141.698
Min 37.000
25% 230.250
Median (50%) 571.500
75% 3107.000
Max 428801.000
Skewness 4.711
Kurtosis 26.558
Unique 224.000
Null 0.000
Moran's I 0.498
p-value (Moran's I) 0.001
Geary's C 0.640
p-value (Geary's C) 0.001

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name Sign langu
Count 234.000
Mean 1002.829
Std 2297.392
Min 17.000
25% 176.250
Median (50%) 388.500
75% 811.500
Max 18793.000
Skewness 5.367
Kurtosis 32.407
Unique 210.000
Null 0.000
Moran's I 0.145
p-value (Moran's I) 0.004
Geary's C 0.931
p-value (Geary's C) 0.176

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name SiSwati
Count 234.000
Mean 5542.936
Std 38409.168
Min 0.000
25% 21.000
Median (50%) 48.000
75% 249.750
Max 457095.000
Skewness 10.145
Kurtosis 108.503
Unique 144.000
Null 0.000
Moran's I 0.398
p-value (Moran's I) 0.001
Geary's C 0.671
p-value (Geary's C) 0.001

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name Tshivenda
Count 234.000
Mean 5168.325
Std 36040.171
Min 0.000
25% 26.000
Median (50%) 61.000
75% 266.500
Max 389911.000
Skewness 9.291
Kurtosis 91.061
Unique 156.000
Null 0.000
Moran's I 0.365
p-value (Moran's I) 0.001
Geary's C 0.706
p-value (Geary's C) 0.002

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Variable Statistics

Name Xitsonga
Count 234.000
Mean 9731.410
Std 41482.687
Min 0.000
25% 22.250
Median (50%) 78.000
75% 760.500
Max 307192.000
Skewness 5.455
Kurtosis 30.360
Unique 163.000
Null 0.000
Moran's I 0.340
p-value (Moran's I) 0.001
Geary's C 0.740
p-value (Geary's C) 0.003

Descriptive Figures

Local Moran

Local Geary

Choropleth Maps

Correlation Heatmaps

Pairwise Plot

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Report Saved: 2023-10-04 21:56:44.706180

Generation Time: 818.2115