rownames,male,educ,wage,swage,exper,pexper,lwage,expersq,highgrad,college,grad,polytech,highdrop,lswage,pexpersq,mleeduc,mleeduc0
1,0,12,20400,11250,6,0,9.923290252685547,36,1,0,0,0,0,9.328123092651367,0,0,0
2,0,12,23850,12750,12,3,10.07953929901123,144,1,0,0,0,0,9.453286170959473,9,0,0
3,0,12,22800,11250,12,0,10.034515380859375,144,1,0,0,0,0,9.328123092651367,0,0,0
4,0,12,20700,11250,12,0,9.937889099121094,144,1,0,0,0,0,9.328123092651367,0,0,0
5,0,12,21300,11250,12,1,9.966462135314941,144,1,0,0,0,0,9.328123092651367,1,0,0
6,0,12,24300,15000,12,21,10.098231315612793,144,1,0,0,0,0,9.615805625915527,441,0,0
7,0,12,19650,13950,12,23,9.885832786560059,144,1,0,0,0,0,9.543234825134277,529,0,0
8,1,17,60000,32490,12,3,11.002099990844727,144,0,0,1,0,0,10.388688087463379,9,17,3
9,1,15,30300,15750,12,10,10.318902969360352,144,0,0,0,1,0,9.664595603942871,100,15,1
10,1,19,61250,33000,12,2,11.022719383239746,144,0,0,1,0,0,10.40426254272461,4,19,5
11,1,19,36000,19500,12,4,10.491273880004883,144,0,0,1,0,0,9.878170013427734,16,19,5
12,0,12,16200,10200,12,31,9.692766189575195,144,1,0,0,0,0,9.230142593383789,961,0,0
13,0,12,22800,11250,12,0,10.034515380859375,144,1,0,0,0,0,9.328123092651367,0,0,0
14,0,16,43500,19500,12,2,10.680516242980957,144,0,1,0,0,0,9.878170013427734,4,0,0
15,1,8,30300,15750,12,27,10.318902969360352,144,0,0,0,0,1,9.664595603942871,729,8,-6
16,1,15,31950,15750,12,12,10.371927261352539,144,0,0,0,1,0,9.664595603942871,144,15,1
17,1,15,35250,13500,12,1,10.470220565795898,144,0,0,0,1,0,9.510444641113281,1,15,1
18,1,15,37800,15000,12,6,10.540064811706543,144,0,0,0,1,0,9.615805625915527,36,15,1
19,1,15,31200,15750,12,8,10.348173141479492,144,0,0,0,1,0,9.664595603942871,64,15,1
20,1,15,29400,16500,12,12,10.288749694824219,144,0,0,0,1,0,9.711115837097168,144,15,1
21,1,19,70000,35040,12,13,11.156250953674316,144,0,0,1,0,0,10.464245796203613,169,19,5
22,1,15,33900,15750,12,17,10.431170463562012,144,0,0,0,1,0,9.664595603942871,289,15,1
23,1,15,27150,16500,12,14,10.209132194519043,144,0,0,0,1,0,9.711115837097168,196,15,1
24,0,12,22200,13800,12,34,10.007847785949707,144,1,0,0,0,0,9.532423973083496,1156,0,0
25,0,15,31350,11100,12,8,10.3529691696167,144,0,0,0,1,0,9.31470012664795,64,0,0
26,0,12,20850,13500,12,31,9.945109367370605,144,1,0,0,0,0,9.510444641113281,961,0,0
27,1,16,33300,17490,12,21,10.413312911987305,144,0,1,0,0,0,9.769384384155273,441,16,2
28,1,8,26250,16050,12,17,10.175421714782715,144,0,0,0,0,1,9.683464050292969,289,8,-6
29,1,15,31950,15750,12,10,10.371927261352539,144,0,0,0,1,0,9.664595603942871,100,15,1
30,1,19,66250,34980,12,17,11.101190567016602,144,0,0,1,0,0,10.462532043457031,289,19,5
31,1,18,86250,45000,11,9,11.365005493164062,121,0,0,1,0,0,10.714417457580566,81,18,4
32,1,12,30750,15000,11,10,10.33364486694336,121,1,0,0,0,0,9.615805625915527,100,12,-2
33,1,12,33540,15750,11,8,10.420494079589844,121,1,0,0,0,0,9.664595603942871,64,12,-2
34,1,16,34950,20250,11,10,10.461673736572266,121,0,1,0,0,0,9.915909767150879,100,16,2
35,1,15,40350,16500,11,14,10.6053466796875,121,0,0,0,1,0,9.711115837097168,196,15,1
36,1,12,30270,15750,11,14,10.317912101745605,121,1,0,0,0,0,9.664595603942871,196,12,-2
37,1,15,32400,15000,11,11,10.385913848876953,121,0,0,0,1,0,9.615805625915527,121,15,1
38,0,12,20400,11250,11,0,9.923290252685547,121,1,0,0,0,0,9.328123092651367,0,0,0
39,0,8,24150,12750,11,17,10.092040061950684,121,0,0,0,0,1,9.453286170959473,289,0,0
40,0,15,23850,13500,11,21,10.07953929901123,121,0,0,0,1,0,9.510444641113281,441,0,0
41,0,12,29700,13500,11,5,10.29890251159668,121,1,0,0,0,0,9.510444641113281,25,0,0
42,0,8,21600,13500,11,40,9.980448722839355,121,0,0,0,0,1,9.510444641113281,1600,0,0
43,0,12,24450,15750,11,15,10.104385375976562,121,1,0,0,0,0,9.664595603942871,225,0,0
44,1,15,28050,16500,11,15,10.241744041442871,121,0,0,0,1,0,9.711115837097168,225,15,1
45,1,16,100000,44100,11,22,11.512925148010254,121,0,1,0,0,0,10.694214820861816,484,16,2
46,1,15,49000,20550,11,15,10.799575805664062,121,0,0,0,1,0,9.93061637878418,225,15,1
47,0,12,16350,10200,11,28,9.701983451843262,121,1,0,0,0,0,9.230142593383789,784,0,0
48,1,16,70000,21750,11,3,11.156250953674316,121,0,1,0,0,0,9.9873685836792,9,16,2
49,1,19,55000,34980,11,22,10.915088653564453,121,0,0,1,0,0,10.462532043457031,484,19,5
50,1,15,28500,14250,11,3,10.257658958435059,121,0,0,0,1,0,9.564512252807617,9,15,1
51,1,12,28800,18000,11,37,10.2681303024292,121,1,0,0,0,0,9.798127174377441,1369,12,-2
52,1,19,90625,31250,11,3,11.414484977722168,121,0,0,1,0,0,10.349774360656738,9,19,5
53,1,16,43650,19500,11,3,10.683959007263184,121,0,1,0,0,0,9.878170013427734,9,16,2
54,1,19,75000,42510,11,9,11.22524356842041,121,0,0,1,0,0,10.65749454498291,81,19,5
55,1,15,31650,14250,11,2,10.362493515014648,121,0,0,0,1,0,9.564512252807617,4,15,1
56,1,19,61875,28740,11,5,11.03287124633789,121,0,0,1,0,0,10.266045570373535,25,19,5
57,0,12,21750,11250,11,0,9.9873685836792,121,1,0,0,0,0,9.328123092651367,0,0,0
58,0,12,24300,10950,16,1,10.098231315612793,256,1,0,0,0,0,9.301095008850098,1,0,0
59,0,12,24750,14250,16,34,10.116580963134766,256,1,0,0,0,0,9.564512252807617,1156,0,0
60,0,12,22950,11250,16,0,10.041072845458984,256,1,0,0,0,0,9.328123092651367,0,0,0
61,0,8,25050,10950,16,1,10.128628730773926,256,0,0,0,0,1,9.301095008850098,1,0,0
62,1,15,25950,17100,16,7,10.16392707824707,256,0,0,0,1,0,9.746833801269531,49,15,1
63,1,15,31650,15750,16,11,10.362493515014648,256,0,0,0,1,0,9.664595603942871,121,15,1
64,1,12,24150,14100,16,23,10.092040061950684,256,1,0,0,0,0,9.553930282592773,529,12,-2
65,1,19,72500,28740,16,2,11.191341400146484,256,0,0,1,0,0,10.266045570373535,4,19,5
66,1,19,68750,27480,16,1,11.138232231140137,256,0,0,1,0,0,10.221213340759277,1,19,5
67,0,8,16200,9750,16,0,9.692766189575195,256,0,0,0,0,1,9.185022354125977,0,0,0
68,0,12,20100,11250,16,4,9.908474922180176,256,1,0,0,0,0,9.328123092651367,16,0,0
69,0,8,24000,10950,16,1,10.085808753967285,256,0,0,0,0,1,9.301095008850098,1,0,0
70,0,12,25950,10950,16,0,10.16392707824707,256,1,0,0,0,0,9.301095008850098,0,0,0
71,0,12,24600,10050,16,8,10.110501289367676,256,1,0,0,0,0,9.215328216552734,64,0,0
72,0,12,28500,10500,16,1,10.257658958435059,256,1,0,0,0,0,9.259130477905273,1,0,0
73,1,17,40200,19500,16,29,10.601622581481934,256,0,0,1,0,0,9.878170013427734,841,17,3
74,1,8,30000,15000,16,25,10.308952331542969,256,0,0,0,0,1,9.615805625915527,625,8,-6
75,0,12,22050,10950,16,1,10.001068115234375,256,1,0,0,0,0,9.301095008850098,1,0,0
76,1,15,57000,27000,17,25,10.950806617736816,289,0,0,0,1,0,10.203592300415039,625,15,1
77,1,16,40200,18750,17,6,10.601622581481934,289,0,1,0,0,0,9.838949203491211,36,16,2
78,0,8,21900,13200,17,33,9.994241714477539,289,0,0,0,0,1,9.487972259521484,1089,0,0
79,1,15,45000,21000,17,24,10.714417457580566,289,0,0,0,1,0,9.952278137207031,576,15,1
80,1,15,32100,13500,17,12,10.376611709594727,289,0,0,0,1,0,9.510444641113281,144,15,1
81,1,15,36000,18750,17,20,10.491273880004883,289,0,0,0,1,0,9.838949203491211,400,15,1
82,0,12,21900,9750,17,0,9.994241714477539,289,1,0,0,0,0,9.185022354125977,0,0,0
83,0,15,27900,12750,17,20,10.236381530761719,289,0,0,0,1,0,9.453286170959473,400,0,0
84,0,16,30300,16500,17,25,10.318902969360352,289,0,1,0,0,0,9.711115837097168,625,0,0
85,1,8,28350,12000,17,5,10.252382278442383,289,0,0,0,0,1,9.392662048339844,25,8,-6
86,1,15,27750,14250,17,6,10.23099136352539,289,0,0,0,1,0,9.564512252807617,36,15,1
87,0,15,35100,16800,17,24,10.465956687927246,289,0,0,0,1,0,9.729134559631348,576,0,0
88,1,12,27300,13500,17,11,10.214641571044922,289,1,0,0,0,0,9.510444641113281,121,12,-2
89,1,12,40800,15000,17,4,10.616436958312988,289,1,0,0,0,0,9.615805625915527,16,12,-2
90,1,15,46000,14250,17,8,10.736396789550781,289,0,0,0,1,0,9.564512252807617,64,15,1
91,1,16,103750,27510,17,12,11.549739837646484,289,0,1,0,0,0,10.222305297851562,144,16,2
92,1,12,42300,14250,17,18,10.652542114257812,289,1,0,0,0,0,9.564512252807617,324,12,-2
93,1,18,78250,27480,16,8,11.267663955688477,256,0,0,1,0,0,10.221213340759277,64,18,4
94,1,16,60625,22500,16,8,11.012462615966797,256,0,1,0,0,0,10.021270751953125,64,16,2
95,1,14,39900,15750,16,10,10.594131469726562,256,0,0,0,1,0,9.664595603942871,100,14,0
96,1,19,97000,35010,16,12,11.482466697692871,256,0,0,1,0,0,10.46338939666748,144,19,5
97,1,15,27450,15750,16,8,10.220121383666992,256,0,0,0,1,0,9.664595603942871,64,15,1
98,1,15,31650,13500,16,3,10.362493515014648,256,0,0,0,1,0,9.510444641113281,9,15,1
99,1,19,91250,29490,16,4,11.421358108520508,256,0,0,1,0,0,10.2918062210083,16,19,5
100,0,12,25200,14400,16,14,10.134599685668945,256,1,0,0,0,0,9.574983596801758,196,0,0
101,0,12,21000,11550,16,19,9.952278137207031,256,1,0,0,0,0,9.354440689086914,361,0,0
102,1,12,30450,15000,16,9,10.323841094970703,256,1,0,0,0,0,9.615805625915527,81,12,-2
103,1,15,28350,18000,16,26,10.252382278442383,256,0,0,0,1,0,9.798127174377441,676,15,1
104,1,16,54875,27480,16,12,10.912813186645508,256,0,1,0,0,0,10.221213340759277,144,16,2
105,1,14,37800,16500,16,10,10.540064811706543,256,0,0,0,1,0,9.711115837097168,100,14,0
106,1,15,33450,14100,16,15,10.417806625366211,256,0,0,0,1,0,9.553930282592773,225,15,1
107,1,15,30300,16500,16,3,10.318902969360352,256,0,0,0,1,0,9.711115837097168,9,15,1
108,0,12,31500,18750,16,36,10.357743263244629,256,1,0,0,0,0,9.838949203491211,1296,0,0
109,0,12,31650,14250,16,8,10.362493515014648,256,1,0,0,0,0,9.564512252807617,64,0,0
110,0,12,25200,14100,16,10,10.134599685668945,256,1,0,0,0,0,9.553930282592773,100,0,0
111,0,16,37800,15750,16,1,10.540064811706543,256,0,1,0,0,0,9.664595603942871,1,0,0
112,0,15,18750,10500,16,9,9.838949203491211,256,0,0,0,1,0,9.259130477905273,81,0,0
113,0,15,32550,13500,16,4,10.390532493591309,256,0,0,0,1,0,9.510444641113281,16,0,0
114,0,12,33300,15000,16,1,10.413312911987305,256,1,0,0,0,0,9.615805625915527,1,0,0
115,0,16,38550,16500,16,0,10.559711456298828,256,0,1,0,0,0,9.711115837097168,0,0,0
116,1,12,27450,15000,16,30,10.220121383666992,256,1,0,0,0,0,9.615805625915527,900,12,-2
117,1,15,24300,15000,16,33,10.098231315612793,256,0,0,0,1,0,9.615805625915527,1089,15,1
118,1,12,30750,15000,16,36,10.33364486694336,256,1,0,0,0,0,9.615805625915527,1296,12,-2
119,0,12,19650,9750,16,40,9.885832786560059,256,1,0,0,0,0,9.185022354125977,1600,0,0
120,1,17,68750,27510,15,7,11.138232231140137,225,0,0,1,0,0,10.222305297851562,49,17,3
121,1,20,59375,30000,15,1,10.991628646850586,225,0,0,1,0,0,10.308952331542969,1,20,6
122,1,15,31500,15750,15,4,10.357743263244629,225,0,0,0,1,0,9.664595603942871,16,15,1
123,1,12,27300,17250,15,30,10.214641571044922,225,1,0,0,0,0,9.75556755065918,900,12,-2
124,1,15,27000,15750,15,15,10.203592300415039,225,0,0,0,1,0,9.664595603942871,225,15,1
125,0,12,26250,10950,15,0,10.175421714782715,225,1,0,0,0,0,9.301095008850098,0,0,0
126,0,8,20100,13200,15,16,9.908474922180176,225,0,0,0,0,1,9.487972259521484,256,0,0
127,0,12,22350,13500,15,5,10.014581680297852,225,1,0,0,0,0,9.510444641113281,25,0,0
128,0,15,35550,13350,15,6,10.4786958694458,225,0,0,0,1,0,9.499271392822266,36,0,0
129,0,12,28500,13950,15,6,10.257658958435059,225,1,0,0,0,0,9.543234825134277,36,0,0
130,0,12,24450,13200,15,19,10.104385375976562,225,1,0,0,0,0,9.487972259521484,361,0,0
131,1,12,26700,13500,15,7,10.192419052124023,225,1,0,0,0,0,9.510444641113281,49,12,-2
132,1,18,43950,23250,15,32,10.690808296203613,225,0,0,1,0,0,10.054059982299805,1024,18,4
133,0,15,26550,14250,15,11,10.186784744262695,225,0,0,0,1,0,9.564512252807617,121,0,0
134,1,12,27600,15000,15,13,10.225570678710938,225,1,0,0,0,0,9.615805625915527,169,12,-2
135,1,12,25800,15000,15,25,10.158129692077637,225,1,0,0,0,0,9.615805625915527,625,12,-2
136,1,16,42300,26250,15,22,10.652542114257812,225,0,1,0,0,0,10.175421714782715,484,16,2
137,0,12,26700,12900,15,3,10.192419052124023,225,1,0,0,0,0,9.464982986450195,9,0,0
138,0,12,20850,12000,15,28,9.945109367370605,225,1,0,0,0,0,9.392662048339844,784,0,0
139,1,15,35250,15000,15,9,10.470220565795898,225,0,0,0,1,0,9.615805625915527,81,15,1
140,1,15,26700,15000,15,10,10.192419052124023,225,0,0,0,1,0,9.615805625915527,100,15,1
141,0,12,26550,13050,15,2,10.186784744262695,225,1,0,0,0,0,9.476543426513672,4,0,0
142,0,12,27750,12000,15,2,10.23099136352539,225,1,0,0,0,0,9.392662048339844,4,0,0
143,0,16,25050,12750,15,21,10.128628730773926,225,0,1,0,0,0,9.453286170959473,441,0,0
144,1,16,66000,47490,15,26,11.097410202026367,225,0,1,0,0,0,10.768274307250977,676,16,2
145,1,16,52650,19500,15,3,10.871421813964844,225,0,1,0,0,0,9.878170013427734,9,16,2
146,1,16,45625,23250,15,10,10.728211402893066,225,0,1,0,0,0,10.054059982299805,100,16,2
147,1,15,30900,15000,15,4,10.33851146697998,225,0,0,0,1,0,9.615805625915527,16,15,1
148,0,15,29400,16500,15,4,10.288749694824219,225,0,0,0,1,0,9.711115837097168,16,0,0
149,0,15,33300,13500,15,4,10.413312911987305,225,0,0,0,1,0,9.510444641113281,16,0,0
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151,0,12,18150,9750,15,13,9.806426048278809,225,1,0,0,0,0,9.185022354125977,169,0,0
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