d
Education sex (1=male, 2=Female)
11 1 We make cross tabulation gender vs. education education
16 1 min 0
16 2 max 20
12 2 mean 14.0374832664
18 1 standard deviation 2.6988396705
18 2
15 2 Gender
12 2 1 2
14 2 Education 0 0 1
15 1 1 0 0 747
16 2 2 0 0
16 1 3 0 0
16 1 4 0 0
16 2 5 0 0
16 2 6 4 0
18 2 7 3 0
16 1 8 5 2
14 2 9 9 3
16 2 10 10 4
11 2 11 11 11
12 2 12 118 103
14 2 13 36 32
12 1 14 45 56
16 2 15 22 13
13 2 16 71 64
14 1 17 23 9
18 1 18 24 29
18 2 19 12 6
13 2 20 15 6
16 2
16 1
19 1
15 2
12 1
12 2
16 2
16 2
12 1
15 2
14 1
20 1
16 2
13 1
16 2
16 1
14 2
16 1
14 1
12 1
18 2
12 1
15 1
12 2
18 1
16 1
15 1
16 1
13 1
12 1
16 1
12 2
19 1
17 1
16 1
18 1
15 1
6 1
18 1
13 1
16 2
15 1
12 2
16 1
16 1
20 1
18 1
12 1
20 1
12 1
14 1
14 2
12 1
16 2
20 2
18 1
20 1
20 2
16 1
16 1
16 2
12 1
12 1
16 1
17 1
16 1
12 2
13 2
16 2
16 1
12 1
16 2
19 1
12 2
20 1
14 2
18 2
17 1
17 1
14 2
13 2
18 1
13 2
11 1
12 2
14 2
12 1
14 2
12 2
17 2
12 1
12 2
16 2
16 1
12 2
19 1
14 1
17 2
14 2
16 2
14 1
16 1
16 1
12 1
11 1
15 1
16 1
16 1
15 1
16 2
14 2
18 2
12 2
9 2
12 2
12 2
13 1
15 1
12 2
12 2
16 1
14 2
12 2
16 1
12 1
12 2
20 2
18 1
14 2
16 2
17 1
14 1
19 2
13 1
12 2
12 1
12 1
14 1
12 1
16 2
18 1
13 1
12 1
12 2
12 1
15 1
12 2
16 2
12 1
12 1
17 1
11 1
14 1
15 2
13 1
12 1
12 1
16 1
12 1
12 2
10 1
12 1
12 1
6 1
12 1
12 1
12 1
11 1
14 1
16 2
13 1
11 1
12 2
14 2
18 2
13 1
12 1
14 1
14 1
16 1
13 1
13 2
12 2
12 2
12 1
13 2
12 2
14 2
12 1
13 2
12 1
14 1
0 2
18 2
12 2
19 1
11 2
12 2
12 2
16 2
17 1
16 1
12 1
14 2
20 2
20 1
17 2
12 2
20 2
18 2
16 1
14 2
12 2
19 1
16 1
16 2
16 1
17 1
18 2
14 2
14 2
12 1
14 2
14 1
11 1
15 1
12 2
13 2
13 1
12 1
19 2
14 2
19 2
14 2
17 1
18 2
12 1
12 1
18 2
12 2
15 1
9 1
12 1
12 2
13 2
14 1
16 1
12 1
18 2
13 2
14 1
13 1
12 1
11 2
14 2
15 1
9 1
9 1
12 1
12 2
12 1
12 2
14 1
15 2
16 1
16 1
13 1
12 2
12 2
12 1
14 1
16 2
13 1
16 1
12 1
14 2
12 1
12 1
12 2
11 2
12 1
12 2
12 2
10 2
12 2
17 1
12 2
13 1
11 1
9 1
14 2
12 1
9 1
12 1
11 2
12 1
20 1
13 2
14 2
14 2
13 1
14 1
12 1
12 1
14 2
12 1
8 2
12 2
18 2
16 2
14 1
9 2
18 1
12 1
16 1
18 2
12 2
16 2
13 2
12 2
12 1
13 1
12 1
14 1
14 1
17 2
13 1
7 1
12 1
16 2
14 2
12 1
12 1
16 1
12 2
16 1
14 2
16 1
14 1
13 2
16 1
13 1
18 2
17 1
18 2
16 2
20 1
20 1
18 1
12 2
16 1
16 1
16 2
16 2
18 1
16 2
12 1
15 1
16 1
12 1
14 2
10 1
16 1
20 1
12 2
13 1
12 2
20 1
18 1
18 1
16 1
12 2
14 2
16 2
12 1
14 2
11 2
13 1
15 1
14 1
14 2
17 2
10 1
14 2
12 1
14 2
12 2
16 1
13 2
15 1
13 1
10 1
13 1
16 2
12 2
18 1
14 1
19 1
13 2
12 2
13 2
12 1
6 1
16 1
16 1
18 1
12 2
16 1
16 2
12 2
12 2
9 2
15 1
14 2
16 2
19 2
10 2
10 2
15 1
11 2
12 1
19 1
18 1
19 1
12 2
11 2
12 1
19 2
14 2
18 1
13 2
16 2
16 2
14 1
12 2
17 1
18 2
19 1
17 1
13 2
14 2
16 1
16 1
16 2
18 2
16 1
20 1
14 2
15 2
14 1
16 2
16 2
12 2
12 1
16 2
10 1
16 2
13 2
12 1
13 1
13 1
14 1
14 1
14 2
16 1
13 1
15 2
12 1
12 2
14 1
16 2
14 2
19 1
18 2
16 2
15 1
16 2
14 2
12 1
16 2
14 2
12 2
12 2
12 2
14 1
12 2
14 2
12 2
13 2
12 1
16 1
12 1
11 2
12 2
12 2
12 1
13 1
14 2
16 1
11 2
15 2
12 2
12 2
12 1
12 1
12 1
12 1
12 1
16 2
8 1
12 2
12 1
12 1
15 1
12 2
12 1
12 1
12 1
12 1
12 1
14 2
16 2
16 1
16 1
16 2
12 2
14 1
16 2
13 1
12 1
12 2
16 1
12 1
12 2
13 1
10 2
9 1
13 2
14 1
14 2
17 1
12 1
18 2
16 2
19 1
16 2
12 1
17 1
12 1
12 1
8 1
7 1
12 2
11 1
12 1
12 2
14 1
13 2
12 2
14 1
13 1
16 2
17 1
16 1
14 2
16 2
8 1
10 1
13 2
18 1
13 2
12 2
14 2
12 1
12 2
15 2
16 1
17 1
15 2
9 1
14 1
11 1
14 1
13 1
14 1
14 1
20 1
18 2
12 1
13 2
14 1
16 2
10 1
15 2
12 1
12 1
14 1
20 2
17 1
16 1
12 1
10 1
12 2
12 2
15 1
16 2
14 2
14 1
16 1
19 2
15 1
13 1
13 2
12 1
12 2
13 2
12 1
12 2
12 1
18 1
18 2
18 2
16 1
13 2
18 2
18 1
11 2
14 1
16 1
18 2
20 1
12 1
12 2
16 2
12 1
13 1
17 2
13 1
12 2
14 2
12 1
17 1
14 1
16 1
13 1
16 2
16 1
14 1
17 1
12 2
13 2
12 1
12 2
16 1
9 1
12 2
10 1
13 2
13 1
16 1
16 2
18 2
12 2
15 2
17 2
12 1
12 1
16 1
15 1
13 2
16 1
12 1
14 2
18 2
12 1
12 2
12 2
12 2
10 1
14 2
18 2
11 1
8 1
7 1
12 1
9 1
8 2
12 1
16 2
12 1
18 1
6 1
12 1
12 2
14 2
12 1
12 2
16 2
16 1
8 1
17 2
12 2
12 2
12 1
12 2
12 1
12 2
18 1
16 2
17 2
17 1
14 2
15 2
12 2
12 2
17 1
20 1
17 1
b&c
Family Income standardized income
54996.827203782 Income -0.2160089254 Family Income
54960.6637569325 minimum 54945.9190638393 -2.6365060032
55020.6184984865 maximum 55052.1421387617 1.3763934677 Mean 55000.0544860478
54978.9244533002 mean 55000.0544860478 -1.4142784213 Standard Error 0.5470107249
54980.1518759502 standard deviation 14.9405042386 -1.3321243902 Median 54999.993476683
55010.2540523659 0.6826788544 Mode ERROR:#N/A
55022.857852805 1.5262782563 Standard Deviation 14.9505146278
54981.5645835551 -1.2375688395 Sample Variance 223.5178876365
55003.9006127928 0.257429514 Kurtosis 0.4046034946
54999.6759308702 -0.0253375101 Skewness -0.014238751
54990.7859435842 -0.6203634305 Range 106.2230749224
55011.5364997912 0.7685158118 Minimum 54945.9190638393
55004.2373109447 0.2799654436 Maximum 55052.1421387617
55011.0042860909 0.7328936071 Sum 41085040.7010777
54980.971981598 -1.2772329598 Count 747
54985.1974672096 -0.994412143
55004.6613578102 0.30834781 Kurtosis and skewness are low so possibility that the distribution be normal is high
55020.2713800616 1.3531600869
54987.2752477502 -0.8553418341
55017.0161739523 1.1352821587
55010.7746772721 0.7175253963
55003.4145200978 0.2248942871
54985.9844856494 -0.9417353105
55009.2727090946 0.616995444
55029.7554150809 1.9879468965
54999.5752706788 -0.0320749127
55005.9176212166 0.3924322148
55025.5152634382 1.7041444508
54979.9467956486 -1.3458508547
55010.7762317394 0.7176294401
54996.3668537338 -0.2468211417
54984.9106031953 -1.0136125669
55029.5075267253 1.9713551971 Histogram is very close to normal distrbution
54998.5310845137 -0.1019645328 max is at the center and we have very close to symmetry with respect to the max
54993.4241397751 -0.4437832999
55017.1309997715 1.1429676971
54998.5666871387 -0.0995815727
55008.5907970463 0.5713536078
54977.155290194 -1.5326923033
55006.3244864603 0.4196645784
55010.5032765349 0.6993599627
54983.2285242473 -1.1261977194
55011.7298320744 0.7814559563
54991.2599330937 -0.5886382958
55020.4513666346 1.3652069743
54989.2344895813 -0.7242055752
55009.3133428521 0.6197151486
54996.002458188 -0.2712109173
55016.6110000492 1.1081630002
55015.204498485 1.0140228332
54979.1078437341 -1.4020037061
55015.5047543259 1.0341196007
54994.8131884037 -0.3508112953
55009.0584268812 0.6026530758
54992.1936164508 -0.5261448658
54983.1600903501 -1.130778147
55028.5225086822 1.9054258263
54988.0163948266 -0.8057352703
54987.8524766672 -0.8167066644
55001.1071592655 0.0704576767
55015.6310891176 1.0425754594
55007.8161342661 0.519503766
54998.6193363591 -0.0960576474
54980.423802139 -1.313923787
55009.5724646771 0.6370587282
55003.2015325873 0.2106385761
55015.4345295583 1.0294193064
55008.9625056621 0.5962328628
55012.8097456987 0.8537368918
55017.7387036119 1.1836426189
55008.5487224015 0.5685374615
55021.2396848412 1.4179708031
54985.5102648099 -0.9734759286
55033.3395412199 2.2278401479
55011.2061882294 0.7464073504
54984.4688015752 -1.0431832971
55015.5250536932 1.0354782809
54992.8284149226 -0.4836564422
55011.2163736413 0.7470890818
55018.2812084603 1.2199536322
54980.8742423512 -1.2837748573
54982.7841783055 -1.1559387465
54996.9616970092 -0.2070070052
55002.9847201928 0.1961268574
55005.4115623101 0.3585606066
54972.3712344385 -1.8528994181
54972.3776168025 -1.8524722328
54992.1793825625 -0.5270975704
55011.3422392764 0.7555135388
54986.7859971649 -0.8880884253
55003.6678226393 0.2418483696
55017.2491790288 1.1508776884
55018.0692237607 1.2057650415
55013.0981039607 0.8730373289
55048.6363617598 3.2516891623
54999.1606741877 -0.0598247453
55008.426487692 0.5603560302
55005.1671803787 0.3422035996
55006.6140920093 0.4390484991
54999.7550647036 -0.0200409129
55008.698132121 0.5785377746
54997.0162859416 -0.2033532508
54987.9064687216 -0.8130928603
55005.1039401951 0.3379707985
55018.1579014222 1.2117004276
54987.6176934859 -0.8324212064
55013.3453248593 0.889584354
54955.4117488571 -2.9880341706
55014.8599005367 0.9909581532
55002.0584755525 0.1341313166
54996.4322974013 -0.2424408567
54972.6215721613 -1.8361437772
54985.4528640098 -0.9773178873
55010.3157195177 0.6868063692
54983.2046705258 -1.1277943002
54998.6462368511 -0.0942571398
54980.3720364515 -1.3173885755
54995.3781171299 -0.3129994037
54999.8354292042 -0.0146619445
55013.1332251391 0.8753880647
55007.5676826263 0.5028743648
55012.909999566 0.8604470982
54981.3081561057 -1.2547320788
55005.4926418009 0.3639874308
55007.0241619671 0.4664953611
54988.6368845481 -0.7642045621
55026.9227344714 1.7983495065
55000.2659391299 0.0141530084
54996.1632441239 -0.2604491697
54999.863985617 -0.0127506025
54981.5187889905 -1.240633968
55017.5341777565 1.1699532646
54986.9654624543 -0.8760764285
55005.2572731608 0.3482337028
55005.4931370686 0.3640205802
54995.5566994159 -0.3010465082
55017.4708710978 1.1657160141
55009.3504528084 0.6221989976
54995.4454668841 -0.3084915402
54981.4613709007 -1.2444770839
54989.157455267 -0.7293616472
54993.6092103907 -0.4313961265
54988.6918597432 -0.7605249544
54980.689449195 -1.2961434597
55024.4557287272 1.6332275196
54968.263862714 -2.127814619
54999.8475935779 -0.0138477568
55012.1784473489 0.811482739
55005.936613524 0.3937034107
55024.0985437376 1.609320362
55021.7352222686 1.4511381861
54951.8905396539 -3.2237162565
54991.4137281382 -0.5783444636
54999.5598540269 -0.0331067823
54993.9478331968 -0.4087313757
54996.2264697292 -0.2562173443
54983.6733812231 -1.0964224877
54975.9169368648 -1.6155779482
54985.7150683417 -0.9597679889
55010.7444865375 0.7155046656
55001.5876497941 0.1026179386
55011.4014549798 0.7594769729
55014.042084581 0.9362199769
54989.6168606306 -0.6986126606
54988.6693108156 -0.7620342025
54983.9224762381 -1.079750024
54994.3575820211 -0.3813060079
55017.5345528199 1.1699783684
54987.133418889 -0.864834744
55001.1989170762 0.0765992238
55008.1780547538 0.5437278807
54981.6596319234 -1.2312070483
54984.4181256869 -1.0465751431
55015.9980357074 1.0671359818
54982.8082111972 -1.1543301735
55003.7468980655 0.2471410575
54973.324245164 -1.7891123657
55001.6547753494 0.107110796
55011.2497405621 0.7493224014
54984.5089446186 -1.0404964371
54976.434391098 -1.5809436263
55014.3271749383 0.9553016861
55008.2076018504 0.5457055312
54987.9608743599 -0.8094513742
55016.4746706897 1.0990381837
54999.5307403212 -0.0350554251
55005.5707689203 0.3692166465
54988.0202017381 -0.8054804655
54991.4386527709 -0.5766762045
54977.5384766255 -1.5070448134
54988.500696033 -0.7733199516
54985.2486237016 -0.9909881293
55015.3062747612 1.0208349377
55003.5604769889 0.234663495
55000.6110743914 0.0372536519
54999.9879493646 -0.0044534429
54982.1250994607 -1.2000523075
54987.3232187537 -0.8521310319
54984.3655879663 -1.0500916054
54990.3242912562 -0.6512628112
54999.9737320207 -0.0054050403
55003.9359777185 0.2597965643
54981.0445212838 -1.272377723
54994.9534399127 -0.3414239609
54996.8899697016 -0.2118078678
54977.688626616 -1.4969949524
55004.4119812385 0.2916565011
54987.8617282753 -0.8160874344
54973.1077561966 -1.8036024368
54991.109890254 -0.598680985
54981.2461327887 -1.2588834325
54979.6994864043 -1.362403793
54989.2500823382 -0.7231619186
54990.3962143055 -0.6464488472
54968.5181110435 -2.1107972329
55004.3938802997 0.2904449664
54987.9831077174 -0.8079632479
55027.6197692304 1.8450035382
54998.7810835479 -0.0852315611
55002.2752575075 0.1486409979
55015.2109911291 1.0144573998
54988.6331944347 -0.7644515493
55003.139205144 0.2064668666
54978.3771770145 -1.4509087971
55018.8505284973 1.2580594436
54994.1216767102 -0.3970956564
54985.171714365 -0.9961358362
54988.6630730913 -0.7624517068
55000.6087628577 0.037098936
54994.0284585665 -0.4033349467
55007.8426110969 0.5212759171
55017.0513584391 1.1376371319
54999.6812934934 -0.0249785783
54951.7934280737 -3.2302161429
55008.1841853092 0.5441382119
54978.9435335568 -1.4130013388
55003.3032683957 0.217447972
54977.3736506948 -1.5180769665
54985.3659749483 -0.9831335586
55008.8502739128 0.5887209511
54986.4874503562 -0.9080708037
55018.7145234104 1.2489563314
55008.5364245768 0.5677143417
55012.9483222922 0.8630121205
54994.437937251 -0.3759276599
54993.9231550524 -0.4103831368
54988.8603674976 -0.7492463689
55028.6392212607 1.9132376496
55011.6039457491 0.7730301144
54999.993476683 -0.0040834877
54960.6970527931 -2.6342774398
55007.7318355198 0.5138614701
55040.1732469901 2.6852347352
55010.5982083953 0.7057139558
55003.3420772619 0.2200455327
55001.1287160176 0.0719005164
55010.900699324 0.7259603226
55014.7441613116 0.9832114786
54997.4919163721 -0.1715182858
55016.127054 1.0757714529
55003.6328344325 0.2395065339
55011.9141446447 0.793792392
54996.9014402228 -0.2110401212
54987.9431309157 -0.810638981
54995.1309042228 -0.3295458939
55016.2938056098 1.0869324959
55005.9684707138 0.3958356808
55006.7025465262 0.4449689497
54998.3092135933 -0.1168148294
55005.2045812081 0.3447069174
54997.683985837 -0.1586626645
55015.4770378085 1.0322644748
55024.3236960724 1.6243902908
55004.0333729788 0.2663154381
55014.9066660775 0.9940882712
54994.6000540344 -0.3650768358
54962.4397376115 -2.5176358064
54991.6552371186 -0.5621797494
54985.1932873338 -0.9946919111
55021.4085438306 1.4292728975
55017.2596089964 1.1515757885
54994.9117860684 -0.3442119421
55001.3627269164 0.0875633679
54983.8743360059 -1.082972153
54993.399390238 -0.4454398395
54993.9232493761 -0.4103768235
54987.9091055771 -0.8129163699
54982.5086683945 -1.1743792159
54979.2734380597 -1.3909201227
55008.0549548787 0.535488542
54996.5182024578 -0.2366910469
55015.5456392103 1.0368561138
55013.0327094367 0.8686603331
55005.2869878962 0.3502225738
55004.917607521 0.3254991529
54995.4081866588 -0.3109867856
55001.2635403632 0.0809245991
54993.1097135456 -0.4648285219
54990.7062493663 -0.6256975355
54990.3522603507 -0.6493907797
54991.891510463 -0.5463654676
55021.0781078175 1.4071561062
54983.5542598397 -1.1043955374
55016.1211788816 1.0753782187
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54991.1780141099 …
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