|
|
|
Uni Köln
> WiSo-Fakultät
> Seminar
für Wirtschafts- und Sozialstatistik > Institut
> LS
Mosler > Prof. Mosler > Datenportal
Datenportal des Lehrstuhls für Statistik und Ökonometrie
|
| |
US Crime (S vs N) data
The data set (and description) can be downloaded here:
http://stat.ethz.ch/Teaching/Datasets/uscrime.dat
Description:
TITLE : US crime
KEYWORDS (statist) : multiple regression, structural models
APPLICATION AREA : sociology
SHORT DESCRIPTION :
Crime rate and social variables for 47 States
of the USA, 1960.
Variables:
- crime rate: number of offences known to the police
per 1000000 population;
- age distribution: number of males aged 14-24 per 1000
of total state population;
- binary variable distinguishing southern states (= 1)
from the rest;
- educational level: mean number of years of schooling
multiplied with 10 of the population 25 years old
and over;
- police expenditure: per capita expenditure on police
protection by state and local government in 1960;
- police expenditure (as before), but in 1959;
- labour force participation rate per 1000 civilian urban
males in the age group 14-24;
- number of males per 1000 females;
- state population size in hundred thousands;
- number of non-whites per 1000;
- unemployment rate of urban males per 1000 in the age
group 14-24;
- unemployment rate of urban males per 1000 in the age
group 35-39;
- wealth as measured by the median value of transferable
goods and assets or family income (unit 10 dollars);
- income inequality: number of families per 1000 earning
below one half of the median income;
DIM.(VAR./OBS.) : 14 / 47
/ LITERATURE : /
Hand, Daly, McConway, Lunn, Ostrowski (1994): A Handbook
of Small Data Sets (Chapman & Hall Statistics Text).
Descriptive statistics:
Dataset= us-crime_SvsN : n= 47 , d= 13
Class1: n= 16
Covariance matrix:
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
[1,] 729.9510 -131.5263 167.1029 464.3550 447.0883 316.7879 49.6183 249.4333 -703.8983 -185.0229 -49.6371 1178.6550 -434.1700
[2,] -131.5263 173.5625 -67.8625 -151.6833 -143.1500 216.0208 3.0167 25.9333 713.9167 -96.8708 -49.7292 -658.4167 239.9000
[3,] 167.1029 -67.8625 75.6292 143.3500 138.8167 33.5458 48.9167 32.3333 -360.8500 -41.1625 -17.5708 608.0833 -225.6333
[4,] 464.3550 -151.6833 143.3500 516.8667 485.0000 76.6167 70.0667 138.2667 -405.9333 -86.8167 -13.6500 1543.6000 -571.5333
[5,] 447.0883 -143.1500 138.8167 485.0000 459.2667 93.9500 64.5333 109.8000 -340.2000 -88.6167 -17.5167 1449.4000 -543.6667
[6,] 316.7879 216.0208 33.5458 76.6167 93.9500 1256.5958 99.9833 123.4000 665.7500 -379.8125 -177.1208 -93.6500 -45.4333
[7,] 49.6183 3.0167 48.9167 70.0667 64.5333 99.9833 164.6000 27.6667 -600.4000 -77.2500 -25.4167 547.5333 -169.6667
[8,] 249.4333 25.9333 32.3333 138.2667 109.8000 123.4000 27.6667 405.4667 -180.5333 -97.2667 -40.7333 79.7333 4.5333
[9,] -703.8983 713.9167 -360.8500 -405.9333 -340.2000 665.7500 -600.4000 -180.5333 11197.4000 -200.7500 -187.5167 -4967.3333 1194.4667
[10,] -185.0229 -96.8708 -41.1625 -86.8167 -88.6167 -379.8125 -77.2500 -97.2667 -200.7500 289.8958 125.1708 -48.0833 104.7667
[11,] -49.6371 -49.7292 -17.5708 -13.6500 -17.5167 -177.1208 -25.4167 -40.7333 -187.5167 125.1708 64.1625 26.2833 35.9667
[12,] 1178.6550 -658.4167 608.0833 1543.6000 1449.4000 -93.6500 547.5333 79.7333 -4967.3333 -48.0833 26.2833 8352.8667 -2635.0000
[13,] -434.1700 239.9000 -225.6333 -571.5333 -543.6667 -45.4333 -169.6667 4.5333 1194.4667 104.7667 35.9667 -2635.0000 986.6667
Correlation matrix:
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
[1,] 1.0000 -0.3695 0.7112 0.7560 0.7722 0.3308 0.1431 0.4585 -0.2462 -0.4022 -0.2294 0.4773 -0.5116
[2,] -0.3695 1.0000 -0.5923 -0.5064 -0.5070 0.4626 0.0178 0.0978 0.5121 -0.4319 -0.4712 -0.5468 0.5797
[3,] 0.7112 -0.5923 1.0000 0.7250 0.7448 0.1088 0.4384 0.1846 -0.3921 -0.2780 -0.2522 0.7651 -0.8260
[4,] 0.7560 -0.5064 0.7250 1.0000 0.9955 0.0951 0.2402 0.3020 -0.1687 -0.2243 -0.0750 0.7429 -0.8003
[5,] 0.7722 -0.5070 0.7448 0.9955 1.0000 0.1237 0.2347 0.2544 -0.1500 -0.2429 -0.1020 0.7400 -0.8076
[6,] 0.3308 0.4626 0.1088 0.0951 0.1237 1.0000 0.2198 0.1729 0.1775 -0.6293 -0.6238 -0.0289 -0.0408
[7,] 0.1431 0.0178 0.4384 0.2402 0.2347 0.2198 1.0000 0.1071 -0.4422 -0.3536 -0.2473 0.4670 -0.4210
[8,] 0.4585 0.0978 0.1846 0.3020 0.2544 0.1729 0.1071 1.0000 -0.0847 -0.2837 -0.2525 0.0433 0.0072
[9,] -0.2462 0.5121 -0.3921 -0.1687 -0.1500 0.1775 -0.4422 -0.0847 1.0000 -0.1114 -0.2212 -0.5136 0.3594
[10,] -0.4022 -0.4319 -0.2780 -0.2243 -0.2429 -0.6293 -0.3536 -0.2837 -0.1114 1.0000 0.9178 -0.0309 0.1959
[11,] -0.2294 -0.4712 -0.2522 -0.0750 -0.1020 -0.6238 -0.2473 -0.2525 -0.2212 0.9178 1.0000 0.0359 0.1429
[12,] 0.4773 -0.5468 0.7651 0.7429 0.7400 -0.0289 0.4670 0.0433 -0.5136 -0.0309 0.0359 1.0000 -0.9179
[13,] -0.5116 0.5797 -0.8260 -0.8003 -0.8076 -0.0408 -0.4210 0.0072 0.3594 0.1959 0.1429 -0.9179 1.0000
Median: 86.6736 150.5595 94.1414 68.7955 64.6667 531.4557 969.5485 36.9184 210.5643 88.1562 33.5863 434.2686 236.4836
Mean: 85.6812 148.6875 94.8125 69.75 65.75 533.0625 970.25 34 209.75 91.1875 34.8125 440.75 234.5
MCD-estimated:
MDC-0.975-Mean: 84.9733 150.1333 93.7333 68.9333 64.8667 534 969.4667 36 214.4667 90.8 34.6 428.8 238.9333
MDC-0.750-Mean: 84.9733 150.1333 93.7333 68.9333 64.8667 534 969.4667 36 214.4667 90.8 34.6 428.8 238.9333
MDC-0.500-Mean: 84.9733 150.1333 93.7333 68.9333 64.8667 534 969.4667 36 214.4667 90.8 34.6 428.8 238.9333
Class2: n= 31
Covariance matrix:
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
[1,] 1909.8247 38.5533 88.3700 920.1600 825.4700 184.4400 299.1600 627.0033 974.7300 21.8333 116.8833 1605.6700 -48.3967
[2,] 38.5533 72.7032 8.1505 -89.0860 -86.4935 -3.3269 86.6419 -197.4548 -69.7570 5.4849 -21.8011 -224.6237 40.2978
[3,] 88.3700 8.1505 59.3140 41.0301 43.3344 126.0011 84.5903 -50.3258 -41.4817 -11.2914 -15.1613 173.2849 -58.6892
[4,] 920.1600 -89.0860 41.0301 907.7828 844.8946 -161.4387 -147.1849 811.6290 541.0086 -45.2763 88.3398 1646.0086 -361.0871
[5,] 825.4700 -86.4935 43.3344 844.8946 799.5462 -192.1538 -152.9828 753.0903 477.7860 -45.7968 79.7978 1569.9194 -362.5043
[6,] 184.4400 -3.3269 126.0011 -161.4387 -192.1538 1236.0129 597.2505 -412.9763 -36.3806 -163.7301 -112.6688 -116.5473 276.6957
[7,] 299.1600 86.6419 84.5903 -147.1849 -152.9828 597.2505 1117.2452 -747.2129 -98.7742 281.0710 14.1860 -364.7075 201.8720
[8,] 627.0033 -197.4548 -50.3258 811.6290 753.0903 -412.9763 -747.2129 2014.1656 891.3022 -0.5441 155.4516 1517.4022 -210.6968
[9,] 974.7300 -69.7570 -41.4817 541.0086 477.7860 -36.3806 -98.7742 891.3022 1073.8624 31.6215 128.2634 939.3957 106.1602
[10,] 21.8333 5.4849 -11.2914 -45.2763 -45.7968 -163.7301 281.0710 -0.5441 31.6215 338.6258 114.4495 -149.2452 17.3989
[11,] 116.8833 -21.8011 -15.1613 88.3398 79.7978 -112.6688 14.1860 155.4516 128.2634 114.4495 76.7226 158.9634 -37.1882
[12,] 1605.6700 -224.6237 173.2849 1646.0086 1569.9194 -116.5473 -364.7075 1517.4022 939.3957 -149.2452 158.9634 4307.8624 -1128.9065
[13,] -48.3967 40.2978 -58.6892 -361.0871 -362.5043 276.6957 201.8720 -210.6968 106.1602 17.3989 -37.1882 -1128.9065 620.9570
Correlation matrix:
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
[1,] 1.0000 0.1035 0.2626 0.6988 0.6680 0.1200 0.2048 0.3197 0.6806 0.0271 0.3053 0.5598 -0.0444
[2,] 0.1035 1.0000 0.1241 -0.3468 -0.3587 -0.0111 0.3040 -0.5160 -0.2497 0.0350 -0.2919 -0.4014 0.1897
[3,] 0.2626 0.1241 1.0000 0.1768 0.1990 0.4654 0.3286 -0.1456 -0.1644 -0.0797 -0.2247 0.3428 -0.3058
[4,] 0.6988 -0.3468 0.1768 1.0000 0.9917 -0.1524 -0.1461 0.6002 0.5479 -0.0817 0.3347 0.8324 -0.4809
[5,] 0.6680 -0.3587 0.1990 0.9917 1.0000 -0.1933 -0.1619 0.5934 0.5156 -0.0880 0.3222 0.8459 -0.5145
[6,] 0.1200 -0.0111 0.4654 -0.1524 -0.1933 1.0000 0.5082 -0.2617 -0.0316 -0.2531 -0.3659 -0.0505 0.3158
[7,] 0.2048 0.3040 0.3286 -0.1461 -0.1619 0.5082 1.0000 -0.4981 -0.0902 0.4570 0.0485 -0.1662 0.2424
[8,] 0.3197 -0.5160 -0.1456 0.6002 0.5934 -0.2617 -0.4981 1.0000 0.6060 -0.0007 0.3954 0.5151 -0.1884
[9,] 0.6806 -0.2497 -0.1644 0.5479 0.5156 -0.0316 -0.0902 0.6060 1.0000 0.0524 0.4469 0.4368 0.1300
[10,] 0.0271 0.0350 -0.0797 -0.0817 -0.0880 -0.2531 0.4570 -0.0007 0.0524 1.0000 0.7101 -0.1236 0.0379
[11,] 0.3053 -0.2919 -0.2247 0.3347 0.3222 -0.3659 0.0485 0.3954 0.4469 0.7101 1.0000 0.2765 -0.1704
[12,] 0.5598 -0.4014 0.3428 0.8324 0.8459 -0.0505 -0.1662 0.5151 0.4368 -0.1236 0.2765 1.0000 -0.6902
[13,] -0.0444 0.1897 -0.3058 -0.4809 -0.5145 0.3158 0.2424 -0.1884 0.1300 0.0379 -0.1704 -0.6902 1.0000
Median: 89.9066 133.9618 111.9554 89.2231 84.3789 578.5077 989.428 32.3099 40.7454 96.6972 32.4546 568.2658 173.2669
Mean: 93 133.3548 111.2258 92.871 87.7097 575.7097 989.6129 37.9677 45.0645 97.6774 33.5484 569.0645 173.0968
MCD-estimated:
MDC-0.975-Mean: 86.2455 134.1818 112.6364 83 78.5 581.1818 990.0909 30.0909 42.2273 99.5909 33.4091 551.9091 178.8182
MDC-0.750-Mean: 92.15 134.1364 112.3182 85.6818 80.1818 583.6818 993.8636 27.8636 42.1364 99.9545 34.1818 555.0455 176.7727
MDC-0.500-Mean: 77.2182 134.2273 111.3182 81.5455 77.7273 576.7727 989.6364 23.3182 33.5909 96.8182 31 550.3182 177.0455
Measures:
Mah.Dist: 4.0898
Mah.Dist-MCD-0.975: 3.1523
Mah.Dist-MCD-0.750: 3.1936
Mah.Dist-MCD-0.500: 2.6403
Zuletzt geändert am 17.02.2013
|
|
|
|
