library(wooldridge)
attach(mroz)
names(mroz)
## [1] "inlf" "hours" "kidslt6" "kidsge6" "age" "educ"
## [7] "wage" "repwage" "hushrs" "husage" "huseduc" "huswage"
## [13] "faminc" "mtr" "motheduc" "fatheduc" "unem" "city"
## [19] "exper" "nwifeinc" "lwage" "expersq"
MCO1<-lm(lwage~educ+exper+expersq, data=mroz)
MES1<-lm(educ~exper+expersq+motheduc+fatheduc, data =mroz) #MES=Modelo de ecuaciones simultaneas
summary(MES1)
##
## Call:
## lm(formula = educ ~ exper + expersq + motheduc + fatheduc, data = mroz)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7.4990 -1.1214 0.0277 0.9584 6.6078
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 8.3667162 0.2667111 31.370 < 2e-16 ***
## exper 0.0853780 0.0255485 3.342 0.000874 ***
## expersq -0.0018564 0.0008276 -2.243 0.025182 *
## motheduc 0.1856173 0.0259869 7.143 2.17e-12 ***
## fatheduc 0.1845745 0.0244979 7.534 1.42e-13 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.964 on 748 degrees of freedom
## Multiple R-squared: 0.2624, Adjusted R-squared: 0.2584
## F-statistic: 66.52 on 4 and 748 DF, p-value: < 2.2e-16
mroz$educpred=MES1$fitted.values
mroz
## inlf hours kidslt6 kidsge6 age educ wage repwage hushrs husage huseduc
## 1 1 1610 1 0 32 12 3.3540 2.65 2708 34 12
## 2 1 1656 0 2 30 12 1.3889 2.65 2310 30 9
## 3 1 1980 1 3 35 12 4.5455 4.04 3072 40 12
## 4 1 456 0 3 34 12 1.0965 3.25 1920 53 10
## 5 1 1568 1 2 31 14 4.5918 3.60 2000 32 12
## 6 1 2032 0 0 54 12 4.7421 4.70 1040 57 11
## 7 1 1440 0 2 37 16 8.3333 5.95 2670 37 12
## 8 1 1020 0 0 54 12 7.8431 9.98 4120 53 8
## 9 1 1458 0 2 48 12 2.1262 0.00 1995 52 4
## 10 1 1600 0 2 39 12 4.6875 4.15 2100 43 12
## 11 1 1969 0 1 33 12 4.0630 4.30 2450 34 12
## 12 1 1960 0 1 42 11 4.5918 4.58 2375 47 14
## 13 1 240 1 2 30 12 2.0833 0.00 2830 33 16
## 14 1 997 0 2 43 12 2.2668 3.50 3317 46 12
## 15 1 1848 0 1 43 10 3.6797 3.38 2024 45 17
## 16 1 1224 0 3 35 11 1.3472 0.00 1694 38 12
## 17 1 1400 0 2 43 12 3.2143 4.00 2156 45 12
## 18 1 640 0 5 39 12 5.1750 2.25 2250 40 12
## 19 1 2000 0 0 45 12 2.0000 2.30 2024 51 11
## 20 1 1324 0 4 35 12 7.5529 3.94 2123 40 10
## 21 1 2215 0 2 42 16 3.5052 3.30 4160 48 16
## 22 1 1680 0 0 30 12 3.5714 3.80 2000 35 12
## 23 1 1600 0 0 48 13 3.2500 3.26 2420 52 17
## 24 1 800 0 0 45 12 3.2500 2.20 1150 53 17
## 25 1 1955 1 1 31 12 2.1545 2.30 2024 31 12
## 26 1 660 0 2 43 17 3.7879 0.00 1904 43 17
## 27 1 525 0 0 59 12 4.0000 3.18 2448 53 16
## 28 1 1904 0 3 32 12 4.7269 6.07 2000 33 13
## 29 1 1516 1 0 31 17 7.2559 6.00 2390 30 17
## 30 1 346 0 0 42 12 5.8671 6.39 1920 47 10
## 31 1 1040 0 0 50 11 1.5385 0.00 1840 53 10
## 32 1 732 0 0 59 16 2.4590 2.50 3360 57 17
## 33 1 1880 0 2 36 13 5.8511 5.20 2284 35 13
## 34 1 1680 0 1 51 12 3.5714 3.29 1875 50 8
## 35 1 2081 0 3 45 16 3.8068 4.19 2140 47 17
## 36 1 690 0 1 42 11 2.4638 0.00 1896 44 8
## 37 1 4210 0 0 46 12 2.3753 4.63 1040 49 16
## 38 1 2205 0 1 46 10 4.5351 4.55 2200 52 12
## 39 1 1952 0 0 51 14 5.6183 5.60 1952 58 12
## 40 1 1302 0 0 30 17 14.6310 9.53 1560 30 17
## 41 1 112 1 2 30 12 2.6786 0.00 4030 33 16
## 42 1 893 0 0 57 12 3.9194 3.50 2570 58 12
## 43 1 583 1 2 31 16 2.5729 9.98 1530 34 16
## 44 1 480 0 2 48 12 4.5375 4.65 3149 48 8
## 45 1 1900 0 3 30 12 2.0000 2.23 2690 32 12
## 46 1 576 0 2 34 12 3.4722 3.84 3096 33 12
## 47 1 2056 0 2 48 16 2.0161 0.00 2552 53 16
## 48 1 1984 0 0 45 12 4.5716 4.82 2040 47 11
## 49 1 2640 0 0 51 12 2.2727 0.00 2180 50 13
## 50 1 240 0 2 30 12 2.6375 0.00 1864 37 12
## 51 1 1173 0 1 46 12 2.2899 2.50 2068 46 12
## 52 1 3640 0 0 58 12 1.0989 0.00 2010 58 12
## 53 1 340 0 8 37 12 1.1765 0.00 2152 40 10
## 54 1 500 0 0 52 8 1.6000 0.00 1496 54 11
## 55 1 1599 0 0 52 10 1.8762 2.80 2100 47 4
## 56 1 1830 0 0 31 16 4.0437 4.20 1960 35 14
## 57 1 1920 0 0 55 14 9.6354 8.75 1985 55 15
## 58 1 2052 0 0 34 17 8.0409 8.25 2020 33 17
## 59 1 2312 0 0 55 14 4.5990 5.58 2178 56 16
## 60 1 196 0 2 39 12 2.1429 2.50 3684 39 12
## 61 1 2500 0 3 40 14 4.4000 5.50 5010 42 13
## 62 1 1980 0 4 43 12 3.5354 3.75 1880 47 12
## 63 1 1840 0 0 48 8 2.7174 4.80 1904 56 8
## 64 1 320 0 0 47 12 6.2500 6.25 2083 47 12
## 65 1 419 0 4 41 12 11.9330 6.30 2125 44 12
## 66 1 1880 0 0 36 8 3.5931 3.75 1985 37 12
## 67 1 72 0 2 46 17 6.9444 0.00 2640 48 17
## 68 1 120 0 0 34 12 2.9167 0.00 2070 51 8
## 69 1 1885 0 3 41 12 3.0769 2.90 2107 48 8
## 70 1 240 0 1 51 12 3.7500 0.00 2250 54 10
## 71 1 1729 0 0 33 12 5.7259 4.76 2880 34 16
## 72 1 1850 0 0 52 12 3.6757 3.40 1848 53 12
## 73 1 2033 0 0 58 9 5.1648 4.32 1927 53 7
## 74 1 608 2 4 34 10 8.2237 3.00 1304 38 9
## 75 1 1153 0 1 31 12 4.3365 4.52 3000 35 12
## 76 1 2208 0 1 48 12 4.9819 5.31 1892 52 12
## 77 1 252 0 2 32 12 0.3571 0.00 3644 32 12
## 78 1 337 0 0 49 17 2.9674 0.00 1430 47 17
## 79 1 90 2 2 32 15 1.0000 0.00 2350 31 14
## 80 1 1174 0 0 58 12 2.5554 4.87 1948 59 16
## 81 1 372 0 0 50 6 0.8602 2.25 1804 42 12
## 82 1 30 0 0 60 14 1.0000 0.00 2326 51 12
## 83 1 1800 0 1 50 12 2.9261 0.00 1739 55 11
## 84 1 282 0 0 56 14 3.5461 2.50 1176 57 17
## 85 1 720 0 0 51 9 1.6264 2.20 1100 55 8
## 86 1 1440 0 1 54 17 8.3333 6.00 1528 58 17
## 87 1 2100 0 0 59 13 3.0952 2.95 2250 52 15
## 88 1 1000 0 2 46 9 2.7000 2.35 1927 47 10
## 89 1 952 0 1 46 15 5.2521 0.00 2414 47 16
## 90 1 1413 1 3 39 12 1.4154 2.20 768 49 8
## 91 1 2100 0 2 44 12 4.7986 4.85 1984 43 14
## 92 1 120 2 0 33 12 1.6667 2.37 2246 36 12
## 93 1 3000 1 2 33 12 1.1217 0.00 3024 30 17
## 94 1 1000 0 2 48 12 0.5000 0.00 2921 52 12
## 95 1 336 0 4 31 12 0.7143 0.00 2045 37 17
## 96 1 1216 0 1 45 12 2.7961 2.90 1928 44 12
## 97 1 988 0 1 45 12 4.8583 4.50 1920 44 10
## 98 1 2581 0 2 32 13 1.7435 2.60 2280 37 17
## 99 1 2030 0 0 47 12 2.4631 2.80 2300 47 17
## 100 1 413 0 2 34 13 2.4213 3.00 2480 35 13
## 101 1 782 0 1 37 12 1.5345 2.30 1135 34 10
## 102 1 1388 0 1 36 12 2.8818 1.87 1384 39 12
## 103 1 1450 1 2 47 12 2.4069 3.00 1848 50 14
## 104 1 1720 0 1 48 16 5.2326 4.68 2499 46 17
## 105 1 800 0 2 42 12 3.7500 2.50 2390 43 12
## 106 1 360 0 3 33 13 1.3889 0.00 2400 44 14
## 107 1 2000 0 0 46 11 4.0000 4.61 1920 53 8
## 108 1 1176 0 3 47 12 3.2313 3.35 2301 48 13
## 109 1 2058 0 1 44 12 3.4014 3.80 1944 43 10
## 110 1 900 0 4 36 12 1.3333 2.20 2100 37 17
## 111 1 215 2 0 31 17 9.3023 9.98 1920 32 16
## 112 1 2000 0 0 55 14 4.5000 4.37 2880 55 14
## 113 1 757 0 1 45 16 4.6235 4.50 1932 48 16
## 114 1 1264 0 0 47 17 3.9557 0.00 3234 48 17
## 115 1 2064 0 3 46 12 5.8140 6.00 2805 47 12
## 116 1 1280 0 0 49 11 0.5000 0.00 2272 52 9
## 117 1 1715 0 0 49 12 4.0816 3.75 2227 52 14
## 118 1 2000 0 2 45 12 6.0000 4.95 1720 49 6
## 119 1 12 1 3 38 17 3.6667 0.00 2300 38 13
## 120 1 1528 0 0 47 10 3.8613 2.95 3410 50 12
## 121 1 561 0 3 54 13 2.7629 2.53 2304 57 16
## 122 1 2058 0 0 41 11 2.9310 2.90 1984 42 12
## 123 1 1823 0 2 43 12 4.3884 4.20 1890 33 14
## 124 1 1680 1 1 31 16 5.4167 4.70 1970 32 12
## 125 1 1440 0 0 47 17 9.8611 7.10 2400 46 12
## 126 1 4950 0 2 35 12 0.1616 2.75 2504 37 12
## 127 1 1176 0 3 45 16 0.3826 3.75 2398 48 17
## 128 1 1100 1 0 33 12 3.6364 3.58 1960 39 12
## 129 1 1516 0 1 54 16 2.3747 2.40 2550 55 12
## 130 1 900 0 4 35 8 4.6667 3.95 2500 41 12
## 131 1 1080 1 2 31 12 1.8519 2.25 2164 37 10
## 132 1 480 0 0 55 12 5.2000 0.00 2640 60 12
## 133 1 288 0 2 34 12 3.2986 4.62 1936 36 12
## 134 1 1875 0 1 38 13 8.5333 8.50 2136 41 12
## 135 1 630 0 1 45 11 2.0635 0.00 1955 51 10
## 136 1 234 0 1 47 12 2.5641 2.50 1980 48 10
## 137 1 1600 0 2 39 12 2.1875 0.00 2550 42 11
## 138 1 960 1 0 36 14 6.2500 0.00 2058 37 13
## 139 1 120 1 2 33 12 3.3333 0.00 2263 32 14
## 140 1 2025 0 0 50 12 4.4444 4.80 1763 54 13
## 141 1 1809 0 0 58 12 6.6335 6.45 2096 59 14
## 142 1 3087 0 0 49 17 8.4224 9.98 2059 47 13
## 143 1 910 0 2 41 14 4.3956 0.00 1820 40 17
## 144 1 1840 0 1 51 12 2.4457 2.50 2832 53 8
## 145 1 784 0 0 53 9 1.2245 2.25 1990 60 10
## 146 1 400 1 2 36 12 1.6250 0.00 2000 40 7
## 147 1 1000 0 2 46 12 3.0000 5.50 1885 46 12
## 148 1 1904 0 2 36 12 4.7269 4.20 2860 37 12
## 149 1 1771 0 1 53 14 1.1293 9.98 1913 48 16
## 150 1 1486 0 3 40 16 7.4024 6.25 1800 54 16
## 151 1 740 0 2 42 17 4.4595 1.65 2880 45 16
## 152 1 1820 1 1 33 15 2.4725 0.00 1993 32 16
## 153 1 1275 0 3 43 12 1.8824 3.00 2250 47 14
## 154 1 450 1 0 31 16 4.0000 4.00 2286 30 16
## 155 1 1221 0 0 47 17 8.1900 5.99 1880 47 16
## 156 1 1550 0 0 54 17 7.0968 6.00 2350 58 17
## 157 1 180 1 3 33 12 1.6667 0.00 3640 33 11
## 158 1 2090 0 0 43 16 3.4450 3.85 1770 47 14
## 159 1 1960 0 1 46 13 4.2347 4.20 1875 49 13
## 160 1 1440 0 3 35 12 2.7778 4.10 2200 38 9
## 161 1 794 0 3 37 11 1.8892 3.85 2033 39 12
## 162 1 993 0 2 37 16 5.0352 8.30 2739 39 17
## 163 1 160 0 3 34 14 1.2500 0.00 1626 38 14
## 164 1 105 1 0 43 16 2.8571 0.00 2248 44 17
## 165 1 1200 0 0 46 12 4.1167 4.33 2140 48 12
## 166 1 450 0 3 35 9 1.7778 2.60 1985 42 12
## 167 1 996 0 0 46 17 13.5540 9.98 1528 59 17
## 168 1 1052 0 0 46 14 4.5627 4.90 1920 48 16
## 169 1 1128 0 2 43 12 2.1277 2.40 1918 46 10
## 170 1 1840 0 0 30 12 2.9891 3.75 2112 30 12
## 171 1 1910 0 2 41 11 2.5654 2.57 2144 46 9
## 172 1 980 0 1 54 12 5.6122 5.00 1920 54 15
## 173 1 2317 0 1 31 12 2.8054 3.87 2241 41 9
## 174 1 1089 0 0 44 10 1.6070 0.00 880 47 11
## 175 1 800 0 1 32 12 2.2500 0.00 2070 31 16
## 176 1 1230 0 0 47 5 2.0325 2.82 1050 53 5
## 177 1 1158 0 1 46 17 5.5320 8.10 2635 57 17
## 178 1 2272 0 0 37 11 1.5845 3.71 3000 47 8
## 179 1 528 0 2 51 12 3.7879 0.00 2500 50 11
## 180 1 1000 0 1 49 12 3.0000 0.00 1990 49 12
## 181 1 520 0 4 36 14 8.6538 0.00 2390 37 13
## 182 1 760 0 1 39 11 4.2105 3.95 1430 44 12
## 183 1 1920 0 2 48 12 4.6875 4.30 1800 50 8
## 184 1 1220 0 2 38 14 4.0984 4.84 2103 43 17
## 185 1 200 0 2 40 12 25.0000 3.00 1350 42 12
## 186 1 2480 1 5 39 10 2.6331 4.20 2880 36 17
## 187 1 2750 0 0 37 16 6.0000 9.00 2400 43 17
## 188 1 2014 0 1 49 13 5.4126 4.05 1135 47 12
## 189 1 1355 0 3 33 12 0.6642 1.00 2750 35 17
## 190 1 80 0 0 30 12 1.2500 0.00 2085 32 16
## 191 1 1670 0 0 54 12 2.2754 2.10 2600 56 8
## 192 1 520 0 4 39 11 3.4615 3.05 3542 40 12
## 193 1 288 0 3 43 12 4.1667 3.00 1975 43 12
## 194 1 2014 0 3 31 9 4.4687 4.26 2400 32 12
## 195 1 800 0 3 33 13 1.7500 0.00 3000 37 14
## 196 1 1984 0 3 40 12 3.6694 4.25 1960 39 14
## 197 1 1823 0 1 36 12 6.5826 6.00 2000 39 9
## 198 1 1500 0 0 51 12 2.6000 2.00 3000 51 12
## 199 1 2261 0 1 44 13 4.8651 5.50 2400 43 12
## 200 1 1728 0 3 42 16 5.7870 6.25 2450 48 14
## 201 1 1960 0 1 40 12 4.5408 5.00 2423 40 8
## 202 1 1578 1 1 34 16 9.5057 7.72 2000 33 16
## 203 1 1316 0 0 30 17 10.6380 7.00 2526 41 16
## 204 1 1530 0 0 54 12 1.1111 1.13 2695 53 12
## 205 1 2220 0 0 51 12 4.0541 4.37 2048 54 12
## 206 1 1336 0 2 44 9 2.6871 2.64 1920 46 11
## 207 1 1008 0 1 43 12 2.9762 2.50 2338 42 9
## 208 1 1944 0 1 34 12 3.1728 3.23 2945 37 8
## 209 1 2000 0 0 45 13 3.5500 3.45 2047 52 12
## 210 1 258 0 0 39 12 17.9070 0.00 1668 47 7
## 211 1 1785 0 0 50 12 3.4174 5.75 175 48 10
## 212 1 480 0 0 52 12 3.3333 0.00 1798 53 12
## 213 1 772 0 2 41 12 3.8860 7.50 1222 45 12
## 214 1 900 0 0 59 10 2.3111 2.22 1820 59 7
## 215 1 1428 0 0 52 12 1.7108 2.50 1560 60 8
## 216 1 210 0 0 46 16 2.1143 4.00 2210 49 12
## 217 1 239 1 5 41 12 9.9331 4.50 2874 48 16
## 218 1 1878 0 2 33 11 3.0277 3.50 2499 35 8
## 219 1 215 0 0 45 12 1.8605 2.30 3088 38 12
## 220 1 2340 1 2 36 10 0.1282 0.00 2020 37 8
## 221 1 1960 0 1 48 12 6.6327 6.30 1980 56 10
## 222 1 532 0 1 47 12 5.6391 3.60 1968 47 11
## 223 1 394 0 0 45 12 1.5990 2.50 2100 45 12
## 224 1 675 0 2 37 12 2.6667 3.00 2651 48 17
## 225 1 1515 0 4 46 16 7.9208 6.80 1918 49 14
## 226 1 1030 0 3 43 17 5.3398 5.80 2585 46 16
## 227 1 1250 0 2 42 12 4.0000 4.00 2250 46 17
## 228 1 1158 1 2 34 17 6.0449 5.10 2480 39 17
## 229 1 112 0 0 52 12 6.2500 0.00 2924 53 12
## 230 1 336 0 3 37 12 2.9762 2.20 1896 52 9
## 231 1 1984 0 1 37 12 4.2339 4.78 2332 40 12
## 232 1 716 0 0 52 8 3.4916 2.20 3482 59 7
## 233 1 1410 1 0 30 12 4.9645 1.28 2106 30 14
## 234 1 1300 0 1 31 13 2.7692 0.00 1160 32 12
## 235 1 1640 0 1 38 12 3.6585 3.25 2040 46 12
## 236 1 1202 0 3 43 12 5.3935 0.00 2856 48 16
## 237 1 489 0 1 49 8 0.6564 2.29 950 51 8
## 238 1 2076 0 0 55 12 4.7688 4.68 2068 58 10
## 239 1 526 0 2 38 17 8.5551 4.20 1896 42 17
## 240 1 1721 0 0 52 17 10.4590 9.50 2000 56 16
## 241 1 1327 0 0 48 12 2.6375 2.57 288 51 11
## 242 1 584 0 2 32 13 6.8493 4.32 2160 33 12
## 243 1 1376 0 1 32 12 5.0872 5.00 3120 33 17
## 244 1 1040 0 2 38 12 0.9615 0.00 1944 41 17
## 245 1 548 0 3 46 12 4.3066 3.69 2046 47 12
## 246 1 15 0 3 40 12 7.0667 0.00 2005 42 9
## 247 1 1980 0 4 31 9 2.5253 2.56 2070 36 10
## 248 1 1520 0 1 43 10 7.8947 5.00 3000 50 12
## 249 1 1880 0 0 51 12 4.1489 3.90 2640 51 12
## 250 1 1260 1 0 30 16 8.1746 8.17 2450 34 17
## 251 1 1092 0 0 52 13 9.5971 0.00 1000 53 15
## 252 1 1587 1 5 30 8 2.0164 2.30 2080 33 8
## 253 1 156 0 0 51 16 7.6218 0.00 2413 51 16
## 254 1 1939 0 2 31 13 3.1975 3.43 2570 31 12
## 255 1 1250 0 4 34 12 1.6000 1.36 2030 52 12
## 256 1 610 0 0 49 11 4.0984 4.00 4684 59 17
## 257 1 270 1 3 35 13 1.4815 5.00 2802 41 17
## 258 1 660 1 0 53 12 3.6364 3.15 2090 59 12
## 259 1 1000 0 3 32 12 1.0000 0.00 2053 46 16
## 260 1 1920 0 3 38 10 2.6042 2.93 1984 42 10
## 261 1 200 0 0 54 12 1.7500 0.00 2040 54 16
## 262 1 1500 0 1 47 17 4.8000 3.60 2794 58 8
## 263 1 868 0 1 45 15 5.5300 6.00 3290 47 14
## 264 1 2318 0 1 47 16 4.0984 4.20 1911 46 16
## 265 1 2000 0 0 59 10 1.2500 0.00 2000 60 12
## 266 1 60 0 1 32 11 1.6667 0.00 2580 31 12
## 267 1 1715 0 1 45 12 3.7901 3.38 2400 49 17
## 268 1 550 0 4 40 12 2.3636 2.26 1740 47 12
## 269 1 1960 0 2 47 14 10.2040 0.00 2500 50 12
## 270 1 44 1 2 36 16 6.8182 1.36 1840 37 17
## 271 1 1920 0 0 56 14 7.2146 6.92 2036 56 14
## 272 1 2540 0 1 41 8 2.4484 0.00 3536 43 11
## 273 1 156 0 3 48 7 1.1987 0.00 880 51 11
## 274 1 780 1 2 36 12 1.6410 0.00 2007 38 12
## 275 1 3120 0 0 41 12 1.7821 0.00 2632 44 13
## 276 1 2040 0 0 41 14 2.9412 2.80 2600 43 12
## 277 1 1610 0 3 36 12 4.9689 4.25 2156 36 13
## 278 1 215 0 3 37 12 1.8605 0.00 3625 41 12
## 279 1 1120 0 0 38 12 8.0357 0.00 2420 42 12
## 280 1 846 0 2 43 14 3.9716 4.20 2080 43 9
## 281 1 3225 0 0 54 16 3.0416 0.00 3443 59 17
## 282 1 1376 0 1 38 12 2.9070 3.75 2250 41 12
## 283 1 980 1 0 30 12 3.0612 3.60 2535 34 16
## 284 1 1838 0 0 49 12 4.8966 5.00 2352 48 15
## 285 1 1494 0 1 45 13 4.0161 2.50 3036 49 6
## 286 1 450 0 0 51 13 5.5556 3.50 2600 57 14
## 287 1 1976 0 0 34 10 1.2227 2.45 2223 39 7
## 288 1 2012 0 2 34 12 2.6839 3.61 2666 34 10
## 289 1 561 0 1 41 12 2.6738 3.25 2006 41 17
## 290 1 1715 0 1 49 12 9.3294 7.05 1710 49 17
## 291 1 1912 0 0 32 12 3.1381 3.60 1920 46 14
## 292 1 3686 0 0 32 14 0.5426 0.00 1647 39 14
## 293 1 1080 0 2 32 17 8.6111 4.65 3080 35 15
## 294 1 1799 0 0 47 10 3.6687 3.25 1920 48 10
## 295 1 1984 0 1 39 9 2.3185 2.30 2420 47 4
## 296 1 1839 0 0 49 12 2.8820 3.27 2205 53 15
## 297 1 1579 0 3 37 12 3.1666 0.00 3035 39 14
## 298 1 96 0 0 59 16 3.6458 0.00 2185 60 15
## 299 1 1920 0 0 50 12 6.2500 5.47 1880 56 12
## 300 1 1688 0 1 32 17 10.2490 9.80 1863 33 17
## 301 1 1589 0 0 46 12 3.2096 5.54 2456 48 16
## 302 1 345 0 2 43 17 7.6522 5.00 1847 46 17
## 303 1 1521 0 3 37 11 1.9724 2.30 2000 42 6
## 304 1 1490 0 2 32 16 4.6980 3.90 1856 35 14
## 305 1 989 0 1 39 11 2.1234 2.76 1880 43 14
## 306 1 600 0 2 34 13 2.3333 2.90 3020 35 12
## 307 1 2646 0 1 39 11 2.3896 0.00 2646 41 8
## 308 1 2149 0 3 45 8 1.2564 2.50 1640 48 9
## 309 1 320 0 0 50 11 1.0938 0.00 1950 54 11
## 310 1 1600 0 1 40 12 3.7500 3.30 1920 39 12
## 311 1 2419 0 1 30 10 3.3072 3.90 2025 34 12
## 312 1 2005 0 0 57 17 5.1352 5.25 2470 56 17
## 313 1 1960 0 1 39 12 6.6327 3.60 1800 43 12
## 314 1 2147 0 0 53 12 4.5645 4.90 1920 56 8
## 315 1 1207 0 1 48 17 11.8480 7.15 2039 53 17
## 316 1 2000 0 1 46 14 3.7500 3.75 2570 48 16
## 317 1 1260 0 0 47 12 4.3651 4.35 1914 54 12
## 318 1 90 0 1 43 12 3.9333 4.00 1516 47 10
## 319 1 1800 0 0 47 12 3.3333 3.25 2520 47 16
## 320 1 573 0 1 47 12 3.3159 2.20 2327 48 12
## 321 1 1825 0 0 47 12 3.5616 3.00 2188 50 12
## 322 1 75 0 0 46 12 1.6000 0.00 1864 48 12
## 323 1 1348 0 4 34 9 2.2255 2.30 2183 33 10
## 324 1 1880 0 0 48 10 4.7872 4.25 1920 55 12
## 325 1 1240 0 1 30 12 5.8065 6.90 1824 31 12
## 326 1 848 0 1 51 12 2.3585 2.30 2878 54 12
## 327 1 150 0 5 52 12 2.0000 0.00 2390 54 16
## 328 1 2000 0 2 37 12 1.9000 1.85 3120 39 13
## 329 1 1952 0 2 32 12 5.1230 3.25 2040 33 12
## 330 1 1456 0 2 36 17 5.4945 6.04 2151 35 15
## 331 1 1740 0 2 35 12 6.3218 5.50 1976 37 14
## 332 1 1400 0 0 45 17 7.1429 7.14 2286 51 16
## 333 1 2000 0 0 56 12 2.3750 2.70 2032 60 10
## 334 1 1750 0 2 40 10 2.5429 2.74 1680 45 4
## 335 1 1101 1 2 45 12 2.1798 2.30 1560 49 14
## 336 1 2000 0 2 32 12 2.6000 2.50 2895 30 12
## 337 1 1877 0 0 45 12 3.7294 3.60 1820 50 8
## 338 1 160 0 2 40 12 4.3750 1.85 2450 44 12
## 339 1 1886 0 1 38 12 4.4433 4.00 1748 42 8
## 340 1 1446 0 4 49 12 4.2877 4.40 1020 45 12
## 341 1 1500 0 1 47 16 1.6667 1.50 2342 49 17
## 342 1 860 0 0 52 13 3.2558 5.83 2250 53 12
## 343 1 1848 0 1 34 13 5.4113 6.00 2880 40 16
## 344 1 1678 0 2 44 12 2.2050 2.30 2032 46 12
## 345 1 160 0 3 36 16 4.0625 0.00 3120 42 16
## 346 1 108 0 0 50 17 0.6482 0.00 1760 57 16
## 347 1 1738 0 0 45 12 5.3826 6.18 1725 47 12
## 348 1 1170 0 2 44 14 0.1709 0.00 2080 46 13
## 349 1 15 0 2 57 12 23.4670 0.00 2040 57 10
## 350 1 2088 0 0 35 17 9.5785 9.98 2940 42 17
## 351 1 2490 0 0 46 12 3.6948 3.77 2280 52 12
## 352 1 135 2 1 30 14 2.2222 0.00 2164 35 16
## 353 1 1944 0 3 42 12 1.7490 2.30 1999 44 12
## 354 1 690 0 1 34 12 1.1594 2.25 1824 36 13
## 355 1 608 0 2 45 17 6.9901 3.00 2182 47 16
## 356 1 63 1 2 35 16 3.9683 0.00 2385 37 16
## 357 1 154 0 0 40 16 21.4290 8.13 2460 44 17
## 358 1 420 0 1 32 12 0.4762 2.85 2595 35 16
## 359 1 651 0 0 54 9 2.1505 1.44 2400 57 10
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## huswage faminc mtr motheduc fatheduc unem city exper nwifeinc
## 1 4.0288 16310 0.7215 12 7 5.0 0 14 10.91005993
## 2 8.4416 21800 0.6615 7 7 11.0 1 5 19.49998093
## 3 3.5807 21040 0.6915 12 7 5.0 0 15 12.03991032
## 4 3.5417 7300 0.7815 7 7 5.0 0 6 6.79999590
## 5 10.0000 27300 0.6215 12 14 9.5 1 7 20.10005760
## 6 6.7106 19495 0.6915 14 7 7.5 1 33 9.85905361
## 7 3.4277 21152 0.6915 14 7 5.0 0 11 9.15204811
## 8 2.5485 18900 0.6915 3 3 5.0 0 35 10.90003777
## 9 4.2206 20405 0.7515 7 7 3.0 0 24 17.30500031
## 10 5.7143 20425 0.6915 7 7 5.0 0 21 12.92500019
## 11 9.7959 32300 0.5815 12 3 5.0 0 15 24.29995346
## 12 8.0000 28700 0.6215 14 7 5.0 0 14 19.70007133
## 13 5.3004 15500 0.7215 16 16 5.0 0 0 15.00000763
## 14 4.3413 16860 0.7215 10 10 7.5 1 14 14.60000038
## 15 10.8700 31431 0.5815 7 7 7.5 1 6 24.63091469
## 16 9.1499 19180 0.7215 16 10 7.5 1 9 17.53102684
## 17 6.1224 18600 0.6915 10 7 7.5 1 20 14.09998035
## 18 6.1498 19151 0.7215 12 12 7.5 1 6 15.83899975
## 19 6.9170 18100 0.6915 7 7 5.0 1 23 14.10000038
## 20 4.7103 20300 0.6915 12 7 5.0 0 9 10.29996109
## 21 3.1310 30419 0.6215 10 16 7.5 0 5 22.65498161
## 22 4.0000 14090 0.7215 12 10 3.0 0 11 8.09004784
## 23 7.2227 22679 0.6615 7 3 5.0 1 18 17.47900009
## 24 7.9652 12160 0.7215 7 7 11.0 0 15 9.56000042
## 25 4.0884 12487 0.7515 12 7 5.0 1 4 8.27495289
## 26 14.1810 29850 0.5815 16 14 9.5 1 21 27.34998512
## 27 6.5359 18100 0.6915 3 7 9.5 1 31 16.00000000
## 28 8.5000 26000 0.6615 3 7 11.0 1 9 16.99998283
## 29 6.2762 26100 0.6215 12 12 5.0 0 7 15.10005569
## 30 5.2083 17730 0.7215 12 12 9.5 0 7 15.69998360
## 31 2.7821 6719 0.7515 7 7 7.5 1 32 5.11895990
## 32 4.9107 18550 0.6915 3 3 14.0 1 11 16.75001144
## 33 5.8669 24600 0.6615 12 10 7.5 0 16 13.59993172
## 34 7.5200 23100 0.6915 7 14 5.0 1 14 17.10004807
## 35 7.5449 24656 0.6615 12 12 5.0 1 27 16.73404884
## 36 5.5380 15897 0.7515 10 3 7.5 0 0 14.19697762
## 37 6.9231 20320 0.6915 3 3 11.0 1 17 10.31998730
## 38 5.0000 21384 0.6615 10 3 11.0 0 28 11.38410473
## 39 7.3064 25561 0.6215 7 7 14.0 0 24 14.59407806
## 40 11.2180 36550 0.5800 14 17 5.0 1 11 17.50043869
## 41 3.8462 15810 0.7215 12 12 3.0 0 1 15.50999641
## 42 5.8366 25500 0.6215 9 9 7.5 1 14 21.99997520
## 43 13.7250 24000 0.6615 14 16 9.5 1 6 22.50000000
## 44 6.3493 22172 0.6615 3 3 5.0 0 10 19.99399948
## 45 5.2528 17930 0.7215 12 7 5.0 0 6 14.13000011
## 46 1.3075 7000 0.7815 12 7 3.0 0 4 5.00001287
## 47 2.7998 25300 0.7215 14 16 5.0 1 10 21.15489769
## 48 2.6961 16212 0.7215 10 10 11.0 0 22 7.14194584
## 49 7.5688 22650 0.6615 7 7 3.0 0 16 16.65007210
## 50 3.4077 6985 0.7815 12 7 14.0 0 6 6.35199976
## 51 6.5401 30000 0.6915 7 7 11.0 1 12 27.31394768
## 52 7.2139 18500 0.6915 7 3 9.5 1 32 14.50000381
## 53 6.2732 16658 0.7515 12 7 5.0 0 15 16.25798988
## 54 5.8824 10300 0.7515 7 7 5.0 1 17 9.50000000
## 55 3.8095 11000 0.7515 7 3 7.5 0 34 7.99995613
## 56 6.3776 19900 0.6915 12 12 7.5 1 9 12.50002861
## 57 6.0453 32500 0.6400 7 7 14.0 1 37 14.00003242
## 58 8.8119 37300 0.5800 17 17 7.5 1 10 20.80007362
## 59 8.8765 30018 0.5815 17 7 11.0 1 35 19.38511276
## 60 3.3420 12807 0.7515 12 7 14.0 1 6 12.38699150
## 61 3.1836 39500 0.5515 14 3 7.5 0 19 28.50000000
## 62 6.9149 22050 0.6915 12 12 9.5 1 10 15.04990864
## 63 5.5147 15500 0.7215 7 7 14.0 1 11 10.49998379
## 64 5.2808 13810 0.7215 7 7 9.5 1 15 11.81000042
## 65 3.2000 11950 0.7515 7 7 5.0 1 12 6.95007324
## 66 5.8791 19175 0.6915 12 12 7.5 0 12 12.41997147
## 67 6.2500 17900 0.6915 12 16 7.5 0 14 17.40000343
## 68 7.4879 15850 0.7215 12 7 5.0 1 11 15.49999619
## 69 6.9767 27017 0.6915 7 7 5.0 1 9 21.21704292
## 70 8.0000 18900 0.6915 12 7 5.0 0 24 18.00000000
## 71 4.1319 21800 0.6915 12 12 7.5 1 12 11.89991856
## 72 14.4760 33552 0.5515 10 10 7.5 1 13 26.75195503
## 73 5.7343 22650 0.6615 7 9 7.5 1 29 12.14996147
## 74 3.3742 15200 0.7915 0 0 7.5 1 11 10.19999027
## 75 1.8333 13120 0.7215 7 10 7.5 1 13 8.12001514
## 76 5.6025 21660 0.6615 12 14 5.0 1 19 10.65996456
## 77 4.2975 18190 0.7215 7 7 3.0 0 2 18.10000992
## 78 3.9161 9600 0.7515 3 3 14.0 1 24 8.59998608
## 79 4.8787 13755 0.7515 10 12 7.5 1 9 13.66499996
## 80 9.2402 35350 0.6615 7 12 7.5 1 6 32.34996033
## 81 6.6519 12405 0.7215 12 7 7.5 1 22 12.08500576
## 82 4.6217 12180 0.7515 12 17 9.5 0 30 12.14999962
## 83 9.9741 22962 0.6615 7 3 7.5 1 10 17.69502068
## 84 20.9180 25700 0.6215 7 7 9.5 1 6 24.70000076
## 85 1.9400 3305 0.7915 7 7 3.0 0 29 2.13399196
## 86 8.8351 32950 0.5815 7 12 5.0 1 29 20.95004845
## 87 4.6667 17000 0.6915 7 7 5.0 1 36 10.50008011
## 88 5.1894 13250 0.7515 7 7 5.0 1 19 10.55000019
## 89 18.7240 50750 0.4415 7 12 5.0 1 8 45.75000000
## 90 10.4170 15632 0.7715 10 10 14.0 0 13 13.63204002
## 91 8.8458 28316 0.6215 7 0 11.0 1 16 18.23893929
## 92 7.5690 17290 0.7215 12 12 9.5 1 11 17.08999634
## 93 4.4507 33600 0.6215 10 10 7.5 1 15 30.23489952
## 94 9.3204 29200 0.6215 12 7 9.0 1 6 28.70000076
## 95 9.1687 19870 0.6915 7 7 11.0 0 13 19.62999535
## 96 6.4834 16225 0.7215 7 7 11.0 0 22 12.82494259
## 97 7.8125 28600 0.6915 7 3 5.0 1 24 23.79999924
## 98 11.4040 30800 0.5815 14 12 7.5 1 2 26.30002594
## 99 5.0870 25700 0.6915 7 7 3.0 0 6 20.69990730
## 100 6.9758 27000 0.6215 12 12 3.0 0 2 26.00000381
## 101 5.2863 12077 0.7715 12 7 9.5 1 2 10.87702084
## 102 11.5620 29612 0.6615 7 7 11.0 0 14 25.61206245
## 103 8.6061 24479 0.6915 7 10 9.5 1 9 20.98899460
## 104 12.8050 79750 0.4415 14 14 7.5 1 11 70.74993134
## 105 6.6946 20050 0.6915 12 7 11.0 0 9 17.04999924
## 106 8.3333 21500 0.6915 10 12 11.0 1 6 20.99999619
## 107 4.1667 16120 0.6915 7 7 5.0 0 19 8.11999989
## 108 5.4759 24686 0.7215 7 7 9.5 0 26 20.88599014
## 109 5.1440 24669 0.6915 7 10 9.5 1 19 17.66891861
## 110 11.6670 26400 0.6615 7 7 7.5 1 3 25.20002937
## 111 7.2917 16245 0.7215 12 12 7.5 1 7 14.24500561
## 112 4.8611 23300 0.6615 7 7 9.5 1 28 14.30000019
## 113 12.1640 27200 0.6215 12 7 9.5 1 13 23.70001030
## 114 10.8230 51000 0.4615 10 17 9.5 1 9 45.99999619
## 115 12.4780 55000 0.4615 10 7 14.0 1 15 42.99990463
## 116 6.1620 15389 0.7215 7 7 7.5 1 20 14.74899960
## 117 7.1846 23150 0.6615 7 7 9.5 1 29 16.15005493
## 118 7.0930 29774 0.6215 7 10 14.0 1 9 17.77400017
## 119 17.8260 91044 0.4415 12 10 14.0 1 1 91.00000000
## 120 6.3930 28200 0.5815 7 12 14.0 1 8 22.29993439
## 121 11.7190 36150 0.5515 7 7 9.5 1 19 34.60001373
## 122 4.7883 15652 0.7215 12 12 7.5 0 23 9.62000179
## 123 4.2328 18900 0.7515 14 7 11.0 0 3 10.89994621
## 124 7.1066 23600 0.6615 12 10 7.5 0 13 14.49994373
## 125 8.3333 36200 0.6100 7 7 7.5 1 8 22.00001526
## 126 6.9888 18700 0.6915 10 10 7.5 0 17 17.90007973
## 127 9.5913 24125 0.6615 7 7 11.0 1 4 23.67506218
## 128 6.0204 15800 0.7215 7 7 7.5 0 15 11.79996014
## 129 2.9686 19742 0.7215 12 7 3.0 0 11 16.14195442
## 130 7.0000 22600 0.6915 10 7 9.5 0 7 18.39997101
## 131 7.1627 17500 0.7215 7 7 7.5 0 0 15.49994755
## 132 4.7364 19820 0.6915 7 7 7.5 0 0 17.32399940
## 133 8.7810 20155 0.6915 12 16 11.0 1 10 19.20500374
## 134 9.8315 37300 0.5800 10 12 7.5 1 8 21.30006218
## 135 6.6496 24860 0.7215 7 7 7.5 1 2 23.55999565
## 136 9.8485 21450 0.6615 12 3 7.5 1 4 20.85000038
## 137 9.8039 29650 0.6215 7 7 5.0 1 6 26.14999962
## 138 8.2604 23000 0.6615 7 7 11.0 1 18 17.00000000
## 139 9.0676 21120 0.6915 7 7 9.0 1 3 20.72000313
## 140 8.5082 26000 0.6215 7 12 5.0 1 22 17.00008965
## 141 7.1565 28000 0.6215 3 7 7.5 1 33 15.99999809
## 142 7.0423 45500 0.5200 12 12 11.0 1 28 19.50004959
## 143 6.5934 16000 0.7215 16 12 14.0 1 23 12.00000381
## 144 4.3457 18232 0.6915 7 14 11.0 0 27 13.73191166
## 145 7.2362 28160 0.7215 3 7 14.0 1 11 27.19999123
## 146 1.7400 5965 0.8015 12 7 11.0 1 6 5.31500006
## 147 6.8966 19000 0.7215 7 7 9.5 1 11 16.00000000
## 148 5.0455 36872 0.5515 12 12 11.0 1 14 27.87198257
## 149 17.2500 42000 0.4915 12 12 14.0 1 17 40.00001144
## 150 8.3333 26900 0.6215 16 14 11.0 1 17 15.90003395
## 151 9.3750 30800 0.5815 12 10 9.0 0 14 27.49996948
## 152 8.2790 21520 0.6915 12 12 11.0 1 11 17.02005005
## 153 4.5000 24795 0.6915 7 7 7.5 1 7 22.39493942
## 154 4.1995 12900 0.7215 14 16 14.0 1 8 11.10000038
## 155 16.0640 42700 0.4915 7 7 7.5 1 6 32.70001221
## 156 11.2770 38800 0.5215 10 17 11.0 1 8 27.79996109
## 157 0.5494 2500 0.9415 7 3 3.0 0 4 2.19999409
## 158 9.5480 26921 0.6215 14 10 11.0 1 25 19.72095108
## 159 5.3333 18300 0.6915 7 9 3.0 0 24 9.99998760
## 160 5.4545 17200 0.7215 7 7 14.0 1 11 13.19996834
## 161 5.9026 14209 0.7515 12 3 9.5 1 19 12.70897484
## 162 9.8576 32300 0.5815 12 16 14.0 1 9 27.30004692
## 163 11.6850 21400 0.7215 17 12 7.5 1 19 21.20000076
## 164 6.2278 14700 0.7215 7 7 9.5 0 14 14.40000439
## 165 9.1748 25516 0.6215 7 7 9.5 1 22 20.57596016
## 166 6.2972 13300 0.7515 3 7 5.0 1 6 12.49999046
## 167 10.4710 31000 0.5815 12 12 9.5 1 23 17.50021553
## 168 14.5830 48800 0.4915 7 3 11.0 1 15 44.00003815
## 169 6.2143 15519 0.7215 7 7 14.0 1 6 13.11895466
## 170 6.6288 19500 0.6915 7 7 7.5 0 11 14.00005627
## 171 3.8246 14545 0.7215 3 7 5.0 0 2 9.64508629
## 172 7.8125 22897 0.6915 7 7 14.0 1 22 17.39704514
## 173 3.4806 14300 0.7215 10 10 7.5 1 10 7.79988861
## 174 5.5500 14884 0.7515 10 10 9.5 1 14 13.13397694
## 175 11.5940 27400 0.6215 12 7 11.0 1 12 25.60000038
## 176 9.5238 16400 0.7215 7 12 14.0 1 9 13.90002537
## 177 7.2805 25704 0.6215 14 17 7.5 0 13 19.29794312
## 178 3.0000 12800 0.7215 10 10 7.5 0 18 9.20001602
## 179 10.4000 40000 0.6215 7 7 7.5 0 8 37.99998856
## 180 10.0500 47000 0.6615 7 7 14.0 1 11 44.00000000
## 181 8.7866 25872 0.6615 10 12 9.5 1 9 21.37202454
## 182 10.1400 26868 0.6915 12 7 9.5 1 9 23.66802025
## 183 5.0000 18000 0.6915 12 12 9.5 1 14 9.00000000
## 184 11.8880 30200 0.5815 7 7 5.0 1 9 25.19995117
## 185 13.3330 26220 0.6615 7 7 7.5 1 2 21.21999931
## 186 8.6806 40500 0.5815 7 7 3.0 0 12 33.96991348
## 187 7.2917 33570 0.6100 12 7 7.5 1 15 17.06999969
## 188 3.5242 16917 0.7215 7 14 14.0 1 11 6.01602364
## 189 6.1818 18000 0.7215 12 7 9.5 0 7 17.10000992
## 190 2.9755 8337 0.7515 12 12 11.0 1 9 8.23700047
## 191 4.5769 17100 0.7215 12 7 9.5 0 19 13.30008221
## 192 3.1056 17800 0.7515 10 7 11.0 0 11 16.00002098
## 193 5.8228 13740 0.7515 12 12 14.0 1 8 12.53999043
## 194 7.5000 27000 0.6215 10 3 9.5 1 13 18.00003815
## 195 8.3333 32600 0.6215 12 7 7.5 1 4 31.20000076
## 196 9.2347 28030 0.6615 12 12 14.0 1 7 20.74991035
## 197 5.5000 23100 0.6615 12 12 3.0 0 19 11.09992027
## 198 6.0000 24580 0.6615 7 7 9.5 1 14 20.68000031
## 199 6.6667 29000 0.6215 12 7 9.5 1 14 18.00000954
## 200 13.0610 42430 0.5215 12 14 9.5 1 3 32.43006516
## 201 12.7940 41800 0.5215 12 12 7.5 1 9 32.90003204
## 202 12.0000 39100 0.5800 12 17 9.5 1 7 24.10000610
## 203 6.7300 31800 0.5815 16 17 11.0 1 7 17.80039215
## 204 6.6790 22200 0.6915 7 7 14.0 0 14 20.50001717
## 205 4.3945 19500 0.6915 16 7 3.0 0 29 10.49989796
## 206 4.6875 14027 0.7515 7 10 11.0 0 19 10.43703461
## 207 7.6989 21195 0.6615 7 7 11.0 1 14 18.19499016
## 208 4.3287 19013 0.6915 10 7 7.5 0 16 12.84507656
## 209 6.7416 20900 0.6615 12 7 11.0 1 10 13.80000019
## 210 9.3525 26820 0.6215 10 3 11.0 0 12 22.19999504
## 211 9.1429 12800 0.7515 0 0 14.0 1 24 6.69994116
## 212 2.6418 7850 0.7515 7 7 14.0 0 6 6.25001574
## 213 7.3650 18600 0.7215 12 12 7.5 1 9 15.60000801
## 214 1.4066 5380 0.7715 12 7 5.0 0 14 3.30000997
## 215 1.5192 6114 0.7715 10 7 14.0 0 26 3.67097759
## 216 3.3439 8234 0.7515 12 12 14.0 0 7 7.78999710
## 217 2.9106 20646 0.7215 3 7 11.0 1 4 18.27198982
## 218 4.3834 16640 0.7215 7 7 9.5 0 15 10.95397949
## 219 4.2098 13900 0.7215 12 12 5.0 1 23 13.49999237
## 220 3.7129 11500 0.7815 10 7 7.5 0 1 11.20001221
## 221 10.6060 34000 0.5515 7 7 14.0 1 29 20.99990845
## 222 8.6382 28700 0.6615 7 3 11.0 1 9 25.69999886
## 223 3.8367 9563 0.7515 7 7 7.5 0 6 8.93299389
## 224 7.1671 20960 0.6915 7 7 7.5 0 11 19.15997696
## 225 8.8634 38590 0.6215 12 10 14.0 1 17 26.58998680
## 226 7.7369 27900 0.6615 12 12 5.0 1 6 22.40000534
## 227 9.1702 25633 0.6215 7 7 7.5 1 7 20.63299942
## 228 11.2900 35200 0.5515 12 12 7.5 1 2 28.20000648
## 229 6.3269 29500 0.5815 7 7 7.5 1 24 28.79999924
## 230 4.7468 10000 0.7515 10 7 7.5 0 4 8.99999714
## 231 4.8885 19800 0.6915 10 7 5.0 0 11 11.39994240
## 232 2.4842 12900 0.7215 7 7 5.0 0 25 10.40001392
## 233 8.5470 26080 0.6215 12 12 7.5 0 11 19.08005524
## 234 6.6379 13066 0.7515 17 7 11.0 1 2 9.46603966
## 235 3.1863 12500 0.7215 7 7 7.5 0 19 6.50006008
## 236 4.5466 35600 0.5815 7 7 9.0 1 7 29.11701393
## 237 12.7890 19424 0.7515 7 7 5.0 1 2 19.10301971
## 238 6.5280 26250 0.6615 7 7 5.0 1 20 16.34997177
## 239 16.4030 36525 0.5515 12 14 9.5 1 10 32.02501678
## 240 7.0000 34700 0.6100 14 17 14.0 1 19 16.70006180
## 241 13.5420 8311 0.7515 7 7 11.0 1 17 4.81103754
## 242 6.7130 28626 0.6915 12 10 11.0 1 12 24.62600899
## 243 5.4487 24400 0.6615 7 7 5.0 1 11 17.40001297
## 244 6.6872 14025 0.7215 7 7 7.5 1 6 13.02503967
## 245 9.0943 21367 0.6915 16 12 14.0 1 10 19.00698280
## 246 6.5337 14136 0.7515 7 7 7.5 0 4 14.02999973
## 247 4.6860 19900 0.7515 10 7 5.0 1 2 14.89990616
## 248 8.0000 37000 0.5215 12 9 9.5 1 13 25.00005531
## 249 4.0530 18500 0.6915 7 7 7.5 0 21 10.70006752
## 250 8.1633 34550 0.5515 16 14 5.0 1 9 24.25000381
## 251 16.5000 49620 0.4615 10 7 11.0 1 4 39.13996506
## 252 3.4615 10400 0.7815 3 3 7.5 0 2 7.19997311
## 253 11.3610 33000 0.5515 16 16 11.0 1 19 31.81099892
## 254 3.8911 16200 0.7215 7 3 7.5 1 4 10.00004768
## 255 9.6059 22660 0.6915 12 16 7.5 1 9 20.65999985
## 256 2.6687 16000 0.7215 7 7 7.5 1 14 13.49997616
## 257 8.8865 25780 0.6615 7 16 9.5 1 6 25.37999535
## 258 6.3636 20675 0.7215 7 12 7.5 1 24 18.27497673
## 259 17.7280 40213 0.5515 12 7 11.0 0 1 39.21300125
## 260 5.2923 15500 0.7215 12 7 7.5 1 13 10.49993610
## 261 15.6860 35207 0.5815 7 12 9.5 1 3 34.85699844
## 262 5.2423 35702 0.5515 10 12 11.0 1 10 28.50199890
## 263 3.0395 17800 0.7215 14 12 9.5 1 16 12.99995995
## 264 16.7450 50900 0.4915 16 16 5.0 1 9 41.39990997
## 265 3.7500 17280 0.6915 7 7 5.0 0 19 14.77999973
## 266 5.8140 15150 0.7215 10 9 5.0 1 4 15.04999828
## 267 10.8330 36200 0.5815 7 7 7.5 1 10 29.69997787
## 268 9.0029 17465 0.7215 14 12 5.0 1 5 16.16501999
## 269 6.5400 45205 0.6100 14 12 3.0 1 7 25.20515823
## 270 5.9783 14500 0.7515 12 10 5.0 0 3 14.19999886
## 271 8.6248 32011 0.5815 7 7 7.5 0 38 18.15896797
## 272 4.8329 35200 0.6215 7 12 9.5 0 16 28.98106384
## 273 10.9090 13579 0.7515 3 7 11.0 0 13 13.39200306
## 274 3.8864 10455 0.7515 7 7 11.0 0 1 9.17502022
## 275 8.4574 32600 0.5515 7 3 5.0 0 7 27.03984833
## 276 5.0000 19150 0.6915 7 10 11.0 1 15 13.14995193
## 277 7.4212 24400 0.6615 12 17 9.5 1 10 16.40007019
## 278 4.4938 21700 0.6915 10 7 3.0 0 2 21.29999161
## 279 7.0252 26201 0.6215 7 3 9.5 1 19 17.20101547
## 280 3.2788 11920 0.7515 3 3 7.5 1 25 8.56002617
## 281 1.2861 16300 0.7215 12 12 9.5 1 25 6.49083996
## 282 5.5556 16500 0.7215 7 7 5.0 1 7 12.49996758
## 283 7.4951 30000 0.5815 12 7 11.0 1 15 27.00002480
## 284 22.1090 62500 0.4415 7 7 9.5 1 11 53.50004959
## 285 9.0580 58500 0.4415 10 10 9.5 1 25 52.49994659
## 286 11.5380 40900 0.5215 7 7 9.5 1 19 38.39997864
## 287 6.0468 16308 0.6915 0 10 7.5 1 4 13.89194489
## 288 1.3653 9300 0.7515 7 7 7.5 1 14 3.89999294
## 289 16.5500 35700 0.5515 10 9 7.5 1 19 34.19999695
## 290 8.7719 35700 0.6400 9 9 11.0 1 18 19.70007896
## 291 9.6354 24500 0.6615 12 12 5.0 1 14 18.49995232
## 292 6.6788 13000 0.7215 12 12 7.5 1 11 10.99997616
## 293 7.5727 52600 0.4415 12 12 5.0 0 4 43.30001068
## 294 7.8125 25360 0.6615 3 7 7.5 1 29 18.76000786
## 295 1.9835 9400 0.7515 9 9 7.5 0 21 4.80009604
## 296 9.5238 26800 0.6215 12 12 11.0 1 24 21.50000191
## 297 6.4250 33040 0.6615 12 7 7.5 1 19 28.03993797
## 298 10.9840 26350 0.6215 14 12 7.5 1 31 26.00000381
## 299 12.7660 39000 0.5215 7 7 14.0 1 28 27.00000000
## 300 9.5545 35100 0.6100 12 12 9.5 1 15 17.79968834
## 301 5.4967 22502 0.6615 12 12 11.0 0 27 17.40194511
## 302 9.7618 21950 0.6915 12 14 14.0 0 13 19.30999184
## 303 5.0000 13000 0.7515 7 7 7.5 0 4 9.99997997
## 304 5.9995 18180 0.7215 12 14 9.0 1 10 11.17998028
## 305 6.9149 20957 0.6915 10 10 9.0 1 8 18.85695648
## 306 4.9669 13700 0.7215 12 12 7.5 0 4 12.30002022
## 307 2.3896 20000 0.6915 7 7 5.0 1 18 13.67711830
## 308 4.5122 12260 0.7515 7 7 5.0 1 3 9.55999660
## 309 9.2308 24850 0.6615 3 12 7.5 1 11 24.49998474
## 310 11.4580 29150 0.5815 12 7 7.5 1 8 23.14999962
## 311 7.6993 23591 0.6615 7 7 11.0 1 10 15.59088326
## 312 4.1830 24717 0.6615 16 12 11.0 1 33 14.42092419
## 313 8.3333 30455 0.6215 12 12 9.0 1 19 17.45490837
## 314 5.1042 19600 0.6915 12 12 7.5 1 35 9.80001926
## 315 8.2271 31875 0.6400 7 12 5.0 1 21 17.57446480
## 316 5.6634 24055 0.6615 14 14 7.5 0 7 16.55500031
## 317 5.2220 18795 0.7215 7 10 7.5 0 18 13.29497433
## 318 7.1900 12198 0.7515 7 7 7.5 0 4 11.84400272
## 319 13.9070 52645 0.4915 12 7 7.5 1 12 46.64506149
## 320 6.0163 16600 0.7215 10 7 14.0 0 16 14.69998932
## 321 7.6782 32590 0.6215 7 7 7.5 1 14 26.09008026
## 322 5.3112 10020 0.7515 3 7 7.5 1 3 9.89999962
## 323 4.1228 12048 0.7515 7 7 11.0 0 1 9.04802608
## 324 7.8125 39750 0.6215 7 7 11.0 0 27 30.75006485
## 325 4.6053 15700 0.7215 10 7 7.5 1 12 8.49993992
## 326 3.9746 24250 0.6615 7 7 3.0 0 6 22.24999237
## 327 15.0630 43210 0.5215 7 12 14.0 1 9 42.90999985
## 328 4.5064 37100 0.6215 12 12 5.0 0 2 33.29999924
## 329 5.8824 23820 0.6615 12 7 5.0 0 6 13.81990337
## 330 10.2280 31600 0.5815 12 14 5.0 1 9 23.60000801
## 331 6.5789 24000 0.6615 10 10 7.5 1 16 13.00006771
## 332 8.8145 30750 0.5815 14 12 5.0 0 22 20.74994087
## 333 2.9528 11050 0.7515 7 7 14.0 0 26 6.30000019
## 334 4.5173 12239 0.7515 7 7 14.0 0 11 7.78892469
## 335 5.1282 12870 0.7515 14 12 7.5 1 11 10.47004032
## 336 4.1451 17200 0.7215 10 7 7.5 0 15 12.00000000
## 337 8.7912 23980 0.6615 10 10 7.5 0 13 16.97991562
## 338 7.3061 18600 0.6915 7 12 14.0 1 6 17.89999962
## 339 6.0069 23920 0.6915 7 10 9.5 1 20 15.53993702
## 340 8.3333 16084 0.7515 7 7 14.0 1 17 9.88398552
## 341 11.5290 31100 0.5815 14 14 11.0 1 8 28.59995079
## 342 6.6667 20460 0.6615 7 7 11.0 1 13 17.66001129
## 343 8.6806 36000 0.5515 12 12 7.5 1 15 25.99991798
## 344 3.4680 17302 0.7215 14 12 3.0 0 14 13.60200977
## 345 3.0321 16450 0.7215 14 7 3.0 0 14 15.80000019
## 346 13.8070 41170 0.5815 14 16 9.5 1 6 41.09999466
## 347 6.2174 20130 0.6615 0 0 7.5 1 24 10.77504158
## 348 4.2308 9200 0.7515 16 12 9.5 1 10 9.00004673
## 349 11.4700 24751 0.6615 7 7 11.0 1 2 24.39899445
## 350 12.2450 57300 0.5000 12 17 9.5 1 9 37.30009079
## 351 9.2105 37200 0.5815 7 7 7.5 1 23 27.99994850
## 352 6.3309 14000 0.7215 10 12 14.0 1 12 13.70000267
## 353 7.8039 20610 0.6915 7 3 14.0 0 8 17.20994377
## 354 7.6754 14800 0.7215 10 7 7.5 1 16 14.00001431
## 355 15.5820 40005 0.5515 10 14 14.0 1 10 35.75502014
## 356 9.6436 23750 0.6615 14 7 14.0 1 7 23.49999619
## 357 12.8860 35300 0.5515 7 12 14.0 1 19 31.99993324
## 358 6.5511 17350 0.6915 12 12 7.5 1 2 17.14999580
## 359 8.2500 21650 0.6615 7 7 7.5 1 9 20.25002480
## 360 1.3792 6740 0.7915 7 7 14.0 0 14 5.48598480
## 361 5.2632 32275 0.6915 12 14 5.0 1 9 25.07504082
## 362 10.5260 33220 0.7200 14 7 9.5 1 16 18.21995163
## 363 10.0000 26500 0.6215 12 12 7.5 1 7 25.99999619
## 364 12.5480 38700 0.5215 7 12 5.0 1 6 34.50007248
## 365 4.6207 15400 0.7215 7 7 5.0 1 22 12.39999962
## 366 1.8540 19007 0.6915 7 7 3.0 0 9 10.78684998
## 367 7.4266 16771 0.7215 12 7 7.5 0 9 16.32300758
## 368 13.2980 31100 0.5815 16 7 11.0 1 14 30.50000000
## 369 26.5780 66300 0.5000 3 3 7.5 1 17 51.29962540
## 370 13.9590 43550 0.4915 16 12 5.0 0 12 33.04997253
## 371 13.1260 37250 0.6215 7 7 11.0 0 13 34.75001144
## 372 7.8883 24900 0.6615 16 7 14.0 0 8 16.40003967
## 373 8.6560 24200 0.6615 7 14 9.5 1 10 19.70007324
## 374 3.4109 16200 0.7215 10 10 14.0 0 16 6.60000277
## 375 4.6256 11431 0.7515 10 10 7.5 0 1 9.02000809
## 376 4.2105 13200 0.7515 10 10 11.0 0 6 10.40000820
## 377 4.2708 15420 0.7715 10 10 9.0 1 4 14.51998806
## 378 3.3424 18400 0.6915 12 12 14.0 0 8 17.19999695
## 379 8.6359 43500 0.4915 10 3 5.0 1 4 43.00000000
## 380 6.7581 21972 0.6915 7 7 7.5 1 15 13.87195969
## 381 0.5843 7774 0.7715 16 16 11.0 0 7 -0.02905745
## 382 5.3350 24470 0.6915 7 7 7.5 0 14 16.76994324
## 383 4.7101 13600 0.7215 7 7 7.5 0 16 7.79999971
## 384 4.9797 22500 0.7215 7 0 7.5 0 15 14.50006390
## 385 2.9762 13600 0.7215 7 7 14.0 0 23 7.90000010
## 386 12.7440 90800 0.4415 7 7 7.5 0 19 79.80001068
## 387 3.8462 10776 0.7515 10 10 7.5 0 4 7.17597008
## 388 7.2233 19007 0.7515 10 7 5.0 1 12 17.50698280
## 389 8.8077 23900 0.6615 12 12 14.0 1 12 20.60000038
## 390 5.3864 26060 0.6215 7 7 7.5 1 25 18.55991554
## 391 3.6846 13300 0.7215 7 7 7.5 0 14 9.30000019
## 392 1.8437 15620 0.7215 7 7 7.5 0 14 5.12000751
## 393 1.3013 16500 0.7215 7 7 7.5 0 11 14.50003815
## 394 7.2222 20880 0.6915 14 16 5.0 1 7 19.79999924
## 395 7.3529 30600 0.6615 14 12 9.5 1 18 18.29994965
## 396 11.8640 39000 0.6215 7 10 9.0 1 4 33.99993515
## 397 5.3327 15428 0.7215 7 7 7.5 0 37 11.62793636
## 398 5.5000 23300 0.6615 7 7 7.5 0 13 11.80004597
## 399 7.2308 42100 0.5215 16 16 9.5 1 14 39.09997559
## 400 7.0000 36430 0.6400 12 7 9.5 1 17 18.43007088
## 401 7.2137 26000 0.6915 7 7 9.5 1 5 21.00000000
## 402 4.5000 62060 0.7515 7 7 7.5 0 2 59.00000000
## 403 8.8632 28300 0.6215 12 12 9.5 1 0 25.29999924
## 404 9.3333 24149 0.6615 12 10 7.5 1 3 23.24899101
## 405 3.8263 28141 0.6615 12 10 7.5 1 21 24.92808723
## 406 5.4448 23057 0.6615 10 10 7.5 1 20 14.78198814
## 407 8.7634 28900 0.6215 3 7 7.5 1 19 18.90002823
## 408 8.4000 24000 0.6615 12 10 9.5 1 4 21.00000000
## 409 5.1020 13900 0.7215 12 12 7.5 0 19 10.00000954
## 410 7.4101 31810 0.6915 12 12 5.0 1 11 29.30997467
## 411 5.3527 19840 0.6915 7 7 7.5 0 14 13.14003181
## 412 19.5620 25490 0.6615 16 17 14.0 1 8 25.08999443
## 413 5.0783 20800 0.6915 12 12 7.5 0 13 14.59993172
## 414 0.5128 2400 0.8015 10 16 7.5 1 24 1.20000124
## 415 5.4020 32650 0.5815 10 10 14.0 1 1 32.00000381
## 416 7.8646 16370 0.7215 12 16 11.0 1 1 16.11997032
## 417 6.0531 35500 0.5515 7 7 14.0 0 3 26.50002289
## 418 5.0000 15100 0.7515 7 7 3.0 0 4 12.75005531
## 419 7.6829 14100 0.7515 7 9 3.0 0 21 12.89999962
## 420 6.0386 19600 0.7215 7 3 14.0 0 10 10.69997501
## 421 5.8510 19434 0.7215 7 7 5.0 1 13 14.43403149
## 422 6.7416 23882 0.7215 7 7 9.5 1 9 23.70899963
## 423 8.1081 17300 0.7215 7 7 7.5 0 14 15.10000420
## 424 5.3061 19772 0.7215 7 7 7.5 0 2 18.19997597
## 425 7.2709 35641 0.6215 7 7 5.0 1 21 22.64105606
## 426 8.1776 34220 0.5815 7 7 7.5 1 22 21.64007950
## 427 7.1006 30000 0.5815 12 16 11.0 1 14 23.99998474
## 428 6.5844 18000 0.6915 12 12 7.5 1 7 16.00001526
## 429 7.8529 21025 0.6615 14 12 7.5 1 2 21.02499962
## 430 11.9290 23600 0.6615 14 7 9.5 1 5 23.60000038
## 431 18.0000 22800 0.6615 12 12 7.5 0 12 22.79999924
## 432 10.0220 35910 0.5815 7 7 7.5 1 1 35.90999985
## 433 9.3333 21700 0.6615 7 7 5.0 1 12 21.70000076
## 434 6.0850 21823 0.7515 7 7 7.5 1 4 21.82299995
## 435 5.7054 31000 0.6615 10 7 11.0 1 9 31.00000000
## 436 9.1185 15300 0.7215 7 7 7.5 1 9 15.30000019
## 437 7.2072 12925 0.7215 9 3 7.5 1 6 12.92500019
## 438 5.3146 15830 0.7515 12 7 5.0 0 5 15.82999992
## 439 8.2828 30200 0.6915 12 12 7.5 1 5 30.20000076
## 440 7.0578 16600 0.7215 10 7 5.0 0 8 16.60000038
## 441 6.1659 11000 0.7515 7 7 7.5 1 2 11.00000000
## 442 2.7000 15000 0.7215 7 10 3.0 0 6 15.00000000
## 443 7.6628 20528 0.7215 7 7 11.0 0 0 20.52799988
## 444 1.8491 13126 0.7515 9 9 14.0 0 3 13.12600040
## 445 3.8462 15550 0.7215 7 14 7.5 1 7 15.55000019
## 446 9.0543 18010 0.7215 3 12 7.5 1 3 18.01000023
## 447 9.3750 18874 0.7215 10 10 14.0 0 10 18.87400055
## 448 8.3333 24800 0.6615 12 12 14.0 1 3 24.79999924
## 449 9.3733 17500 0.6915 12 17 5.0 1 2 17.50000000
## 450 4.4818 16150 0.7215 12 12 7.5 1 12 16.14999962
## 451 5.3476 15189 0.7215 7 3 3.0 0 15 15.18900013
## 452 3.2027 6000 0.7815 7 7 14.0 0 5 6.00000000
## 453 12.8010 37250 0.5515 10 12 9.5 1 4 37.25000000
## 454 6.9103 27760 0.6215 10 10 7.5 1 10 27.76000023
## 455 4.2293 9090 0.7715 7 7 3.0 0 1 9.09000015
## 456 4.4479 14500 0.7215 12 7 7.5 1 8 14.50000000
## 457 8.0523 19700 0.7215 7 7 14.0 1 20 19.70000076
## 458 7.5057 16788 0.6915 10 7 14.0 1 4 16.78800011
## 459 7.4747 18520 0.6915 10 10 11.0 1 7 18.52000046
## 460 6.3218 20950 0.6915 16 10 9.5 1 10 20.95000076
## 461 2.1354 7574 0.8015 7 3 11.0 0 3 7.57399988
## 462 4.2092 10027 0.7715 7 7 3.0 0 5 10.02700043
## 463 0.7595 5000 0.9415 12 12 7.5 0 10 5.00000000
## 464 4.8077 7040 0.7915 12 7 3.0 0 0 7.03999996
## 465 12.7880 40800 0.5215 10 7 7.5 1 3 40.79999924
## 466 7.1429 16050 0.7215 12 12 11.0 0 10 16.04999924
## 467 15.1520 33100 0.5815 10 7 11.0 1 2 33.09999847
## 468 7.9082 33856 0.7215 12 12 9.5 1 10 33.85599899
## 469 6.9728 20500 0.6915 12 12 7.5 1 4 20.50000000
## 470 4.9181 28600 0.5815 7 7 5.0 1 0 28.60000038
## 471 8.3112 18750 0.6915 10 10 11.0 0 10 18.75000000
## 472 7.1429 20300 0.7215 7 7 9.5 1 5 20.29999924
## 473 5.6889 13420 0.7215 7 7 5.0 0 0 13.42000008
## 474 7.0833 18400 0.7215 3 3 5.0 0 0 18.39999962
## 475 5.6922 16682 0.7215 10 7 7.5 0 19 16.68199921
## 476 11.4000 32685 0.6215 7 7 7.5 1 2 32.68500137
## 477 1.4152 7050 0.8015 3 3 9.5 1 12 7.05000019
## 478 2.7507 10867 0.7815 12 7 9.5 1 5 10.86699963
## 479 6.6182 18220 0.7215 12 12 9.5 1 5 18.21999931
## 480 9.2725 26613 0.6915 7 7 7.5 0 5 26.61300087
## 481 12.2870 25000 0.6215 12 10 7.5 1 10 25.00000000
## 482 2.8549 15700 0.7515 7 7 7.5 1 0 15.69999981
## 483 7.9709 40250 0.5215 12 10 5.0 1 4 40.25000000
## 484 19.4440 73600 0.4415 12 16 11.0 0 3 73.59999847
## 485 1.4806 10592 0.7515 12 7 7.5 1 2 10.59200001
## 486 1.8918 8000 0.7515 7 7 3.0 0 1 8.00000000
## 487 6.9215 13400 0.7215 7 3 7.5 1 0 13.39999962
## 488 10.6920 23700 0.6615 12 12 14.0 1 1 23.70000076
## 489 9.9474 18900 0.6915 7 7 11.0 1 1 18.89999962
## 490 19.0000 48300 0.4615 7 12 9.5 1 6 48.29999924
## 491 7.4882 24470 0.6615 14 14 9.5 1 12 24.46999931
## 492 9.2590 28630 0.6215 16 7 7.5 1 6 28.62999916
## 493 11.3220 25320 0.6215 12 7 5.0 1 9 25.31999969
## 494 6.4470 13530 0.7515 12 10 7.5 1 14 13.52999973
## 495 6.5778 14800 0.7215 7 7 9.0 1 13 14.80000019
## 496 6.1000 17400 0.7515 12 7 7.5 0 8 17.39999962
## 497 4.2308 15980 0.7815 10 10 3.0 0 0 15.97999954
## 498 2.2170 16576 0.7215 7 7 7.5 0 1 16.57600021
## 499 6.5189 21850 0.6915 12 7 11.0 1 3 21.85000038
## 500 6.4923 14600 0.7215 7 7 14.0 1 13 14.60000038
## 501 11.3640 21600 0.6615 12 12 7.5 1 3 21.60000038
## 502 9.8765 24000 0.6615 12 12 7.5 1 8 24.00000000
## 503 7.6576 20883 0.6915 7 7 7.5 1 8 20.88299942
## 504 8.3017 19500 0.6915 7 7 14.0 0 18 19.50000000
## 505 14.1140 42800 0.6215 14 12 11.0 1 2 42.79999924
## 506 16.0000 41500 0.5215 7 7 7.5 0 3 41.50000000
## 507 11.2910 18965 0.6915 12 12 14.0 1 5 18.96500015
## 508 2.3395 16100 0.7215 12 10 9.5 1 2 16.10000038
## 509 7.7994 14700 0.7215 12 17 7.5 1 10 14.69999981
## 510 6.0000 18800 0.7215 7 7 7.5 1 30 18.79999924
## 511 6.6893 14750 0.7515 10 7 11.0 1 1 14.75000000
## 512 8.5366 21000 0.6915 12 7 14.0 1 5 21.00000000
## 513 13.8300 35400 0.6215 0 7 7.5 1 8 35.40000153
## 514 1.4800 10700 0.7515 7 7 7.5 0 0 10.69999981
## 515 8.5714 24500 0.6615 7 7 9.5 1 4 24.50000000
## 516 8.2299 17045 0.7215 7 7 9.5 1 2 17.04500008
## 517 8.3877 18800 0.6915 7 7 7.5 1 30 18.79999924
## 518 7.3651 14000 0.7215 10 7 14.0 1 25 14.00000000
## 519 3.4415 18214 0.7215 7 0 3.0 0 3 18.21400070
## 520 3.3537 20177 0.7515 7 7 7.5 1 20 20.17700005
## 521 2.9762 8300 0.7815 0 7 7.5 1 20 8.30000019
## 522 5.1810 14200 0.7515 14 9 7.5 1 0 14.19999981
## 523 10.2930 21768 0.6915 12 12 7.5 0 15 21.76799965
## 524 13.2430 29553 0.5815 10 7 14.0 1 10 29.55299950
## 525 3.6458 4350 0.9415 7 7 7.5 0 4 4.34999990
## 526 10.4070 24000 0.6615 7 7 11.0 1 3 24.00000000
## 527 8.2117 18300 0.6915 7 7 7.5 1 10 18.29999924
## 528 8.6735 17200 0.7215 7 3 7.5 1 9 17.20000076
## 529 8.3208 16476 0.6915 7 7 14.0 0 7 16.47599983
## 530 4.2870 13400 0.7515 0 0 14.0 0 12 13.39999962
## 531 10.5000 44988 0.5215 3 3 14.0 0 0 44.98799896
## 532 7.9787 18200 0.6915 12 12 9.0 1 16 18.20000076
## 533 11.8140 28000 0.6215 12 12 14.0 1 4 28.00000000
## 534 6.1111 11550 0.7515 12 12 7.5 1 7 11.55000019
## 535 12.5780 28450 0.6215 12 7 14.0 1 7 28.45000076
## 536 11.2440 15096 0.7515 7 10 7.5 1 14 15.09599972
## 537 2.7408 8009 0.7815 7 7 14.0 0 2 8.00899982
## 538 4.4444 10040 0.7515 0 0 3.0 1 20 10.03999996
## 539 5.8267 16700 0.7215 12 12 7.5 1 5 16.70000076
## 540 2.3478 8400 0.7815 12 7 3.0 0 10 8.39999962
## 541 4.4755 13000 0.7215 0 0 3.0 0 20 13.00000000
## 542 8.4986 17970 0.7215 7 7 7.5 1 10 17.96999931
## 543 7.1825 18450 0.7215 14 17 5.0 0 8 18.45000076
## 544 10.8700 31000 0.6615 12 7 14.0 1 11 31.00000000
## 545 7.1222 24135 0.7215 10 7 7.5 1 3 24.13500023
## 546 10.6592 31700 0.5815 12 12 7.5 0 6 31.70000076
## 547 3.2762 10190 0.7915 3 3 14.0 0 4 10.18999958
## 548 7.7521 21574 0.7215 10 10 14.0 0 4 21.57399940
## 549 11.9450 26680 0.6215 3 3 7.5 1 9 26.68000031
## 550 4.6154 17700 0.7515 7 9 11.0 1 10 17.70000076
## 551 13.0210 29400 0.6215 12 12 14.0 1 3 29.39999962
## 552 2.6667 22159 0.7515 7 7 7.5 0 2 22.15900040
## 553 8.8333 35000 0.5815 12 12 11.0 0 2 35.00000000
## 554 2.3669 8630 0.7915 16 16 5.0 1 0 8.63000011
## 555 5.0000 17080 0.7515 7 0 14.0 1 8 17.07999992
## 556 7.4597 32500 0.7215 10 7 14.0 1 6 32.50000000
## 557 7.7519 16000 0.7215 7 7 11.0 1 15 16.00000000
## 558 5.4054 18850 0.7515 12 10 14.0 1 15 18.85000038
## 559 6.1239 17500 0.6915 9 9 9.5 1 9 17.50000000
## 560 8.3369 19392 0.6915 7 12 14.0 0 8 19.39200020
## 561 7.1277 14450 0.7215 7 10 7.5 1 18 14.44999981
## 562 6.1204 21800 0.6915 0 0 7.5 1 3 21.79999924
## 563 3.1111 7700 0.7515 7 7 14.0 1 10 7.69999981
## 564 12.1610 31800 0.5815 7 7 11.0 0 6 31.79999924
## 565 5.3846 17258 0.7515 7 7 9.5 1 20 17.25799942
## 566 3.9838 13399 0.7515 10 12 9.5 0 8 13.39900017
## 567 7.4697 16073 0.7215 12 16 11.0 0 3 16.07299995
## 568 11.4110 23260 0.6615 7 7 7.5 1 4 23.26000023
## 569 12.9360 37300 0.5515 12 12 14.0 1 13 37.29999924
## 570 5.6122 11000 0.7515 12 7 11.0 1 4 11.00000000
## 571 6.8099 13075 0.7515 7 7 14.0 1 17 13.07499981
## 572 8.5066 13700 0.7215 7 7 9.5 1 4 13.69999981
## 573 5.5080 25100 0.6615 7 10 5.0 0 0 25.10000038
## 574 7.2285 18600 0.6915 12 16 5.0 1 15 18.60000038
## 575 9.4545 29000 0.6215 16 16 9.5 0 11 29.00000000
## 576 8.9835 19237 0.6915 7 7 9.5 1 23 19.23699951
## 577 5.9846 19855 0.7215 12 14 7.5 1 1 19.85499954
## 578 3.9629 9450 0.7515 12 7 9.5 0 5 9.44999981
## 579 7.0575 30000 0.5815 7 7 7.5 0 1 30.00000000
## 580 7.1565 15000 0.7215 10 10 14.0 1 5 15.00000000
## 581 4.0145 24701 0.6615 12 12 9.5 1 3 24.70100021
## 582 3.8829 15900 0.7215 10 14 11.0 0 3 15.89999962
## 583 7.9787 16240 0.7215 7 7 11.0 0 19 16.23999977
## 584 5.0366 21100 0.7515 12 12 9.5 1 20 21.10000038
## 585 7.0769 23000 0.6615 12 12 7.5 1 5 23.00000000
## 586 3.6184 6340 0.7715 7 7 14.0 0 0 6.34000015
## 587 13.4660 42250 0.4915 10 10 5.0 1 3 42.25000000
## 588 14.5310 14694 0.7215 12 10 11.0 1 3 14.69400024
## 589 6.8000 21417 0.7215 12 12 9.5 1 7 21.41699982
## 590 6.6667 20200 0.6615 7 12 7.5 1 7 20.20000076
## 591 5.9172 12090 0.7215 7 7 9.5 1 1 12.09000015
## 592 10.2400 24760 0.6615 12 7 5.0 1 13 24.76000023
## 593 8.1566 23000 0.6915 7 3 3.0 0 0 23.00000000
## 594 6.6775 19365 0.7215 3 3 11.0 1 0 19.36499977
## 595 0.9615 5550 0.9415 7 7 3.0 0 12 5.55000019
## 596 16.9070 68035 0.4415 7 3 7.5 1 0 68.03500366
## 597 13.5700 29300 0.6215 10 14 7.5 1 5 29.29999924
## 598 8.9329 18500 0.6915 7 7 7.5 1 45 18.50000000
## 599 4.7372 22582 0.7215 17 7 11.0 0 10 22.58200073
## 600 8.5106 21500 0.7215 7 7 7.5 1 2 21.50000000
## 601 5.2511 28070 0.7515 7 7 7.5 0 3 28.06999969
## 602 21.7860 50300 0.4415 12 12 14.0 1 1 50.29999924
## 603 7.9125 23500 0.6615 12 12 14.0 1 5 23.50000000
## 604 7.1083 15500 0.7515 7 9 14.0 0 10 15.50000000
## 605 5.0434 13440 0.7715 7 0 5.0 0 4 13.43999958
## 606 2.2442 8100 0.7815 12 12 11.0 0 7 8.10000038
## 607 8.5069 9800 0.7515 7 12 9.5 1 9 9.80000019
## 608 7.5758 20300 0.6915 7 12 5.0 1 5 20.29999924
## 609 5.8824 15000 0.7515 7 7 14.0 1 4 15.00000000
## 610 40.4410 56100 0.4415 9 9 5.0 1 11 56.09999847
## 611 6.2339 22846 0.7215 12 7 5.0 1 9 22.84600067
## 612 9.2971 22225 0.6915 7 12 5.0 1 4 22.22500038
## 613 0.7038 17635 0.9415 12 7 7.5 1 2 17.63500023
## 614 2.5425 18500 0.6915 3 12 7.5 0 23 18.50000000
## 615 5.0833 13390 0.7515 12 12 11.0 0 3 13.39000034
## 616 7.6843 15150 0.7215 7 7 7.5 1 15 15.14999962
## 617 4.0625 16200 0.7815 7 3 7.5 0 8 16.20000076
## 618 6.5106 33920 0.6615 12 12 14.0 1 3 33.91999817
## 619 2.9510 14000 0.7215 7 12 7.5 0 25 14.00000000
## 620 5.6738 16736 0.7515 12 3 11.0 1 2 16.73600006
## 621 12.7660 30650 0.6615 12 12 11.0 1 0 30.64999962
## 622 6.0000 12400 0.7515 7 7 11.0 0 19 12.39999962
## 623 9.2955 19022 0.6915 7 10 9.5 1 3 19.02199936
## 624 5.1324 11203 0.7515 7 7 5.0 0 7 11.20300007
## 625 9.0659 19876 0.6915 7 14 7.5 1 1 19.87599945
## 626 11.9310 57000 0.4415 7 12 14.0 1 9 57.00000000
## 627 6.7164 18290 0.6915 10 10 11.0 1 3 18.29000092
## 628 4.5851 20220 0.6915 14 12 11.0 1 8 20.21999931
## 629 9.2567 22150 0.6915 7 7 14.0 1 0 22.14999962
## 630 8.5656 30623 0.6215 10 10 7.5 1 5 30.62299919
## 631 6.7407 9380 0.7515 3 3 14.0 1 20 9.38000011
## 632 9.8788 22000 0.6915 7 7 5.0 1 3 22.00000000
## 633 9.3750 23675 0.6615 12 10 7.5 1 12 23.67499924
## 634 6.2770 33671 0.7215 7 7 14.0 1 5 33.67100143
## 635 6.4241 12367 0.7515 7 7 7.5 0 1 12.36699963
## 636 8.3718 21950 0.6615 7 7 5.0 0 0 21.95000076
## 637 12.2200 32000 0.5815 7 7 9.5 1 7 32.00000000
## 638 3.5612 22610 0.7215 10 10 9.5 1 13 22.61000061
## 639 8.8670 12092 0.7515 7 7 3.0 0 3 12.09200001
## 640 1.8515 3777 0.9415 7 7 11.0 0 0 3.77699995
## 641 8.0769 36000 0.5515 16 14 3.0 0 2 36.00000000
## 642 8.9796 26900 0.6615 12 16 7.5 0 0 26.89999962
## 643 6.6618 32242 0.6615 7 7 11.0 1 2 32.24200058
## 644 11.1070 35020 0.5815 16 17 5.0 1 1 35.02000046
## 645 14.0770 37600 0.5515 7 7 9.0 1 10 37.59999847
## 646 0.4121 1500 0.9415 7 7 7.5 1 10 1.50000000
## 647 23.8100 96000 0.4415 12 12 5.0 1 1 96.00000000
## 648 9.5745 18150 0.6915 7 7 11.0 0 3 18.14999962
## 649 1.9286 15500 0.7215 7 7 3.0 0 32 15.50000000
## 650 2.5783 14000 0.7215 7 7 3.0 0 0 14.00000000
## 651 7.2274 14756 0.7215 7 7 7.5 1 7 14.75599957
## 652 8.8000 22000 0.6615 12 10 5.0 1 5 22.00000000
## 653 7.7500 24466 0.6615 7 7 11.0 1 2 24.46599960
## 654 14.6880 24400 0.6615 12 12 7.5 1 5 24.39999962
## 655 10.4870 24000 0.6615 7 7 9.5 1 3 24.00000000
## 656 4.0253 15500 0.7215 12 9 11.0 0 25 15.50000000
## 657 11.7650 30800 0.6215 14 12 7.5 0 0 30.79999924
## 658 9.5238 10660 0.7515 7 7 14.0 1 3 10.65999985
## 659 6.9079 13350 0.7215 7 7 11.0 0 10 13.35000038
## 660 5.1510 10090 0.7515 12 3 11.0 0 10 10.09000015
## 661 20.4960 55600 0.4415 16 14 14.0 1 7 55.59999847
## 662 13.5550 25700 0.6615 12 12 9.5 1 5 25.70000076
## 663 14.7960 29000 0.5815 7 3 5.0 1 15 29.00000000
## 664 1.6905 7286 0.7815 10 7 3.0 0 1 7.28599977
## 665 7.2296 37752 0.5215 7 7 3.0 0 5 37.75199890
## 666 4.1152 13072 0.7515 3 3 14.0 0 9 13.07199955
## 667 2.9990 7044 0.7715 3 3 14.0 0 18 7.04400015
## 668 8.0492 18200 0.6915 7 7 14.0 1 1 18.20000076
## 669 8.5770 27000 0.6215 12 7 3.0 0 0 27.00000000
## 670 9.3235 30300 0.5815 10 12 3.0 0 6 30.29999924
## 671 4.7059 12000 0.7515 3 7 14.0 0 1 12.00000000
## 672 9.1346 31500 0.6615 16 17 3.0 0 2 31.50000000
## 673 7.7670 27092 0.7215 10 10 5.0 1 15 27.09199905
## 674 4.1269 20968 0.7515 7 7 3.0 0 25 20.96800041
## 675 10.0000 27000 0.6615 17 7 14.0 1 1 27.00000000
## 676 4.0727 11225 0.7515 7 10 7.5 1 0 11.22500038
## 677 7.8529 37700 0.5815 3 3 7.5 0 0 37.70000076
## 678 7.8168 28200 0.6615 12 16 7.5 1 0 28.20000076
## 679 9.1667 34000 0.6615 7 12 5.0 0 8 34.00000000
## 680 29.6440 63200 0.4415 12 7 9.5 1 22 63.20000076
## 681 4.0761 7500 0.7915 3 3 7.5 1 5 7.50000000
## 682 8.3620 17410 0.7215 10 10 9.5 1 10 17.40999985
## 683 12.0620 51000 0.4415 16 17 9.0 1 1 51.00000000
## 684 2.3251 12916 0.7515 10 7 3.0 0 1 12.91600037
## 685 10.0100 21900 0.6615 7 7 5.0 1 6 21.89999962
## 686 5.2734 17640 0.7515 7 7 5.0 0 4 17.63999939
## 687 10.4170 20000 0.6915 14 16 14.0 0 6 20.00000000
## 688 7.5000 15000 0.7215 7 7 14.0 1 0 15.00000000
## 689 6.3521 14060 0.7215 10 12 5.0 0 1 14.06000042
## 690 3.8071 15825 0.7215 7 14 9.5 0 3 15.82499981
## 691 9.9099 16510 0.7215 3 16 9.5 1 15 16.51000023
## 692 2.6701 13000 0.7215 12 12 7.5 0 33 13.00000000
## 693 4.3956 10000 0.7515 7 7 5.0 1 2 10.00000000
## 694 7.9710 22000 0.6615 12 12 7.5 1 1 22.00000000
## 695 15.4290 29800 0.5815 7 7 7.5 1 10 29.79999924
## 696 1.9854 15000 0.7215 7 7 5.0 1 0 15.00000000
## 697 7.2562 22300 0.7215 10 14 9.5 1 14 22.29999924
## 698 7.0352 14550 0.7215 3 16 7.5 1 15 14.55000019
## 699 8.1347 19730 0.6915 14 12 7.5 1 15 19.72999954
## 700 11.9810 35000 0.5515 12 12 7.5 1 10 35.00000000
## 701 5.9922 21014 0.6615 7 3 7.5 1 6 21.01399994
## 702 4.1458 10876 0.7515 14 7 7.5 0 18 10.87600040
## 703 8.5102 27850 0.6215 12 10 7.5 0 15 27.85000038
## 704 2.9631 9560 0.7515 0 3 3.0 0 30 9.56000042
## 705 8.8149 30300 0.6215 7 7 7.5 0 15 30.29999924
## 706 2.4955 7720 0.7815 7 7 7.5 0 10 7.71999979
## 707 4.8843 10550 0.7515 10 7 7.5 1 0 10.55000019
## 708 10.2000 24106 0.6615 12 7 9.5 1 0 24.10600090
## 709 10.0000 22995 0.6615 12 14 9.5 1 4 22.99500084
## 710 5.3571 6000 0.8015 12 12 9.5 1 0 6.00000000
## 711 9.7959 24350 0.6615 14 14 9.5 1 3 24.35000038
## 712 1.3741 7608 0.7715 7 7 7.5 0 20 7.60799980
## 713 3.4630 28200 0.7215 7 7 3.0 0 3 28.20000076
## 714 5.0408 16150 0.7215 3 7 3.0 0 1 16.14999962
## 715 16.6670 51200 0.4415 7 10 7.5 1 5 51.20000076
## 716 4.3294 12646 0.7515 7 7 5.0 1 7 12.64599991
## 717 10.1930 19000 0.6915 7 7 11.0 1 6 19.00000000
## 718 7.5833 19000 0.7215 7 7 7.5 1 2 19.00000000
## 719 4.1204 14400 0.7515 3 3 7.5 0 0 14.39999962
## 720 4.8077 7232 0.9415 3 7 11.0 1 10 7.23199987
## 721 3.1531 21943 0.7515 7 10 9.5 1 6 21.94300079
## 722 19.0000 47500 0.4615 7 10 7.5 1 4 47.50000000
## 723 6.0535 28900 0.6215 12 7 7.5 1 8 28.89999962
## 724 3.7875 12400 0.7715 7 7 7.5 0 18 12.39999962
## 725 2.9287 6531 0.7815 0 0 7.5 0 7 6.53100014
## 726 9.2972 22422 0.6915 3 7 11.0 1 15 22.42200089
## 727 9.3827 22200 0.6615 7 7 11.0 1 7 22.20000076
## 728 26.5310 77000 0.4415 7 14 14.0 1 8 77.00000000
## 729 40.5090 88000 0.4415 10 10 14.0 1 8 88.00000000
## 730 15.1600 26040 0.6215 12 10 11.0 0 3 26.04000092
## 731 18.9640 63500 0.4415 7 7 7.5 1 10 63.50000000
## 732 5.4152 12100 0.7515 10 10 7.5 0 9 12.10000038
## 733 1.9988 17505 0.7515 12 7 7.5 1 24 17.50499916
## 734 8.0000 18000 0.6915 10 7 7.5 0 12 18.00000000
## 735 11.1530 28069 0.6615 12 12 11.0 1 2 28.06900024
## 736 5.9524 14000 0.7515 12 14 14.0 1 6 14.00000000
## 737 2.1194 8117 0.7515 10 3 7.5 1 18 8.11699963
## 738 3.8384 11895 0.7715 7 7 5.0 1 17 11.89500046
## 739 17.3610 45250 0.4915 16 16 5.0 1 7 45.25000000
## 740 8.0092 31106 0.6915 7 10 9.5 1 6 31.10600090
## 741 3.0000 4000 0.8015 12 7 9.5 1 10 4.00000000
## 742 10.5890 40500 0.5815 7 7 7.5 1 5 40.50000000
## 743 10.9130 21620 0.7215 10 7 7.5 1 7 21.62000084
## 744 5.6033 23426 0.7215 0 0 7.5 1 11 23.42600060
## 745 7.9365 26000 0.6615 3 3 11.0 1 14 26.00000000
## 746 2.9476 7840 0.9415 7 0 9.5 1 5 7.84000015
## 747 2.0562 6800 0.7915 7 3 7.5 0 2 6.80000019
## 748 1.3013 5330 0.7915 7 12 14.0 0 4 5.32999992
## 749 9.2715 28200 0.6215 10 10 9.5 1 5 28.20000076
## 750 4.8638 10000 0.7715 12 12 7.5 0 14 10.00000000
## 751 1.0898 9952 0.7515 10 3 7.5 0 4 9.95199966
## 752 12.4400 24984 0.6215 12 12 14.0 1 15 24.98399925
## 753 6.0897 28363 0.6915 7 7 11.0 1 12 28.36300087
## lwage expersq educpred
## 1 1.21015370 196 12.717573
## 2 0.32851210 25 11.338538
## 3 1.51413774 225 12.749114
## 4 0.09212332 36 11.403495
## 5 1.52427220 49 13.684847
## 6 1.55648005 1089 13.053182
## 7 2.12025952 121 12.971908
## 8 2.05963421 1225 10.191373
## 9 0.75433636 576 11.937817
## 10 1.54489934 441 11.932303
## 11 1.40192163 225 12.010816
## 12 1.52427220 196 13.088808
## 13 0.73395324 0 14.289785
## 14 0.81836909 196 12.900063
## 15 1.30283117 36 11.403495
## 16 0.29802838 81 13.800367
## 17 1.16760957 400 12.479892
## 18 1.64383936 36 13.254454
## 19 0.69314718 529 11.939692
## 20 2.02193165 81 12.504175
## 21 1.25424755 25 13.556560
## 22 1.27295768 121 13.154397
## 23 1.17865503 324 11.155076
## 24 1.17865503 225 11.821028
## 25 0.76755869 16 12.197954
## 26 1.33181179 441 14.894880
## 27 1.38629436 961 11.078261
## 28 1.55326962 81 10.833620
## 29 1.98181486 49 13.315698
## 30 1.76936042 49 13.315698
## 31 0.43080789 1024 11.789152
## 32 0.89975482 121 10.191820
## 33 1.76662970 256 13.330666
## 34 1.27295768 196 13.081509
## 35 1.33678889 729 13.760873
## 36 0.90170485 0 10.776612
## 37 0.86512369 289 10.392204
## 38 1.51184714 784 11.711741
## 39 1.72602916 576 11.937817
## 40 2.68314242 121 14.817653
## 41 0.98529428 1 12.892539
## 42 1.36593854 196 12.529871
## 43 0.94503367 36 14.363986
## 44 1.51237619 100 10.145427
## 45 0.69314718 36 12.331581
## 46 1.24478841 16 12.197954
## 47 0.70116490 100 14.586686
## 48 1.51986325 484 13.048430
## 49 0.82096857 256 11.848856
## 50 0.96983153 36 12.331581
## 51 0.82850820 144 11.715266
## 52 0.09430964 1024 11.050854
## 53 0.16254389 225 12.749114
## 54 0.47000363 289 11.872972
## 55 0.62924844 1156 10.976559
## 56 1.39716017 81 13.427048
## 57 2.26544380 1369 11.575568
## 58 2.08454108 100 15.328112
## 59 1.52583885 1225 13.528313
## 60 0.76216006 36 12.331581
## 61 1.48160458 361 12.471086
## 62 1.26282644 100 13.477153
## 63 0.99967557 121 11.672587
## 64 1.83258152 225 11.821028
## 65 2.47930765 144 11.715266
## 66 1.27901530 144 13.566225
## 67 1.93793559 196 14.378744
## 68 1.07045281 121 12.600673
## 69 1.12392259 81 11.576089
## 70 1.32175589 576 12.865903
## 71 1.74499977 144 13.566225
## 72 1.30174363 169 12.864809
## 73 1.64186645 841 12.241897
## 74 2.10702014 121 9.081244
## 75 1.46706760 169 12.307957
## 76 1.60581136 361 14.130171
## 77 -1.02973938 4 11.121389
## 78 1.08768618 576 10.457050
## 79 0.00000000 81 13.055813
## 80 0.93820870 36 12.326367
## 81 -0.15059038 484 12.865940
## 82 0.00000000 900 14.622427
## 83 1.07367051 100 10.887896
## 84 1.26584840 36 11.403495
## 85 0.48636898 841 11.872748
## 86 2.12025952 841 12.795621
## 87 1.12985253 1296 11.625710
## 88 0.99325180 361 11.910063
## 89 1.65862799 64 12.445143
## 90 0.34741220 169 12.864809
## 91 1.56832421 256 10.556835
## 92 0.51084560 121 13.523546
## 93 0.11484543 225 12.931604
## 94 -0.69314718 36 12.331581
## 95 -0.33645228 169 11.754233
## 96 1.02822554 484 11.937854
## 97 1.58068860 576 11.199519
## 98 0.55589461 4 13.343582
## 99 0.90142071 36 11.403495
## 100 0.88430458 4 12.972348
## 101 0.42820460 4 12.049475
## 102 1.05841506 196 11.789487
## 103 0.87833959 81 12.129812
## 104 1.65490830 121 14.263929
## 105 1.32175589 81 12.504175
## 106 0.32851210 36 12.883219
## 107 1.38629436 361 11.910063
## 108 1.17288458 676 11.922928
## 109 1.22418714 361 12.463787
## 110 0.28765708 9 11.197485
## 111 2.23026180 49 13.315698
## 112 1.50407743 784 11.893188
## 113 1.53115201 169 12.682320
## 114 1.37515759 81 13.978686
## 115 1.76026881 225 12.377880
## 116 -0.69314718 400 11.923040
## 117 1.40648913 841 11.872748
## 118 1.79175949 81 12.129812
## 119 1.29929209 1 12.523390
## 120 1.35100389 64 12.445143
## 121 1.01628089 361 11.910063
## 122 1.07534361 529 13.790651
## 123 1.47896469 9 12.496806
## 124 1.68948674 169 13.236043
## 125 2.28859782 64 11.522270
## 126 -1.82263112 289 12.983547
## 127 -0.96076518 16 11.269868
## 128 1.29099417 225 11.821028
## 129 0.86487114 121 12.600673
## 130 1.54045212 49 12.021591
## 131 0.61621213 0 10.958059
## 132 1.64865863 0 10.958059
## 133 1.19349813 100 14.215451
## 134 2.14397621 64 13.001995
## 135 0.72440356 4 11.121389
## 136 0.94160753 16 11.459656
## 137 0.78275937 36 11.403495
## 138 1.83258152 324 11.893374
## 139 1.20396280 9 11.197485
## 140 1.49164486 484 12.860727
## 141 1.89213264 1089 11.011392
## 142 2.13089490 784 13.744147
## 143 1.48060405 529 14.533120
## 144 0.89433134 729 13.201936
## 145 0.20253254 121 10.930118
## 146 0.48550782 36 12.331581
## 147 1.09861231 121 11.672587
## 148 1.55326962 196 13.640446
## 149 0.12159797 289 13.723930
## 150 2.00180435 289 14.835549
## 151 1.49503660 196 13.271297
## 152 0.90522981 121 13.523546
## 153 0.63254756 49 11.464739
## 154 1.38629436 64 14.482762
## 155 2.10291386 36 11.403495
## 156 1.95964396 64 13.924867
## 157 0.51084560 16 10.531569
## 158 1.23692393 625 13.785273
## 159 1.44331253 576 12.306966
## 160 1.02165926 121 11.672587
## 161 0.63615346 361 12.099851
## 162 1.61645329 81 14.165346
## 163 0.22314355 361 14.689109
## 164 1.04980707 196 11.789487
## 165 1.41505194 484 11.937854
## 166 0.57537663 36 10.661026
## 167 2.60668159 529 13.790651
## 168 1.51791453 225 11.082730
## 169 0.75504160 36 11.403495
## 170 1.09497237 121 11.672587
## 171 0.94211435 4 10.378920
## 172 1.72494280 484 11.937854
## 173 1.03154612 100 12.736769
## 174 0.47436908 196 12.900063
## 175 0.81093019 144 12.643353
## 176 0.70926660 81 12.498961
## 177 1.71054947 169 14.899299
## 178 0.46026888 324 13.003949
## 179 1.33181179 64 11.522270
## 180 1.09861231 121 11.672587
## 181 2.15799856 81 13.055813
## 182 1.43758130 81 12.504175
## 183 1.54489934 196 13.640446
## 184 1.41059673 81 11.576089
## 185 3.21887589 4 11.121389
## 186 0.96816188 144 11.715266
## 187 1.79175949 225 12.749114
## 188 1.68872952 121 12.964608
## 189 -0.40917197 49 12.392825
## 190 0.22314355 81 13.427048
## 191 0.82215583 361 12.838150
## 192 1.24170196 121 12.229438
## 193 1.42712438 64 13.373229
## 194 1.49709749 169 11.572787
## 195 0.55961579 16 12.197954
## 196 1.30002820 49 13.315698
## 197 1.88442981 361 13.761022
## 198 0.95551139 196 11.789487
## 199 1.58208728 196 12.717573
## 200 1.75561404 9 13.417593
## 201 1.51310325 81 13.427048
## 202 2.25189161 49 14.238570
## 203 2.36443233 49 14.981040
## 204 0.10535048 196 11.789487
## 205 1.39972878 841 13.543304
## 206 0.98846251 361 12.463787
## 207 1.09064734 196 11.789487
## 208 1.15461445 256 12.405708
## 209 1.26694763 100 12.554280
## 210 2.88519168 144 11.533820
## 211 1.22888005 576 9.346474
## 212 1.20396280 36 11.403495
## 213 1.35738027 81 13.427048
## 214 0.83772361 196 12.717573
## 215 0.53696114 676 12.479780
## 216 0.74872380 49 13.315698
## 217 2.29587269 16 10.527399
## 218 1.10780323 225 11.821028
## 219 0.62084526 529 13.790651
## 220 -2.05416369 1 11.598432
## 221 1.89201200 841 11.872748
## 222 1.72972453 81 10.837790
## 223 0.46937841 36 11.403495
## 224 0.98084170 121 11.672587
## 225 2.06949234 289 13.354781
## 226 1.67518818 36 13.254454
## 227 1.38629436 49 11.464739
## 228 1.79921496 4 12.972348
## 229 1.83258152 576 11.937817
## 230 1.09064734 16 11.826719
## 231 1.44312358 121 12.229438
## 232 1.25036013 625 11.932229
## 233 1.60231256 121 13.523546
## 234 1.01855850 4 12.977561
## 235 1.29705322 361 11.910063
## 236 1.68519449 49 11.464739
## 237 -0.42098489 4 11.121389
## 238 1.56209469 400 11.923040
## 239 2.14652753 100 13.846302
## 240 2.34746289 361 15.055129
## 241 0.96983153 289 11.872972
## 242 1.92414641 144 13.197076
## 243 1.62672758 121 11.672587
## 244 -0.03926073 36 11.403495
## 245 1.46014869 100 14.219622
## 246 1.95539355 16 11.269868
## 247 0.92635989 4 11.678241
## 248 2.06619167 169 13.051469
## 249 1.42284322 441 11.932303
## 250 2.10103178 81 14.538666
## 251 2.26146102 16 11.826719
## 252 0.70131379 4 9.640622
## 253 2.03101254 361 15.241789
## 254 1.16236925 16 10.531569
## 255 0.47000363 81 14.165346
## 256 1.41059673 196 11.789487
## 257 0.39305511 36 13.064665
## 258 1.29099417 576 12.860690
## 259 0.00000000 1 11.969667
## 260 0.95712548 169 12.682320
## 261 0.55961579 9 12.120357
## 262 1.56861591 100 13.105919
## 263 1.71018791 256 14.071050
## 264 1.41059673 81 14.907815
## 265 0.22314355 361 11.910063
## 266 0.51084560 16 12.195868
## 267 1.33239245 100 11.626194
## 268 0.86018586 25 13.560731
## 269 2.32277989 49 13.686932
## 270 1.91959548 9 12.679295
## 271 1.97610676 1444 11.521712
## 272 0.89543474 256 12.771729
## 273 0.18123759 169 11.011764
## 274 0.49530584 1 11.041580
## 275 0.57779241 49 10.726441
## 276 1.07881773 225 12.374752
## 277 1.60319853 100 14.400026
## 278 0.62084526 4 11.678241
## 279 2.08389401 361 11.171765
## 280 1.37916911 625 10.451462
## 281 1.11238372 625 13.783188
## 282 1.06712162 49 11.464739
## 283 1.11880696 225 12.749114
## 284 1.58854103 121 11.672587
## 285 1.39031124 625 13.042804
## 286 1.71480644 361 11.910063
## 287 0.20106153 16 10.524270
## 288 0.98727101 196 11.789487
## 289 0.98350066 361 12.836064
## 290 2.23317075 324 12.633757
## 291 1.14361751 196 13.640446
## 292 -0.61138290 121 13.523546
## 293 2.15305209 16 13.120827
## 294 1.29983735 841 11.130279
## 295 0.84092045 441 12.672687
## 296 1.05848444 576 13.788776
## 297 1.15265846 361 12.838150
## 298 1.29357588 961 14.042924
## 299 1.83258152 784 11.893188
## 300 2.32718015 225 13.671987
## 301 1.16614628 729 13.760873
## 302 2.03499317 169 13.974341
## 303 0.67925107 16 11.269868
## 304 1.54713690 100 13.846302
## 305 0.75301856 64 12.632846
## 306 0.84728360 16 13.120827
## 307 0.87112600 324 11.893374
## 308 0.22825047 9 11.197485
## 309 0.08965783 121 11.852990
## 310 1.32175589 64 12.450356
## 311 1.19610190 100 11.626194
## 312 1.63611877 1089 14.347289
## 313 1.89201200 361 13.761022
## 314 1.51830900 1225 13.523099
## 315 2.47215915 441 12.855176
## 316 1.32175589 49 14.056081
## 317 1.47364104 324 12.447097
## 318 1.36947882 16 11.269868
## 319 1.20396280 144 12.643353
## 320 1.19872916 256 12.405708
## 321 1.27020991 196 11.789487
## 322 0.47000363 9 10.455016
## 323 0.79998165 1 11.041580
## 324 1.56594563 729 11.909914
## 325 1.75897801 144 12.272118
## 326 0.85802585 36 11.403495
## 327 0.69314718 81 12.498961
## 328 0.64185387 4 12.972348
## 329 1.63374019 36 12.331581
## 330 1.70374763 81 13.796197
## 331 1.84400403 256 12.959432
## 332 1.96611881 484 14.160048
## 333 0.86499745 676 11.922928
## 334 0.93330520 121 11.672587
## 335 0.77923316 121 13.894780
## 336 0.95551139 225 12.377880
## 337 1.31624734 169 12.864809
## 338 1.47590649 36 12.326367
## 339 1.49139726 400 12.476763
## 340 1.45575047 289 11.872972
## 341 0.51084560 64 14.113613
## 342 1.18043804 169 11.754233
## 343 1.68848944 225 13.671987
## 344 0.79072750 196 14.011681
## 345 1.40179861 196 13.088808
## 346 -0.43355602 36 14.363986
## 347 1.68317151 576 9.346474
## 348 -1.76667666 100 14.219622
## 349 3.15559506 4 11.121389
## 350 2.25952101 81 14.349920
## 351 1.30692637 529 11.939692
## 352 0.79849768 144 13.194991
## 353 0.55904418 64 10.783972
## 354 0.14790262 256 12.405708
## 355 1.94449484 100 13.475068
## 356 1.37833786 49 12.764060
## 357 3.06474519 361 12.832936
## 358 -0.74191731 4 12.972348
## 359 0.76570040 81 11.576089
## 360 0.61939299 196 11.789487
## 361 1.46545208 81 13.796197
## 362 2.18925953 256 13.148177
## 363 1.02165926 49 13.315698
## 364 0.97700948 36 12.326367
## 365 0.91629076 484 11.937854
## 366 2.90509605 81 11.576089
## 367 -0.19967119 81 12.504175
## 368 0.69314718 196 13.460042
## 369 2.73339295 289 10.392204
## 370 1.86833465 144 14.308694
## 371 2.12025952 169 11.754233
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## 374 1.49955606 256 12.959432
## 375 0.80307722 1 12.152156
## 376 0.72803164 36 12.514070
## 377 0.51640999 16 12.380443
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## 379 0.91629076 16 11.088421
## 380 1.37647128 225 11.821028
## 381 1.82897496 49 14.796465
## 382 1.36828315 196 11.789487
## 383 1.06471074 256 11.848856
## 384 1.40648913 225 10.529006
## 385 1.04731894 529 11.939692
## 386 1.94809341 361 11.910063
## 387 1.07800138 16 12.380443
## 388 0.65393847 144 12.272118
## 389 1.92789161 144 13.566225
## 390 1.36102784 625 11.932229
## 391 0.69314718 196 11.789487
## 392 1.60468662 196 11.789487
## 393 0.18390365 121 11.672587
## 394 3.11351538 49 14.425230
## 395 1.92682922 324 14.115567
## 396 1.27012563 16 11.823591
## 397 0.68269271 1369 11.575568
## 398 1.68106997 169 11.754233
## 399 0.55629599 196 15.121213
## 400 1.62822044 289 12.801058
## 401 0.91629076 25 11.338538
## 402 1.34155846 4 11.121389
## 403 0.00000000 0 12.809018
## 404 1.12223125 9 12.679295
## 405 0.54017079 441 13.414113
## 406 1.39150572 400 13.033615
## 407 1.69717395 361 11.167594
## 408 3.21887589 16 12.751677
## 409 0.87116778 361 13.761022
## 410 1.16732955 121 13.523546
## 411 1.21698773 196 11.789487
## 412 0.57537663 64 15.038571
## 413 1.15161574 169 13.605192
## 414 0.99425125 576 14.155840
## 415 0.52632493 1 12.152156
## 416 -1.54318213 1 13.630837
## 417 1.91204309 9 11.197485
## 418 0.55428731 16 11.269868
## 419 0.91629076 441 12.301453
## 420 1.50093913 100 10.887896
## 421 0.94468379 169 11.754233
## 422 1.24126863 81 11.576089
## 423 1.56498432 196 11.789487
## 424 0.83802646 4 11.121389
## 425 1.66885710 441 11.932303
## 426 1.76942861 484 11.937854
## 427 1.22644830 196 14.378744
## 428 1.40648913 49 13.315698
## 429 NA 4 13.343582
## 430 NA 25 12.637858
## 431 NA 144 13.566225
## 432 NA 1 11.041580
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## 434 NA 16 11.269868
## 435 NA 81 12.132940
## 436 NA 81 11.576089
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## 443 NA 0 10.958059
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## 500 NA 169 11.754233
## 501 NA 9 13.048444
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## 503 NA 64 11.522270
## 504 NA 324 11.893374
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## 508 NA 4 12.603199
## 509 NA 100 14.400026
## 510 NA 900 11.848596
## 511 NA 1 11.598432
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## 513 NA 64 10.222949
## 514 NA 0 10.958059
## 515 NA 16 11.269868
## 516 NA 4 11.121389
## 517 NA 900 11.848596
## 518 NA 625 12.489081
## 519 NA 9 9.905463
## 520 NA 400 11.923040
## 521 NA 400 10.623719
## 522 NA 0 12.626529
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## 524 NA 100 12.183046
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## 526 NA 9 11.197485
## 527 NA 100 11.626194
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## 529 NA 49 11.464739
## 530 NA 144 9.123924
## 531 NA 0 9.477292
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## 534 NA 49 13.315698
## 535 NA 49 12.392825
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## 537 NA 4 11.121389
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## 544 NA 121 12.600673
## 545 NA 9 11.754336
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## 547 NA 16 9.789100
## 548 NA 16 12.380443
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## 550 NA 100 11.995343
## 551 NA 9 13.048444
## 552 NA 4 11.121389
## 553 NA 4 12.972348
## 554 NA 0 14.289785
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## 556 NA 36 11.960346
## 557 NA 225 11.821028
## 558 NA 225 13.302838
## 559 NA 81 12.316472
## 560 NA 64 12.445143
## 561 NA 324 12.447097
## 562 NA 9 8.606142
## 563 NA 100 11.626194
## 564 NA 36 11.403495
## 565 NA 400 11.923040
## 566 NA 64 13.001995
## 567 NA 9 13.786742
## 568 NA 16 11.269868
## 569 NA 169 13.605192
## 570 NA 16 12.197954
## 571 NA 289 11.872972
## 572 NA 16 11.269868
## 573 NA 0 11.511782
## 574 NA 225 14.410285
## 575 NA 121 15.004313
## 576 NA 529 11.939692
## 577 NA 1 13.261688
## 578 NA 25 12.266624
## 579 NA 1 11.041580
## 580 NA 25 12.449113
## 581 NA 9 13.048444
## 582 NA 9 13.046358
## 583 NA 361 11.910063
## 584 NA 400 13.773999
## 585 NA 25 13.189497
## 586 NA 0 10.958059
## 587 NA 9 12.308060
## 588 NA 9 12.679295
## 589 NA 49 13.315698
## 590 NA 49 12.387612
## 591 NA 1 11.041580
## 592 NA 169 12.682320
## 593 NA 0 10.219761
## 594 NA 0 9.477292
## 595 NA 144 11.715266
## 596 NA 0 10.219761
## 597 NA 25 13.187411
## 598 NA 2025 11.040762
## 599 NA 100 13.482367
## 600 NA 4 11.121389
## 601 NA 9 11.197485
## 602 NA 1 12.892539
## 603 NA 25 13.189497
## 604 NA 100 11.995343
## 605 NA 16 9.977846
## 606 NA 49 13.315698
## 607 NA 81 12.498961
## 608 NA 25 12.261410
## 609 NA 16 11.269868
## 610 NA 121 12.412970
## 611 NA 81 12.504175
## 612 NA 16 12.192740
## 613 NA 4 12.049475
## 614 NA 529 12.120096
## 615 NA 9 13.048444
## 616 NA 225 11.821028
## 617 NA 64 10.783972
## 618 NA 9 13.048444
## 619 NA 625 12.855102
## 620 NA 4 11.311177
## 621 NA 0 12.809018
## 622 NA 361 11.910063
## 623 NA 9 11.751208
## 624 NA 49 11.464739
## 625 NA 1 12.333602
## 626 NA 81 12.498961
## 627 NA 9 12.308060
## 628 NA 64 13.744464
## 629 NA 0 10.958059
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## 631 NA 400 10.442273
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## 633 NA 144 13.197076
## 634 NA 25 11.338538
## 635 NA 1 11.041580
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## 638 NA 169 12.864809
## 639 NA 9 11.197485
## 640 NA 0 10.958059
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## 642 NA 0 13.547316
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## 644 NA 1 14.557881
## 645 NA 100 11.626194
## 646 NA 100 11.626194
## 647 NA 1 12.892539
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## 649 NA 1024 11.789152
## 650 NA 0 10.958059
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## 652 NA 25 12.820347
## 653 NA 4 11.121389
## 654 NA 25 13.189497
## 655 NA 9 11.197485
## 656 NA 625 13.229464
## 657 NA 0 13.180252
## 658 NA 9 11.197485
## 659 NA 100 11.626194
## 660 NA 100 11.815982
## 661 NA 49 14.427316
## 662 NA 25 13.189497
## 663 NA 225 11.082730
## 664 NA 1 11.598432
## 665 NA 25 11.338538
## 666 NA 81 10.095321
## 667 NA 324 10.412607
## 668 NA 1 11.041580
## 669 NA 0 11.886145
## 670 NA 36 12.883219
## 671 NA 1 10.299111
## 672 NA 4 14.637690
## 673 NA 225 12.931604
## 674 NA 625 11.932229
## 675 NA 1 12.897753
## 676 NA 0 11.511782
## 677 NA 0 9.477292
## 678 NA 0 13.547316
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## 680 NA 484 12.865940
## 681 NA 25 9.857770
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## 683 NA 1 14.557881
## 684 NA 1 11.598432
## 685 NA 36 11.403495
## 686 NA 16 11.269868
## 687 NA 36 14.363986
## 688 NA 0 10.958059
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## 690 NA 9 12.489506
## 691 NA 225 12.739730
## 692 NA 1089 13.604820
## 693 NA 4 11.121389
## 694 NA 1 12.892539
## 695 NA 100 11.626194
## 696 NA 0 10.958059
## 697 NA 196 13.638361
## 698 NA 225 12.739730
## 699 NA 225 14.043222
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## 701 NA 36 10.665197
## 702 NA 324 13.192695
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## 704 NA 900 9.810977
## 705 NA 225 11.821028
## 706 NA 100 11.626194
## 707 NA 0 11.514910
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## 712 NA 400 11.923040
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## 714 NA 1 10.299111
## 715 NA 25 11.892261
## 716 NA 49 11.464739
## 717 NA 36 11.403495
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## 719 NA 0 9.477292
## 720 NA 100 10.883725
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## 722 NA 16 11.823591
## 723 NA 64 12.450356
## 724 NA 324 11.893374
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## 728 NA 64 12.814292
## 729 NA 64 12.632846
## 730 NA 9 12.679295
## 731 NA 100 11.626194
## 732 NA 81 12.686664
## 733 NA 576 12.865903
## 734 NA 144 12.272118
## 735 NA 4 12.972348
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## 737 NA 324 11.711928
## 738 NA 289 11.872972
## 739 NA 49 14.796465
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## 741 NA 100 12.554280
## 742 NA 25 11.338538
## 743 NA 49 12.021591
## 744 NA 121 9.081244
## 745 NA 196 10.308720
## 746 NA 25 10.046516
## 747 NA 4 10.383091
## 748 NA 16 12.192740
## 749 NA 25 12.449113
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## 751 NA 16 11.088421
## 752 NA 225 13.671987
## 753 NA 144 11.715266
MES2<-lm(lwage~educpred+exper+expersq, data=mroz)
MES2
##
## Call:
## lm(formula = lwage ~ educpred + exper + expersq, data = mroz)
##
## Coefficients:
## (Intercept) educpred exper expersq
## 0.1332094 0.0568605 0.0421082 -0.0008565
library(AER)
## Loading required package: car
## Loading required package: carData
## Loading required package: lmtest
## Loading required package: zoo
##
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
## Loading required package: sandwich
## Loading required package: survival
IV1<-ivreg(lwage~educ+exper+expersq|exper+expersq+motheduc+fatheduc)
library(stargazer)
##
## Please cite as:
## Hlavac, Marek (2022). stargazer: Well-Formatted Regression and Summary Statistics Tables.
## R package version 5.2.3. https://CRAN.R-project.org/package=stargazer
stargazer(MCO1,MES2, IV1, type = "text")
##
## ==============================================================
## Dependent variable:
## -------------------------------
## lwage
## OLS instrumental
## variable
## (1) (2) (3)
## --------------------------------------------------------------
## educ 0.107*** 0.061*
## (0.014) (0.031)
##
## educpred 0.057*
## (0.031)
##
## exper 0.042*** 0.042*** 0.044***
## (0.013) (0.014) (0.013)
##
## expersq -0.001** -0.001** -0.001**
## (0.0004) (0.0004) (0.0004)
##
## Constant -0.522*** 0.133 0.048
## (0.199) (0.382) (0.400)
##
## --------------------------------------------------------------
## Observations 428 428 428
## R2 0.157 0.050 0.136
## Adjusted R2 0.151 0.043 0.130
## Residual Std. Error (df = 424) 0.666 0.708 0.675
## F Statistic (df = 3; 424) 26.286*** 7.363***
## ==============================================================
## Note: *p<0.1; **p<0.05; ***p<0.01
summary(IV1, diagnostics=T)
##
## Call:
## ivreg(formula = lwage ~ educ + exper + expersq | exper + expersq +
## motheduc + fatheduc)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.0986 -0.3196 0.0551 0.3689 2.3493
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.0481003 0.4003281 0.120 0.90442
## educ 0.0613966 0.0314367 1.953 0.05147 .
## exper 0.0441704 0.0134325 3.288 0.00109 **
## expersq -0.0008990 0.0004017 -2.238 0.02574 *
##
## Diagnostic tests:
## df1 df2 statistic p-value
## Weak instruments 2 423 55.400 <2e-16 ***
## Wu-Hausman 1 423 2.793 0.0954 .
## Sargan 1 NA 0.378 0.5386
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.6747 on 424 degrees of freedom
## Multiple R-Squared: 0.1357, Adjusted R-squared: 0.1296
## Wald test: 8.141 on 3 and 424 DF, p-value: 2.787e-05
MODELO LOGIT
MLogit<- glm(formula=inlf~nwifeinc+educ+exper+expersq+age+kidslt6+kidsge6,mroz,family=binomial(link="logit"))
summary(MLogit)
##
## Call:
## glm(formula = inlf ~ nwifeinc + educ + exper + expersq + age +
## kidslt6 + kidsge6, family = binomial(link = "logit"), data = mroz)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 0.425452 0.860365 0.495 0.62095
## nwifeinc -0.021345 0.008421 -2.535 0.01126 *
## educ 0.221170 0.043439 5.091 3.55e-07 ***
## exper 0.205870 0.032057 6.422 1.34e-10 ***
## expersq -0.003154 0.001016 -3.104 0.00191 **
## age -0.088024 0.014573 -6.040 1.54e-09 ***
## kidslt6 -1.443354 0.203583 -7.090 1.34e-12 ***
## kidsge6 0.060112 0.074789 0.804 0.42154
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1029.75 on 752 degrees of freedom
## Residual deviance: 803.53 on 745 degrees of freedom
## AIC: 819.53
##
## Number of Fisher Scoring iterations: 4
exp(coefficients(MLogit))
## (Intercept) nwifeinc educ exper expersq age
## 1.5302825 0.9788810 1.2475360 1.2285929 0.9968509 0.9157386
## kidslt6 kidsge6
## 0.2361344 1.0619557
RV=with(MLogit,null.deviance-deviance)
pvalue=with(MLogit,pchisq(RV,df.null-df.residual,lower.tail = FALSE)) #se esttima pvalue
pvalue
## [1] 3.159176e-45
R2MCFaden=with(MLogit,1-(deviance/null.deviance))
R2MCFaden # esta es nuestra R2
## [1] 0.2196814
RV
## [1] 226.2161