From 9fd4855e8e5c2da13f5f56e50187722b862ada0d Mon Sep 17 00:00:00 2001 From: Anton Date: Sat, 7 Dec 2024 09:11:03 +0400 Subject: [PATCH 1/3] lab3 done --- lab1/datasetlab1/marketing_campaign.csv | 2241 +++++++++++++++++++++++ lab1/lab1.ipynb | 21 +- lab2/lab2.ipynb | 20 +- lab3/datasetlab1/marketing_campaign.csv | 2241 +++++++++++++++++++++++ lab3/lab3.ipynb | 837 +++++++++ 5 files changed, 5340 insertions(+), 20 deletions(-) create mode 100644 lab1/datasetlab1/marketing_campaign.csv create mode 100644 lab3/datasetlab1/marketing_campaign.csv create mode 100644 lab3/lab3.ipynb diff --git a/lab1/datasetlab1/marketing_campaign.csv b/lab1/datasetlab1/marketing_campaign.csv new file mode 100644 index 0000000..ecf0643 --- /dev/null +++ b/lab1/datasetlab1/marketing_campaign.csv @@ -0,0 +1,2241 @@ +ID Year_Birth Education Marital_Status Income Kidhome Teenhome Dt_Customer Recency MntWines MntFruits MntMeatProducts MntFishProducts MntSweetProducts MntGoldProds NumDealsPurchases NumWebPurchases NumCatalogPurchases NumStorePurchases NumWebVisitsMonth AcceptedCmp3 AcceptedCmp4 AcceptedCmp5 AcceptedCmp1 AcceptedCmp2 Complain Z_CostContact Z_Revenue Response +5524 1957 Graduation Single 58138 0 0 04-09-2012 58 635 88 546 172 88 88 3 8 10 4 7 0 0 0 0 0 0 3 11 1 +2174 1954 Graduation Single 46344 1 1 08-03-2014 38 11 1 6 2 1 6 2 1 1 2 5 0 0 0 0 0 0 3 11 0 +4141 1965 Graduation Together 71613 0 0 21-08-2013 26 426 49 127 111 21 42 1 8 2 10 4 0 0 0 0 0 0 3 11 0 +6182 1984 Graduation Together 26646 1 0 10-02-2014 26 11 4 20 10 3 5 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +5324 1981 PhD Married 58293 1 0 19-01-2014 94 173 43 118 46 27 15 5 5 3 6 5 0 0 0 0 0 0 3 11 0 +7446 1967 Master Together 62513 0 1 09-09-2013 16 520 42 98 0 42 14 2 6 4 10 6 0 0 0 0 0 0 3 11 0 +965 1971 Graduation Divorced 55635 0 1 13-11-2012 34 235 65 164 50 49 27 4 7 3 7 6 0 0 0 0 0 0 3 11 0 +6177 1985 PhD Married 33454 1 0 08-05-2013 32 76 10 56 3 1 23 2 4 0 4 8 0 0 0 0 0 0 3 11 0 +4855 1974 PhD Together 30351 1 0 06-06-2013 19 14 0 24 3 3 2 1 3 0 2 9 0 0 0 0 0 0 3 11 1 +5899 1950 PhD Together 5648 1 1 13-03-2014 68 28 0 6 1 1 13 1 1 0 0 20 1 0 0 0 0 0 3 11 0 +1994 1983 Graduation Married 1 0 15-11-2013 11 5 5 6 0 2 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +387 1976 Basic Married 7500 0 0 13-11-2012 59 6 16 11 11 1 16 1 2 0 3 8 0 0 0 0 0 0 3 11 0 +2125 1959 Graduation Divorced 63033 0 0 15-11-2013 82 194 61 480 225 112 30 1 3 4 8 2 0 0 0 0 0 0 3 11 0 +8180 1952 Master Divorced 59354 1 1 15-11-2013 53 233 2 53 3 5 14 3 6 1 5 6 0 0 0 0 0 0 3 11 0 +2569 1987 Graduation Married 17323 0 0 10-10-2012 38 3 14 17 6 1 5 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +2114 1946 PhD Single 82800 0 0 24-11-2012 23 1006 22 115 59 68 45 1 7 6 12 3 0 0 1 1 0 0 3 11 1 +9736 1980 Graduation Married 41850 1 1 24-12-2012 51 53 5 19 2 13 4 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +4939 1946 Graduation Together 37760 0 0 31-08-2012 20 84 5 38 150 12 28 2 4 1 6 7 0 0 0 0 0 0 3 11 0 +6565 1949 Master Married 76995 0 1 28-03-2013 91 1012 80 498 0 16 176 2 11 4 9 5 0 0 0 1 0 0 3 11 0 +2278 1985 2n Cycle Single 33812 1 0 03-11-2012 86 4 17 19 30 24 39 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +9360 1982 Graduation Married 37040 0 0 08-08-2012 41 86 2 73 69 38 48 1 4 2 5 8 0 0 0 0 0 0 3 11 0 +5376 1979 Graduation Married 2447 1 0 06-01-2013 42 1 1 1725 1 1 1 15 0 28 0 1 0 0 0 0 0 0 3 11 0 +1993 1949 PhD Married 58607 0 1 23-12-2012 63 867 0 86 0 0 19 3 2 3 9 8 0 1 0 0 0 0 3 11 0 +4047 1954 PhD Married 65324 0 1 11-01-2014 0 384 0 102 21 32 5 3 6 2 9 4 0 0 0 0 0 0 3 11 0 +1409 1951 Graduation Together 40689 0 1 18-03-2013 69 270 3 27 39 6 99 7 7 1 5 8 0 0 0 0 0 0 3 11 0 +7892 1969 Graduation Single 18589 0 0 02-01-2013 89 6 4 25 15 12 13 2 2 1 3 7 0 0 0 0 0 0 3 11 0 +2404 1976 Graduation Married 53359 1 1 27-05-2013 4 173 4 30 3 6 41 4 5 1 4 7 0 0 0 0 0 0 3 11 0 +5255 1986 Graduation Single 1 0 20-02-2013 19 5 1 3 3 263 362 0 27 0 0 1 0 0 0 0 0 0 3 11 0 +9422 1989 Graduation Married 38360 1 0 31-05-2013 26 36 2 42 20 21 10 2 2 1 4 3 0 0 0 0 0 0 3 11 0 +1966 1965 PhD Married 84618 0 0 22-11-2013 96 684 100 801 21 66 0 1 6 9 10 2 0 0 1 0 0 0 3 11 0 +6864 1989 Master Divorced 10979 0 0 22-05-2014 34 8 4 10 2 2 4 2 3 0 3 5 0 0 0 0 0 0 3 11 0 +3033 1963 Master Together 38620 0 0 11-05-2013 56 112 17 44 34 22 89 1 2 5 3 3 0 0 0 0 0 0 3 11 0 +5710 1970 Graduation Together 40548 0 1 10-10-2012 31 110 0 5 2 0 3 2 2 1 4 5 0 1 0 0 0 0 3 11 0 +7373 1952 PhD Divorced 46610 0 2 29-10-2012 8 96 12 96 33 22 43 6 4 1 6 6 0 0 0 0 0 0 3 11 1 +8755 1946 Master Married 68657 0 0 20-02-2013 4 482 34 471 119 68 22 1 3 5 9 7 0 0 0 0 0 0 3 11 0 +10738 1951 Master Single 49389 1 1 29-08-2013 55 40 0 19 2 1 3 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +4339 1970 PhD Married 67353 0 1 31-12-2013 37 702 17 151 0 8 35 5 5 6 12 2 0 0 0 0 0 0 3 11 0 +10755 1976 2n Cycle Married 23718 1 0 02-09-2013 76 6 3 14 15 7 36 3 3 1 2 7 0 0 0 0 0 0 3 11 0 +8595 1973 Graduation Widow 42429 0 1 11-02-2014 99 55 0 6 2 0 4 2 1 1 3 5 0 0 0 0 0 0 3 11 0 +2968 1943 PhD Divorced 48948 0 0 01-02-2013 53 437 8 206 160 49 42 2 7 10 5 6 1 0 0 0 0 0 3 11 1 +8601 1980 Graduation Married 80011 0 1 29-04-2013 3 421 76 536 82 178 102 2 8 6 5 4 0 0 0 0 0 0 3 11 0 +503 1985 Master Married 20559 1 0 12-03-2013 88 13 1 29 3 0 7 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +8430 1957 Graduation Together 21994 0 1 24-12-2012 4 9 0 6 3 1 3 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +7281 1959 PhD Single 0 0 05-11-2013 80 81 11 50 3 2 39 1 1 3 4 2 0 0 0 0 0 0 3 11 0 +2139 1975 Master Married 7500 1 0 02-10-2013 19 3 1 10 3 2 12 3 2 0 3 5 0 0 0 0 0 0 3 11 0 +1371 1976 Graduation Single 79941 0 0 28-06-2014 72 123 164 266 227 30 174 1 2 4 9 1 0 0 0 0 0 0 3 11 0 +9909 1996 2n Cycle Married 7500 0 0 09-11-2012 24 3 18 14 15 22 50 3 3 1 3 9 0 0 0 0 0 0 3 11 1 +7286 1968 Graduation Together 41728 1 0 24-05-2013 92 13 6 15 3 5 13 1 2 0 2 10 0 0 0 0 0 0 3 11 0 +7244 1951 Graduation Single 2 1 01-01-2014 96 48 5 48 6 10 7 3 2 1 4 6 0 0 0 0 0 0 3 11 0 +6566 1954 PhD Married 72550 1 1 08-11-2012 39 826 50 317 50 38 38 9 5 2 12 8 0 0 0 0 0 0 3 11 0 +8614 1957 Graduation Widow 65486 0 1 12-05-2014 29 245 19 125 37 67 14 1 4 2 10 2 0 0 0 0 0 0 3 11 0 +4114 1964 Master Married 79143 0 0 11-08-2012 2 650 37 780 27 167 32 1 6 9 13 3 0 0 0 0 0 0 3 11 0 +1331 1977 Graduation Single 35790 1 0 02-01-2013 54 12 6 20 30 1 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +2225 1977 Graduation Divorced 82582 0 0 07-06-2014 54 510 120 550 156 40 241 1 4 9 7 1 1 0 0 1 0 0 3 11 1 +9381 1978 Graduation Married 66373 1 1 12-06-2013 57 328 9 124 12 24 109 7 4 2 10 3 0 0 0 0 0 0 3 11 0 +6260 1955 Master Together 82384 0 0 19-11-2012 55 984 51 432 180 120 190 1 3 10 13 1 0 0 1 0 0 0 3 11 1 +10383 1966 Graduation Divorced 70287 0 0 02-04-2013 30 295 35 482 121 120 40 1 5 5 10 3 0 0 0 0 0 0 3 11 1 +7437 1988 Graduation Single 27938 1 0 28-04-2014 31 13 0 8 2 1 5 1 1 0 4 3 0 0 0 0 0 0 3 11 0 +8557 1982 Graduation Single 1 0 17-06-2013 57 11 3 22 2 2 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +8375 1968 PhD Married 55954 0 1 03-03-2014 63 447 0 28 0 0 43 3 8 2 6 7 0 0 0 0 0 0 3 11 0 +6853 1982 Master Single 75777 0 0 04-07-2013 12 712 26 538 69 13 80 1 3 6 11 1 0 1 1 0 0 0 3 11 1 +3076 1975 Graduation Together 66653 1 1 07-09-2012 18 452 18 102 16 18 6 4 4 2 12 3 0 0 0 0 0 0 3 11 0 +1012 1952 Graduation Single 61823 0 1 18-02-2013 26 523 7 134 37 14 169 4 8 2 10 7 0 0 0 0 0 0 3 11 0 +6518 1951 PhD Widow 67680 0 1 11-06-2013 8 546 0 48 0 6 6 1 7 3 8 5 0 0 0 0 0 0 3 11 0 +4137 1948 Graduation Together 70666 0 0 06-12-2013 29 398 40 367 119 122 30 1 7 4 4 4 0 0 0 0 0 0 3 11 0 +8082 1971 Graduation Married 25721 1 0 21-05-2013 75 1 3 6 3 6 15 1 1 1 2 7 0 0 0 0 0 0 3 11 1 +1386 1967 Graduation Together 32474 1 1 11-05-2014 0 10 0 1 0 0 0 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +9369 1979 2n Cycle Single 88194 0 1 19-03-2014 19 688 14 309 201 24 38 1 11 10 10 5 1 0 0 1 0 0 3 11 1 +4477 1958 Graduation Together 69096 0 1 27-09-2013 4 247 49 159 7 82 109 1 5 2 10 4 0 0 0 0 0 0 3 11 0 +1357 1970 Graduation Together 74854 1 2 08-04-2013 90 856 59 487 58 29 73 7 2 5 5 5 0 0 0 0 0 0 3 11 0 +1402 1954 Master Married 66991 0 0 11-09-2012 1 496 36 460 189 60 12 3 4 8 6 3 0 0 0 0 0 0 3 11 0 +10629 1973 2n Cycle Married 1 0 14-09-2012 25 25 3 43 17 4 17 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +6312 1959 Graduation Married 65031 0 1 17-03-2013 29 258 107 291 84 37 86 4 10 3 13 7 0 0 0 0 0 0 3 11 0 +8132 1975 PhD Married 60631 1 1 05-04-2013 88 565 6 65 0 6 19 5 9 2 8 7 0 1 0 0 0 0 3 11 0 +1050 1952 Graduation Married 28332 0 0 30-04-2014 58 14 10 13 4 15 9 1 2 1 4 2 0 0 0 0 0 0 3 11 0 +5846 1977 Graduation Divorced 40246 1 0 19-12-2012 68 2 1 6 2 1 1 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +1859 1972 Master Married 75251 0 0 27-08-2012 34 721 111 925 97 18 18 1 7 6 5 5 0 0 0 0 0 0 3 11 1 +7503 1976 Graduation Single 75825 0 0 12-10-2012 40 1032 105 779 137 105 51 0 5 8 9 4 1 0 0 0 0 0 3 11 1 +10401 1976 2n Cycle Together 26326 0 0 04-09-2013 12 1 0 5 0 3 9 1 0 0 3 3 0 0 0 0 0 1 3 11 0 +1618 1965 Graduation Together 56046 0 0 02-01-2013 9 577 0 64 0 0 51 2 10 1 8 8 1 0 0 0 0 0 3 11 1 +3332 1985 Graduation Single 29760 1 0 29-08-2012 87 64 4 68 7 5 17 4 3 1 4 8 0 0 0 0 0 0 3 11 0 +2261 1969 Graduation Married 26304 1 0 23-06-2013 5 4 1 5 2 0 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5346 1973 2n Cycle Married 23559 1 0 03-07-2013 87 25 5 19 7 0 23 3 3 0 3 7 0 0 0 0 0 0 3 11 0 +4119 1963 Master Together 38620 0 0 11-05-2013 56 112 17 44 34 22 89 1 2 5 3 3 0 0 0 0 0 0 3 11 0 +535 1987 Graduation Divorced 81361 0 0 25-02-2014 18 163 23 424 27 65 76 1 3 10 13 1 0 0 0 0 0 0 3 11 0 +5268 1960 Graduation Married 29440 1 1 11-08-2013 95 17 8 14 10 4 3 2 1 0 4 7 0 0 0 0 0 0 3 11 0 +273 1970 Master Married 36138 1 1 16-07-2013 48 130 0 16 0 0 5 5 3 1 4 7 0 1 0 0 0 0 3 11 0 +4452 1957 Graduation Single 50388 0 1 28-05-2014 3 292 6 37 0 3 34 4 6 1 6 7 0 1 0 1 0 0 3 11 1 +8504 1973 Graduation Married 79593 0 0 12-05-2014 70 350 60 568 110 133 145 1 5 6 7 2 0 0 1 0 0 0 3 11 0 +771 1967 Graduation Together 54178 0 1 21-01-2014 79 135 9 39 4 0 7 1 2 2 5 2 0 0 0 0 0 0 3 11 0 +8996 1957 PhD Married 2 1 19-11-2012 4 230 42 192 49 37 53 12 7 2 8 9 0 0 0 0 0 0 3 11 0 +9235 1957 Graduation Single 1 1 27-05-2014 45 7 0 8 2 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5798 1973 Master Together 0 0 23-11-2013 87 445 37 359 98 28 18 1 2 4 8 1 0 0 0 0 0 0 3 11 0 +11178 1972 Master Single 42394 1 0 23-03-2014 69 15 2 10 0 1 4 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +2230 1970 PhD Married 23626 1 0 24-05-2014 84 27 2 14 0 0 0 3 3 1 3 5 0 0 0 0 0 0 3 11 0 +7516 1983 Graduation Married 30096 1 0 22-05-2014 30 5 3 11 12 5 9 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +7247 1960 Graduation Widow 47916 0 1 22-11-2012 72 505 0 26 0 0 75 5 7 4 6 6 0 1 0 0 0 0 3 11 0 +11100 1972 Graduation Divorced 51813 1 1 11-04-2013 37 51 2 7 0 1 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +4646 1951 2n Cycle Married 78497 0 0 01-12-2013 44 207 26 447 75 0 223 1 5 7 12 2 0 0 0 1 0 0 3 11 0 +3037 1983 PhD Married 50150 0 0 20-06-2013 32 135 46 92 65 61 11 2 5 2 7 5 0 0 0 0 0 0 3 11 0 +1473 1960 2n Cycle Single 47823 0 1 23-07-2013 0 53 1 5 2 1 10 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +1016 1959 PhD Single 34554 0 1 30-03-2014 43 41 1 6 2 0 5 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +4518 1979 Graduation Together 85693 0 1 20-04-2013 59 386 172 183 185 132 111 2 9 5 11 5 0 0 0 0 0 0 3 11 0 +9370 1945 PhD Married 65846 0 0 17-05-2013 68 562 81 276 80 40 81 1 6 3 6 4 0 0 0 0 0 0 3 11 0 +8908 1959 Graduation Married 87195 0 0 08-05-2014 35 217 76 690 50 26 38 1 3 11 5 1 0 0 0 0 0 0 3 11 1 +8373 1979 Basic Together 24594 1 0 10-12-2013 94 1 3 6 10 0 9 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +7533 1964 Graduation Married 49096 1 1 24-09-2013 15 144 1 32 2 1 7 4 4 1 4 7 0 0 0 0 0 0 3 11 0 +2683 1969 Graduation Married 52413 0 2 02-02-2013 56 295 106 271 75 98 65 4 6 4 12 6 0 0 0 0 0 0 3 11 0 +3629 1978 Graduation Single 38557 1 0 19-12-2012 17 76 3 31 4 4 27 2 3 1 3 7 0 0 0 0 0 0 3 11 0 +10991 1960 Master Married 89058 0 0 07-12-2012 18 454 194 106 31 22 43 1 5 4 4 2 0 0 0 0 0 0 3 11 0 +5077 1979 Graduation Together 77298 0 1 02-11-2013 46 425 115 292 23 35 79 1 6 6 11 3 0 0 0 0 0 0 3 11 0 +7431 1991 PhD Single 68126 0 0 10-11-2012 40 1332 17 311 23 51 86 1 7 4 5 9 0 1 0 0 0 0 3 11 1 +3267 1963 Master Together 57288 0 1 25-06-2014 27 527 0 21 0 0 60 3 8 1 8 6 0 1 0 0 0 0 3 11 0 +999 1991 Graduation Single 86037 0 0 02-01-2013 95 490 44 125 29 20 22 1 6 7 11 3 0 1 1 0 0 0 3 11 1 +9215 1980 PhD Married 43974 1 0 12-12-2012 19 378 0 101 0 0 72 5 6 4 6 7 0 0 0 0 0 0 3 11 0 +2286 1962 Graduation Single 50785 1 1 10-09-2013 27 64 1 21 0 1 27 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +1592 1970 Graduation Married 90765 0 0 24-01-2014 25 547 99 812 151 82 33 0 4 6 5 1 0 0 1 1 0 0 3 11 0 +367 1978 2n Cycle Married 36550 1 0 19-02-2013 74 47 90 94 123 103 120 5 9 1 5 9 0 0 0 0 0 0 3 11 0 +5234 1967 2n Cycle Together 30753 1 1 11-07-2013 85 12 5 25 0 9 30 2 1 1 3 5 0 0 0 0 0 0 3 11 0 +9862 1969 Graduation Together 21918 1 0 14-11-2013 37 1 6 7 11 5 3 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +9805 1953 Master Together 56129 0 1 20-06-2013 65 320 48 133 39 72 48 4 6 2 10 4 0 0 0 0 0 0 3 11 0 +6205 1967 Master Single 32557 1 0 24-02-2014 13 34 3 29 0 4 10 3 2 1 3 5 0 0 0 0 0 0 3 11 1 +8442 1985 Master Married 19510 2 0 04-09-2013 63 9 0 7 3 4 7 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +7386 1976 Graduation Divorced 30992 1 0 22-04-2013 83 17 0 14 7 3 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +7215 1983 Graduation Single 101970 0 0 12-03-2013 69 722 27 102 44 72 168 0 6 8 13 2 0 1 1 1 0 0 3 11 1 +1491 1965 2n Cycle Together 71488 0 0 18-02-2013 87 162 33 124 40 28 172 2 3 4 7 1 0 0 0 0 0 0 3 11 0 +11071 1984 Graduation Single 79607 0 0 21-04-2013 37 450 133 951 173 0 216 1 3 6 6 1 0 0 0 0 0 0 3 11 1 +3381 1953 Master Married 54348 1 1 08-06-2014 51 70 0 16 0 0 4 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +8268 1961 PhD Married 0 1 11-07-2013 23 352 0 27 10 0 15 3 6 1 7 6 0 0 0 0 0 0 3 11 0 +11051 1956 PhD Together 77376 1 1 10-05-2014 72 492 19 110 16 12 12 4 6 3 10 4 0 0 0 0 0 0 3 11 0 +8026 1952 Graduation Married 62998 0 1 30-09-2013 10 120 58 73 65 89 58 5 5 4 5 5 0 0 0 0 0 0 3 11 0 +433 1958 Master Alone 61331 1 1 10-03-2013 42 534 5 47 0 5 41 5 11 1 6 8 0 0 0 0 0 0 3 11 0 +9597 1969 Graduation Married 73448 0 0 10-02-2014 10 236 106 189 23 41 130 1 7 2 9 4 0 0 0 0 0 0 3 11 0 +1295 1963 Graduation Married 0 1 11-08-2013 96 231 65 196 38 71 124 1 6 5 7 4 0 0 0 0 0 0 3 11 0 +5290 1964 PhD Married 41551 1 1 14-08-2013 51 220 0 33 3 0 23 5 5 1 5 8 0 0 0 0 0 0 3 11 0 +1685 1967 PhD Together 62981 0 0 17-03-2013 21 796 14 590 38 44 0 1 4 5 13 3 0 1 0 0 0 0 3 11 0 +5342 1976 Basic Divorced 9548 1 0 08-08-2012 31 0 1 3 10 6 9 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +9579 1959 PhD Married 33762 2 1 07-07-2013 61 53 1 34 2 0 16 3 2 2 2 8 0 0 0 0 0 0 3 11 0 +7660 1973 PhD Alone 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 1 +1461 1965 PhD Divorced 36921 1 1 28-07-2013 74 17 1 12 3 1 4 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +821 1992 Master Single 92859 0 0 19-10-2012 46 962 61 921 52 61 20 1 5 4 12 2 0 0 0 0 0 0 3 11 0 +11084 1976 Master Together 65104 0 1 14-11-2013 4 738 0 232 13 20 50 2 3 5 7 7 0 0 0 0 0 0 3 11 1 +8690 1962 Graduation Married 86111 0 0 19-04-2013 73 399 28 756 36 40 126 1 5 7 10 2 0 0 0 0 0 0 3 11 0 +2937 1974 PhD Single 68352 0 1 28-08-2013 47 614 16 132 43 33 33 3 8 5 9 6 0 0 0 0 0 0 3 11 0 +9701 1988 Graduation Together 41883 1 0 19-03-2013 13 32 34 41 73 16 116 3 4 2 3 7 0 0 0 0 0 0 3 11 0 +9949 1976 Graduation Married 59809 0 2 18-10-2012 36 598 16 141 32 41 49 3 3 3 6 8 0 0 0 0 0 0 3 11 0 +10837 1975 Graduation Married 23957 1 0 28-10-2012 47 2 1 18 20 11 16 1 2 0 3 6 0 0 0 0 0 0 3 11 1 +3120 1981 Graduation Together 38547 1 0 28-08-2013 49 6 1 10 0 1 4 1 1 0 2 8 0 0 0 0 0 1 3 11 0 +5885 1973 2n Cycle Married 35688 2 1 22-08-2012 94 73 3 90 12 1 32 7 4 1 4 8 0 0 0 0 0 0 3 11 0 +4050 1966 Master Married 49605 0 0 21-06-2014 65 42 16 29 12 20 8 1 2 1 4 3 0 0 0 0 0 0 3 11 0 +3830 1953 Master Married 59354 0 2 24-04-2014 59 295 21 78 39 13 13 1 4 4 7 3 0 0 0 0 0 0 3 11 0 +7987 1969 Graduation Married 65747 0 1 07-03-2014 96 346 17 48 23 13 13 4 8 1 6 6 0 1 0 0 0 0 3 11 0 +7798 1972 2n Cycle Together 46344 0 1 14-12-2012 28 233 20 57 8 20 91 4 7 1 5 7 0 0 0 0 0 0 3 11 0 +92 1988 Graduation Alone 34176 1 0 12-05-2014 12 5 7 24 19 14 20 4 3 0 4 6 0 0 0 0 0 0 3 11 0 +7055 1952 PhD Together 61010 0 1 09-10-2012 57 888 0 57 0 0 76 2 8 5 11 5 0 0 0 0 0 0 3 11 0 +10240 1949 Graduation Together 69372 0 0 19-02-2013 10 997 26 269 34 13 42 1 10 4 6 4 0 1 1 0 0 0 3 11 1 +3025 1958 Graduation Single 49967 0 1 08-07-2013 4 212 6 69 4 12 3 3 6 1 5 7 0 0 0 0 0 0 3 11 0 +9283 1978 Graduation Single 60199 1 2 12-09-2013 49 8 1 7 2 0 0 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +9970 1977 Graduation Together 55375 0 1 17-10-2013 3 42 11 57 10 28 14 1 1 1 6 2 0 0 0 0 0 0 3 11 0 +2730 1955 Graduation Single 80317 0 0 20-08-2013 64 536 11 387 149 91 57 1 3 4 10 1 0 0 0 0 0 0 3 11 0 +2795 1958 Master Single 30523 2 1 01-07-2013 0 5 0 3 0 0 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +9260 1945 PhD Married 70356 0 0 05-11-2012 20 1349 16 249 43 16 33 2 10 6 9 6 0 0 0 0 0 0 3 11 0 +8182 1984 Graduation Married 23228 1 0 05-01-2014 91 53 3 49 7 4 5 4 3 0 4 8 0 0 0 0 0 0 3 11 0 +10095 1975 PhD Divorced 74165 0 0 01-05-2013 9 1001 12 240 16 12 12 1 5 4 10 2 0 0 0 0 0 0 3 11 0 +8475 1973 PhD Married 157243 0 1 01-03-2014 98 20 2 1582 1 2 1 15 0 22 0 0 0 0 0 0 0 0 3 11 0 +4370 1966 Graduation Together 43482 2 1 13-11-2013 83 18 1 32 6 3 28 3 2 0 4 6 0 0 0 0 0 0 3 11 0 +10573 1953 Graduation Divorced 62551 0 0 18-11-2013 27 125 16 98 134 21 27 1 6 7 4 3 1 0 0 0 0 0 3 11 0 +3712 1959 Graduation Divorced 52332 0 0 28-08-2013 63 212 5 33 7 0 2 1 3 2 6 4 0 1 0 0 0 0 3 11 0 +6637 1988 Graduation Single 66951 0 0 02-11-2013 46 277 162 305 173 76 124 1 3 4 7 1 0 0 0 0 0 0 3 11 0 +3152 1957 Graduation Together 26091 1 1 25-02-2014 84 15 10 19 8 17 20 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +5610 1965 Graduation Together 33456 1 1 21-04-2014 58 7 3 10 8 1 7 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +6460 1982 Graduation Married 28718 1 0 13-07-2013 78 12 4 6 11 8 16 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +1349 1970 Graduation Married 50447 2 0 21-04-2014 4 85 7 24 2 3 27 1 3 1 3 6 0 0 0 0 0 0 3 11 0 +1880 1959 PhD Together 53537 1 1 30-01-2014 17 81 0 6 0 0 6 2 2 1 3 5 0 0 0 0 0 0 3 11 0 +641 1967 Graduation Single 52074 0 1 04-04-2014 77 59 0 12 0 0 48 1 2 2 2 4 1 0 0 0 0 0 3 11 0 +8717 1975 PhD Married 80427 0 1 12-09-2012 56 1149 71 449 69 71 26 1 11 8 8 5 0 0 0 0 0 0 3 11 0 +10314 1948 PhD Married 83837 0 0 16-12-2012 79 847 66 119 86 89 111 1 9 10 5 4 0 1 0 1 0 0 3 11 1 +10854 1970 PhD Married 38853 1 1 23-05-2014 90 29 0 14 0 0 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10492 1959 Graduation Together 38285 2 1 24-06-2014 96 2 0 5 2 0 1 1 0 0 3 2 0 0 0 0 0 0 3 11 0 +6935 1951 2n Cycle Married 78497 0 0 01-12-2013 44 207 26 447 75 0 223 1 5 7 12 2 0 0 0 1 0 0 3 11 0 +7698 1976 PhD Married 51650 0 1 11-05-2014 81 152 3 22 2 5 7 1 4 1 4 5 0 0 0 0 0 0 3 11 0 +3559 1988 2n Cycle Married 16248 1 0 10-05-2014 77 12 11 10 3 12 9 3 2 1 3 6 0 0 0 0 0 0 3 11 0 +10562 1946 Master Married 66835 0 0 28-09-2013 21 620 26 195 34 17 141 1 6 4 13 2 0 0 0 0 0 0 3 11 0 +10796 1984 Master Married 30477 1 0 22-01-2014 16 47 1 6 0 0 12 1 1 1 3 6 0 0 0 0 0 0 3 11 0 +2563 1961 Basic Married 28249 0 0 15-06-2014 80 1 9 7 2 14 10 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +3518 1983 Graduation Married 25271 1 0 05-12-2012 45 10 1 18 10 4 7 1 1 1 2 9 0 0 0 0 0 0 3 11 0 +5823 1970 PhD Single 32303 0 1 08-03-2014 63 35 0 2 0 0 2 2 1 0 4 5 0 0 0 0 0 0 3 11 0 +3934 1966 Graduation Married 61286 0 1 02-08-2013 34 356 0 107 19 9 117 2 7 1 8 5 0 0 0 0 0 0 3 11 0 +6982 1976 Graduation Married 74068 0 0 19-03-2013 14 783 30 537 140 76 15 1 4 10 9 2 0 0 0 0 0 0 3 11 0 +6431 1964 PhD Married 45759 1 1 23-02-2013 13 42 1 18 3 0 4 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +9733 1978 Basic Together 24882 1 0 09-09-2012 52 1 4 10 29 0 36 1 1 1 2 6 1 0 0 0 0 0 3 11 0 +5602 1989 PhD Together 66973 0 0 17-05-2013 98 466 22 432 147 113 102 1 8 7 12 3 0 0 0 0 0 0 3 11 0 +7829 1900 2n Cycle Divorced 36640 1 0 26-09-2013 99 15 6 8 7 4 25 1 2 1 2 5 0 0 0 0 0 1 3 11 0 +1324 1988 Graduation Married 38872 1 0 30-05-2013 93 23 3 21 3 19 22 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +326 1973 Graduation Married 51148 1 1 18-02-2013 38 235 6 45 8 9 12 4 5 1 6 6 0 0 0 0 0 0 3 11 0 +7224 1977 Graduation Married 31353 1 1 29-12-2013 24 10 0 10 3 1 7 2 1 1 2 8 0 0 0 0 0 0 3 11 0 +6999 1980 Master Married 69661 0 0 13-05-2014 80 656 16 106 32 16 8 1 7 3 12 3 0 0 0 0 0 0 3 11 0 +9938 1954 Graduation Married 80067 0 0 19-09-2013 82 519 17 813 27 173 51 1 4 6 6 2 0 0 1 0 0 0 3 11 0 +6422 1954 Graduation Married 86718 0 0 17-01-2013 20 344 189 482 50 33 172 1 5 6 5 2 0 0 0 0 0 0 3 11 0 +3182 1973 PhD Single 46854 1 1 31-03-2014 81 96 1 79 7 1 79 6 5 1 3 8 1 0 0 0 0 0 3 11 1 +7300 1952 Graduation Divorced 69142 0 1 29-06-2014 50 448 4 34 6 4 39 3 8 1 7 5 0 1 0 0 0 0 3 11 0 +10424 1968 Graduation Single 75922 0 0 09-12-2013 60 265 138 553 224 23 92 1 4 4 9 1 0 0 0 0 0 0 3 11 0 +8727 1978 Graduation Divorced 63693 0 1 14-10-2013 63 587 43 337 42 87 54 3 11 6 9 6 0 0 0 0 0 0 3 11 0 +2798 1977 PhD Together 102160 0 0 02-11-2012 54 763 29 138 76 176 58 0 7 9 10 4 0 1 1 1 0 0 3 11 1 +1030 1965 PhD Single 40637 1 1 17-07-2013 72 22 0 13 0 0 3 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +624 1984 Master Single 18890 0 0 10-11-2012 5 6 4 1 7 2 15 1 0 1 2 6 1 0 0 0 0 0 3 11 1 +5176 1988 Graduation Together 29604 1 0 08-12-2013 88 7 6 13 7 6 14 1 1 0 3 9 1 0 0 0 0 0 3 11 0 +5552 1963 Master Divorced 48721 1 1 13-05-2013 50 81 18 113 47 13 21 6 4 2 5 6 0 0 0 0 0 0 3 11 0 +868 1966 Graduation Married 44794 0 1 08-06-2014 99 54 0 7 0 0 4 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +380 1954 Graduation Divorced 64497 0 1 10-09-2012 17 1170 48 320 42 32 192 5 11 4 9 8 1 0 0 0 0 0 3 11 1 +2677 1956 Graduation Together 46097 0 1 31-03-2013 11 72 24 68 65 4 8 5 3 1 6 4 0 0 0 0 0 0 3 11 0 +6521 1954 Graduation Together 77972 0 0 18-03-2014 18 613 22 319 33 102 12 1 4 6 9 1 0 0 0 0 0 0 3 11 0 +6927 1968 PhD Married 44377 1 1 05-10-2012 70 224 0 30 0 0 10 8 5 1 5 8 0 0 0 0 0 0 3 11 0 +2877 1974 Master Together 46014 1 1 21-01-2013 21 410 0 59 19 9 44 10 7 1 8 7 0 0 0 0 0 0 3 11 0 +0 1985 Graduation Married 70951 0 0 04-05-2013 66 239 10 554 254 87 54 1 3 4 9 1 0 0 0 0 0 0 3 11 0 +1584 1977 Graduation Married 41443 1 0 01-04-2014 79 171 7 171 25 19 89 6 8 1 5 8 0 0 0 0 0 0 3 11 0 +7264 1978 2n Cycle Single 52195 2 1 12-05-2014 2 12 0 4 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +6274 1948 Master Married 83790 0 0 15-11-2013 81 1076 16 417 42 48 16 1 8 10 6 3 0 1 1 0 0 0 3 11 0 +1377 1954 Master Widow 44551 0 1 31-08-2013 24 182 4 33 0 0 66 2 4 1 5 7 0 0 0 0 0 0 3 11 0 +454 1980 Graduation Together 69508 1 0 14-11-2012 48 824 32 162 42 32 43 2 11 4 11 6 0 0 0 0 0 0 3 11 0 +1755 1988 2n Cycle Together 45204 1 0 11-04-2014 93 30 11 25 29 1 18 1 1 1 4 3 0 0 0 0 0 0 3 11 0 +2075 1969 Graduation Married 72460 0 0 14-11-2013 56 377 10 540 80 30 10 1 3 5 7 1 0 0 0 0 0 0 3 11 0 +4785 1970 PhD Together 77622 0 2 14-04-2014 3 520 7 154 19 0 14 2 6 3 11 3 0 0 0 0 0 0 3 11 0 +9076 1980 PhD Married 30732 1 0 05-01-2013 44 155 1 25 0 1 3 4 4 1 4 8 0 0 0 0 0 0 3 11 0 +7079 1962 Graduation Divorced 63887 0 1 08-09-2012 38 897 23 207 15 11 92 5 9 6 12 6 0 0 0 0 0 0 3 11 0 +4653 1978 Graduation Together 42011 1 0 26-03-2013 46 131 0 16 2 1 39 4 3 1 4 8 0 0 0 0 0 0 3 11 0 +7375 1976 Graduation Together 51369 0 1 25-10-2012 84 297 7 79 0 11 182 2 8 2 4 8 0 0 0 0 0 0 3 11 0 +709 1952 Graduation Divorced 51537 0 1 09-12-2012 27 787 20 204 0 0 92 3 2 2 11 8 0 0 0 0 0 0 3 11 0 +460 1972 PhD Married 79930 0 0 08-08-2012 72 792 86 740 67 51 17 1 3 5 8 2 0 0 0 0 0 0 3 11 0 +3726 1986 PhD Together 34320 1 0 16-02-2014 66 4 1 9 3 0 0 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +6798 1966 Graduation Single 37070 1 1 20-03-2013 30 231 7 137 4 15 39 9 5 1 8 7 0 0 0 0 0 0 3 11 1 +5341 1962 2n Cycle Divorced 81975 0 1 05-01-2013 2 983 76 184 180 138 27 1 6 3 4 7 0 0 1 0 0 0 3 11 0 +1606 1971 Graduation Together 38590 1 0 15-05-2013 65 3 1 8 4 3 3 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +9617 1951 Graduation Single 15033 0 0 16-04-2014 37 0 4 5 6 0 4 1 1 0 3 3 0 0 0 0 0 0 3 11 0 +3233 1965 PhD Married 62745 0 1 23-03-2013 89 562 21 464 28 10 32 3 7 8 11 5 0 0 0 0 0 0 3 11 0 +89 1975 2n Cycle Married 22212 1 0 09-12-2013 49 5 9 20 6 8 21 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +2936 1982 Master Together 23661 1 0 04-12-2013 46 18 0 4 0 0 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +9449 1958 PhD Single 79761 0 1 04-10-2013 32 415 5 124 15 35 11 1 5 2 11 3 0 0 0 0 0 0 3 11 0 +7297 1973 Graduation Single 7500 1 0 26-12-2013 54 5 3 10 12 7 20 4 3 1 3 7 0 0 0 0 0 0 3 11 0 +11004 1893 2n Cycle Single 60182 0 1 17-05-2014 23 8 0 5 7 0 2 1 1 0 2 4 0 0 0 0 0 0 3 11 0 +313 1968 Graduation Widow 73455 0 0 28-10-2013 98 901 61 757 186 163 20 1 6 5 10 3 0 1 0 0 0 0 3 11 0 +9940 1958 Graduation Together 64961 0 1 23-12-2012 97 382 114 276 75 124 38 2 6 4 4 3 0 0 0 0 0 0 3 11 0 +10735 1971 Graduation Single 22804 1 0 31-07-2013 75 14 1 7 2 1 1 1 2 0 2 9 0 0 0 0 0 0 3 11 0 +9529 1990 Graduation Married 73687 0 0 28-11-2013 8 559 153 503 218 13 181 1 3 9 9 2 0 0 0 1 0 0 3 11 1 +6439 1958 Graduation Married 61074 0 1 17-08-2012 37 789 0 133 0 28 152 7 11 5 8 7 0 0 0 0 0 0 3 11 0 +7411 1964 PhD Married 31686 1 1 05-06-2014 31 11 0 5 0 0 1 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +2176 1972 Graduation Married 80134 1 0 20-05-2013 40 1218 16 272 104 0 80 2 5 3 6 6 0 1 1 1 0 0 3 11 1 +9265 1953 Graduation Married 75027 0 1 09-01-2013 74 925 64 179 133 12 77 2 9 4 6 5 0 0 0 0 0 0 3 11 0 +8867 1988 PhD Married 67546 0 0 31-08-2012 90 864 134 768 150 38 172 1 4 10 5 3 0 0 0 0 0 0 3 11 0 +8932 1969 Master Together 65176 0 1 29-10-2012 57 960 28 183 220 70 70 4 9 6 6 6 0 0 0 0 0 0 3 11 0 +10236 1975 Master Single 31160 1 0 16-09-2013 59 16 3 25 6 1 13 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +6340 1985 Graduation Single 29938 1 0 27-10-2013 52 3 3 7 0 2 11 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +10089 1974 Graduation Divorced 102692 0 0 05-04-2013 5 168 148 444 32 172 148 1 6 9 13 2 0 1 1 1 1 0 3 11 1 +2227 1958 2n Cycle Together 26490 0 0 22-09-2012 92 45 47 52 21 20 25 2 3 1 5 6 0 0 0 0 0 0 3 11 0 +10992 1967 Graduation Together 75702 1 1 29-08-2012 77 650 28 353 45 42 30 5 4 6 11 8 0 0 0 0 0 0 3 11 0 +5304 1974 PhD Single 30899 1 0 13-10-2012 35 24 0 8 0 0 1 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +309 1961 PhD Together 63342 0 1 16-10-2012 48 918 21 118 13 10 21 3 8 3 5 6 0 1 0 0 0 0 3 11 0 +3406 1964 Graduation Single 45989 0 1 22-10-2012 97 138 33 87 28 24 12 4 3 2 7 3 0 0 0 0 0 0 3 11 0 +2661 1964 Graduation Single 18701 1 1 04-06-2013 95 12 4 2 10 6 10 4 2 0 4 5 0 0 0 0 0 0 3 11 0 +3153 1957 PhD Single 40737 2 1 08-12-2013 24 11 0 4 0 0 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +10264 1979 Graduation Divorced 15287 1 0 10-10-2012 60 1 2 8 4 3 13 2 1 1 2 7 1 0 0 0 0 0 3 11 1 +1184 1968 PhD Divorced 69674 0 2 22-05-2013 46 554 41 215 11 0 24 3 10 2 10 5 0 0 0 0 0 0 3 11 0 +4200 1970 Master Married 44159 1 0 17-06-2014 85 167 2 62 24 13 7 4 4 1 6 5 0 0 0 0 0 0 3 11 0 +9396 1978 PhD Married 37717 1 0 23-11-2012 31 9 0 6 4 1 5 1 1 0 2 9 0 0 0 0 0 0 3 11 0 +2387 1952 Master Together 43776 1 1 03-02-2013 9 177 2 71 3 2 20 6 5 2 4 8 0 0 0 0 0 0 3 11 1 +6690 1966 Master Married 38179 1 1 14-03-2013 30 38 4 22 4 2 20 4 3 1 3 7 0 0 0 0 0 0 3 11 0 +1225 1963 Graduation Married 80124 0 0 26-06-2014 47 483 84 398 205 84 241 1 3 7 8 1 1 0 0 0 0 0 3 11 0 +9703 1970 PhD Married 38097 1 1 15-10-2012 70 77 2 35 0 1 69 4 3 2 2 7 1 0 0 0 0 0 3 11 1 +291 1970 Graduation Married 72940 0 0 19-06-2013 13 182 74 298 162 149 116 1 3 3 6 1 0 0 0 0 0 0 3 11 0 +4557 1970 Graduation Together 22070 1 0 04-10-2013 11 10 7 19 8 2 21 2 2 2 2 6 0 0 0 0 0 0 3 11 0 +2379 1953 Graduation Single 69267 0 0 22-09-2012 31 778 44 499 95 73 146 2 3 4 5 7 0 0 0 0 0 0 3 11 1 +5726 1983 Master Single 31788 1 0 20-03-2014 15 16 7 23 0 8 6 3 3 0 4 5 0 0 0 0 0 1 3 11 0 +3066 1975 PhD Together 61905 0 1 04-02-2014 2 167 0 43 6 2 13 2 4 2 4 5 0 0 0 0 0 0 3 11 0 +6336 1960 Graduation Married 29315 1 1 06-04-2014 55 13 2 14 8 7 4 4 2 0 4 6 0 0 0 0 0 0 3 11 0 +10967 1963 Graduation Divorced 33378 1 1 06-02-2013 38 33 6 40 3 7 10 3 2 0 4 7 0 0 0 0 0 0 3 11 0 +2304 1963 PhD Together 66313 0 1 16-09-2013 86 625 7 99 10 22 7 2 6 3 12 4 0 0 0 0 0 0 3 11 0 +3445 1956 Graduation Single 60714 0 0 17-01-2013 56 216 162 224 101 92 162 2 7 4 10 5 0 0 0 0 0 0 3 11 1 +7828 1981 Master Together 77882 0 0 30-04-2014 29 68 129 396 188 22 15 1 3 3 5 1 0 0 0 0 0 0 3 11 0 +3762 1986 PhD Single 69867 0 0 02-04-2013 30 196 0 512 33 130 54 1 3 5 8 1 0 0 0 1 0 0 3 11 1 +4391 1968 Master Divorced 63841 0 1 21-04-2013 64 635 15 100 20 7 131 1 9 3 9 6 0 0 0 0 0 0 3 11 0 +4669 1981 Basic Married 24480 1 0 11-02-2013 46 4 19 9 28 25 17 3 3 0 4 7 0 0 0 0 0 0 3 11 0 +10144 1976 Graduation Together 51369 0 1 25-10-2012 84 297 7 79 0 11 182 2 8 2 4 8 0 0 0 0 0 0 3 11 0 +8652 1946 Graduation Together 37760 0 0 31-08-2012 20 84 5 38 150 12 28 2 4 1 6 7 0 0 0 0 0 0 3 11 0 +1672 1974 PhD Together 65640 0 1 01-03-2014 74 204 7 149 20 15 66 1 5 1 8 2 0 0 0 0 0 0 3 11 0 +8962 1975 Master Married 44319 1 1 17-04-2014 18 26 0 8 0 0 3 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +9974 1974 Graduation Married 30631 1 0 12-07-2013 75 15 6 20 4 5 20 1 3 1 2 7 0 0 0 0 0 0 3 11 0 +10983 1952 Graduation Together 75278 0 0 29-01-2013 17 304 98 230 150 74 74 1 6 3 13 3 0 0 0 0 0 0 3 11 0 +8148 1956 Master Together 50898 1 1 08-01-2013 88 285 28 242 55 114 135 13 6 2 12 5 0 0 0 0 0 0 3 11 0 +10102 1966 Graduation Widow 79946 0 0 12-05-2014 19 395 183 565 166 141 28 1 5 11 5 3 0 0 0 0 0 0 3 11 0 +4697 1949 Master Divorced 35416 0 0 13-06-2013 62 248 3 81 4 3 51 3 7 1 5 8 0 0 0 0 0 0 3 11 0 +9262 1984 2n Cycle Together 32414 0 0 04-07-2013 11 20 6 5 0 9 12 1 1 0 3 7 1 0 0 0 0 0 3 11 0 +7254 1969 Graduation Together 38361 1 0 27-12-2013 74 39 0 56 20 8 14 3 3 1 3 7 0 0 0 0 0 0 3 11 0 +4543 1980 Graduation Married 82497 0 0 31-10-2012 32 777 129 573 216 21 203 1 2 7 9 4 0 0 1 0 0 0 3 11 0 +4927 1971 Graduation Together 16626 2 0 15-01-2014 76 8 3 22 21 1 13 3 3 0 3 9 0 0 0 0 0 0 3 11 0 +10451 1965 Graduation Together 29672 1 1 12-03-2013 6 9 1 3 0 4 8 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +2926 1952 Master Together 55951 0 1 23-08-2012 62 1241 0 80 0 13 40 3 3 6 11 8 0 1 0 0 1 0 3 11 0 +2874 1988 2n Cycle Divorced 35388 1 0 07-03-2013 20 6 4 7 4 3 8 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +9738 1986 Master Together 42386 1 0 13-01-2013 43 65 4 16 0 4 11 1 3 0 3 8 0 0 0 0 0 0 3 11 0 +7119 1982 Graduation Single 68627 0 0 12-01-2013 45 395 15 263 60 54 38 1 2 3 6 1 0 0 0 0 0 0 3 11 0 +3924 1965 PhD Divorced 57912 0 1 17-03-2014 34 801 0 80 0 0 35 5 8 3 12 5 0 1 0 0 0 0 3 11 0 +5827 1958 Graduation Divorced 35246 1 1 16-04-2014 53 36 0 12 2 2 10 4 3 1 3 5 0 0 0 0 0 0 3 11 0 +5596 1956 2n Cycle Together 58821 0 1 12-10-2013 44 513 14 154 19 0 28 1 9 2 9 6 0 0 0 0 0 0 3 11 0 +10812 1978 PhD Married 46377 1 0 01-03-2014 89 37 0 46 4 3 0 1 2 1 3 4 0 0 0 0 0 0 3 11 0 +1717 1988 Graduation Single 39747 1 0 13-04-2014 43 80 15 93 20 13 52 3 5 1 4 8 0 0 0 0 0 0 3 11 0 +9491 1984 Graduation Together 23976 1 0 27-12-2013 68 14 1 21 2 3 25 3 3 1 3 7 0 0 0 0 0 0 3 11 0 +9274 1961 Master Married 80950 0 0 28-03-2013 44 525 147 112 219 147 63 1 6 7 9 2 0 0 0 1 0 0 3 11 0 +6609 1966 Graduation Widow 27038 0 0 18-09-2012 64 1 26 25 17 23 15 1 3 0 3 9 0 0 0 0 0 0 3 11 1 +6963 1947 Graduation Single 77457 0 0 05-03-2014 85 675 11 400 15 45 11 1 2 5 10 1 0 0 1 0 0 0 3 11 0 +4440 1964 Master Married 64100 0 1 10-09-2013 93 509 0 27 0 0 10 1 8 3 6 7 0 1 0 0 0 0 3 11 0 +1379 1992 Master Together 42670 0 0 27-04-2013 12 154 2 46 20 4 15 1 4 2 4 4 0 0 0 0 0 0 3 11 0 +10032 1976 Graduation Divorced 12571 1 0 18-01-2014 86 3 5 14 2 12 17 4 3 1 3 6 0 0 0 0 0 0 3 11 0 +2826 1967 Graduation Married 22574 2 1 28-10-2013 28 25 0 8 2 0 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +2437 1989 Graduation Married 0 0 03-06-2013 69 861 138 461 60 30 61 1 6 5 12 3 0 1 0 1 0 0 3 11 0 +6320 1976 Master Single 70893 0 0 06-02-2013 42 768 44 561 77 44 14 1 6 6 10 3 0 0 0 0 0 0 3 11 0 +3050 1966 Graduation Married 54198 1 1 17-12-2013 13 185 0 28 3 2 17 6 3 1 6 4 0 0 0 0 0 0 3 11 0 +231 1956 Master Together 28839 1 1 11-03-2014 86 24 0 7 0 0 1 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +2392 1972 Graduation Married 40321 1 1 29-07-2013 59 44 4 21 6 0 27 2 3 0 3 7 0 0 0 0 0 0 3 11 0 +9478 1985 Graduation Single 66503 1 0 14-08-2012 30 91 64 128 65 3 50 2 4 3 6 3 0 0 0 0 0 0 3 11 0 +113 1951 Graduation Married 30833 1 1 16-07-2013 33 11 0 7 3 1 6 2 1 0 3 5 0 0 0 0 0 0 3 11 0 +2863 1970 Graduation Single 1 2 23-08-2013 67 738 20 172 52 50 20 6 2 3 10 7 0 1 0 1 0 0 3 11 0 +1802 1971 Graduation Married 64795 0 1 17-01-2013 23 412 5 119 38 29 77 3 3 3 12 2 0 0 0 0 0 0 3 11 0 +520 1974 Graduation Married 34421 1 0 01-07-2013 81 3 3 7 6 2 9 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +8275 1965 PhD Divorced 47025 1 1 09-02-2014 6 16 0 3 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +9750 1961 PhD Divorced 64325 0 1 07-02-2013 41 731 60 353 78 12 73 5 10 3 5 7 0 0 0 0 0 0 3 11 0 +2607 1953 Graduation Single 40464 0 1 11-01-2013 78 424 17 118 7 23 41 6 8 2 8 8 0 0 0 0 0 0 3 11 0 +7214 1957 Graduation Married 62187 0 0 05-07-2013 49 792 0 275 45 45 126 1 4 8 5 3 0 0 0 0 0 0 3 11 0 +5835 1976 PhD Divorced 14849 1 0 02-07-2013 39 21 2 28 3 2 9 3 2 0 4 8 0 0 0 0 0 0 3 11 0 +3896 1984 Graduation Married 27255 1 0 07-11-2013 3 22 1 11 0 1 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +10350 1950 PhD Married 54432 2 1 09-05-2013 37 33 0 5 0 0 0 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +7786 1986 PhD Single 29999 1 0 13-02-2013 22 68 7 59 10 5 11 4 3 1 4 8 0 0 0 0 0 0 3 11 0 +2861 1983 Graduation Single 24072 1 0 16-04-2013 79 9 1 6 3 0 4 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +663 1989 PhD Single 33996 0 0 11-09-2013 46 40 2 15 8 0 6 1 1 1 3 4 0 0 0 0 0 0 3 11 0 +10675 1956 PhD Married 66334 0 1 03-04-2013 82 909 11 218 0 0 23 2 9 3 5 5 0 0 0 0 0 0 3 11 1 +2521 1971 Master Married 35178 1 0 10-01-2013 10 23 1 13 2 2 18 1 1 1 2 7 1 0 0 0 0 0 3 11 1 +9592 1983 Graduation Together 22010 1 0 30-06-2013 51 11 2 9 3 0 8 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +10151 1960 Graduation Divorced 62204 0 2 12-09-2012 38 317 46 247 151 46 139 1 4 5 12 3 0 0 0 0 0 0 3 11 0 +7381 1968 Graduation Divorced 75693 0 0 06-12-2012 10 797 153 293 72 97 30 1 11 4 6 4 0 1 1 1 0 0 3 11 1 +4099 1972 Graduation Married 30675 1 0 12-11-2012 14 10 2 16 11 2 21 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +9560 1965 Graduation Together 83003 0 0 03-03-2013 18 856 61 570 40 25 122 1 7 6 8 3 0 0 1 0 0 0 3 11 1 +1150 1899 PhD Together 83532 0 0 26-09-2013 36 755 144 562 104 64 224 1 4 6 4 1 0 0 1 0 0 0 3 11 0 +10172 1988 Graduation Single 68655 0 0 10-08-2012 95 456 19 832 75 118 38 1 4 5 11 3 0 0 0 0 0 0 3 11 0 +11191 1986 Graduation Divorced 41411 0 0 07-12-2013 11 37 32 38 11 3 18 1 2 1 4 6 0 0 0 0 0 0 3 11 0 +9707 1969 PhD Married 55212 0 1 23-11-2012 65 1103 0 45 0 0 34 3 4 2 11 8 0 1 0 0 1 0 3 11 0 +6245 1950 PhD Together 59292 0 1 13-06-2013 71 378 14 68 19 14 14 2 3 5 8 3 0 0 0 0 0 0 3 11 0 +8234 1973 Basic Together 27190 1 0 15-08-2013 13 1 6 7 0 1 3 1 1 0 2 8 1 0 0 0 0 0 3 11 1 +1411 1952 Graduation Divorced 82623 0 0 10-11-2013 58 204 34 204 172 153 173 1 2 9 4 1 0 0 0 0 0 0 3 11 0 +8553 1965 Graduation Married 44300 1 1 23-06-2013 65 30 0 9 0 0 3 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +1826 1970 Graduation Divorced 84835 0 0 16-06-2014 0 189 104 379 111 189 218 1 4 4 6 1 0 0 0 0 0 0 3 11 1 +8842 1971 Graduation Widow 30372 1 1 25-12-2012 33 15 0 12 7 3 7 3 2 0 3 7 0 0 0 0 0 0 3 11 0 +11030 1976 Master Married 33181 1 0 03-01-2014 90 9 0 3 0 0 4 1 1 0 2 6 1 0 0 0 0 0 3 11 0 +2579 1957 Graduation Married 71113 0 1 17-12-2013 95 495 33 255 11 33 8 4 6 7 9 4 0 0 0 0 0 0 3 11 0 +175 1986 Graduation Married 71952 1 0 10-01-2013 93 656 80 455 52 107 93 2 8 4 8 4 1 0 1 0 0 0 3 11 0 +9185 1966 PhD Single 69759 0 0 28-10-2013 38 452 20 514 13 30 0 3 4 6 5 3 0 0 0 0 0 0 3 11 1 +11056 1974 Graduation Married 72099 0 0 27-10-2012 18 546 91 410 119 0 22 1 3 4 10 1 0 0 0 0 0 0 3 11 0 +9365 1976 PhD Single 60000 0 1 22-12-2012 57 1048 0 217 0 0 12 5 11 3 5 6 0 0 0 0 0 0 3 11 0 +6201 1978 Graduation Single 38643 1 1 29-11-2013 45 22 2 14 0 1 10 2 2 0 3 7 0 0 0 0 0 1 3 11 0 +2061 1955 Graduation Married 50737 0 1 11-05-2013 61 78 0 11 0 0 10 1 2 0 4 6 0 1 0 0 0 0 3 11 0 +6184 1969 PhD Married 68462 0 0 12-12-2012 6 561 64 785 84 128 48 1 3 3 8 1 0 0 0 0 0 0 3 11 0 +6142 1943 Master Married 65073 0 0 20-08-2013 65 629 17 177 69 0 8 1 5 3 5 2 0 0 0 0 0 1 3 11 0 +4107 1948 PhD Together 46681 0 2 08-10-2013 52 269 15 69 15 19 38 2 4 6 4 5 0 0 0 0 0 0 3 11 0 +7274 1957 Graduation Married 78618 0 0 28-09-2012 87 736 163 818 212 163 61 1 4 7 10 2 0 1 0 0 0 0 3 11 0 +9336 1969 PhD Widow 62187 0 1 22-03-2014 38 512 0 83 0 0 41 3 6 2 10 4 0 0 0 0 0 0 3 11 0 +2958 1978 Graduation Married 28442 2 0 24-02-2014 53 19 3 10 11 8 6 3 2 1 4 4 0 0 0 0 0 0 3 11 0 +933 1978 PhD Married 37717 1 0 23-11-2012 31 9 0 6 4 1 5 1 1 0 2 9 0 0 0 0 0 0 3 11 0 +5837 1967 Graduation Married 51479 1 1 28-12-2012 67 247 8 160 6 8 65 7 6 3 6 7 0 0 0 0 0 0 3 11 0 +10704 1969 Graduation Single 54803 0 1 21-08-2012 65 404 0 92 28 27 142 2 6 2 9 4 0 0 0 0 0 0 3 11 0 +5125 1960 Graduation Married 79530 0 0 17-05-2013 64 333 0 815 129 42 29 1 4 10 11 2 0 0 0 0 0 0 3 11 0 +4432 1976 Graduation Divorced 31615 1 0 16-03-2013 82 2 3 20 6 11 9 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +5955 1962 Graduation Together 72025 0 0 17-11-2012 27 833 33 549 151 133 233 1 4 3 8 3 0 0 0 0 0 0 3 11 0 +2928 1975 PhD Single 52614 0 1 01-12-2012 63 789 0 142 12 9 38 2 2 4 8 8 0 0 0 0 0 0 3 11 0 +5680 1984 2n Cycle Married 35684 1 0 22-04-2014 66 10 4 7 0 6 3 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +10313 1975 Graduation Married 48178 1 1 28-10-2012 69 159 4 45 6 2 38 6 5 1 4 8 0 0 0 0 0 0 3 11 0 +2557 1970 Master Single 29548 1 0 29-08-2013 52 7 1 6 3 1 11 1 1 1 2 4 1 0 0 0 0 0 3 11 0 +1245 1966 Graduation Single 63810 0 1 11-11-2012 45 977 12 253 16 12 101 4 4 3 12 8 0 1 0 0 0 0 3 11 0 +1519 1972 PhD Single 38578 1 1 22-06-2013 2 38 4 22 3 3 3 3 3 0 3 8 0 0 0 0 0 0 3 11 1 +10703 1975 Master Single 46098 1 1 18-08-2012 86 57 0 27 0 0 36 4 3 2 2 8 0 0 0 0 0 0 3 11 0 +1726 1970 Graduation Single 22585 0 0 18-03-2013 23 3 9 15 13 2 39 1 1 1 2 9 1 0 0 0 0 0 3 11 1 +4459 1989 Graduation Single 30279 1 0 30-12-2012 13 10 4 14 4 4 1 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +1729 1961 PhD Together 66426 0 1 02-10-2013 14 1043 24 97 32 24 157 2 3 5 10 6 0 0 0 0 0 0 3 11 0 +1517 1969 Graduation Single 30822 1 0 14-06-2013 92 3 9 13 2 12 12 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +2098 1969 PhD Married 33581 2 0 08-01-2013 38 11 0 5 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +9543 1985 Graduation Married 19986 1 0 14-11-2013 74 3 6 5 0 2 6 1 0 0 3 7 0 0 0 0 0 0 3 11 0 +6878 1954 Graduation Widow 27421 0 0 12-12-2012 14 43 12 96 78 40 55 3 4 1 6 7 0 0 0 0 0 0 3 11 0 +3310 1973 2n Cycle Married 35688 2 1 22-08-2012 94 73 3 90 12 1 32 7 4 1 4 8 0 0 0 0 0 0 3 11 0 +2724 1981 Master Single 36143 1 0 30-03-2014 33 12 0 1 0 0 6 1 0 1 2 3 0 0 0 0 0 0 3 11 0 +948 1971 Graduation Single 10245 1 0 15-05-2013 32 4 7 7 6 4 13 3 1 2 2 5 0 0 0 0 0 0 3 11 0 +6720 1968 Master Together 43795 0 1 16-10-2013 11 314 11 53 4 3 107 3 7 3 4 7 0 1 0 0 0 0 3 11 1 +6202 1960 Graduation Together 63381 0 1 05-10-2012 78 571 50 142 33 50 159 4 4 5 13 2 0 0 0 0 0 0 3 11 0 +2066 1949 Graduation Together 38823 0 1 30-08-2012 56 70 0 11 2 8 23 1 2 1 3 6 0 0 0 0 0 0 3 11 0 +9799 1968 PhD Divorced 83664 1 1 08-05-2013 57 866 21 151 28 21 86 3 2 2 12 5 0 0 0 0 0 0 3 11 0 +8318 1979 Graduation Together 90300 0 0 03-01-2014 7 594 134 786 33 134 57 0 5 6 8 1 0 0 1 0 0 0 3 11 0 +5642 1979 Master Together 62499 1 0 09-12-2013 0 140 4 61 0 13 4 2 3 1 6 4 0 0 0 0 0 0 3 11 0 +2669 1993 Graduation Single 74293 0 0 04-05-2014 66 375 152 335 93 91 81 1 5 4 6 2 0 0 0 0 0 0 3 11 0 +455 1946 PhD Married 51012 0 0 18-04-2013 86 102 9 63 2 9 24 1 4 1 4 6 0 0 0 0 0 0 3 11 0 +7683 1968 Master Married 70777 0 1 25-02-2014 80 554 35 113 0 7 78 3 5 3 12 3 0 0 0 0 0 0 3 11 0 +3428 1991 PhD Together 68682 0 0 06-10-2013 56 919 0 505 99 30 45 1 4 9 10 2 0 0 0 0 0 0 3 11 0 +7414 1971 Graduation Married 43824 1 1 15-09-2012 18 96 1 42 12 3 32 4 3 1 4 8 0 0 0 0 0 0 3 11 0 +6354 1984 Graduation Together 15345 1 0 31-08-2012 51 5 2 16 3 2 19 2 1 1 2 8 0 0 0 0 0 0 3 11 1 +798 1987 Graduation Single 23442 1 0 24-12-2012 71 2 0 6 8 6 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +8213 1980 2n Cycle Together 14515 1 0 09-11-2012 71 6 4 9 6 36 35 4 2 2 3 7 0 0 0 0 0 0 3 11 1 +2488 1956 2n Cycle Divorced 31395 1 1 23-03-2013 80 23 1 25 0 8 7 4 2 1 3 6 0 0 0 0 0 0 3 11 0 +9999 1965 Graduation Together 75276 0 0 27-09-2012 2 610 105 125 137 42 21 1 9 4 9 5 0 0 0 0 0 0 3 11 0 +7617 1974 Graduation Single 42373 1 1 15-08-2013 83 67 5 61 3 8 19 5 2 1 5 5 0 0 0 0 0 0 3 11 0 +615 1960 Graduation Together 30507 0 0 11-03-2013 29 65 36 74 38 20 110 1 5 1 4 7 0 0 0 0 0 0 3 11 0 +2552 1955 PhD Single 55521 1 2 22-10-2013 11 416 0 26 0 0 4 9 6 3 6 7 0 1 0 0 0 0 3 11 1 +194 1965 Graduation Married 48006 1 1 09-06-2014 55 23 0 11 3 2 2 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +3645 1972 PhD Single 27213 1 0 30-08-2012 19 19 3 26 10 9 3 3 2 0 4 8 0 0 0 0 0 0 3 11 1 +8890 1971 PhD Divorced 65808 1 1 30-05-2014 1 155 7 80 13 7 10 3 5 1 5 6 0 0 0 0 0 0 3 11 0 +5049 1974 PhD Together 30351 1 0 06-06-2013 19 14 0 24 3 3 2 1 3 0 2 9 0 0 0 0 0 0 3 11 0 +9973 1963 Graduation Married 50437 0 2 17-10-2012 28 370 9 92 6 9 4 3 7 1 8 7 0 0 0 0 0 0 3 11 0 +7301 1982 2n Cycle Single 23616 1 0 17-11-2012 76 4 22 11 3 7 32 2 3 0 3 8 0 0 0 0 0 0 3 11 1 +10882 1976 Graduation Married 53858 0 1 09-11-2012 50 407 53 221 58 150 26 4 4 3 6 4 0 0 0 0 0 0 3 11 0 +7030 1955 PhD Married 66465 0 1 30-03-2013 1 1200 0 204 38 29 14 3 11 9 12 6 0 0 0 1 0 0 3 11 0 +7422 1987 Graduation Single 46923 1 0 22-08-2012 90 85 44 54 102 78 6 3 5 1 7 7 0 0 0 0 0 0 3 11 0 +3523 1962 Graduation Together 75072 0 1 23-01-2013 83 583 34 309 0 22 125 2 5 4 8 3 0 0 0 0 0 0 3 11 0 +7106 1943 PhD Married 75865 0 0 31-03-2014 73 483 0 591 156 0 12 1 3 5 10 1 0 0 0 0 0 0 3 11 0 +6504 1975 2n Cycle Together 19789 1 0 20-11-2013 24 2 5 9 28 6 28 3 2 1 3 5 1 0 0 0 0 0 3 11 0 +5067 1994 Graduation Together 80134 0 0 14-02-2014 11 966 26 282 52 26 26 1 2 7 11 5 0 1 1 1 1 0 3 11 0 +4216 1981 Graduation Single 91065 0 0 22-02-2013 33 822 114 108 179 137 114 1 7 9 9 3 0 0 1 1 0 0 3 11 1 +8581 1971 Master Married 49505 1 1 05-03-2013 4 604 0 100 19 0 28 9 10 2 8 8 0 0 0 0 0 0 3 11 0 +5929 1973 PhD Married 37401 1 0 06-05-2014 14 19 3 19 3 1 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +3129 1983 Graduation Married 30096 1 0 22-05-2014 30 5 3 11 12 5 9 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +6528 1982 Master Together 18492 1 0 05-06-2014 75 2 2 2 2 1 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +1361 1974 Master Married 82584 0 0 04-06-2013 26 1076 68 103 29 91 68 1 3 4 8 1 0 1 1 0 0 0 3 11 1 +6932 1941 PhD Married 93027 0 0 13-04-2013 77 1285 42 716 55 0 21 0 7 10 5 2 0 0 1 0 0 0 3 11 0 +7284 1953 Graduation Married 48686 1 2 04-12-2013 8 10 0 7 2 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +1340 1986 Graduation Married 92910 0 0 24-04-2014 42 551 137 792 179 103 33 1 6 7 13 1 0 1 1 1 0 0 3 11 0 +8746 1989 Graduation Married 75433 1 0 05-04-2014 28 800 0 297 0 34 57 2 2 5 10 6 0 1 0 1 0 0 3 11 0 +5987 1989 2n Cycle Together 10404 1 0 04-05-2014 52 2 2 11 10 6 12 2 1 0 4 5 0 0 0 0 0 0 3 11 0 +3767 1968 Graduation Married 61314 0 1 25-04-2013 1 378 0 189 97 172 172 2 5 5 12 3 0 0 0 0 0 0 3 11 0 +3725 1961 PhD Single 84865 0 0 09-05-2013 1 1248 16 349 43 16 16 1 2 4 9 4 0 1 1 1 1 0 3 11 1 +4324 1989 Graduation Married 42387 1 0 29-10-2012 42 235 0 235 19 4 191 5 8 1 7 8 0 0 0 0 0 0 3 11 0 +238 1967 2n Cycle Together 67309 1 1 23-01-2013 76 515 47 181 149 95 95 15 9 6 9 7 0 0 0 0 0 0 3 11 0 +6694 1964 Graduation Married 75236 0 1 25-11-2013 27 438 66 400 12 38 114 1 8 3 13 4 0 0 0 0 0 0 3 11 0 +498 1970 Graduation Single 30015 1 0 02-02-2014 28 25 0 22 2 3 5 2 1 0 4 5 0 0 0 0 0 0 3 11 0 +9347 1956 Master Together 50943 0 1 21-06-2013 49 31 0 7 2 0 6 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +9699 1966 Graduation Divorced 67272 0 1 21-12-2013 12 357 35 271 28 28 14 3 6 2 12 5 0 0 0 0 0 0 3 11 0 +10664 1949 Master Widow 51529 0 1 07-09-2013 14 400 4 35 6 0 22 2 9 1 5 8 0 0 0 0 0 0 3 11 0 +5455 1971 PhD Married 32011 1 0 22-08-2013 89 99 0 15 2 1 5 3 2 1 4 7 0 0 0 0 0 0 3 11 0 +456 1986 2n Cycle Married 7500 1 0 07-02-2013 96 1 11 5 4 6 9 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +5012 1989 Graduation Married 28691 1 0 04-07-2013 56 5 4 13 8 0 4 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +7495 1948 PhD Married 56223 0 1 20-12-2013 72 77 28 31 16 0 4 2 2 1 5 4 0 0 0 0 0 0 3 11 0 +5029 1946 Graduation Married 18100 0 0 06-08-2013 14 3 1 2 4 3 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +10642 1989 Graduation Single 30279 1 0 30-12-2012 13 10 4 14 4 4 1 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +2106 1974 2n Cycle Married 20130 0 0 17-03-2014 99 0 6 3 7 6 12 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +10364 1959 Graduation Divorced 23295 0 0 13-07-2013 72 0 0 1 2 12 5 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +5954 1972 Master Divorced 42618 1 0 09-10-2013 92 76 14 74 13 5 10 2 5 0 4 8 0 0 0 0 0 0 3 11 0 +1137 1964 Graduation Single 81246 0 0 29-12-2013 87 398 190 537 61 156 37 1 4 5 7 1 1 0 0 1 0 0 3 11 0 +2541 1976 Graduation Married 24027 1 0 09-06-2013 7 14 7 11 11 0 5 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +1142 1953 PhD Married 55707 0 1 22-12-2013 91 208 7 82 30 66 35 2 3 2 9 3 0 0 0 0 0 0 3 11 0 +2276 1955 Graduation Single 57959 0 1 02-05-2013 71 430 16 322 43 24 33 5 4 7 11 3 0 0 0 0 0 0 3 11 0 +2807 1969 Graduation Married 56796 0 1 16-02-2013 24 656 38 161 62 47 37 3 8 9 7 7 0 0 0 0 0 0 3 11 0 +6471 1971 Master Single 36230 1 0 17-10-2013 17 14 2 30 8 2 3 1 2 0 4 5 0 0 0 0 0 0 3 11 0 +6131 1980 2n Cycle Married 70829 1 1 01-12-2013 87 141 70 106 72 19 23 2 4 2 8 3 0 0 0 0 0 0 3 11 0 +6233 1976 Graduation Married 65991 0 1 07-09-2012 21 507 19 364 25 47 9 3 9 5 10 7 0 0 0 0 0 0 3 11 0 +4148 1972 Graduation Married 38988 1 2 20-08-2012 90 164 24 103 12 3 42 7 5 1 6 8 0 0 0 0 0 0 3 11 0 +4947 1966 2n Cycle Single 89572 0 0 15-09-2012 44 606 24 974 197 194 64 1 7 7 9 4 0 1 0 1 0 0 3 11 1 +3225 1984 Master Married 42207 1 0 01-04-2013 71 116 11 72 3 17 46 4 4 1 5 6 1 0 0 0 0 0 3 11 1 +7540 1952 Graduation Married 50300 0 1 25-05-2014 52 143 15 60 24 23 5 2 2 1 8 2 0 0 0 0 0 0 3 11 0 +10648 1982 2n Cycle Together 66664 0 0 25-09-2012 78 398 96 447 220 96 32 1 5 7 6 3 0 0 0 0 0 0 3 11 0 +1992 1964 Graduation Married 60597 0 1 01-01-2014 2 522 0 257 32 16 66 4 2 2 8 7 0 0 0 1 0 0 3 11 1 +7851 1949 Graduation Widow 70165 0 0 22-09-2013 60 161 0 253 199 191 122 1 3 7 11 1 0 0 0 0 0 0 3 11 0 +8594 1958 PhD Widow 50520 0 1 28-01-2014 25 112 0 6 2 1 14 2 3 1 3 6 0 0 0 0 0 0 3 11 0 +7059 1963 Graduation Married 80124 0 0 26-06-2014 47 483 84 398 205 84 241 1 3 7 8 1 1 0 0 0 0 0 3 11 0 +2815 1975 Graduation Married 33183 1 0 24-02-2014 46 7 5 39 17 15 37 2 4 0 3 7 0 0 0 0 0 0 3 11 0 +2416 1969 PhD Single 66582 0 0 03-03-2014 83 789 25 420 16 38 0 1 2 8 9 1 0 0 0 0 0 0 3 11 0 +7999 1955 PhD Together 75261 0 0 23-04-2013 17 1239 17 413 23 34 17 1 5 6 5 2 0 1 1 0 0 0 3 11 1 +9213 1970 Graduation Widow 31880 1 0 31-10-2012 13 4 1 5 2 0 3 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +9697 1951 Graduation Married 53790 0 2 06-03-2014 86 335 42 127 28 5 5 3 7 2 8 6 0 0 0 0 0 0 3 11 0 +3916 1971 PhD Together 49269 1 0 15-08-2012 92 639 8 166 11 8 58 3 7 3 12 7 0 0 0 0 0 0 3 11 0 +2021 1975 Graduation Married 61456 0 1 27-03-2013 47 563 76 384 84 192 89 4 6 10 13 4 0 0 0 0 0 0 3 11 0 +1581 1980 Graduation Married 37406 1 0 10-10-2013 18 2 0 8 2 2 3 1 1 0 2 8 0 0 0 0 0 0 3 11 1 +564 1981 PhD Together 56937 1 0 04-08-2012 81 746 8 125 11 8 8 7 8 6 9 6 0 1 0 0 0 0 3 11 1 +6619 1978 Graduation Married 38415 1 1 02-01-2013 91 22 1 13 4 0 4 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +9081 1988 Graduation Single 20518 1 0 18-05-2014 58 4 1 6 4 1 9 1 1 1 2 5 0 0 0 0 0 0 3 11 0 +178 1956 Graduation Married 62503 0 1 18-02-2013 40 478 0 193 110 75 117 4 8 3 11 5 0 0 0 0 0 0 3 11 0 +916 1972 PhD Single 41644 1 1 09-05-2014 67 20 3 4 2 0 2 2 1 0 3 3 0 0 0 0 0 0 3 11 0 +5512 1977 Master Married 55842 0 1 23-05-2014 19 451 0 39 0 4 24 1 7 1 8 5 0 0 0 0 0 0 3 11 0 +8970 1972 PhD Married 62010 0 1 23-10-2012 93 371 22 39 6 0 92 4 6 2 7 5 0 0 0 0 0 0 3 11 0 +10581 1977 Graduation Married 41124 1 0 31-10-2012 41 281 7 84 15 0 119 7 7 3 4 8 0 0 0 0 0 0 3 11 0 +5300 1973 Master Married 38961 1 0 30-12-2013 60 19 7 19 0 1 24 1 2 1 2 7 0 0 0 0 0 0 3 11 0 +5154 1972 Master Divorced 37760 1 0 11-08-2013 54 26 3 13 2 10 0 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +8346 1974 Graduation Single 32233 1 0 19-08-2012 26 138 15 35 25 11 72 2 6 2 2 9 1 0 0 0 0 0 3 11 1 +1676 1975 Graduation Married 43057 0 1 30-10-2013 30 213 2 44 0 2 5 4 4 2 5 5 0 0 0 0 0 0 3 11 0 +9286 1960 Master Together 83151 0 0 10-10-2012 93 407 28 100 120 74 18 1 5 9 4 3 0 0 0 0 0 0 3 11 0 +2426 1964 PhD Divorced 78825 0 0 14-09-2012 35 483 74 114 169 37 18 1 5 10 13 3 0 0 0 0 0 0 3 11 1 +5172 1976 Master Together 65104 0 1 14-11-2013 4 738 0 232 13 20 50 2 3 5 7 7 0 0 0 0 0 0 3 11 0 +5562 1974 Graduation Married 60093 0 1 26-06-2013 92 502 12 109 16 6 90 2 7 2 10 6 0 0 0 0 0 0 3 11 0 +3436 1969 Graduation Married 14045 1 0 26-01-2014 24 11 0 5 2 1 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +3921 1952 2n Cycle Widow 28457 0 0 28-10-2012 96 24 1 108 29 29 14 1 4 1 4 8 0 0 0 0 0 0 3 11 0 +3403 1958 PhD Together 78952 0 1 24-09-2012 11 1170 19 594 99 76 134 2 2 5 12 6 0 0 0 0 0 0 3 11 0 +22 1976 Graduation Divorced 46310 1 0 03-12-2012 99 185 2 88 15 5 14 2 6 1 5 8 0 0 0 0 0 0 3 11 0 +10965 1955 Graduation Together 76005 0 0 22-02-2013 72 983 20 389 240 50 40 1 3 5 13 6 0 0 0 1 0 0 3 11 0 +9426 1964 Master Single 58308 0 1 12-01-2013 77 691 0 69 10 0 130 4 2 6 3 8 0 0 0 0 0 0 3 11 0 +6605 1944 PhD Divorced 55614 0 0 27-11-2013 85 504 13 131 8 0 26 1 9 4 6 7 0 1 0 0 0 0 3 11 0 +3136 1962 Master Divorced 59432 0 1 13-04-2013 88 317 25 265 25 19 12 3 5 3 11 5 0 0 0 0 0 0 3 11 0 +8737 1978 Graduation Divorced 55563 0 1 05-04-2014 22 29 1 9 2 0 2 1 2 0 3 3 0 0 0 0 0 0 3 11 0 +11088 1971 PhD Together 78642 0 1 21-04-2013 83 1396 0 322 46 35 17 1 4 9 4 6 0 0 0 0 0 0 3 11 0 +716 1949 PhD Together 67911 0 1 22-05-2014 63 529 0 356 63 28 0 3 6 7 11 3 0 0 0 0 0 0 3 11 0 +466 1944 Graduation Married 65275 0 0 03-04-2013 9 388 14 218 91 14 21 1 4 3 13 2 0 0 0 0 0 0 3 11 0 +9135 1950 Graduation Together 27203 1 1 06-08-2012 92 13 2 21 4 0 24 2 1 1 2 8 0 0 0 0 0 0 3 11 0 +10623 1961 Master Together 48330 0 1 15-11-2013 2 28 0 4 0 0 0 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +8151 1990 Basic Married 24279 0 0 29-12-2012 6 16 36 21 20 62 108 1 4 1 3 8 0 0 0 0 0 0 3 11 0 +5140 1985 PhD Married 64355 1 0 24-08-2012 66 1047 0 140 67 38 153 2 4 3 12 8 0 0 0 0 0 0 3 11 0 +10160 1956 Master Together 50943 0 1 21-06-2013 49 31 0 7 2 0 6 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +4945 1953 Graduation Widow 53653 0 0 07-11-2012 29 815 10 239 28 10 108 2 10 4 12 6 0 0 0 0 0 0 3 11 0 +10584 1976 Graduation Married 65665 0 1 02-12-2013 77 225 162 387 106 36 29 1 5 10 8 3 0 0 0 0 0 0 3 11 0 +6071 1989 Graduation Single 81217 0 0 19-07-2013 77 493 70 324 146 40 84 1 3 7 11 1 0 0 0 0 0 0 3 11 0 +3386 1992 Graduation Married 34935 0 0 21-06-2013 71 34 4 66 3 10 20 1 2 1 4 7 0 0 0 0 0 0 3 11 0 +8939 1959 Graduation Divorced 61250 0 1 16-12-2012 49 382 138 65 60 26 59 6 5 2 12 5 0 0 0 0 0 0 3 11 0 +9925 1981 PhD Together 39665 1 0 25-05-2013 97 127 1 56 0 1 31 3 4 2 3 7 1 0 0 0 0 0 3 11 0 +4320 1979 Graduation Single 60152 0 1 28-03-2013 6 325 83 300 86 58 91 1 6 4 12 3 0 0 0 0 0 0 3 11 0 +5389 1964 Graduation Married 48920 0 2 20-10-2013 93 238 17 68 8 10 6 3 6 2 5 7 0 1 0 0 0 0 3 11 0 +6036 1959 Master Together 89120 0 0 17-03-2014 78 1168 92 408 72 129 55 1 5 6 7 1 0 0 1 0 0 0 3 11 0 +182 1946 PhD Together 44124 0 1 11-05-2013 62 284 0 55 0 6 52 4 6 2 5 8 0 0 0 0 0 0 3 11 0 +203 1975 Master Single 81169 0 0 14-04-2013 47 1288 20 613 80 61 27 1 5 7 9 2 0 0 0 0 0 0 3 11 0 +11025 1961 Graduation Married 36443 1 1 03-02-2013 9 65 0 46 4 3 20 4 3 1 3 8 0 0 0 0 0 0 3 11 0 +10203 1990 Graduation Single 26095 1 0 30-06-2013 77 11 7 9 3 1 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +4607 1959 Graduation Together 71367 0 0 23-08-2013 24 227 23 389 42 21 75 1 4 5 7 2 0 0 0 0 0 0 3 11 0 +3711 1944 Master Married 80184 0 0 01-03-2014 19 1035 134 670 25 38 0 1 6 3 10 3 0 0 1 1 0 0 3 11 0 +3696 1965 Graduation Divorced 30630 1 1 27-01-2014 67 27 1 12 2 0 10 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +2532 1987 Master Single 73454 0 0 01-03-2014 95 982 73 351 56 14 175 1 2 4 6 5 1 0 0 0 0 0 3 11 0 +9214 1991 Graduation Married 42691 0 0 16-08-2013 48 179 2 64 38 17 58 1 5 1 6 5 0 0 0 0 0 0 3 11 0 +4943 1953 Graduation Married 70503 0 0 30-09-2012 73 1379 33 216 0 33 66 1 2 4 9 6 0 1 1 0 0 0 3 11 0 +35 1987 Graduation Married 25545 1 0 08-09-2012 35 32 1 64 16 12 85 3 2 2 3 6 0 0 0 0 0 0 3 11 1 +2258 1986 Graduation Married 32880 1 0 04-12-2012 76 8 4 15 7 6 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4322 1958 PhD Together 77863 0 0 27-11-2013 20 881 38 319 16 25 12 1 4 5 10 2 0 0 0 0 0 0 3 11 0 +713 1977 Master Married 50353 0 0 08-06-2014 72 141 15 153 67 31 35 1 4 4 6 3 0 0 0 0 0 0 3 11 0 +4702 1964 Graduation Single 61839 0 0 12-08-2012 20 1000 155 379 224 17 120 1 4 8 4 8 0 0 0 0 0 0 3 11 0 +3281 1960 PhD Married 49154 1 1 03-11-2013 69 206 10 67 30 27 71 6 4 1 8 6 0 0 0 0 0 0 3 11 0 +702 1975 2n Cycle Widow 47682 0 1 15-02-2013 80 162 61 83 97 57 61 4 4 3 8 5 0 0 0 0 0 0 3 11 0 +2004 1969 Graduation Single 72679 0 1 18-09-2013 65 619 54 260 127 54 54 1 4 7 5 1 0 0 0 0 0 0 3 11 0 +4769 1977 Master Together 57954 1 1 18-06-2014 52 456 4 24 0 0 9 7 8 2 6 7 0 1 0 0 0 0 3 11 0 +4437 1962 Graduation Married 65316 1 1 24-04-2013 65 112 6 92 3 9 38 2 3 2 5 4 0 0 0 0 0 0 3 11 0 +8724 1982 Graduation Single 28567 1 0 17-06-2013 57 11 3 22 2 2 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +10741 1951 Master Together 47352 0 1 11-04-2013 70 172 12 112 8 0 15 4 6 1 5 7 0 0 0 0 0 0 3 11 0 +1991 1967 Graduation Together 44931 0 1 18-01-2014 0 78 0 11 0 0 7 1 2 1 3 5 0 0 0 0 0 0 3 11 0 +6931 1967 Graduation Divorced 76982 0 0 15-02-2014 19 464 151 292 65 60 30 1 8 3 4 4 0 0 1 0 0 0 3 11 1 +11096 1952 2n Cycle Together 57247 0 1 08-08-2013 50 99 4 32 37 54 6 2 2 1 7 2 0 0 0 0 0 0 3 11 0 +304 1981 Master Single 22944 1 0 23-12-2013 67 19 3 19 4 5 26 3 3 0 3 7 0 0 0 0 0 0 3 11 0 +3665 1977 2n Cycle Together 25315 1 0 07-11-2013 46 1 9 8 11 3 22 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +10591 1969 Graduation Widow 43638 0 1 06-08-2012 37 63 10 83 7 19 19 2 4 1 4 7 0 0 0 0 0 0 3 11 0 +5036 1984 PhD Single 42710 1 0 28-11-2012 38 252 3 42 4 3 102 2 4 5 3 6 0 0 0 0 0 0 3 11 0 +5547 1982 PhD Married 84169 0 0 07-08-2013 9 1478 19 403 0 19 0 1 7 6 6 3 0 1 1 0 0 0 3 11 1 +7822 1976 Graduation Together 54058 0 1 04-06-2013 56 198 18 252 32 108 54 2 4 6 8 3 0 0 0 0 0 0 3 11 0 +8541 1990 2n Cycle Married 24683 1 0 08-03-2014 98 8 4 10 6 7 6 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +10955 1964 Graduation Widow 85620 0 0 07-01-2014 68 416 46 925 60 107 46 1 3 6 4 1 0 0 0 0 0 0 3 11 1 +4368 1980 Graduation Married 47850 1 0 03-12-2013 72 42 7 43 20 12 10 1 3 0 4 6 0 0 0 0 0 0 3 11 0 +9671 1968 Graduation Married 19514 1 1 26-01-2014 47 14 3 21 2 1 28 4 3 1 2 8 1 0 0 0 0 0 3 11 1 +2256 1973 Master Married 27159 1 1 29-03-2014 33 17 0 3 0 0 1 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +4279 1963 2n Cycle Single 39548 1 1 31-03-2014 87 15 4 10 3 4 18 2 1 1 3 3 0 0 0 0 0 0 3 11 0 +5371 1989 Graduation Single 21474 1 0 08-04-2014 0 6 16 24 11 0 34 2 3 1 2 7 1 0 0 0 0 0 3 11 1 +9240 1971 PhD Single 60504 0 1 07-02-2014 73 458 0 24 6 4 34 2 6 2 8 6 0 0 0 0 0 0 3 11 0 +9460 1963 Graduation Married 22419 0 0 18-04-2013 74 30 3 47 19 21 42 1 3 2 2 8 0 0 0 0 0 0 3 11 0 +9504 1949 Master Married 81698 0 0 06-11-2013 4 179 28 520 111 123 47 1 3 8 13 1 0 0 0 0 0 0 3 11 1 +8692 1952 Graduation Together 43462 1 1 12-09-2012 50 90 17 97 15 6 15 6 4 1 5 8 0 0 0 0 0 0 3 11 0 +448 1978 PhD Single 54880 1 0 01-03-2013 57 308 85 137 102 45 118 2 6 2 11 5 0 0 0 0 0 0 3 11 0 +8314 1982 Graduation Married 79908 0 0 05-04-2013 30 557 129 761 29 185 111 1 5 6 7 2 0 0 1 0 0 0 3 11 0 +8420 1970 2n Cycle Married 15315 0 0 03-08-2013 27 7 4 13 15 8 17 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +3174 1959 Graduation Together 87771 0 1 22-05-2013 61 1492 38 287 50 57 33 1 5 10 4 6 0 1 1 1 1 0 3 11 1 +7685 1978 Graduation Married 33039 1 0 09-09-2013 4 30 8 12 8 8 12 1 2 0 4 5 0 0 0 0 0 0 3 11 0 +3179 1980 Graduation Single 81741 0 0 16-06-2013 75 249 153 940 58 134 38 0 6 6 7 2 0 0 0 0 0 0 3 11 0 +9780 1971 Master Together 71499 0 1 25-06-2013 12 465 25 132 136 0 37 2 8 3 13 4 0 0 0 0 0 0 3 11 0 +10681 1970 2n Cycle Married 62466 0 1 15-01-2014 13 129 129 259 168 121 83 5 6 3 12 4 0 0 0 0 0 0 3 11 0 +10232 1963 PhD Divorced 48799 0 1 05-11-2013 9 174 18 81 28 6 24 3 3 2 7 3 0 0 0 0 0 0 3 11 0 +4184 1950 PhD Together 52157 0 1 07-06-2014 48 189 2 29 3 2 40 2 3 2 5 4 0 0 0 0 0 0 3 11 0 +9120 1962 Graduation Single 66565 0 1 05-12-2012 80 747 10 161 65 40 42 4 4 2 9 8 0 0 0 0 0 0 3 11 0 +891 1951 Master Together 29298 1 1 07-09-2013 60 6 0 2 2 0 1 1 1 0 2 5 0 0 0 0 0 0 3 11 0 +10381 1979 Graduation Single 47691 0 1 05-07-2013 43 14 0 3 0 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +3525 1970 Graduation Together 38200 1 1 07-12-2012 19 12 0 4 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +6818 1974 Graduation Married 44989 0 1 12-09-2012 26 98 0 106 49 10 106 5 5 1 5 6 0 0 0 0 0 0 3 11 0 +3526 1968 PhD Married 38443 1 1 27-01-2014 58 32 0 5 0 0 1 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +8181 1978 2n Cycle Single 38593 1 0 13-09-2013 42 51 12 49 17 24 24 3 4 1 3 8 0 0 0 0 0 0 3 11 0 +1029 1970 PhD Together 64413 0 1 01-08-2013 27 200 5 44 0 10 20 1 5 1 5 5 0 0 0 0 0 0 3 11 0 +7369 1981 Master Married 36959 1 0 02-10-2013 56 25 6 25 6 0 0 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +2574 1977 PhD Married 61996 0 1 31-01-2013 27 1050 12 144 0 0 24 3 6 4 8 5 0 1 0 1 1 0 3 11 1 +8159 1968 Graduation Married 51287 1 1 01-04-2014 10 117 0 22 13 0 30 3 4 1 3 7 0 0 0 0 0 0 3 11 0 +1160 1970 Graduation Married 13260 1 1 23-08-2013 48 9 4 17 10 2 7 4 3 0 3 8 0 0 0 0 0 0 3 11 0 +10242 1966 PhD Together 47472 1 1 16-09-2013 39 56 0 11 0 0 8 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +5253 1956 Master Together 54603 1 1 09-07-2013 85 145 13 46 17 2 4 6 4 2 4 7 0 0 0 0 0 0 3 11 0 +5966 1974 PhD Married 45207 1 1 10-11-2012 64 203 0 10 0 0 2 5 3 1 6 6 0 1 0 0 0 0 3 11 0 +5314 1951 Graduation Together 40689 0 1 18-03-2013 69 270 3 27 39 6 99 7 7 1 5 8 0 0 0 0 0 0 3 11 0 +5081 1967 2n Cycle Together 47821 1 1 20-10-2013 54 9 0 16 6 6 10 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +5123 1951 Master Married 27450 0 0 15-04-2013 57 37 12 23 8 11 52 1 2 1 3 7 0 0 0 0 0 0 3 11 0 +5756 1983 Graduation Together 39453 1 0 03-04-2014 64 46 0 7 0 0 2 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +8036 1971 2n Cycle Together 26850 1 1 18-04-2014 10 31 1 13 7 2 9 4 2 1 4 4 0 0 0 0 0 0 3 11 0 +9058 1955 Graduation Widow 79800 0 0 23-09-2012 65 1060 21 530 32 0 224 1 5 11 5 3 1 0 1 1 0 0 3 11 1 +5057 1961 Master Married 61794 0 1 14-09-2013 74 264 47 188 54 47 11 2 4 4 10 2 0 0 0 0 0 0 3 11 0 +254 1955 Graduation Together 53863 0 1 17-05-2014 4 399 4 30 6 4 30 3 7 1 7 7 0 1 0 0 0 0 3 11 0 +4179 1959 Graduation Together 24221 0 0 20-08-2013 94 8 9 9 2 5 22 1 1 1 3 4 0 0 0 0 0 0 3 11 0 +3710 1984 PhD Single 39684 1 0 12-10-2012 41 19 0 35 6 4 17 2 2 1 2 7 0 0 0 0 0 1 3 11 1 +7627 1975 Master Married 92163 0 0 12-12-2012 25 817 183 797 106 163 20 0 5 11 5 2 0 0 1 1 0 0 3 11 1 +4501 1965 Master Single 69882 0 0 10-11-2013 94 292 127 635 132 127 165 1 3 7 9 1 0 0 0 0 0 0 3 11 0 +6424 1977 Graduation Together 33178 1 0 30-01-2014 9 12 6 2 11 2 16 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +3075 1972 PhD Married 59973 0 0 11-09-2013 47 130 30 168 20 34 0 1 3 4 7 1 0 0 0 0 0 0 3 11 0 +4992 1975 Master Together 17459 1 0 19-09-2013 12 6 4 16 3 10 30 3 3 1 2 7 0 0 0 0 0 0 3 11 1 +5252 1969 Graduation Divorced 23910 1 0 26-10-2012 80 16 12 18 7 1 13 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +7444 1969 Master Married 42169 1 1 19-10-2013 20 19 0 9 0 0 2 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +6919 1978 2n Cycle Married 26224 1 0 04-06-2013 39 4 7 15 13 9 15 3 2 1 3 6 0 0 0 0 0 0 3 11 0 +3537 1981 Graduation Together 31089 1 0 17-08-2012 57 31 3 31 2 8 4 3 3 0 4 8 0 0 0 0 0 0 3 11 0 +10277 1961 Graduation Single 30081 0 1 21-02-2013 27 36 0 2 0 0 4 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +2453 1960 Graduation Together 62807 0 1 31-08-2012 83 526 28 135 10 21 99 3 5 3 12 5 0 0 0 0 0 0 3 11 0 +7972 1955 Graduation Single 72906 0 0 17-09-2013 79 400 32 519 71 75 54 1 3 4 9 1 0 0 0 0 0 0 3 11 0 +895 1948 PhD Married 61467 0 2 09-12-2012 69 410 16 114 0 5 49 3 5 2 10 5 0 0 0 0 0 0 3 11 0 +1177 1966 Master Together 49618 1 1 26-01-2013 77 80 3 26 4 2 14 4 3 1 3 7 0 0 0 0 0 0 3 11 0 +7141 1986 Master Single 21888 1 0 29-12-2012 15 88 10 46 2 3 64 4 5 1 2 10 0 0 0 0 0 0 3 11 1 +7232 1973 Graduation Widow 42429 0 1 11-02-2014 99 55 0 6 2 0 4 2 1 1 3 5 0 0 0 0 0 0 3 11 0 +8477 1956 Graduation Divorced 26150 2 1 11-03-2013 61 5 1 13 3 5 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +2457 1975 Basic Married 30801 0 1 26-10-2012 23 8 4 5 15 2 11 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +988 1965 Graduation Married 81168 0 0 07-05-2014 84 410 0 592 147 22 22 1 6 4 7 3 0 0 0 1 0 0 3 11 0 +7930 1969 Master Single 26877 0 0 19-08-2013 74 101 13 76 20 18 40 2 3 1 6 6 0 0 0 0 0 0 3 11 0 +4587 1944 Master Widow 45006 0 0 18-07-2013 90 162 25 53 16 0 10 1 3 1 7 3 0 0 0 0 0 0 3 11 0 +6682 1973 Basic Married 18978 1 0 11-12-2012 41 2 8 1 4 7 15 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +6222 1967 Graduation Married 22574 2 1 28-10-2013 28 25 0 8 2 0 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10299 1969 PhD Single 48240 0 0 09-11-2012 73 389 91 248 64 49 41 3 6 3 13 5 0 0 0 0 0 0 3 11 1 +3083 1974 Graduation Married 45837 1 1 26-07-2013 88 215 13 87 17 17 24 5 6 2 5 7 0 0 0 0 0 0 3 11 0 +8953 1965 Master Single 35791 2 1 06-05-2013 94 27 0 5 0 0 3 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +1503 1976 PhD Together 162397 1 1 03-06-2013 31 85 1 16 2 1 2 0 0 0 1 1 0 0 0 0 0 0 3 11 0 +8650 1978 Graduation Widow 54162 1 1 18-03-2013 31 5 6 10 6 5 10 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +10862 1960 Master Married 30522 0 1 17-08-2012 6 179 8 83 19 11 26 5 1 2 9 2 0 0 0 0 0 0 3 11 0 +2782 1961 PhD Married 54456 0 1 11-07-2013 23 352 0 27 10 0 15 3 6 1 7 6 0 0 0 0 0 0 3 11 0 +6941 1971 Graduation Single 31632 0 0 14-07-2013 92 17 8 12 11 15 32 1 2 1 2 7 0 0 0 0 0 0 3 11 0 +10972 1949 Graduation Widow 72298 0 0 10-03-2014 52 625 35 169 58 17 35 1 4 3 6 1 0 1 1 0 0 0 3 11 0 +10708 1978 2n Cycle Single 36975 1 0 28-12-2013 50 10 6 11 0 4 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +6583 1955 2n Cycle Married 72635 0 0 03-06-2013 54 390 22 323 104 35 107 1 6 8 6 3 0 0 0 1 0 0 3 11 0 +3641 1976 Graduation Married 13624 1 0 20-01-2013 93 10 2 15 2 1 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +10156 1975 Graduation Single 84196 0 1 03-06-2013 56 215 63 507 231 31 190 1 8 4 7 3 0 0 0 0 0 0 3 11 0 +4299 1960 Graduation Together 70971 0 1 21-09-2012 28 1001 17 572 93 125 17 7 11 11 5 7 0 0 0 0 0 0 3 11 1 +3469 1977 PhD Divorced 34487 1 1 06-09-2012 94 19 18 33 24 1 8 3 3 0 3 9 0 0 0 0 0 0 3 11 0 +5063 1977 Graduation Single 28769 1 0 18-12-2012 76 41 5 129 10 3 3 3 4 1 4 9 0 0 0 0 0 0 3 11 0 +10727 1970 PhD Married 69084 1 0 19-11-2013 43 1181 107 199 39 30 30 2 7 3 13 8 0 0 0 0 0 0 3 11 0 +9624 1958 PhD Together 65488 0 0 13-06-2014 46 603 45 207 36 18 54 1 3 4 6 1 0 0 0 0 0 0 3 11 0 +5156 1970 2n Cycle Married 62466 0 1 15-01-2014 13 129 129 259 168 121 83 5 6 3 12 4 0 0 0 0 0 0 3 11 0 +4376 1960 2n Cycle Single 32218 0 0 15-02-2014 27 10 24 15 13 1 30 1 2 1 3 7 1 0 0 0 0 0 3 11 1 +8923 1973 Graduation Single 83917 0 0 18-04-2013 12 514 22 732 42 198 79 1 6 7 7 3 0 0 0 0 0 0 3 11 1 +8461 1962 Graduation Divorced 46102 2 1 10-03-2014 3 14 0 1 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +6945 1952 Graduation Single 84574 0 0 04-06-2013 72 387 20 713 38 54 163 1 9 11 11 5 0 0 0 0 0 0 3 11 0 +944 1962 Graduation Married 56181 0 1 08-01-2013 6 121 103 69 8 44 48 1 4 2 7 4 0 0 0 0 0 0 3 11 0 +1907 1950 Master Divorced 63120 0 1 28-09-2012 53 965 69 279 54 41 69 5 8 4 9 7 0 0 0 0 0 0 3 11 1 +701 1971 Graduation Married 73691 0 1 06-11-2013 58 707 21 250 85 43 73 2 6 2 8 2 1 0 0 0 0 0 3 11 0 +3856 1960 Graduation Together 63381 0 1 05-10-2012 78 571 50 142 33 50 159 4 4 5 13 2 0 0 0 0 0 0 3 11 0 +4149 1948 PhD Together 76140 0 0 13-05-2014 57 586 66 653 17 0 26 1 5 9 6 2 0 0 0 0 0 0 3 11 0 +2131 1959 PhD Divorced 62859 0 1 30-12-2012 37 1063 89 102 16 12 25 4 9 4 6 6 0 0 0 0 0 0 3 11 0 +2942 1964 Graduation Single 45906 0 1 07-05-2013 20 305 3 27 4 3 144 2 5 4 4 5 1 0 0 0 0 0 3 11 0 +1173 1947 Master Together 77632 0 0 10-03-2013 73 1200 105 758 0 42 147 1 4 2 6 2 0 1 1 0 0 0 3 11 1 +4381 1971 PhD Married 46463 1 1 18-08-2013 56 163 2 40 8 11 11 7 3 1 6 6 0 0 0 0 0 0 3 11 0 +4611 1970 Graduation Together 105471 0 0 21-01-2013 36 1009 181 104 202 21 207 0 9 8 13 3 0 0 1 1 0 0 3 11 1 +3376 1970 Master Divorced 55282 1 0 13-12-2013 9 125 6 73 8 4 19 1 3 1 6 4 0 0 0 0 0 0 3 11 0 +4679 1977 Master Married 78710 0 1 23-05-2014 42 721 0 152 119 50 50 3 7 6 12 4 0 0 0 0 0 0 3 11 0 +10928 1958 Graduation Together 66886 0 1 16-09-2013 28 315 4 62 41 31 146 2 7 1 7 5 0 0 0 0 0 0 3 11 0 +4248 1960 Master Single 98777 0 0 17-02-2014 23 1000 19 711 125 115 38 0 4 6 9 1 0 1 0 0 0 0 3 11 0 +6728 1985 Graduation Together 29103 1 0 27-08-2012 38 16 0 17 6 3 6 2 1 0 3 9 0 0 0 0 0 0 3 11 0 +6661 1974 Graduation Married 67445 0 1 12-08-2012 63 757 80 217 29 80 11 5 9 6 12 6 0 0 0 0 0 0 3 11 0 +4725 1950 PhD Together 50616 0 1 13-04-2014 71 30 2 25 0 1 9 1 1 1 4 2 0 0 0 0 0 0 3 11 0 +3277 1955 Graduation Divorced 49431 0 1 03-08-2012 9 219 3 100 26 0 17 2 7 1 5 8 0 0 0 0 0 0 3 11 0 +5555 1975 Graduation Divorced 153924 0 0 07-02-2014 81 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 3 11 0 +2564 1953 Graduation Together 61278 0 1 04-01-2014 87 111 3 28 2 6 15 2 3 1 4 6 0 0 0 0 0 0 3 11 0 +946 1958 2n Cycle Together 26490 0 0 22-09-2012 92 45 47 52 21 20 25 2 3 1 5 6 0 0 0 0 0 0 3 11 0 +3867 1947 PhD Together 73059 0 1 31-08-2013 36 410 112 420 0 82 71 1 9 3 13 4 0 0 0 0 0 0 3 11 0 +6940 1966 PhD Single 46734 1 2 21-10-2013 86 100 1 39 6 1 76 4 3 2 3 6 1 0 0 0 0 0 3 11 0 +55 1963 Graduation Together 56253 0 1 07-12-2012 83 509 0 65 7 11 5 4 7 2 9 6 0 0 0 0 0 0 3 11 0 +7093 1985 Graduation Married 19986 1 0 14-11-2013 74 3 6 5 0 2 6 1 0 0 3 7 0 0 0 0 0 0 3 11 0 +5084 1975 Graduation Widow 58330 0 1 25-12-2013 87 445 53 213 104 98 151 1 6 4 13 4 0 0 0 0 0 0 3 11 0 +1777 1980 Basic Married 25965 0 0 07-09-2012 29 2 2 11 41 7 11 1 2 0 3 8 0 0 0 0 0 0 3 11 0 +8162 1956 Master Together 14661 0 0 01-01-2013 88 4 1 11 6 2 2 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +10826 1959 Graduation Married 18690 0 0 28-12-2012 77 6 1 7 23 4 19 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +8754 1974 PhD Together 45068 0 1 16-05-2013 25 14 0 3 0 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +1987 1987 Basic Single 21063 1 0 25-09-2013 34 1 10 11 19 3 15 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +11007 1968 PhD Married 29187 1 0 09-05-2013 43 26 0 6 0 0 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +7426 1971 2n Cycle Married 54690 1 1 07-11-2013 76 111 16 37 7 9 18 3 3 1 5 3 0 0 0 0 0 0 3 11 0 +9153 1964 PhD Married 59304 0 1 29-07-2013 81 418 61 428 80 51 10 3 7 8 10 5 0 0 0 0 0 0 3 11 0 +10379 1962 Master Single 59247 0 2 08-11-2013 87 327 9 122 19 14 83 5 5 2 9 6 0 0 0 0 0 0 3 11 0 +9204 1970 Graduation Widow 66731 0 1 12-09-2012 33 371 159 194 58 106 141 4 4 3 6 3 0 0 0 0 0 0 3 11 0 +3197 1980 Graduation Married 77353 0 1 16-12-2013 38 275 59 107 69 101 59 2 6 4 8 4 0 0 0 0 0 0 3 11 0 +2920 1975 PhD Single 52614 0 1 01-12-2012 63 789 0 142 12 9 38 2 2 4 8 8 0 0 0 0 0 0 3 11 0 +6961 1974 Graduation Married 26751 2 0 22-05-2014 26 1 1 5 0 3 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +4673 1963 PhD Married 81300 0 1 30-10-2012 17 1004 12 145 32 12 36 3 10 3 5 5 0 0 0 1 0 0 3 11 1 +9937 1979 Graduation Single 70337 0 0 02-01-2014 75 187 81 149 25 43 91 1 2 2 12 1 0 0 0 0 0 0 3 11 0 +8779 1985 2n Cycle Married 36145 1 0 16-06-2013 13 56 4 76 17 1 18 4 4 1 3 9 1 0 0 0 0 0 3 11 1 +9596 1980 PhD Single 65295 0 0 23-12-2013 19 365 32 117 34 110 6 1 3 3 13 2 0 0 0 0 0 0 3 11 0 +2891 1963 Graduation Divorced 68118 0 1 18-10-2013 51 595 23 123 10 23 154 2 8 9 4 6 0 0 0 0 0 0 3 11 0 +4910 1967 Graduation Divorced 68743 0 0 30-08-2012 81 1132 134 384 175 134 115 1 11 5 13 7 0 0 0 0 0 0 3 11 0 +75 1982 2n Cycle Together 41039 0 0 25-07-2013 32 34 11 137 179 61 45 1 8 1 5 8 0 0 0 0 0 0 3 11 0 +10120 1955 Graduation Together 38946 0 1 24-10-2013 84 116 6 82 6 6 41 2 3 1 6 5 0 0 0 0 0 0 3 11 0 +6327 1967 Graduation Together 65777 0 0 19-12-2013 87 565 32 435 28 32 54 1 2 8 6 1 0 0 0 0 0 0 3 11 0 +10142 1976 PhD Divorced 66476 0 1 07-03-2013 99 372 18 126 47 48 78 2 5 2 11 4 0 0 0 0 0 0 3 11 0 +9826 1972 PhD Single 86857 0 0 12-09-2012 96 899 102 838 133 102 40 1 5 6 10 2 0 0 0 0 0 0 3 11 1 +1501 1982 PhD Married 160803 0 0 04-08-2012 21 55 16 1622 17 3 4 15 0 28 1 0 0 0 0 0 0 0 3 11 0 +10767 1989 PhD Together 77845 0 0 16-05-2014 40 760 40 480 0 40 26 1 3 5 12 1 0 0 1 1 0 0 3 11 0 +7279 1969 PhD Together 69476 0 0 30-09-2013 3 260 86 559 63 9 67 1 4 6 4 2 0 0 0 0 0 0 3 11 0 +7230 1960 PhD Divorced 50611 0 1 04-10-2012 98 459 0 24 6 0 4 6 4 5 7 6 0 1 0 0 0 0 3 11 1 +143 1970 Graduation Single 61209 0 0 25-08-2013 73 466 0 224 119 49 99 1 5 3 4 2 0 0 0 0 0 0 3 11 0 +450 1958 Master Together 42315 0 1 12-07-2013 90 67 15 80 17 11 80 3 1 4 4 3 0 0 0 0 0 0 3 11 0 +9316 1952 Basic Together 13084 0 0 02-11-2013 29 2 0 7 3 7 10 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +6379 1949 Master Widow 47570 1 1 29-05-2013 3 67 1 20 0 2 31 3 2 2 2 7 0 0 0 0 0 0 3 11 1 +9239 1961 Master Married 61923 0 2 26-07-2013 94 92 4 18 3 3 6 1 2 1 4 3 0 0 0 0 0 0 3 11 0 +8315 1995 Graduation Single 34824 0 0 26-03-2014 65 4 2 11 2 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +2868 1949 PhD Single 26518 1 1 08-04-2013 33 20 1 28 3 3 2 3 2 0 3 8 0 0 0 0 0 0 3 11 1 +10888 1961 Graduation Single 45938 0 0 03-11-2013 46 273 11 178 62 83 29 2 8 4 6 6 0 0 0 0 0 0 3 11 0 +1277 1960 Graduation Together 78468 0 0 09-04-2014 29 434 22 388 104 22 34 1 10 7 10 4 0 0 0 1 0 0 3 11 0 +9977 1973 Graduation Divorced 78901 0 1 17-09-2013 99 321 11 309 33 26 34 3 9 3 5 4 0 0 0 0 0 0 3 11 0 +10196 1978 Graduation Married 71427 2 0 12-03-2014 26 212 123 177 15 64 23 2 8 2 8 4 0 0 0 0 0 0 3 11 0 +6384 1978 Graduation Divorced 71022 0 1 11-02-2014 30 909 12 278 0 12 242 3 5 2 11 8 1 0 0 0 0 0 3 11 0 +8029 1988 Master Single 90247 0 0 29-04-2014 27 1184 32 352 21 16 16 1 3 4 7 1 0 1 1 1 0 0 3 11 1 +968 1968 Master Divorced 41335 1 0 26-12-2013 24 112 19 21 16 14 5 3 4 1 4 7 0 0 0 0 0 0 3 11 0 +6988 1986 Graduation Married 71952 1 0 10-01-2013 93 656 80 455 52 107 93 2 8 4 8 4 1 0 1 0 0 0 3 11 0 +4472 1970 PhD Divorced 35682 1 0 27-06-2014 34 23 0 8 6 2 18 1 1 1 3 2 0 0 0 0 0 0 3 11 0 +6991 1951 Graduation Divorced 43185 0 1 10-04-2013 88 537 6 42 16 6 30 2 9 3 6 8 0 0 0 0 0 0 3 11 0 +3336 1948 PhD Together 66375 0 1 21-11-2013 96 712 0 45 0 0 191 3 2 4 5 7 1 0 0 0 0 0 3 11 0 +4301 1971 Master Married 35178 1 0 10-01-2013 10 23 1 13 2 2 18 1 1 1 2 7 1 0 0 0 0 0 3 11 1 +1940 1986 Graduation Married 25252 1 0 12-07-2013 26 1 3 4 2 2 6 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +1272 1965 Master Single 55250 0 1 21-10-2012 49 664 58 83 32 0 66 4 7 5 10 5 0 0 0 0 0 0 3 11 0 +1388 1975 Graduation Single 33249 1 0 20-02-2013 11 6 10 21 19 14 42 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +1044 1953 Graduation Together 58398 0 0 14-05-2013 44 299 5 201 21 21 49 3 5 4 8 4 0 0 0 0 0 0 3 11 0 +6969 1982 Graduation Together 50272 1 0 07-08-2013 75 99 13 66 43 8 4 3 4 1 5 7 0 0 0 0 0 0 3 11 0 +10479 1975 PhD Married 76618 0 0 07-12-2012 64 749 40 294 121 160 147 1 3 2 5 1 0 0 0 0 0 0 3 11 0 +3619 1960 2n Cycle Divorced 87305 0 0 23-09-2012 19 345 25 501 63 138 80 1 5 3 8 2 0 0 1 0 0 0 3 11 1 +1715 1978 Graduation Together 25851 1 0 11-02-2013 45 9 4 18 7 5 5 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10159 1970 Graduation Divorced 58710 0 1 31-03-2013 77 440 81 368 0 122 174 6 11 5 9 6 0 0 0 0 0 0 3 11 0 +1463 1958 Graduation Single 45160 1 1 29-03-2014 9 8 2 5 3 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5114 1965 Master Married 74806 0 1 19-12-2012 1 670 9 249 0 28 9 2 5 4 5 4 0 0 0 0 0 0 3 11 0 +4990 1954 Graduation Married 59111 0 0 02-05-2013 90 524 0 134 28 28 155 1 11 1 8 7 0 0 0 0 0 0 3 11 0 +4329 1984 PhD Married 18988 1 0 23-05-2014 43 6 0 6 2 1 1 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +10936 1965 Graduation Married 72190 0 0 13-02-2013 79 597 166 597 172 166 249 1 5 6 4 3 0 0 0 0 0 0 3 11 0 +4692 1976 Graduation Married 7500 1 0 01-08-2012 19 7 0 12 13 7 32 5 4 1 2 9 1 0 0 0 0 0 3 11 1 +7212 1966 Graduation Married 44794 0 1 08-06-2014 99 54 0 7 0 0 4 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +6086 1955 Graduation Married 80395 0 0 23-11-2013 62 445 25 706 80 76 48 1 6 5 12 2 0 0 0 1 0 0 3 11 0 +437 1976 Master Divorced 75012 0 0 25-01-2014 41 294 142 218 164 58 151 1 3 8 11 1 0 0 0 0 0 0 3 11 0 +11171 1965 Master Married 56962 2 1 11-10-2013 60 292 3 77 10 3 26 7 6 3 5 7 0 0 0 0 0 0 3 11 0 +11101 1991 Graduation Together 89891 0 0 15-04-2013 17 412 22 132 59 28 183 1 11 6 8 4 0 0 1 0 0 0 3 11 0 +5329 1949 PhD Divorced 35946 1 1 27-09-2013 24 8 0 3 0 0 0 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +610 1953 PhD Together 53593 1 1 07-08-2012 60 349 4 78 6 0 43 8 7 2 6 8 0 0 0 0 0 0 3 11 0 +9384 1978 Graduation Married 66373 1 1 12-06-2013 57 328 9 124 12 24 109 7 4 2 10 3 0 0 0 0 0 0 3 11 0 +5956 1948 PhD Divorced 45072 1 2 16-10-2013 74 144 2 99 7 2 30 5 6 1 4 8 0 0 0 0 0 0 3 11 0 +10430 1973 Graduation Divorced 89694 1 1 09-10-2013 22 1126 28 211 37 28 42 3 4 3 4 5 0 1 1 1 0 0 3 11 0 +7875 1949 Graduation Married 72025 0 0 29-04-2014 46 967 0 617 43 50 0 1 4 8 13 2 0 1 1 1 0 0 3 11 1 +7072 1973 Graduation Married 67432 0 1 29-03-2013 69 432 79 341 177 136 170 2 8 5 4 4 0 0 0 0 0 0 3 11 0 +6255 1952 Master Together 70545 0 1 03-06-2014 29 138 39 63 55 18 21 1 4 1 7 2 0 0 0 0 0 0 3 11 0 +6516 1989 Basic Married 17487 1 0 18-03-2013 37 0 0 1 7 4 6 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5564 1969 Graduation Together 62882 0 1 09-08-2012 26 509 133 497 78 24 97 2 7 5 6 4 0 0 0 0 0 0 3 11 0 +5682 1953 PhD Single 64108 0 1 23-03-2013 8 948 10 86 13 21 21 4 6 9 11 5 0 0 0 0 0 0 3 11 0 +7458 1956 Master Together 34941 1 1 06-03-2013 26 39 2 25 4 3 24 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +5237 1950 PhD Single 48767 1 2 01-01-2014 79 28 1 21 3 0 10 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +7761 1978 2n Cycle Together 38702 1 0 01-08-2013 71 13 11 24 13 8 40 2 3 0 4 6 0 0 0 0 0 0 3 11 0 +5278 1964 Graduation Married 82224 0 0 25-01-2014 83 307 26 360 138 31 40 1 6 9 5 3 0 0 0 1 0 0 3 11 0 +3560 1952 Graduation Together 83844 0 0 12-05-2013 57 901 31 345 75 31 191 1 4 4 11 1 0 0 1 0 0 0 3 11 0 +7235 1975 2n Cycle Married 17003 1 0 09-12-2013 37 2 5 12 4 8 7 3 2 0 4 5 0 0 0 0 0 0 3 11 0 +10548 1995 Graduation Single 71163 0 0 09-03-2014 30 283 17 372 138 106 44 1 3 8 12 1 0 0 0 0 0 0 3 11 0 +2281 1970 Graduation Single 33697 1 0 15-09-2013 34 4 3 7 0 3 11 1 1 0 2 7 1 0 0 0 0 0 3 11 0 +4073 1954 2n Cycle Married 63564 0 0 29-01-2014 0 769 80 252 15 34 65 1 10 10 7 6 1 0 0 0 0 0 3 11 1 +6974 1972 PhD Together 83443 0 0 31-12-2013 89 518 42 742 55 56 84 1 6 10 5 2 0 0 0 0 0 0 3 11 0 +7938 1958 PhD Together 51518 0 1 03-10-2013 92 350 8 66 17 4 4 2 3 2 10 3 0 0 0 0 0 0 3 11 0 +7094 1975 Graduation Widow 58330 0 1 25-12-2013 87 445 53 213 104 98 151 1 6 4 13 4 0 0 0 0 0 0 3 11 0 +3667 1969 Graduation Married 80952 0 0 28-02-2013 20 778 178 689 41 27 44 1 8 5 11 8 0 1 1 1 0 0 3 11 1 +7723 1979 Graduation Together 75507 0 0 02-05-2014 56 709 93 374 104 80 80 1 8 6 6 3 0 0 0 0 0 0 3 11 0 +3870 1978 2n Cycle Together 63855 0 0 09-02-2013 28 359 35 314 93 116 89 1 7 3 13 4 0 0 0 0 0 0 3 11 0 +4012 1972 PhD Together 62220 0 1 11-08-2012 55 799 12 375 16 12 12 5 7 6 5 6 0 0 0 0 0 0 3 11 1 +5909 1964 Graduation Married 58512 0 1 19-09-2013 25 895 10 101 13 0 152 5 3 4 8 8 0 0 0 0 0 0 3 11 0 +10470 1979 Master Married 40662 1 0 15-03-2013 0 40 2 23 0 4 23 2 2 1 3 4 0 0 0 0 0 0 3 11 0 +6488 1959 PhD Married 38829 0 1 06-04-2014 86 76 0 7 0 0 16 1 3 2 2 5 0 0 0 0 0 0 3 11 0 +10270 1981 2n Cycle Married 35523 1 0 03-10-2013 8 11 5 22 12 5 11 2 3 0 3 7 0 0 0 0 0 0 3 11 0 +6887 1967 Graduation Single 79146 1 1 24-04-2014 33 245 16 223 21 43 16 2 8 1 8 6 0 0 0 0 0 0 3 11 0 +6406 1988 Master Married 78285 0 0 28-10-2013 13 647 107 391 175 67 40 1 6 4 10 3 0 0 0 0 0 0 3 11 0 +7573 1978 PhD Single 31626 1 0 10-05-2013 12 39 1 9 2 1 34 1 2 1 2 7 1 0 0 0 0 0 3 11 1 +4508 1952 Graduation Single 75127 0 0 22-05-2014 92 203 35 305 46 17 227 1 2 11 5 1 0 0 0 0 0 0 3 11 0 +221 1955 Graduation Married 48726 0 1 27-04-2013 90 138 3 38 4 0 59 3 3 2 4 6 0 0 0 0 0 0 3 11 0 +5331 1977 Graduation Married 74985 0 0 11-09-2012 8 587 51 898 247 0 86 1 3 6 7 2 0 0 0 0 0 0 3 11 0 +1911 1987 Graduation Together 67430 0 0 05-09-2012 6 595 97 291 127 133 121 1 11 5 12 6 0 0 0 0 0 0 3 11 0 +20 1965 2n Cycle Married 46891 0 1 01-09-2013 91 43 12 23 29 15 61 1 2 1 4 4 0 0 0 0 0 0 3 11 0 +8786 1956 Master Married 62058 0 1 26-05-2013 52 301 7 74 10 0 58 4 6 1 7 6 0 0 0 0 0 0 3 11 0 +10582 1979 Graduation Married 72063 0 1 03-07-2013 3 180 32 348 76 32 90 2 5 2 12 2 0 0 0 0 0 0 3 11 0 +1915 1951 PhD Married 78939 0 0 12-12-2013 57 794 115 243 150 0 205 1 8 5 6 3 0 0 0 0 0 0 3 11 0 +8897 1965 Graduation Single 42720 1 1 24-04-2013 9 392 5 91 28 26 112 8 7 3 7 8 0 0 0 0 0 0 3 11 1 +2371 1972 Graduation Married 33622 1 1 13-04-2013 22 39 1 22 3 4 12 3 2 0 4 7 0 0 0 0 0 0 3 11 0 +4303 1957 PhD Together 6835 0 1 08-12-2012 76 107 2 12 2 2 12 0 0 0 1 20 0 0 0 0 0 0 3 11 0 +6825 1953 Graduation Together 41452 1 1 06-03-2013 86 13 0 3 0 0 0 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +1072 1965 PhD Single 40760 0 1 30-08-2013 64 70 0 17 0 0 6 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +4964 1958 PhD Together 74250 0 0 26-01-2014 90 680 11 392 75 0 0 1 2 11 4 1 0 0 0 0 0 0 3 11 0 +2461 1955 Master Single 51124 1 1 18-12-2013 79 26 1 11 0 1 4 2 1 0 3 3 0 0 0 0 0 0 3 11 0 +10736 1971 Graduation Single 72258 0 1 12-09-2013 28 522 0 522 227 120 134 2 6 9 5 2 0 0 0 0 0 0 3 11 0 +3194 1974 PhD Single 71466 0 0 05-04-2014 86 412 12 546 78 182 0 1 4 4 10 1 0 0 0 0 0 0 3 11 0 +10839 1976 Graduation Together 36283 1 1 14-04-2014 42 6 5 5 8 0 5 2 1 0 3 4 0 0 0 0 0 0 3 11 0 +49 1970 Graduation Single 20587 1 0 11-05-2014 39 2 3 6 4 1 9 1 1 1 2 7 0 0 0 0 0 0 3 11 0 +4290 1972 Graduation Married 30467 1 0 19-03-2014 8 1 3 8 2 5 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +10219 1972 Graduation Together 31590 1 0 18-06-2013 40 6 2 15 6 6 3 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4211 1986 Basic Married 20425 1 0 29-10-2012 5 4 12 5 3 16 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +1135 1960 Master Together 17144 1 1 15-02-2014 96 18 2 19 0 2 6 5 3 0 4 7 0 0 0 0 0 0 3 11 0 +6299 1968 PhD Divorced 42564 0 1 02-01-2013 28 324 48 186 39 18 198 6 6 8 4 7 1 0 0 0 0 0 3 11 1 +10846 1978 Master Married 43783 1 0 29-05-2014 22 327 9 125 25 4 139 6 7 1 8 7 1 0 0 0 0 0 3 11 0 +347 1976 Graduation Divorced 40780 0 1 08-09-2012 30 229 27 71 13 3 34 4 7 1 5 9 0 0 0 0 0 0 3 11 0 +6543 1945 Master Together 62847 0 0 15-01-2013 45 521 168 706 80 76 61 1 3 6 4 2 0 0 0 0 0 0 3 11 0 +10446 1957 PhD Married 82017 0 0 07-11-2012 58 184 23 446 30 23 23 1 5 4 7 2 0 1 1 1 0 0 3 11 1 +3479 1950 Graduation Single 16813 0 0 19-07-2013 49 4 8 11 12 2 13 1 2 0 3 7 1 0 0 0 0 0 3 11 0 +11075 1978 Graduation Married 51267 1 1 29-10-2013 37 183 2 64 7 2 12 4 3 3 5 4 0 0 0 0 0 0 3 11 0 +4442 1961 Graduation Single 46524 0 1 05-04-2013 70 31 19 35 26 14 52 2 1 1 5 3 0 0 0 0 0 0 3 11 0 +199 1962 Master Single 45183 0 0 20-01-2013 33 219 3 60 12 9 12 1 4 1 7 7 0 1 0 0 0 0 3 11 0 +6722 1954 PhD Married 70421 0 1 28-06-2014 98 479 28 136 75 14 35 3 10 3 7 6 0 0 0 0 0 0 3 11 0 +796 1965 2n Cycle Divorced 60161 0 1 23-10-2012 17 584 44 212 46 8 177 3 11 4 8 8 0 0 0 0 0 0 3 11 0 +3749 1973 Graduation Together 73926 0 0 02-03-2013 54 627 91 597 159 91 15 1 6 5 12 3 0 0 0 0 0 0 3 11 0 +8523 1968 Graduation Married 19329 1 0 14-12-2013 39 24 1 16 12 2 5 3 4 0 3 8 0 0 0 0 0 0 3 11 0 +310 1970 Master Married 61872 0 1 13-12-2013 81 330 5 159 36 27 16 4 4 4 9 4 0 0 0 0 0 0 3 11 0 +8629 1956 Graduation Widow 46984 1 1 26-03-2013 71 19 1 10 2 1 8 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +236 1951 Graduation Married 34838 1 1 19-01-2013 62 28 23 29 29 14 47 3 2 1 4 6 0 0 0 0 0 0 3 11 0 +9930 1944 PhD Single 82716 0 0 05-11-2013 8 606 148 228 15 148 22 1 6 8 13 2 0 0 0 0 0 0 3 11 0 +3483 1958 Graduation Married 48192 0 0 06-04-2013 76 1039 43 204 153 58 29 3 2 8 12 8 0 1 0 1 1 0 3 11 1 +4599 1976 Master Married 49681 0 2 04-11-2013 66 411 0 26 0 0 21 6 7 1 7 7 0 0 0 0 0 0 3 11 0 +7326 1971 Master Married 56850 0 1 23-03-2014 83 34 1 19 2 7 0 1 1 1 3 2 0 0 0 0 0 0 3 11 0 +7352 1957 Graduation Married 55267 0 1 21-10-2013 28 161 28 136 32 3 45 4 3 4 6 3 0 0 0 0 0 0 3 11 0 +2350 1972 Graduation Married 59666 1 1 22-03-2013 87 623 53 178 23 17 133 7 3 2 8 8 0 1 0 0 0 0 3 11 0 +9145 1972 Graduation Single 72504 0 1 06-04-2013 43 604 26 470 123 161 94 2 5 9 6 2 0 0 0 0 0 0 3 11 0 +2964 1981 Graduation Married 26872 0 0 16-10-2013 0 3 10 8 3 16 32 1 1 1 2 6 0 0 0 0 0 0 3 11 0 +5585 1972 Graduation Single 21359 1 0 20-04-2013 1 12 2 17 6 1 10 2 2 0 3 8 0 0 0 0 0 0 3 11 1 +9687 1975 Graduation Single 73170 0 0 31-05-2014 1 184 174 256 50 30 32 1 5 4 6 2 0 0 0 0 0 0 3 11 0 +3732 1955 Master Married 52750 0 1 04-02-2013 72 393 0 239 90 69 69 6 5 7 9 4 0 0 0 0 0 0 3 11 0 +6303 1986 PhD Together 91820 0 0 23-11-2013 72 410 73 747 76 161 30 0 5 5 12 1 0 0 0 0 0 0 3 11 0 +11176 1970 PhD Together 65968 0 1 12-05-2014 12 376 9 83 19 4 4 2 5 4 7 3 0 0 0 0 0 0 3 11 0 +2986 1976 Graduation Married 30772 1 1 12-03-2014 89 7 2 4 2 1 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +7462 1954 Graduation Single 22507 0 0 24-11-2012 67 68 0 226 51 157 68 3 10 2 4 9 0 0 0 0 0 0 3 11 0 +3900 1972 Graduation Married 65685 0 1 29-03-2014 54 642 14 49 0 7 57 1 9 2 9 5 0 0 0 0 0 0 3 11 0 +7034 1978 2n Cycle Married 25804 1 0 01-09-2013 34 8 7 9 13 6 12 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +9493 1980 PhD Single 76412 0 0 05-05-2013 15 840 53 804 23 71 17 1 5 4 8 3 0 0 1 1 0 0 3 11 1 +1143 1972 Graduation Married 22063 1 0 08-08-2013 43 7 10 13 3 11 11 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +1 1961 Graduation Single 57091 0 0 15-06-2014 0 464 5 64 7 0 37 1 7 3 7 5 0 0 0 0 1 0 3 11 1 +3855 1963 Graduation Married 22419 0 0 18-04-2013 74 30 3 47 19 21 42 1 3 2 2 8 0 0 0 0 0 0 3 11 0 +5536 1959 Graduation Together 87771 0 1 22-05-2013 61 1492 38 287 50 57 33 1 5 10 4 6 0 1 1 1 1 0 3 11 1 +5989 1959 2n Cycle Divorced 78353 0 1 16-04-2013 51 752 122 476 39 153 34 1 10 2 11 8 0 0 0 0 0 0 3 11 0 +9499 1954 Graduation Married 93404 1 2 07-05-2013 97 1279 15 287 20 0 15 3 3 4 7 5 0 1 1 0 0 0 3 11 0 +6768 1962 Graduation Divorced 37859 1 2 12-01-2013 75 22 1 8 2 1 2 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +2150 1958 PhD Widow 80995 0 1 11-05-2013 83 860 28 409 73 56 56 1 8 9 4 4 0 0 0 0 0 0 3 11 0 +6646 1984 Graduation Together 16529 1 0 01-03-2014 23 3 0 5 13 0 1 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +4887 1976 PhD Divorced 55412 1 1 22-11-2013 65 10 5 28 11 1 8 1 2 0 3 5 0 0 0 0 0 0 3 11 0 +8560 1992 Graduation Single 48789 0 0 10-09-2012 94 351 16 156 7 5 145 1 6 4 7 6 0 0 0 0 0 0 3 11 0 +3321 1967 PhD Together 56575 0 2 05-05-2013 42 421 5 90 0 16 10 3 7 3 7 5 0 0 0 0 0 0 3 11 0 +11003 1980 2n Cycle Together 25130 1 0 02-10-2013 10 2 5 7 0 18 18 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10402 1967 Graduation Married 35441 1 1 14-02-2013 94 25 1 9 2 1 1 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +9904 1956 Graduation Married 71391 0 1 29-03-2013 50 336 123 274 46 123 141 5 6 5 12 3 0 0 0 0 0 0 3 11 0 +6141 1972 Master Single 49494 1 0 25-04-2013 46 191 9 97 0 6 82 2 6 1 5 7 0 0 0 0 0 0 3 11 0 +5687 1980 Graduation Divorced 81702 0 0 23-09-2012 98 563 50 774 28 31 187 1 7 7 12 3 0 0 0 0 0 0 3 11 0 +10856 1980 2n Cycle Single 45889 0 1 02-07-2013 42 31 0 6 0 1 8 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +5121 1977 Graduation Single 56628 0 1 21-03-2014 30 479 5 82 7 17 171 2 7 6 5 5 1 0 0 0 0 0 3 11 0 +4186 1950 Graduation Together 34026 1 1 05-08-2013 11 18 6 15 12 8 17 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +368 1974 Graduation Married 40049 0 1 29-11-2012 61 91 65 52 10 44 28 3 3 2 6 5 0 0 0 0 0 0 3 11 0 +3312 1988 Graduation Single 34176 1 0 12-05-2014 12 5 7 24 19 14 20 4 3 0 4 6 0 0 0 0 0 0 3 11 0 +11121 1981 Graduation Married 19419 1 0 10-11-2012 76 2 14 28 16 3 7 4 4 0 3 9 0 0 0 0 0 0 3 11 0 +5332 1960 2n Cycle Married 82504 0 0 27-07-2013 2 362 50 431 134 35 54 1 3 6 7 1 0 0 0 0 0 0 3 11 0 +5848 1970 Graduation Together 81205 0 0 13-01-2014 43 724 74 929 97 55 130 1 5 6 7 2 1 0 1 0 1 0 3 11 1 +10343 1991 2n Cycle Single 61618 0 0 29-09-2012 27 605 91 399 0 45 205 2 3 6 8 3 0 0 0 0 0 0 3 11 0 +5935 1956 Master Single 55284 0 1 24-12-2012 60 547 7 140 0 7 63 3 7 5 8 5 0 0 0 0 0 0 3 11 0 +2895 1963 Graduation Single 49980 0 1 23-10-2013 79 104 1 54 13 9 14 2 3 1 5 5 0 0 0 0 0 0 3 11 0 +10262 1980 Graduation Married 15072 2 0 10-05-2013 96 8 2 15 0 10 18 4 3 1 3 5 0 0 0 0 0 0 3 11 0 +7848 1974 Graduation Single 49166 0 1 13-06-2013 17 224 2 25 7 0 110 2 5 3 3 6 0 0 0 0 0 0 3 11 0 +9477 1954 PhD Married 65324 0 1 11-01-2014 0 384 0 102 21 32 5 3 6 2 9 4 0 0 0 0 0 0 3 11 0 +4856 1957 2n Cycle Married 82347 0 0 06-11-2012 38 556 54 845 202 133 63 1 7 7 10 3 1 0 0 1 0 0 3 11 0 +7186 1966 PhD Together 30843 1 1 26-05-2014 43 24 0 2 0 0 9 2 1 1 2 5 1 0 0 0 0 0 3 11 0 +5794 1974 PhD Married 46374 0 1 17-03-2014 1 408 0 21 0 0 17 3 7 1 7 8 0 1 0 1 0 0 3 11 1 +1456 1979 Graduation Single 60474 0 1 01-04-2013 25 265 199 303 234 9 170 7 10 2 12 7 0 0 0 0 0 0 3 11 0 +4877 1973 Master Married 38576 0 1 04-03-2014 2 34 0 7 0 0 0 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +425 1985 Graduation Married 55357 2 0 19-02-2013 66 374 64 116 84 25 64 3 6 2 11 5 0 0 0 0 0 0 3 11 0 +3007 1966 Graduation Together 37758 1 1 04-10-2012 49 27 2 10 0 0 1 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +1031 1989 2n Cycle Married 85710 0 0 05-05-2013 5 600 20 350 29 30 33 1 6 9 10 2 0 0 1 0 0 0 3 11 0 +4297 1969 Graduation Together 23228 1 0 26-01-2014 71 13 2 18 6 1 0 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +807 1969 Master Together 44602 1 1 15-02-2014 35 167 2 89 0 0 34 6 6 1 4 8 0 0 0 0 0 0 3 11 0 +9553 1987 Graduation Married 7500 0 0 09-01-2013 94 0 2 3 4 1 5 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +4271 1989 2n Cycle Together 38683 1 0 04-10-2012 80 46 35 69 84 41 66 6 4 1 6 7 0 0 0 0 0 0 3 11 0 +4120 1975 2n Cycle Single 49514 1 0 17-12-2013 61 88 39 78 58 13 93 2 6 1 4 7 0 0 0 0 0 0 3 11 0 +2036 1973 PhD Together 57906 0 1 11-06-2013 29 243 11 119 10 3 15 3 4 2 8 4 0 0 0 0 0 0 3 11 0 +115 1966 Master Single 43456 0 1 26-03-2013 0 275 11 68 25 7 7 3 5 1 8 5 0 0 0 0 0 0 3 11 0 +4259 1986 Master Single 19485 2 0 24-09-2013 80 6 0 4 0 0 0 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +8687 1978 Graduation Together 53172 0 1 06-05-2013 54 121 62 90 68 20 125 3 2 3 8 3 0 0 0 0 0 0 3 11 0 +2447 1979 Graduation Together 30545 1 0 17-10-2012 71 4 12 15 19 7 12 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10140 1983 PhD Together 70123 0 0 28-09-2013 27 1308 0 396 23 0 0 1 5 7 4 3 0 1 0 0 1 0 3 11 0 +9353 1959 Graduation Single 62450 0 1 06-01-2014 61 515 47 267 62 66 38 2 5 5 4 3 0 1 0 0 0 0 3 11 0 +3623 1976 Graduation Together 21675 1 0 11-06-2014 55 4 0 16 17 4 4 3 4 0 3 7 0 0 0 0 0 0 3 11 0 +738 1981 2n Cycle Single 42395 1 1 04-04-2014 35 48 13 57 24 15 25 4 3 1 4 7 0 0 0 0 0 0 3 11 0 +7631 1978 Master Together 61346 1 0 06-10-2013 34 562 58 168 43 16 142 1 5 7 10 3 0 0 0 0 0 0 3 11 0 +4789 1953 Graduation Together 80812 0 0 17-09-2013 95 769 22 500 210 143 33 1 4 8 5 2 1 0 1 1 0 0 3 11 0 +773 1971 Master Divorced 42835 1 1 30-06-2013 64 379 4 93 12 9 98 7 6 6 4 6 0 0 0 0 0 0 3 11 0 +10602 1983 Graduation Married 39922 1 0 14-02-2013 30 29 12 59 19 1 36 2 3 0 4 8 0 0 0 0 0 0 3 11 0 +1446 1956 Master Single 86424 0 0 05-04-2014 12 387 68 569 89 45 68 1 6 9 12 1 0 0 0 0 0 0 3 11 0 +3270 1978 2n Cycle Together 17117 1 0 17-01-2013 96 12 23 38 30 18 7 4 3 1 3 9 0 0 0 0 0 0 3 11 0 +8443 1972 Graduation Single 24762 1 0 10-02-2014 16 6 10 12 3 15 40 3 3 1 2 8 1 0 0 0 0 0 3 11 1 +9653 1975 Graduation Married 35797 0 1 16-10-2012 16 27 1 14 4 1 21 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +8916 1975 Graduation Divorced 36627 2 0 23-07-2013 78 9 1 5 0 0 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +8017 1981 2n Cycle Married 51111 1 1 19-06-2014 83 22 0 19 6 5 3 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +5830 1972 PhD Single 86857 0 0 12-09-2012 96 899 102 838 133 102 40 1 5 6 10 2 0 0 0 0 0 0 3 11 1 +4597 1970 PhD Together 82072 0 0 02-07-2013 67 889 55 685 168 92 129 1 3 2 13 1 0 0 0 0 0 0 3 11 0 +7023 1953 PhD Single 46231 2 1 26-11-2012 87 189 2 55 0 5 12 4 6 1 4 9 0 0 0 0 0 0 3 11 0 +8086 1959 Graduation Married 42243 1 1 11-12-2013 34 48 0 2 0 0 5 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +8825 1962 Graduation Together 51195 1 1 01-04-2013 46 230 14 156 82 24 58 8 9 2 5 8 0 0 0 0 0 0 3 11 0 +2930 1978 Master Single 68092 0 0 16-12-2013 7 852 60 207 78 36 48 2 2 6 10 5 0 0 0 0 0 0 3 11 0 +1928 1973 Graduation Married 31814 1 0 09-02-2013 73 35 3 20 4 1 20 2 2 0 3 9 1 0 0 0 0 0 3 11 0 +7108 1965 Master Widow 51390 1 1 08-09-2012 54 205 20 47 23 2 56 6 5 2 5 5 0 0 0 0 0 0 3 11 0 +10925 1983 Graduation Married 76630 0 0 14-01-2014 93 255 31 446 40 56 175 1 3 10 11 1 0 0 0 0 0 0 3 11 0 +9960 1991 Basic Single 26868 1 0 30-04-2014 52 0 0 1 8 3 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +8800 1943 PhD Divorced 48948 0 0 01-02-2013 53 437 8 206 160 49 42 2 7 10 5 6 1 0 0 0 0 0 3 11 1 +9224 1972 PhD Single 55260 0 1 12-12-2012 81 825 8 53 11 0 242 2 8 10 5 6 0 0 0 0 0 0 3 11 0 +5519 1956 Graduation Together 64090 0 1 07-08-2013 8 316 58 161 76 51 135 1 6 9 4 5 0 0 0 0 0 0 3 11 1 +5046 1958 Graduation Divorced 78331 0 1 23-01-2014 97 756 138 354 160 169 61 2 10 6 7 4 0 0 0 0 0 0 3 11 0 +7037 1974 PhD Married 37087 1 0 11-08-2013 50 194 55 134 15 0 3 3 4 2 8 6 0 0 0 0 0 0 3 11 0 +905 1986 Graduation Divorced 21846 1 0 22-10-2013 38 7 17 18 6 10 26 4 4 0 3 8 0 0 0 0 0 0 3 11 0 +8624 1958 Graduation Married 81320 0 0 06-02-2013 61 183 33 493 59 103 57 1 4 3 10 2 0 0 0 0 0 0 3 11 0 +8945 1970 Graduation Divorced 54137 0 1 16-08-2013 46 171 0 11 0 1 20 2 4 1 4 6 0 0 0 0 0 0 3 11 0 +6445 1967 Graduation Together 66825 0 0 14-07-2013 73 243 101 405 29 40 40 1 4 5 6 2 0 0 0 0 0 0 3 11 0 +2727 1973 Graduation Together 57100 0 0 04-12-2013 19 181 21 69 39 3 96 1 3 3 6 3 0 0 0 0 0 0 3 11 0 +6404 1969 Graduation Together 58917 1 2 24-03-2013 10 151 7 89 0 7 28 5 4 1 6 5 0 0 0 0 0 0 3 11 0 +11074 1977 Graduation Single 85072 0 0 09-04-2014 94 494 92 391 194 11 241 1 3 4 10 0 0 0 0 0 0 0 3 11 0 +10150 1961 Graduation Single 86429 0 0 21-11-2013 10 464 28 873 29 18 37 0 7 4 7 2 0 0 0 1 0 0 3 11 1 +1968 1971 Graduation Widow 45684 1 0 02-12-2013 37 5 1 5 10 0 7 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +6534 1974 Graduation Together 47889 1 0 04-01-2014 94 29 0 29 0 5 4 1 2 0 3 5 0 0 0 0 0 0 3 11 0 +9485 1986 PhD Married 45921 0 0 10-03-2014 23 102 9 49 24 3 12 1 2 1 6 4 0 0 0 0 0 0 3 11 0 +7053 1966 PhD Single 78420 0 0 29-06-2013 75 604 28 674 91 28 28 1 3 10 8 1 0 0 0 0 0 0 3 11 0 +4654 1992 Graduation Together 75114 0 0 07-11-2013 40 571 12 523 63 60 24 1 3 10 5 2 0 0 0 0 0 0 3 11 0 +9760 1963 PhD Widow 52278 0 1 25-01-2013 24 953 0 71 0 0 174 6 10 5 10 8 0 0 0 0 0 0 3 11 1 +1048 1972 Master Married 35641 1 0 14-07-2013 11 63 3 67 8 9 28 2 3 1 4 7 0 0 0 0 0 0 3 11 1 +10619 1994 Graduation Single 95529 0 0 03-12-2012 29 770 29 890 250 27 24 1 7 3 7 3 0 0 1 0 0 0 3 11 1 +9308 1954 Graduation Married 62820 0 0 11-05-2013 51 398 61 265 138 61 53 1 3 4 6 1 0 0 0 0 0 0 3 11 0 +10505 1960 Master Together 73113 0 0 26-12-2013 86 741 19 154 50 9 28 1 3 4 7 2 0 0 0 0 0 0 3 11 0 +8362 1982 PhD Married 84169 0 0 07-08-2013 9 1478 19 403 0 19 0 1 7 6 6 3 0 1 1 0 0 0 3 11 1 +2625 1954 2n Cycle Single 42607 0 1 17-11-2013 30 156 29 56 30 32 47 2 3 2 7 3 0 0 0 0 0 0 3 11 0 +4637 1954 PhD Single 74637 0 0 18-05-2013 73 960 64 464 146 0 16 1 6 9 9 3 0 0 0 1 0 0 3 11 0 +9972 1955 PhD Together 46015 1 1 13-04-2014 25 38 0 2 0 0 6 1 1 0 3 7 1 0 0 0 1 0 3 11 0 +4483 1993 Graduation Single 72354 0 0 17-04-2013 67 315 26 473 220 12 182 1 2 10 6 1 0 0 0 0 0 0 3 11 0 +4487 1969 Master Single 39858 1 0 24-01-2013 67 15 20 25 2 7 26 1 2 0 4 6 0 0 0 0 0 0 3 11 1 +4988 1948 PhD Married 34469 1 1 04-05-2014 58 19 6 20 0 5 12 3 1 1 4 4 0 0 0 0 0 0 3 11 0 +8931 1986 Graduation Together 83033 1 0 18-05-2014 82 812 99 431 237 149 33 1 11 4 10 5 0 0 0 1 0 0 3 11 0 +5871 1979 Master Together 24401 0 0 31-08-2012 98 73 28 217 10 24 115 3 6 1 6 8 0 0 0 0 0 0 3 11 0 +2008 1978 Graduation Married 77583 0 0 10-02-2014 93 372 23 384 250 12 108 1 4 5 9 2 0 0 0 1 0 0 3 11 0 +3139 1982 2n Cycle Single 74116 0 0 30-12-2013 53 871 111 704 145 55 166 1 4 4 10 2 0 1 0 0 0 0 3 11 0 +10037 1993 Graduation Single 74293 0 0 04-05-2014 66 375 152 335 93 91 81 1 5 4 6 2 0 0 0 0 0 0 3 11 0 +10673 1976 PhD Married 68397 0 1 17-11-2013 6 760 80 466 17 13 80 1 6 9 5 3 0 0 0 0 0 0 3 11 0 +5303 1974 PhD Together 79632 0 0 08-04-2014 42 471 0 510 99 21 12 1 6 4 9 2 0 0 0 0 0 0 3 11 0 +538 1989 Graduation Single 46107 1 0 10-02-2014 78 31 9 27 16 9 33 1 1 1 4 3 0 0 0 0 0 0 3 11 0 +7922 1951 PhD Single 64950 0 1 12-08-2012 29 819 0 72 12 0 63 2 11 2 10 7 0 1 0 0 0 0 3 11 0 +5692 1989 Basic Married 25443 1 0 22-12-2012 82 1 4 3 8 9 7 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4843 1952 Graduation Single 75127 0 0 22-05-2014 92 203 35 305 46 17 227 1 2 11 5 1 0 0 0 0 0 0 3 11 0 +6383 1971 PhD Together 32892 1 0 25-05-2014 78 26 0 15 2 1 2 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +1628 1971 Graduation Together 71796 0 0 24-10-2013 54 354 21 311 167 75 32 1 9 3 4 4 0 0 0 0 0 0 3 11 0 +1204 1970 PhD Married 67536 0 1 22-05-2013 45 1253 0 447 23 71 35 3 11 5 11 8 0 0 0 1 0 0 3 11 0 +3673 1971 Graduation Single 55239 0 1 14-07-2013 59 371 17 238 23 24 106 3 7 5 11 5 0 0 0 0 0 0 3 11 0 +760 1975 PhD Divorced 60554 1 0 09-08-2013 8 588 7 76 110 15 15 2 8 4 9 6 0 0 0 0 0 0 3 11 0 +8957 1952 2n Cycle Single 64831 1 1 10-06-2013 51 480 86 249 75 86 144 8 6 3 5 6 0 0 0 0 0 0 3 11 0 +4128 1962 PhD Together 56067 0 1 20-07-2013 51 517 12 54 16 6 120 2 7 4 7 5 0 0 0 0 0 0 3 11 0 +6810 1983 Graduation Divorced 82025 0 0 28-05-2013 76 267 98 606 48 70 98 1 3 2 6 1 0 0 1 0 0 0 3 11 1 +5386 1953 Graduation Together 94384 0 0 04-03-2013 62 1111 24 790 160 45 172 0 5 8 5 2 0 1 1 1 0 0 3 11 1 +8700 1986 Basic Single 14906 0 0 22-12-2012 86 7 7 14 7 16 15 3 2 1 3 7 0 0 0 0 0 0 3 11 0 +3202 1987 PhD Married 51563 0 0 01-10-2012 60 1166 0 48 0 0 36 1 4 4 10 8 0 1 1 0 0 0 3 11 0 +1328 1982 2n Cycle Married 57937 0 1 16-02-2014 56 261 42 144 55 48 133 3 4 4 9 3 0 0 0 0 0 0 3 11 0 +8405 1979 Graduation Divorced 68274 1 1 30-09-2013 83 135 25 51 23 25 46 2 4 2 5 3 0 0 0 0 0 0 3 11 0 +6515 1977 Graduation Together 39771 1 0 06-12-2013 92 6 2 18 2 8 14 1 2 0 3 4 0 0 0 0 0 0 3 11 0 +2882 1975 2n Cycle Divorced 67893 0 1 01-10-2012 31 711 28 142 49 18 47 2 3 2 9 8 0 0 0 0 0 0 3 11 0 +7574 1979 PhD Together 27922 1 0 10-05-2014 80 11 0 13 2 4 11 1 2 0 3 4 0 0 0 0 0 0 3 11 0 +6387 1976 PhD Together 52190 1 1 08-05-2014 39 42 0 17 0 0 18 3 2 1 3 5 1 0 0 0 0 0 3 11 0 +5320 1973 Master Divorced 44051 1 1 29-01-2013 20 79 7 58 6 3 18 4 3 1 4 6 0 0 0 0 0 0 3 11 1 +5048 1971 PhD Single 42767 2 0 11-05-2013 53 20 6 43 19 5 38 1 3 1 2 8 0 0 0 0 0 0 3 11 0 +8146 1976 Master Together 46106 1 1 11-05-2014 84 30 0 8 2 0 14 1 1 1 2 6 0 0 0 0 0 0 3 11 0 +10031 1976 PhD Married 16927 1 1 10-02-2013 50 20 2 23 3 1 4 5 3 0 4 8 0 0 0 0 0 0 3 11 0 +5748 1965 Graduation Married 59754 0 1 01-12-2012 96 115 27 44 4 146 139 3 5 2 6 5 0 0 0 0 0 0 3 11 1 +2134 1952 Graduation Single 53700 0 1 17-08-2012 94 263 5 233 69 41 83 4 5 5 8 5 0 0 0 0 0 0 3 11 0 +1523 1973 Graduation Married 59041 1 1 07-05-2014 25 69 2 15 2 2 6 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +9665 1957 PhD Divorced 54237 0 1 27-04-2013 48 267 3 30 4 0 57 4 5 2 5 6 0 0 0 0 0 0 3 11 0 +4640 1967 Graduation Divorced 70647 0 1 21-09-2012 65 561 85 171 25 123 114 2 4 7 13 2 0 0 0 0 0 0 3 11 0 +3635 1962 PhD Single 52597 0 1 07-05-2014 69 492 0 37 7 0 42 3 6 3 8 5 0 0 0 0 0 0 3 11 0 +3547 1969 Master Together 41021 1 0 30-12-2012 12 14 7 9 6 16 12 2 2 0 3 6 0 0 0 0 0 0 3 11 1 +2456 1975 PhD Married 40233 0 1 14-10-2013 84 80 4 46 0 17 2 5 2 1 5 6 0 0 0 0 0 0 3 11 0 +5633 1980 Graduation Married 50183 1 1 25-06-2014 47 97 12 84 13 10 15 7 3 1 6 5 0 0 0 0 0 0 3 11 0 +7801 1959 Graduation Together 54753 0 1 12-09-2013 87 197 107 227 7 59 131 3 5 2 11 4 0 0 0 0 0 0 3 11 0 +10489 1973 Graduation Married 92955 0 0 19-08-2013 35 693 21 925 31 24 84 1 6 7 9 2 0 0 1 1 0 0 3 11 1 +7011 1973 Graduation Married 33471 1 0 12-10-2012 47 43 2 27 0 9 12 3 3 0 4 7 0 0 0 0 0 0 3 11 0 +2620 1974 PhD Married 34596 1 0 13-04-2013 48 14 0 2 0 0 7 1 1 0 2 8 0 0 0 0 0 0 3 11 1 +3933 1980 Graduation Together 44010 1 0 13-10-2012 46 186 36 234 86 72 48 6 10 2 6 9 0 0 0 0 0 0 3 11 0 +10981 1988 Graduation Married 84219 0 0 02-02-2014 27 434 137 400 45 137 45 1 3 4 10 1 0 0 0 0 0 0 3 11 0 +1734 1968 PhD Together 40706 2 1 17-01-2013 37 59 0 11 4 2 5 4 3 0 4 7 0 0 0 0 0 0 3 11 0 +10995 1988 2n Cycle Married 15716 1 0 12-11-2012 8 16 5 30 8 7 26 3 3 0 4 8 0 0 0 0 0 1 3 11 0 +6357 1959 2n Cycle Divorced 59052 0 1 17-11-2013 29 230 35 75 63 57 31 3 7 1 7 5 0 0 0 0 0 0 3 11 0 +9209 1971 Master Together 80573 0 0 14-10-2012 85 829 138 430 60 92 15 1 4 6 13 2 0 0 0 0 0 0 3 11 0 +10286 1962 Graduation Married 83715 0 0 03-02-2014 2 318 8 407 150 35 8 1 2 8 13 0 0 0 0 0 0 0 3 11 0 +2611 1959 Master Together 82576 0 0 01-08-2012 66 1206 55 445 168 18 18 1 2 4 12 1 0 0 1 0 0 0 3 11 0 +1600 1965 Master Married 56962 2 1 11-10-2013 60 292 3 77 10 3 26 7 6 3 5 7 0 0 0 0 0 0 3 11 0 +3308 1952 Graduation Married 35704 1 1 03-01-2014 54 30 9 12 2 11 30 3 2 0 4 4 0 0 0 0 0 0 3 11 0 +5407 1954 Graduation Together 53103 0 1 12-09-2013 70 729 17 133 11 0 195 5 10 6 7 7 1 0 0 0 0 0 3 11 0 +2166 1960 2n Cycle Widow 46779 1 1 12-07-2013 55 12 1 3 0 0 7 1 0 1 2 4 0 0 0 0 0 0 3 11 0 +3955 1965 Graduation Divorced 4861 0 0 22-06-2014 20 2 1 1 1 0 1 0 0 0 0 14 0 0 0 0 0 0 3 11 0 +6634 1979 Master Divorced 33462 1 0 07-08-2013 78 22 3 18 0 0 11 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +3056 1978 Graduation Divorced 63693 0 1 14-10-2013 63 587 43 337 42 87 54 3 11 6 9 6 0 0 0 0 0 0 3 11 0 +5718 1950 Graduation Married 80763 0 0 15-08-2013 17 674 168 108 192 42 231 1 5 11 6 3 0 0 1 1 0 0 3 11 1 +6872 1974 PhD Married 65352 0 1 21-08-2013 43 284 3 84 4 7 23 2 4 2 8 4 0 0 0 0 0 0 3 11 0 +8164 1978 PhD Married 82170 0 0 25-11-2013 13 1023 93 651 49 55 37 1 5 6 7 2 0 0 0 0 0 0 3 11 0 +4580 1969 Graduation Married 75759 0 0 25-10-2013 46 1394 22 708 89 91 182 1 9 7 9 5 1 0 1 1 0 0 3 11 1 +9305 1976 2n Cycle Single 79689 0 0 12-05-2013 65 311 26 640 180 37 121 1 4 9 13 2 0 0 0 0 0 0 3 11 0 +453 1956 PhD Widow 35340 1 1 29-06-2014 1 27 0 12 0 1 5 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +8545 1954 Graduation Divorced 85683 0 0 21-03-2014 6 1296 17 311 45 69 51 1 2 4 10 1 0 1 1 1 1 0 3 11 1 +9850 1972 2n Cycle Married 24884 1 0 29-11-2012 32 3 6 7 0 0 3 1 0 0 3 7 0 0 0 0 0 0 3 11 0 +7378 1981 Master Together 42021 1 0 31-08-2012 34 393 5 136 7 5 27 5 10 1 6 9 1 0 0 0 0 0 3 11 0 +7646 1989 Graduation Single 64449 1 0 18-02-2014 70 218 63 282 137 35 70 4 5 3 12 4 0 0 0 0 0 0 3 11 0 +1640 1954 Graduation Divorced 64587 1 1 22-06-2014 49 66 0 16 0 6 20 2 1 1 4 3 0 0 0 0 0 0 3 11 0 +5184 1995 Graduation Single 34824 0 0 26-03-2014 65 4 2 11 2 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +8492 1978 Graduation Together 75437 0 0 09-11-2013 25 795 0 545 95 58 0 1 8 4 10 6 0 0 0 1 0 0 3 11 0 +11188 1957 Graduation Together 26091 1 1 25-02-2014 84 15 10 19 8 17 20 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +1212 1973 Graduation Married 52845 1 0 13-08-2013 7 384 25 292 130 41 64 3 8 8 6 6 1 0 0 0 0 0 3 11 0 +9097 1956 Graduation Divorced 46086 0 1 03-11-2013 34 244 8 32 7 2 50 4 3 1 8 4 0 0 0 0 0 0 3 11 0 +10473 1956 PhD Widow 78028 0 1 10-09-2012 38 158 19 288 25 0 38 1 6 4 9 7 0 1 1 0 0 0 3 11 1 +7962 1987 PhD Single 95169 0 0 09-10-2013 1 1285 21 449 106 20 20 1 4 3 4 1 0 0 1 1 0 0 3 11 1 +9984 1981 2n Cycle Married 56337 1 1 27-03-2013 25 349 16 144 28 5 182 5 8 5 4 8 1 0 0 1 0 0 3 11 1 +5527 1987 Graduation Together 22434 1 0 13-02-2013 25 4 12 11 3 13 15 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +6374 1954 PhD Married 36930 0 1 17-05-2013 50 223 2 31 0 2 39 5 5 2 4 8 0 0 0 0 0 0 3 11 0 +7453 1954 Graduation Single 36130 0 1 02-02-2013 46 157 43 127 68 56 37 6 3 8 4 4 1 0 0 0 0 0 3 11 1 +8952 1953 Master Married 65569 0 1 05-11-2012 96 397 46 288 20 38 70 2 6 5 10 3 0 0 0 0 0 0 3 11 0 +241 1952 Graduation Together 83844 0 0 12-05-2013 57 901 31 345 75 31 191 1 4 4 11 1 0 0 1 0 0 0 3 11 0 +8975 1968 Graduation Married 19514 1 1 26-01-2014 47 14 3 21 2 1 28 4 3 1 2 8 1 0 0 0 0 0 3 11 0 +6119 1963 PhD Single 36736 1 1 10-05-2013 52 10 0 3 0 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +5236 1979 Graduation Together 77568 0 1 25-08-2012 30 1230 0 396 232 178 158 1 10 2 8 5 0 1 1 1 0 0 3 11 0 +5723 1976 PhD Together 49187 0 1 11-01-2014 63 81 1 31 2 1 0 1 1 1 5 2 0 0 0 0 0 0 3 11 0 +1710 1978 Graduation Single 30168 1 0 07-03-2013 51 154 20 66 0 12 27 7 6 1 4 9 0 0 0 0 0 0 3 11 0 +1970 1968 Master Together 34053 0 1 10-09-2012 14 63 0 21 7 0 12 1 3 0 3 8 0 0 0 0 0 0 3 11 0 +5313 1971 Master Married 38196 1 1 18-04-2014 20 30 0 11 0 0 3 3 2 0 4 5 0 0 0 0 0 0 3 11 0 +10634 1951 Master Married 59412 0 0 19-04-2014 56 90 67 165 30 43 11 1 4 2 8 3 0 0 0 0 0 0 3 11 0 +7010 1965 2n Cycle Married 70924 0 0 07-04-2014 41 635 114 254 132 152 76 1 6 6 7 3 0 0 1 0 0 0 3 11 0 +8562 1969 Graduation Together 54165 0 0 28-05-2013 72 127 4 73 15 6 11 1 2 1 7 2 0 0 0 0 0 0 3 11 0 +3158 1973 Graduation Married 32300 1 0 03-01-2013 1 13 3 6 6 5 6 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4436 1976 Graduation Single 20180 0 0 20-02-2013 27 18 42 24 15 20 18 1 2 1 4 7 0 0 0 0 0 0 3 11 0 +5287 1973 Graduation Married 34961 1 0 19-06-2014 77 45 2 26 4 1 1 3 3 1 3 7 0 0 0 0 0 0 3 11 0 +2445 1974 PhD Together 28440 1 0 07-07-2013 87 38 1 24 0 0 0 1 2 0 3 8 0 0 0 0 0 0 3 11 0 +6059 1953 PhD Together 64504 1 2 04-03-2013 81 986 36 168 16 0 108 7 11 3 4 7 0 0 0 0 0 0 3 11 1 +4550 1966 Master Together 33564 0 1 24-06-2014 51 61 0 3 0 0 7 1 1 1 3 5 0 0 0 0 0 0 3 11 0 +4240 1978 Graduation Married 17345 1 0 03-11-2012 79 4 9 16 17 0 12 2 2 1 2 8 0 0 0 0 0 0 3 11 0 +8911 1967 PhD Married 56320 0 1 08-04-2013 11 201 53 172 116 77 83 3 5 4 9 4 0 0 0 0 0 0 3 11 0 +3706 1978 Graduation Single 28647 1 0 21-08-2013 54 19 8 29 0 12 26 1 2 2 2 7 1 0 0 0 0 0 3 11 1 +3628 1987 Basic Single 15038 1 0 29-01-2013 93 4 8 11 19 12 26 2 2 1 2 9 0 0 0 0 0 0 3 11 0 +10175 1958 PhD Divorced 32173 0 1 01-08-2013 0 18 0 2 0 0 2 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +8985 1964 2n Cycle Together 68316 0 1 04-11-2012 54 806 80 161 120 11 33 5 10 7 10 6 0 0 0 0 0 0 3 11 0 +5204 1971 Graduation Together 74538 0 0 29-06-2013 21 380 98 733 110 112 28 1 8 8 5 3 0 0 1 0 0 0 3 11 1 +9220 1971 Graduation Single 91700 0 0 17-01-2013 58 576 172 961 125 115 19 1 8 6 5 3 0 0 0 0 0 0 3 11 1 +9888 1969 Graduation Together 68695 0 0 25-06-2014 3 458 81 356 106 50 40 1 4 4 7 2 0 0 0 0 0 0 3 11 0 +5263 1977 2n Cycle Married 31056 1 0 22-01-2013 99 5 10 13 3 8 16 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +1020 1973 Graduation Married 79593 0 0 12-05-2014 70 350 60 568 110 133 145 1 5 6 7 2 0 0 1 0 0 0 3 11 0 +9503 1980 Graduation Single 28071 0 0 29-08-2012 65 39 33 130 41 26 44 2 5 1 5 8 0 0 0 0 0 0 3 11 0 +10613 1958 PhD Together 37334 1 1 26-02-2014 44 26 1 16 2 2 15 4 3 0 4 4 0 0 0 0 0 0 3 11 0 +67 1972 Master Single 46423 1 1 18-09-2013 6 68 0 16 0 0 8 3 2 0 4 7 0 0 0 0 0 0 3 11 0 +6019 1971 PhD Married 37126 1 0 30-03-2014 9 45 3 9 4 4 7 1 1 2 2 6 1 0 0 0 0 0 3 11 1 +5863 1953 Graduation Married 47703 0 1 29-05-2013 95 359 0 134 13 26 123 4 6 3 8 5 0 0 0 0 0 0 3 11 0 +3717 1959 Graduation Married 61180 0 1 23-04-2014 70 403 24 29 6 24 218 2 5 5 6 3 1 0 0 0 0 0 3 11 0 +6730 1954 Graduation Married 38998 1 1 03-11-2012 92 34 1 14 0 0 5 3 2 0 3 8 0 0 0 0 0 1 3 11 0 +10749 1991 Graduation Single 8028 0 0 18-09-2012 62 73 18 66 7 12 2 15 0 1 0 19 0 0 0 0 0 0 3 11 0 +4998 1962 Graduation Together 76081 0 0 23-05-2014 85 292 30 415 63 33 200 1 4 5 4 2 0 0 0 1 0 0 3 11 0 +6287 1986 Graduation Together 34728 1 0 30-07-2013 2 14 0 16 0 0 6 1 1 1 2 6 0 0 0 0 0 0 3 11 1 +5985 1965 Master Single 33168 0 1 13-10-2012 0 80 1 37 0 1 3 3 2 1 4 7 0 0 0 0 0 0 3 11 0 +4754 1966 Master Married 33585 0 1 25-09-2013 91 30 11 33 13 6 29 1 2 0 4 4 0 0 0 0 0 0 3 11 0 +4002 1960 PhD Married 77037 0 1 13-10-2013 3 463 96 333 168 53 10 1 7 7 12 3 0 0 0 0 0 0 3 11 0 +8870 1984 Graduation Together 35196 1 0 13-11-2012 68 75 12 141 43 39 187 6 6 1 5 8 0 0 0 0 0 0 3 11 1 +966 1966 Graduation Married 44529 0 1 05-07-2013 98 538 13 91 17 6 26 6 6 2 11 5 0 1 0 0 0 0 3 11 0 +4767 1965 2n Cycle Married 70924 0 0 07-04-2014 41 635 114 254 132 152 76 1 6 6 7 3 0 0 1 0 0 0 3 11 0 +9725 1966 PhD Together 28764 1 1 05-06-2014 16 8 0 3 0 0 1 1 1 0 2 8 1 0 0 0 0 0 3 11 0 +4475 1949 PhD Married 69098 0 0 16-02-2013 82 1315 22 780 145 0 178 1 7 8 9 5 0 0 0 0 0 0 3 11 0 +5740 1970 2n Cycle Divorced 25959 1 1 14-02-2013 1 4 2 12 7 5 26 2 1 2 2 6 0 0 0 0 0 0 3 11 1 +5731 1983 Master Married 27100 1 0 05-04-2013 64 12 0 13 2 0 10 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +7290 1985 Graduation Single 70596 0 0 05-10-2012 68 347 44 534 17 0 26 1 3 5 12 2 0 0 0 0 0 0 3 11 0 +3846 1974 Graduation Married 42557 0 1 29-08-2012 98 192 5 53 0 5 15 4 6 1 4 8 0 0 0 0 0 0 3 11 0 +8104 1951 PhD Married 53312 0 0 09-08-2013 32 241 0 12 0 0 25 1 5 1 5 7 0 0 0 0 0 0 3 11 0 +4507 1952 Graduation Single 72228 0 0 27-11-2012 87 631 28 491 30 14 56 1 6 7 8 3 0 0 0 0 0 0 3 11 0 +11013 1987 Graduation Together 67605 0 0 31-03-2013 84 336 28 282 184 54 54 1 2 8 6 1 0 0 0 0 0 0 3 11 0 +4491 1949 Master Married 62845 1 1 01-10-2012 3 1099 0 45 0 0 34 11 3 4 10 8 0 1 0 0 0 0 3 11 0 +3759 1958 Graduation Together 65196 0 2 25-07-2013 34 743 19 181 12 0 200 2 7 6 11 5 1 0 0 0 0 0 3 11 0 +1162 1987 PhD Single 42000 0 0 10-01-2013 23 124 83 267 85 59 35 2 5 2 11 5 0 0 0 0 0 0 3 11 1 +2055 1973 PhD Divorced 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 0 +10766 1964 PhD Married 65526 0 1 11-04-2014 22 397 19 69 12 0 9 1 4 4 8 2 0 0 0 0 0 0 3 11 0 +4415 1961 Graduation Married 16860 1 1 12-09-2012 19 10 4 4 3 3 14 3 1 1 3 7 0 0 0 0 0 0 3 11 0 +3005 1992 Graduation Single 83528 0 0 01-05-2014 7 530 117 678 134 44 147 1 4 10 8 1 1 0 0 1 0 0 3 11 1 +2223 1965 2n Cycle Divorced 64176 0 1 03-08-2012 52 1215 33 249 64 116 149 8 8 9 8 6 0 0 0 0 0 0 3 11 0 +4817 1956 Graduation Divorced 22304 0 0 04-08-2012 91 3 2 7 0 4 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +2875 1978 Graduation Married 67023 0 0 04-03-2014 93 444 44 382 11 8 17 1 3 7 13 2 0 0 0 0 0 1 3 11 0 +10536 1971 PhD Together 32892 1 0 25-05-2014 78 26 0 15 2 1 2 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +11112 1966 Graduation Together 70713 0 1 03-12-2012 23 736 114 279 82 76 190 6 5 6 8 3 0 0 0 0 0 0 3 11 0 +3807 1955 Graduation Together 59925 0 1 30-11-2012 83 473 21 176 19 21 56 3 9 2 9 6 0 0 0 0 0 0 3 11 0 +9197 1953 Graduation Married 39722 0 1 24-02-2014 92 32 0 5 2 0 8 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +10832 1958 Graduation Together 46610 0 0 18-07-2013 4 288 10 30 4 10 125 1 6 1 6 6 0 0 0 0 0 0 3 11 0 +6421 1961 Graduation Together 88347 0 0 03-07-2013 32 1050 178 555 77 138 118 1 4 7 9 1 0 0 0 1 0 0 3 11 0 +4207 1981 PhD Married 87171 0 0 01-05-2013 27 1001 44 107 58 44 44 1 6 7 11 2 1 0 1 0 0 0 3 11 0 +577 1976 2n Cycle Together 26907 1 1 20-08-2013 10 9 1 7 0 3 2 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +10855 1968 Master Single 50014 1 0 22-01-2014 9 234 14 77 19 10 42 2 4 1 8 5 0 0 0 0 0 0 3 11 0 +3081 1978 PhD Married 41014 1 0 22-04-2013 65 7 2 6 2 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +3535 1965 Graduation Single 66294 0 0 17-03-2014 68 251 108 334 65 92 117 1 4 3 5 2 0 0 0 0 0 0 3 11 0 +247 1971 Graduation Married 36715 1 0 17-11-2012 16 172 10 125 21 13 16 6 7 2 4 9 0 0 0 0 0 0 3 11 1 +8707 1956 Graduation Married 79456 0 0 22-08-2012 12 565 42 548 64 83 99 1 5 6 4 3 0 0 0 0 0 0 3 11 1 +9523 1982 Graduation Together 40479 1 0 17-08-2013 95 5 0 8 2 0 0 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +6072 1970 Master Single 75345 0 0 02-02-2013 16 918 57 842 99 38 133 1 5 8 6 3 0 0 0 1 0 0 3 11 1 +6295 1977 Graduation Married 54233 0 1 04-02-2013 46 652 8 158 21 0 142 4 11 6 5 8 0 0 0 0 0 0 3 11 0 +10914 1970 Graduation Single 24163 1 1 12-10-2013 3 4 1 7 2 1 2 2 1 0 3 4 0 0 0 0 0 0 3 11 0 +1509 1958 PhD Together 84460 0 0 04-01-2013 80 152 27 103 106 54 81 0 9 9 4 5 0 1 1 1 1 0 3 11 1 +5577 1983 Graduation Together 43776 1 0 03-05-2014 77 8 0 9 2 1 3 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +7348 1958 PhD Single 71691 0 0 17-03-2014 0 336 130 411 240 32 43 1 4 7 5 2 0 0 0 0 0 0 3 11 1 +1127 1973 PhD Married 85844 0 0 29-05-2014 62 938 19 843 25 95 38 1 6 6 7 2 0 0 1 0 0 0 3 11 0 +1833 1974 PhD Single 39190 1 0 26-04-2014 91 68 8 18 19 8 12 2 2 1 4 5 0 0 0 0 0 0 3 11 0 +4944 1959 Graduation Together 71367 0 0 23-08-2013 24 227 23 389 42 21 75 1 4 5 7 2 0 0 0 0 0 0 3 11 0 +9080 1972 PhD Single 38578 1 1 22-06-2013 2 38 4 22 3 3 3 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +6466 1965 PhD Married 57236 1 1 12-03-2014 22 105 0 9 2 1 4 3 2 1 4 3 0 0 0 0 0 0 3 11 0 +9964 1979 Graduation Single 61825 0 1 07-08-2013 56 162 50 100 55 30 27 1 4 2 8 4 0 0 0 0 0 0 3 11 0 +4790 1958 Graduation Divorced 79803 0 1 02-06-2014 54 574 8 216 21 16 33 1 4 3 5 1 0 0 0 0 0 0 3 11 0 +10245 1986 2n Cycle Single 80910 0 0 31-10-2012 71 160 80 369 67 39 41 1 3 3 8 1 0 0 0 0 0 0 3 11 0 +1109 1982 Master Together 27590 1 0 23-04-2013 38 6 0 5 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +6001 1979 Graduation Married 56775 0 1 02-01-2013 62 614 35 160 58 35 35 2 5 8 10 5 0 0 0 0 0 0 3 11 0 +5538 1975 Graduation Divorced 83829 0 0 08-10-2013 78 897 161 430 186 161 27 0 4 7 6 1 1 0 1 1 0 0 3 11 1 +10552 1979 2n Cycle Married 54210 0 1 20-05-2013 18 70 54 109 80 9 45 2 4 1 7 5 0 0 0 0 0 0 3 11 0 +1545 1986 Graduation Married 38508 1 0 02-08-2013 95 120 19 206 25 19 54 6 7 2 5 8 0 0 0 0 0 0 3 11 0 +7409 1970 Graduation Together 53187 1 0 26-10-2013 66 211 2 30 7 7 10 2 4 1 6 5 0 0 0 0 0 0 3 11 0 +4444 1972 Graduation Married 30023 1 0 24-03-2014 28 11 0 16 7 6 21 1 2 0 3 8 0 0 0 0 0 0 3 11 0 +146 1960 PhD Single 76045 0 0 15-11-2013 78 760 53 400 17 93 0 1 4 5 11 2 0 0 0 1 0 0 3 11 0 +6271 1952 PhD Married 50870 0 1 19-06-2014 13 53 0 8 0 0 2 1 2 0 3 5 0 0 0 0 0 0 3 11 0 +10065 1970 2n Cycle Married 15315 0 0 03-08-2013 27 7 4 13 15 8 17 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +4741 1974 2n Cycle Married 65463 1 0 30-01-2014 17 391 32 70 21 32 16 2 6 2 9 5 0 1 0 0 0 0 3 11 0 +246 1965 Graduation Married 66480 1 1 31-05-2014 71 199 9 57 20 21 6 7 4 1 7 4 0 0 0 0 0 0 3 11 0 +375 1954 Graduation Divorced 76773 0 0 25-02-2013 79 516 56 449 86 33 16 1 2 2 11 1 0 0 0 0 0 0 3 11 0 +1524 1983 2n Cycle Single 81698 0 0 01-03-2013 1 709 45 115 30 160 45 1 8 2 5 5 0 0 0 1 0 0 3 11 1 +10022 1973 PhD Single 54466 1 1 09-02-2014 78 12 0 4 0 0 0 1 1 0 2 5 0 0 0 0 0 0 3 11 0 +7451 1960 Master Single 98777 0 0 17-02-2014 23 1000 19 711 125 115 38 0 4 6 9 1 0 1 0 0 0 0 3 11 0 +11010 1984 PhD Single 16269 1 0 30-08-2013 75 19 3 18 3 1 0 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +4356 1971 Graduation Together 71819 0 1 28-08-2013 70 1224 28 140 0 14 168 3 3 3 5 6 0 1 1 0 0 0 3 11 0 +3885 1983 PhD Married 33569 1 0 16-10-2013 10 16 2 18 3 0 24 1 1 1 2 8 1 0 0 0 0 0 3 11 1 +1175 1983 Master Married 36262 0 0 20-09-2013 24 88 39 54 64 28 153 1 3 5 3 6 1 0 0 0 0 0 3 11 1 +880 1966 Basic Together 22634 0 0 16-01-2013 47 2 23 11 8 6 46 1 2 1 2 8 0 0 0 0 0 0 3 11 0 +2320 1978 2n Cycle Married 47025 0 1 12-09-2013 98 508 11 59 23 5 29 5 11 1 6 9 0 0 0 0 0 0 3 11 0 +850 1968 Graduation Single 70566 0 1 06-10-2013 4 381 28 215 84 28 21 2 6 5 9 3 0 0 0 0 0 0 3 11 0 +4713 1979 PhD Married 31605 1 0 22-11-2012 15 74 0 42 2 1 6 2 2 1 4 7 0 0 0 0 0 0 3 11 0 +675 1973 Master Divorced 52034 1 1 17-05-2013 67 146 0 93 7 13 73 5 4 2 5 7 0 0 0 0 0 0 3 11 0 +5025 1979 Graduation Single 48526 1 0 24-12-2013 32 23 17 23 43 20 9 1 2 1 4 3 0 0 0 0 0 0 3 11 0 +2308 1954 Graduation Married 46734 0 1 18-11-2012 40 110 5 137 26 23 29 2 6 1 5 7 0 0 0 0 0 0 3 11 0 +5995 1962 Graduation Divorced 39552 1 1 18-12-2012 54 165 3 147 4 24 41 7 6 2 5 8 0 0 0 0 0 0 3 11 1 +6749 1966 Graduation Single 86358 1 1 08-08-2012 78 957 47 494 82 47 95 4 5 3 6 8 0 0 0 0 0 0 3 11 0 +1010 1977 Graduation Together 46931 2 1 24-04-2014 94 41 0 17 3 1 16 2 1 1 3 3 0 0 0 0 0 0 3 11 0 +8977 1985 Basic Single 16581 0 0 12-01-2013 51 1 3 4 2 3 11 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +4756 1952 2n Cycle Divorced 63998 0 0 20-12-2013 42 176 29 818 0 33 112 1 7 6 11 4 0 0 0 0 0 0 3 11 1 +3412 1951 Master Married 67381 0 1 15-01-2013 67 815 8 53 11 0 70 4 2 2 9 7 0 1 0 0 0 0 3 11 0 +606 1967 Graduation Single 25930 1 1 10-10-2013 87 6 1 2 2 0 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5961 1978 Graduation Married 42693 1 0 07-06-2014 29 8 4 20 6 3 16 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +2975 1976 Graduation Together 85606 0 1 12-11-2012 89 717 42 864 219 30 84 2 6 7 9 3 0 0 0 1 0 0 3 11 0 +2894 1985 Graduation Single 72903 0 0 29-10-2013 74 1067 138 750 0 19 39 1 7 5 8 4 0 1 1 1 0 0 3 11 1 +7613 1974 2n Cycle Together 49669 1 0 24-05-2014 97 166 5 107 11 8 29 2 5 1 6 6 0 0 0 0 0 0 3 11 0 +10542 1968 PhD Married 36778 1 1 05-08-2012 63 29 4 34 2 4 4 3 3 0 3 9 0 0 0 0 0 0 3 11 0 +8015 1962 PhD Divorced 85696 0 0 03-05-2013 88 714 76 395 116 0 12 1 4 6 9 1 0 0 0 0 0 0 3 11 1 +10617 1989 Master Divorced 10979 0 0 22-05-2014 34 8 4 10 2 2 4 2 3 0 3 5 0 0 0 0 0 0 3 11 0 +11166 1961 Graduation Married 49678 0 1 02-02-2013 81 229 5 56 3 2 20 2 6 2 4 7 0 0 0 0 0 0 3 11 0 +849 1953 Master Together 56129 0 1 20-06-2013 65 320 48 133 39 72 48 4 6 2 10 4 0 0 0 0 0 0 3 11 0 +523 1989 Graduation Married 37155 1 0 31-01-2013 51 23 0 26 7 15 3 1 2 0 4 5 0 0 0 0 0 0 3 11 0 +4066 1978 2n Cycle Divorced 21282 1 0 11-05-2014 76 1 5 8 4 8 20 2 2 1 2 6 0 0 0 0 0 0 3 11 0 +8414 1962 PhD Single 33419 0 1 17-08-2013 76 56 0 12 0 0 18 2 2 0 4 7 0 0 0 0 0 0 3 11 0 +819 1945 Graduation Widow 63285 0 0 05-11-2013 84 508 124 249 50 38 134 1 6 5 13 3 0 0 0 0 0 0 3 11 0 +4961 1974 Master Together 21255 1 0 21-01-2014 56 29 0 25 2 2 3 4 2 1 4 4 0 0 0 0 0 0 3 11 0 +749 1981 Graduation Together 42162 1 0 19-11-2013 31 46 7 59 2 4 27 2 3 1 3 6 1 0 0 0 0 0 3 11 1 +5430 1956 Graduation Together 54450 1 1 14-09-2012 0 454 0 171 8 19 32 12 9 2 8 8 0 0 0 0 0 0 3 11 0 +7755 1954 PhD Married 57744 0 1 12-11-2013 91 350 3 39 0 0 19 2 9 1 4 8 0 0 0 0 0 0 3 11 0 +10525 1986 Graduation Single 26576 1 0 13-10-2012 40 10 0 8 0 0 9 1 1 0 2 9 1 0 0 0 0 0 3 11 1 +1453 1943 PhD Widow 57513 0 0 06-07-2013 59 735 40 183 52 20 30 2 9 3 13 6 0 0 0 0 0 0 3 11 0 +8310 1964 Graduation Together 68142 0 1 29-08-2012 96 897 126 196 91 112 37 3 10 4 7 6 0 0 0 0 0 0 3 11 0 +10710 1979 Graduation Married 7500 0 1 29-08-2012 61 5 2 3 3 0 5 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +5031 1974 Graduation Together 83145 0 0 22-09-2012 14 777 35 731 39 137 114 1 5 9 11 2 0 0 1 0 0 0 3 11 1 +2613 1960 Master Married 54197 0 1 03-04-2014 16 162 6 37 6 13 13 2 1 3 6 1 0 0 0 0 0 0 3 11 0 +213 1963 PhD Single 23091 1 1 28-05-2014 98 35 0 11 0 0 2 4 2 1 3 7 0 0 0 0 0 0 3 11 0 +967 1976 Graduation Married 46049 1 1 21-07-2013 11 342 9 112 19 14 19 10 5 2 9 7 0 0 0 0 0 0 3 11 1 +1077 1974 Graduation Together 56715 0 0 05-12-2012 52 258 105 239 237 172 9 1 7 3 4 4 0 0 0 0 0 0 3 11 0 +7959 1961 Graduation Married 79410 0 0 29-05-2014 19 658 80 483 123 13 13 1 3 2 5 1 0 0 0 0 0 0 3 11 0 +640 1951 Graduation Married 57304 0 1 11-03-2013 61 356 80 329 138 17 106 2 7 6 10 5 0 0 0 0 0 0 3 11 0 +4252 1965 Graduation Married 44375 0 1 23-03-2014 73 213 5 28 7 7 41 1 4 1 6 5 0 0 0 0 0 0 3 11 0 +8432 1956 Graduation Together 54450 1 1 14-09-2012 0 454 0 171 8 19 32 12 9 2 8 8 0 0 0 0 0 0 3 11 0 +6218 1965 Graduation Married 59594 0 1 20-10-2012 74 457 4 29 0 0 9 1 8 1 7 7 0 1 0 0 0 0 3 11 0 +6905 1994 Graduation Together 80685 0 0 22-08-2012 55 241 45 604 34 26 54 1 6 4 10 2 0 0 0 0 0 0 3 11 0 +5922 1974 PhD Married 40344 0 1 13-10-2013 48 210 0 6 0 0 2 2 4 1 5 7 0 0 0 0 0 0 3 11 0 +3598 1972 Graduation Married 62710 0 1 23-05-2013 53 441 35 83 7 29 11 4 4 2 12 4 0 0 0 0 0 0 3 11 0 +6116 1968 2n Cycle Married 48985 0 1 05-07-2013 13 19 13 18 10 7 8 1 1 1 3 3 0 0 0 0 0 0 3 11 0 +6263 1968 Graduation Together 35322 1 2 22-08-2012 34 28 9 37 12 7 13 3 2 0 4 8 0 0 0 0 0 0 3 11 0 +10486 1948 Graduation Married 77142 0 0 29-05-2013 54 476 75 162 29 151 97 1 4 4 8 2 0 0 0 0 0 0 3 11 0 +2410 1969 Graduation Single 81657 0 0 22-01-2014 69 364 40 425 158 60 50 1 3 4 8 1 0 0 0 0 0 0 3 11 0 +193 1996 Basic Married 14421 0 0 17-02-2014 81 0 0 2 3 3 8 1 1 0 2 5 1 0 0 0 0 0 3 11 0 +3363 1974 2n Cycle Married 20130 0 0 17-03-2014 99 0 6 3 7 6 12 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +8278 1990 PhD Married 74214 0 0 26-08-2012 3 863 83 547 86 99 33 1 8 2 5 5 0 0 0 0 0 0 3 11 0 +10660 1957 Master Married 66726 1 1 12-01-2014 61 349 7 35 0 0 47 3 8 2 4 7 0 1 0 0 0 0 3 11 0 +8686 1979 Basic Together 23724 1 0 08-01-2013 65 5 23 15 0 18 14 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +1604 1960 Master Married 47353 0 1 13-11-2013 93 184 2 19 8 8 4 3 2 2 6 5 0 0 0 0 0 0 3 11 0 +5907 1952 Master Married 33444 1 1 03-11-2012 24 8 0 8 0 0 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +10669 1981 Graduation Married 54386 0 1 17-05-2013 8 277 21 64 62 21 25 2 3 2 10 3 0 0 0 0 0 0 3 11 0 +2918 1981 Graduation Divorced 28510 1 1 13-04-2013 72 44 5 19 0 4 19 3 2 0 4 5 0 0 0 0 0 0 3 11 0 +5735 1991 Master Single 90638 0 0 13-02-2014 29 1156 120 915 94 144 96 1 3 4 10 1 0 0 1 0 0 0 3 11 0 +359 1950 Graduation Together 48070 0 1 13-01-2013 33 373 14 83 6 9 19 3 8 2 6 7 0 0 0 0 0 1 3 11 0 +8387 1957 Graduation Married 43140 0 1 05-01-2013 68 134 8 76 6 0 11 1 4 1 5 6 0 0 0 0 0 0 3 11 0 +1829 1961 PhD Divorced 54959 0 1 19-01-2013 55 1148 0 60 0 0 24 3 9 5 4 7 0 1 0 0 0 0 3 11 1 +3839 1958 Basic Single 15056 1 1 03-05-2013 76 6 12 3 21 6 40 5 2 2 3 5 0 0 0 0 0 0 3 11 0 +9392 1971 Graduation Single 26954 1 0 08-05-2014 17 4 1 11 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +2292 1985 Graduation Single 22327 1 0 02-08-2013 94 5 4 8 2 0 5 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +10466 1965 Graduation Married 44393 1 1 22-08-2013 86 24 2 20 2 2 10 2 1 0 4 4 0 0 0 0 0 0 3 11 0 +9855 1952 PhD Single 62000 0 1 25-08-2013 25 899 0 101 0 0 20 1 6 6 13 4 0 0 0 1 0 0 3 11 0 +4088 1962 PhD Together 31497 0 1 06-12-2012 22 108 1 28 13 1 4 2 3 1 4 8 0 0 0 0 0 0 3 11 0 +5231 1974 2n Cycle Married 45894 0 2 27-02-2014 15 27 2 7 0 2 13 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +590 1970 Master Divorced 78579 0 0 22-12-2012 35 816 66 549 216 66 99 1 5 6 4 3 0 0 0 0 0 0 3 11 1 +8732 1969 Master Widow 67369 0 1 17-11-2012 81 1298 0 70 37 14 42 4 7 4 10 4 0 1 1 0 0 0 3 11 1 +2315 1960 Graduation Divorced 58401 0 1 20-04-2014 55 10 0 11 17 29 29 1 1 2 2 4 0 0 0 0 0 0 3 11 0 +3515 1952 Graduation Single 62307 0 1 17-02-2014 94 87 13 34 10 6 10 1 4 0 4 5 0 0 0 0 0 0 3 11 0 +2245 1969 Master Married 43641 1 1 22-04-2013 50 57 2 51 4 2 23 3 2 1 4 6 0 0 0 0 0 0 3 11 0 +6283 1968 Master Divorced 63841 0 1 21-04-2013 64 635 15 100 20 7 131 1 9 3 9 6 0 0 0 0 0 0 3 11 0 +2246 1965 2n Cycle Married 46891 0 1 01-09-2013 91 43 12 23 29 15 61 1 2 1 4 4 0 0 0 0 0 0 3 11 0 +6606 1969 Master Married 70091 1 0 31-03-2013 11 964 34 137 15 0 11 2 5 2 10 8 0 1 0 0 0 0 3 11 0 +5545 1972 PhD Married 78075 0 0 05-04-2014 72 572 8 259 34 35 80 1 3 5 5 1 0 0 0 0 0 0 3 11 0 +7342 1961 2n Cycle Widow 59184 0 1 09-09-2012 6 341 142 113 259 151 66 3 6 6 12 5 0 0 0 0 0 0 3 11 0 +837 1977 Graduation Married 54809 1 1 11-09-2013 0 63 6 57 13 13 22 4 2 1 5 4 0 0 0 0 0 0 3 11 0 +9500 1959 Graduation Married 58113 0 1 25-01-2013 66 221 104 169 102 78 84 3 9 2 8 7 0 0 0 0 0 1 3 11 0 +3602 1958 Master Married 51412 0 1 31-12-2013 42 140 3 29 4 5 14 2 3 2 4 4 0 0 0 0 0 0 3 11 0 +234 1979 Graduation Divorced 15287 1 0 10-10-2012 60 1 2 8 4 3 13 2 1 1 2 7 1 0 0 0 0 0 3 11 1 +2995 1957 Master Together 66636 0 0 17-08-2013 64 291 10 689 84 10 0 1 3 4 9 1 0 0 0 0 0 0 3 11 0 +1118 1956 Master Married 50965 0 1 20-02-2013 87 544 13 85 8 6 29 3 10 4 5 8 1 0 0 0 0 0 3 11 0 +7789 1965 PhD Married 84618 0 0 22-11-2013 96 684 100 801 21 66 0 1 6 9 10 2 0 0 1 0 0 0 3 11 0 +3068 1990 Graduation Married 18351 0 0 29-10-2013 1 1 12 9 0 14 7 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +8955 1957 PhD Together 40451 0 2 16-02-2014 54 35 0 4 0 0 10 1 1 1 2 5 1 0 0 0 0 0 3 11 0 +945 1965 Graduation Together 36317 0 1 22-05-2013 53 87 3 25 3 2 13 2 3 0 4 7 0 0 0 0 0 0 3 11 0 +5644 1957 Graduation Together 42213 0 1 12-10-2013 96 309 3 24 4 3 20 2 5 1 7 7 0 1 0 0 0 0 3 11 0 +7192 1955 Graduation Together 65748 0 1 15-04-2013 58 172 73 93 95 78 34 2 2 4 10 1 0 0 0 0 0 1 3 11 0 +2324 1972 Graduation Together 77044 0 1 27-10-2013 12 625 38 242 50 34 76 2 7 11 11 4 1 0 0 0 0 0 3 11 0 +697 1969 Graduation Together 74918 0 0 12-03-2013 78 972 59 913 25 19 59 1 5 9 6 3 0 0 1 0 0 0 3 11 0 +3439 1972 Graduation Married 56721 1 1 31-10-2012 64 157 6 39 6 13 75 5 4 1 5 6 0 0 0 0 0 0 3 11 0 +1506 1975 Graduation Single 42160 1 1 28-06-2013 26 48 9 45 3 15 20 4 2 1 4 6 0 0 0 0 0 0 3 11 1 +232 1965 Graduation Single 61559 0 1 17-07-2013 8 279 83 88 32 14 34 1 4 2 10 3 0 0 0 0 0 0 3 11 0 +8876 1963 PhD Together 33629 1 1 08-08-2012 49 132 0 16 0 0 4 5 3 1 4 9 0 0 0 0 0 0 3 11 0 +4500 1991 PhD Together 68682 0 0 06-10-2013 56 919 0 505 99 30 45 1 4 9 10 2 0 0 0 0 0 0 3 11 0 +9739 1963 Graduation Single 34377 0 1 19-01-2013 55 62 0 22 3 1 26 2 2 2 2 7 0 0 0 0 0 0 3 11 0 +10395 1986 Basic Single 8940 1 0 22-08-2012 25 1 45 3 4 6 42 3 3 1 3 8 0 0 0 0 0 0 3 11 0 +1176 1973 Graduation Married 26228 1 0 22-09-2013 50 2 6 4 3 1 9 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +1627 1957 2n Cycle Divorced 77297 0 0 26-01-2013 84 408 61 109 48 122 41 1 5 7 9 4 0 0 0 1 0 0 3 11 0 +938 1981 Graduation Married 40211 1 1 30-07-2013 30 51 1 7 2 1 25 2 2 1 2 8 1 0 0 0 0 0 3 11 0 +2740 1958 PhD Widow 33438 1 1 22-09-2013 81 62 1 16 3 2 6 4 2 1 4 5 0 0 0 0 0 0 3 11 0 +257 1959 PhD Married 75032 0 1 28-04-2013 74 952 12 180 47 12 12 2 5 4 9 3 0 0 0 0 0 0 3 11 0 +4058 1955 PhD Single 61284 0 0 12-10-2013 76 618 15 106 20 7 45 1 11 2 8 6 0 1 0 0 0 0 3 11 0 +7736 1986 Graduation Married 22518 1 0 22-10-2012 36 11 7 12 2 2 27 2 2 1 2 5 1 0 0 0 0 0 3 11 1 +8210 1975 Master Married 54730 0 1 15-08-2013 64 318 3 17 4 7 56 5 4 1 8 4 0 0 0 0 0 0 3 11 0 +833 1955 Master Married 38452 1 1 30-03-2014 62 56 0 14 0 0 2 3 3 0 3 7 0 0 0 0 0 0 3 11 0 +6230 1971 Graduation Divorced 44421 1 1 15-02-2013 53 110 5 59 7 1 7 5 5 0 4 8 0 0 0 0 0 0 3 11 0 +7325 1986 PhD Together 38197 1 0 29-06-2013 86 23 0 11 2 1 3 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +1307 1978 Graduation Divorced 41986 0 1 09-02-2014 15 27 5 8 8 3 12 3 3 0 4 4 0 0 0 0 0 0 3 11 0 +1502 1983 Graduation Together 28427 1 0 21-03-2013 67 18 3 19 3 3 6 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +6211 1976 PhD Together 37395 1 0 02-05-2014 47 18 0 9 0 1 11 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +843 1971 Graduation Married 64722 1 0 26-05-2014 47 303 0 280 60 147 15 4 8 2 11 6 0 0 0 0 0 0 3 11 0 +4174 1956 Master Together 55249 0 1 17-04-2014 81 97 1 19 2 0 11 1 2 1 4 3 0 0 0 0 0 0 3 11 0 +9757 1972 Graduation Together 84906 0 0 04-10-2013 98 997 15 414 99 30 76 1 5 6 12 2 0 1 1 0 1 0 3 11 0 +6918 1989 Graduation Married 28691 1 0 04-07-2013 56 5 4 13 8 0 4 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +286 1952 Graduation Single 44213 1 1 29-11-2013 48 95 11 35 0 4 7 4 2 1 5 6 0 0 0 0 0 0 3 11 0 +11086 1984 Basic Single 25707 1 0 18-01-2014 18 1 6 2 3 6 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +1921 1967 PhD Married 59062 2 1 03-10-2013 74 46 1 12 3 0 9 2 2 0 3 4 0 0 0 0 0 0 3 11 0 +4138 1962 Graduation Single 76624 0 1 24-05-2014 68 411 106 147 54 115 66 1 5 10 7 1 1 0 0 0 0 0 3 11 0 +7718 1947 Master Together 66000 0 0 20-04-2014 36 244 51 270 101 0 45 1 1 3 5 1 0 0 0 0 0 0 3 11 0 +1291 1978 PhD Together 27683 1 0 04-08-2012 90 152 9 121 12 12 45 4 6 2 4 8 0 0 0 0 0 0 3 11 0 +6862 1971 Graduation Divorced 1730 0 0 18-05-2014 65 1 1 3 1 1 1 15 0 0 0 20 0 0 0 0 0 0 3 11 0 +4136 1992 Basic Single 7500 1 0 03-12-2012 63 10 17 18 8 26 40 4 3 2 2 9 0 0 0 0 0 0 3 11 0 +803 1968 Graduation Together 40521 1 1 05-04-2013 82 12 0 5 0 0 4 1 0 1 2 5 0 0 0 0 0 0 3 11 0 +4298 1973 PhD Together 20427 1 0 24-03-2014 63 5 0 4 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +10833 1975 Graduation Married 65106 0 1 24-05-2014 55 790 19 133 12 0 19 3 8 3 13 6 0 1 0 0 0 0 3 11 0 +9606 1965 PhD Married 69969 0 0 27-08-2013 64 882 29 514 38 29 44 1 4 2 6 3 0 0 1 1 0 0 3 11 1 +8534 1952 Graduation Married 67433 0 2 16-07-2013 51 615 28 259 12 48 30 4 6 5 13 4 0 1 0 0 0 0 3 11 0 +5153 1967 PhD Married 77766 0 1 22-02-2013 97 1004 59 265 115 59 27 2 11 10 11 6 1 0 0 0 0 0 3 11 1 +961 1972 Graduation Married 74716 0 1 12-09-2013 92 133 27 421 13 195 71 2 7 3 5 4 0 0 0 0 0 0 3 11 0 +5011 1963 Graduation Divorced 68118 0 1 18-10-2013 51 595 23 123 10 23 154 2 8 9 4 6 0 0 0 0 0 0 3 11 0 +6653 1970 PhD Married 55158 1 1 30-07-2012 72 293 0 87 4 11 23 4 7 2 5 7 0 0 0 0 0 0 3 11 1 +9094 1955 2n Cycle Married 62972 0 1 03-08-2012 39 313 15 47 20 0 192 2 7 4 3 6 0 0 0 0 0 0 3 11 1 +810 1975 Graduation Married 74190 0 1 12-05-2014 49 151 81 86 168 91 64 2 4 2 11 2 0 0 0 0 0 0 3 11 0 +5493 1976 Graduation Married 39356 1 1 19-03-2014 21 15 0 2 0 0 6 1 1 0 2 6 1 0 0 0 0 0 3 11 0 +2147 1969 Graduation Together 76653 0 0 16-08-2013 91 736 63 946 219 189 126 1 4 7 11 2 0 0 1 1 0 0 3 11 0 +5107 1973 PhD Divorced 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 0 +3979 1983 PhD Divorced 90687 0 0 22-05-2013 98 982 17 672 23 34 51 1 6 2 8 2 0 0 1 0 0 0 3 11 1 +6049 1982 Master Together 73450 0 0 05-12-2013 85 1142 51 415 90 69 37 1 7 8 11 3 1 0 0 1 0 0 3 11 0 +8147 1960 Graduation Married 31454 1 1 06-07-2013 40 28 0 11 0 0 9 3 2 0 3 8 0 0 0 0 0 0 3 11 0 +1857 1952 Graduation Single 47139 1 1 06-03-2014 2 46 0 12 0 2 23 2 2 1 2 7 0 0 0 0 0 0 3 11 1 +3910 1975 Graduation Divorced 83829 0 0 08-10-2013 78 897 161 430 186 161 27 0 4 7 6 1 1 0 1 1 0 0 3 11 1 +5207 1963 PhD Married 53378 1 1 24-09-2012 41 489 6 152 8 6 132 10 9 4 6 8 0 0 0 0 0 0 3 11 1 +11114 1970 Graduation Together 19656 1 0 08-02-2013 94 25 4 9 6 8 32 3 2 1 3 7 0 0 0 0 0 0 3 11 0 +5429 1948 PhD Married 45579 0 1 20-08-2013 10 145 1 33 2 1 1 1 4 1 4 6 0 0 0 0 0 0 3 11 0 +9400 1958 2n Cycle Single 85485 0 0 21-06-2014 73 630 26 611 44 18 54 1 6 6 6 2 0 0 0 0 0 0 3 11 0 +1740 1944 Graduation Married 55956 0 0 07-04-2014 22 760 38 104 50 9 38 2 7 3 4 4 0 1 0 0 0 0 3 11 0 +7488 1963 Master Single 64191 0 1 22-01-2013 30 420 15 186 151 38 15 3 5 3 13 3 0 0 0 0 0 0 3 11 0 +195 1972 Graduation Single 38808 1 0 26-08-2012 21 125 17 52 3 19 30 4 5 1 4 8 1 0 0 0 0 0 3 11 1 +635 1966 Master Married 57183 1 1 19-03-2013 51 464 5 64 7 0 70 8 9 1 7 8 0 0 0 0 0 0 3 11 0 +7527 1968 Master Divorced 23748 1 0 21-11-2012 97 6 6 29 12 15 8 3 2 1 3 8 0 0 0 0 0 0 3 11 0 +10319 1971 Graduation Married 66303 0 1 26-02-2013 56 1090 12 96 16 12 60 4 3 4 11 8 0 1 0 0 0 0 3 11 0 +2296 1975 Master Married 37368 1 0 16-12-2013 4 3 2 11 2 2 10 1 1 0 2 6 1 0 0 0 0 0 3 11 0 +10637 1964 Graduation Married 40800 1 2 01-01-2013 77 24 0 27 8 30 10 2 3 0 3 7 0 0 0 0 0 1 3 11 0 +2931 1978 Graduation Divorced 71847 0 0 21-09-2012 95 737 21 106 55 63 210 0 6 7 9 3 0 0 0 1 0 0 3 11 0 +907 1975 Graduation Married 46149 0 1 29-11-2013 36 254 6 71 4 0 27 5 5 1 7 5 0 0 0 0 0 0 3 11 0 +3698 1983 Graduation Together 78687 0 0 09-08-2012 13 817 185 687 145 55 241 1 4 6 8 2 0 0 1 0 0 0 3 11 1 +9516 1971 2n Cycle Divorced 49118 0 0 18-08-2012 90 620 54 239 99 98 119 2 9 7 10 7 0 1 0 0 1 0 3 11 1 +679 1957 PhD Married 37633 1 1 20-09-2012 49 13 4 20 0 0 1 2 1 0 3 9 0 0 0 0 0 0 3 11 0 +7384 1951 Master Together 39767 0 0 21-07-2013 18 113 61 204 34 26 47 2 7 1 7 8 0 0 0 0 0 0 3 11 0 +5043 1951 Basic Married 26997 0 0 05-11-2012 89 7 23 78 133 49 144 2 4 2 5 7 0 0 0 0 0 0 3 11 0 +5267 1970 Graduation Divorced 33986 1 0 14-03-2013 43 16 2 18 2 1 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +339 1972 PhD Married 57091 0 1 23-11-2012 82 462 0 24 6 0 4 2 9 2 5 7 0 1 0 0 0 0 3 11 1 +2516 1969 2n Cycle Married 46831 1 1 08-06-2013 84 22 2 10 6 4 34 2 1 2 2 4 0 0 0 0 0 0 3 11 0 +9010 1972 Master Married 83151 0 0 10-02-2013 80 968 147 842 137 42 210 1 5 7 10 2 1 0 1 1 0 0 3 11 1 +378 1971 Graduation Married 52531 0 0 30-12-2012 68 283 112 151 51 72 125 2 7 2 10 6 0 0 0 0 0 0 3 11 0 +4808 1956 Graduation Married 15759 0 0 05-09-2013 12 1 2 5 6 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5068 1971 Graduation Single 22804 1 0 31-07-2013 75 14 1 7 2 1 1 1 2 0 2 9 0 0 0 0 0 0 3 11 0 +7628 1973 2n Cycle Married 43050 1 0 18-03-2014 10 30 5 24 6 3 8 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +7128 1977 PhD Single 42997 1 1 07-12-2013 91 4 0 5 0 1 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +2811 1963 PhD Single 48918 1 1 12-04-2014 21 52 0 9 0 0 1 2 1 0 4 4 0 0 0 0 0 0 3 11 0 +3551 1954 Master Together 60033 0 1 29-03-2014 28 62 1 57 19 11 48 2 2 1 5 2 0 0 0 0 0 0 3 11 0 +1663 1978 PhD Together 34043 1 0 25-10-2013 97 20 2 14 3 0 10 1 2 0 2 9 0 0 0 0 0 0 3 11 0 +5543 1966 Graduation Together 57811 0 1 24-06-2013 49 545 7 114 37 21 78 5 7 2 11 5 0 1 0 0 0 0 3 11 0 +1577 1946 Graduation Married 78569 0 0 19-02-2014 14 558 79 622 207 175 95 1 4 6 4 1 0 0 1 0 0 0 3 11 1 +10641 1978 Graduation Single 7500 1 1 27-12-2012 5 6 5 4 13 4 25 4 2 1 3 6 0 0 0 0 0 0 3 11 0 +5336 1971 Master Together 157733 1 0 04-06-2013 37 39 1 9 2 0 8 0 1 0 1 1 0 0 0 0 0 0 3 11 0 +6024 1953 Graduation Together 94384 0 0 04-03-2013 62 1111 24 790 160 45 172 0 5 8 5 2 0 1 1 1 0 0 3 11 1 +1878 1985 2n Cycle Married 23148 0 0 18-02-2014 83 4 6 8 6 3 10 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +3099 1970 Graduation Divorced 44267 1 1 25-02-2013 48 183 5 65 3 5 49 5 5 2 4 9 0 0 0 0 0 0 3 11 0 +6055 1979 Graduation Married 71626 0 0 01-11-2012 94 546 72 376 94 145 72 1 5 5 8 3 0 1 0 0 0 0 3 11 0 +5841 1966 Graduation Together 60894 0 1 28-06-2013 61 606 7 155 10 0 54 5 10 3 8 7 0 0 0 0 0 0 3 11 0 +3972 1976 Graduation Together 50200 1 1 03-04-2013 70 266 6 51 8 6 64 6 7 1 5 8 0 0 0 0 0 0 3 11 0 +4394 1965 PhD Married 81051 0 0 23-05-2014 43 1142 29 249 38 29 14 1 5 5 12 2 0 1 1 0 0 0 3 11 0 +5758 1982 Graduation Married 65169 0 0 14-01-2014 23 1074 0 69 0 0 46 1 10 4 13 6 1 0 1 1 1 0 3 11 1 +6658 1972 Graduation Together 59868 0 1 22-07-2013 37 771 51 154 54 10 154 7 11 2 12 6 0 0 0 0 0 0 3 11 0 +4603 1960 PhD Married 65695 0 1 31-01-2014 50 371 32 189 0 58 6 2 5 4 10 4 0 0 0 0 0 0 3 11 0 +8427 1956 Master Single 64857 0 0 23-11-2012 78 556 14 717 210 0 43 1 7 5 10 4 0 0 0 0 0 0 3 11 0 +10260 1965 Master Together 45143 0 1 26-08-2013 74 202 5 74 11 5 14 3 6 1 5 7 0 0 0 0 0 0 3 11 0 +7143 1955 2n Cycle Together 74805 0 1 06-11-2013 14 209 162 209 41 162 37 5 4 7 10 2 0 0 0 0 0 0 3 11 0 +8789 1989 2n Cycle Married 59060 1 0 11-01-2014 77 35 40 111 36 40 12 3 3 1 7 4 0 0 0 0 0 0 3 11 0 +6197 1962 PhD Single 27238 1 1 20-04-2013 39 37 0 17 0 0 3 3 3 0 3 9 0 0 0 0 0 0 3 11 0 +4554 1965 Graduation Together 47009 0 1 01-10-2013 89 171 45 73 59 10 90 4 3 2 8 4 0 0 0 0 0 0 3 11 0 +4937 1973 2n Cycle Married 46094 1 1 10-06-2014 62 12 2 20 3 2 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +1920 1972 Graduation Married 40321 1 1 29-07-2013 59 44 4 21 6 0 27 2 3 0 3 7 0 0 0 0 0 0 3 11 0 +8749 1984 Graduation Together 37235 1 0 01-02-2014 68 20 2 9 4 6 20 1 1 1 2 4 0 0 0 0 0 0 3 11 0 +1650 1960 Master Married 81843 0 0 22-04-2013 13 779 86 537 34 69 138 1 5 9 12 3 0 0 0 0 0 0 3 11 0 +10377 1958 Master Together 46692 0 1 06-06-2013 37 170 6 97 24 12 88 3 6 1 5 6 0 0 0 0 0 0 3 11 0 +9206 1968 Graduation Together 77382 0 1 07-01-2014 36 491 48 231 112 105 134 2 5 7 12 1 0 0 1 0 0 0 3 11 0 +10971 1977 Graduation Single 37774 2 0 03-09-2012 28 173 8 107 7 2 176 4 7 2 3 9 1 0 0 0 0 1 3 11 1 +6398 1974 Basic Married 18393 1 0 29-03-2014 2 7 10 13 16 0 4 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +9212 1962 Master Married 72828 0 1 14-02-2013 17 1205 0 235 19 14 205 6 6 3 13 7 0 0 0 0 0 0 3 11 0 +7937 1982 Graduation Married 24711 0 0 18-04-2014 86 10 7 25 6 3 7 1 3 0 3 7 0 0 0 0 0 0 3 11 0 +839 1975 PhD Married 45503 1 0 25-09-2013 54 97 4 44 6 1 18 1 3 1 4 5 0 0 0 0 0 0 3 11 0 +4246 1982 Master Single 6560 0 0 12-12-2013 2 67 11 26 4 3 262 0 1 0 1 17 0 0 0 0 0 0 3 11 0 +158 1945 PhD Together 71604 0 0 17-11-2013 3 345 53 528 98 75 97 1 8 3 5 4 1 0 0 0 0 0 3 11 1 +4832 1979 Graduation Married 27244 1 0 07-03-2014 84 6 5 17 3 24 46 2 2 2 2 7 0 0 0 0 0 0 3 11 0 +5621 1969 Graduation Married 48752 1 1 12-12-2012 8 73 57 100 71 15 0 5 6 1 5 9 0 0 0 0 0 0 3 11 1 +1945 1962 Graduation Married 71434 0 1 18-09-2013 4 711 36 217 172 96 168 3 7 4 7 4 0 1 0 1 0 0 3 11 0 +5147 1948 Graduation Single 90842 0 0 29-07-2013 57 774 70 118 182 187 93 1 4 9 13 1 0 0 0 0 0 0 3 11 0 +2535 1978 Master Married 88097 1 0 18-08-2012 24 163 0 480 0 126 75 1 6 5 8 9 0 1 1 1 0 0 3 11 1 +11039 1975 Graduation Married 51948 0 1 17-09-2013 51 82 33 54 71 30 41 2 5 2 4 5 0 0 0 0 0 0 3 11 0 +9495 1982 Graduation Together 71853 0 0 08-05-2013 29 358 108 413 141 97 32 1 2 8 6 1 0 0 0 0 0 0 3 11 0 +9635 1983 Master Married 35876 0 0 20-04-2014 13 66 2 40 4 3 14 1 3 1 3 6 0 0 0 0 0 0 3 11 0 +2173 1952 Graduation Widow 40049 0 1 16-10-2013 23 13 6 7 0 3 3 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +942 1982 Graduation Single 39660 1 0 08-08-2012 36 139 13 78 20 13 36 3 7 1 3 9 0 0 0 0 0 0 3 11 1 +9386 1962 Graduation Together 50127 0 1 29-05-2014 88 274 0 21 4 6 15 1 5 1 6 6 0 1 0 0 0 0 3 11 0 +5510 1977 Master Married 43263 0 1 21-11-2012 2 262 6 61 0 10 102 3 5 2 6 5 0 0 0 0 0 0 3 11 0 +873 1949 Master Married 62845 1 1 01-10-2012 3 1099 0 45 0 0 34 11 3 4 10 8 0 1 0 0 0 0 3 11 1 +2253 1990 Graduation Married 18929 0 0 16-02-2013 15 32 0 8 23 4 18 1 1 0 4 6 0 0 0 0 0 0 3 11 0 +5181 1982 Basic Single 24367 1 0 20-03-2013 58 2 4 2 0 11 5 1 1 0 2 9 0 0 0 0 0 0 3 11 0 +979 1975 Graduation Single 33249 1 0 20-02-2013 11 6 10 21 19 14 42 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +10390 1959 2n Cycle Married 26887 0 1 10-02-2013 27 6 7 4 3 4 6 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +4698 1983 PhD Married 50150 0 0 20-06-2013 32 135 46 92 65 61 11 2 5 2 7 5 0 0 0 0 0 0 3 11 0 +7793 1976 Graduation Together 62061 0 1 31-08-2013 12 641 7 84 0 30 38 3 10 4 7 6 0 1 0 0 0 0 3 11 0 +1745 1962 PhD Divorced 85696 0 0 03-05-2013 88 714 76 395 116 0 12 1 4 6 9 1 0 0 0 0 0 0 3 11 1 +10590 1956 PhD Together 76542 0 0 30-03-2013 91 794 73 573 0 29 14 1 4 8 10 2 0 0 0 0 0 0 3 11 0 +5080 1993 Graduation Single 70515 0 0 21-10-2013 12 420 0 452 182 64 140 1 6 6 4 2 0 0 0 0 0 0 3 11 1 +8369 1987 Graduation Together 18227 1 0 08-11-2012 21 1 2 7 4 3 11 1 0 1 2 8 0 0 0 0 0 0 3 11 0 +5232 1965 Graduation Married 69139 0 1 27-01-2014 23 86 12 75 33 15 6 1 4 1 5 4 0 0 0 0 0 0 3 11 0 +2407 1982 Graduation Married 69109 0 0 09-11-2012 10 823 25 459 124 29 95 1 6 6 7 4 0 0 1 0 0 0 3 11 1 +3834 1962 Graduation Single 69627 0 1 17-03-2013 35 231 161 215 171 30 53 2 8 2 11 5 0 0 0 0 0 0 3 11 0 +7912 1978 Graduation Married 38136 1 0 22-04-2013 69 8 15 27 0 20 33 2 3 1 2 8 1 0 0 0 0 0 3 11 0 +7712 1946 PhD Single 62159 0 0 28-04-2014 68 182 17 259 77 70 29 1 6 2 10 4 0 0 0 0 0 0 3 11 0 +1065 1963 Graduation Single 80695 0 0 29-12-2013 85 557 129 984 193 37 18 1 5 8 5 2 0 0 0 0 0 0 3 11 0 +7275 1971 Master Single 33316 1 1 04-10-2013 34 79 1 31 4 4 12 3 2 1 4 6 0 0 0 0 0 0 3 11 0 +1343 1968 Graduation Together 58554 1 1 26-09-2012 55 368 24 68 38 0 88 6 8 2 6 7 0 0 0 0 0 0 3 11 0 +1384 1992 Basic Married 17256 1 0 23-11-2013 10 6 4 14 8 8 22 2 2 1 2 8 1 0 0 0 0 0 3 11 0 +9967 1974 Graduation Divorced 53034 1 1 30-05-2013 30 160 15 196 15 11 50 8 6 1 7 8 0 0 0 0 0 0 3 11 0 +6181 1950 2n Cycle Together 52203 0 0 31-07-2012 36 488 21 238 56 108 28 1 8 7 11 6 0 0 0 0 0 0 3 11 0 +10507 1977 2n Cycle Divorced 59601 0 1 25-07-2013 14 691 7 69 0 7 23 4 2 2 7 8 0 1 0 0 0 0 3 11 0 +2674 1958 Master Single 75154 0 1 04-09-2012 79 543 10 205 160 143 82 1 6 3 6 3 0 0 0 0 0 0 3 11 1 +2698 1976 Graduation Single 47025 0 1 07-11-2013 52 254 7 108 20 0 26 3 6 3 5 6 0 0 0 0 0 0 3 11 0 +3231 1973 Graduation Married 37971 1 0 25-11-2013 97 5 4 10 2 2 7 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4096 1968 Master Divorced 41335 1 0 26-12-2013 24 112 19 21 16 14 5 3 4 1 4 7 0 0 0 0 0 0 3 11 0 +10476 1958 Graduation Married 67267 0 1 13-05-2014 0 134 11 59 15 2 30 1 3 2 5 2 0 0 0 0 0 0 3 11 0 +5948 1975 Graduation Single 57338 0 1 29-04-2014 96 143 6 52 11 8 17 2 4 1 5 5 0 0 0 0 0 0 3 11 0 +9140 1960 2n Cycle Together 50523 1 1 25-12-2013 89 51 4 24 4 7 1 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +10258 1965 Master Single 35791 2 1 06-05-2013 94 27 0 5 0 0 3 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +5675 1960 PhD Divorced 50611 0 1 04-10-2012 98 459 0 24 6 0 4 6 4 5 7 6 0 1 0 0 0 0 3 11 0 +4743 1969 PhD Married 56242 0 1 03-03-2013 72 689 8 167 11 8 88 5 8 4 11 6 0 0 0 0 0 0 3 11 0 +8805 1960 Graduation Single 48904 0 1 02-12-2012 1 283 10 38 0 13 27 4 7 2 4 8 0 0 0 0 0 0 3 11 0 +1542 1975 Graduation Single 56243 1 2 30-12-2013 26 347 0 35 4 3 7 6 4 2 8 5 0 0 0 0 0 0 3 11 0 +6770 1985 Graduation Married 21355 1 0 20-08-2013 5 5 13 14 0 5 31 2 2 1 2 6 1 0 0 0 0 0 3 11 1 +8773 1971 Master Together 57420 0 1 25-06-2013 22 280 0 18 0 0 24 3 5 1 6 7 0 1 0 0 0 0 3 11 0 +10475 1970 Master Together 0 1 01-04-2013 39 187 5 65 26 20 14 2 4 2 6 5 0 0 0 0 0 0 3 11 0 +10420 1955 Master Divorced 46390 0 1 05-05-2014 56 95 14 64 2 9 38 1 4 2 3 7 0 0 0 0 0 0 3 11 0 +7514 1956 2n Cycle Together 54342 1 1 03-07-2013 74 84 10 34 11 10 28 4 3 1 4 6 0 0 0 0 0 0 3 11 0 +2902 1958 Graduation Together 1 1 03-09-2012 87 19 4 12 2 2 6 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +4345 1964 2n Cycle Single 1 1 12-01-2014 49 5 1 9 2 0 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +793 1973 Graduation Married 20895 1 0 06-10-2012 24 18 3 17 3 0 4 1 2 0 3 9 0 0 0 0 0 0 3 11 0 +10909 1948 Graduation Married 92344 0 0 15-01-2014 9 992 24 694 51 19 119 0 5 10 5 1 1 0 1 0 0 0 3 11 0 +3769 1972 PhD Together 1 0 02-03-2014 17 25 1 13 0 0 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +8702 1976 2n Cycle Together 26907 1 1 20-08-2013 10 9 1 7 0 3 2 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +4791 1980 Graduation Together 44964 1 1 16-12-2012 35 19 1 17 2 0 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +2963 1979 Graduation Together 75507 0 0 02-05-2014 56 709 93 374 104 80 80 1 8 6 6 3 0 0 0 0 0 0 3 11 0 +8216 1972 Master Married 53761 1 1 11-10-2013 7 158 0 76 13 7 71 6 4 4 3 5 0 0 0 0 0 0 3 11 0 +8140 1973 Graduation Together 22682 1 0 03-10-2013 51 10 14 29 4 2 36 3 2 1 4 4 0 0 0 0 0 0 3 11 0 +10146 1972 PhD Together 38887 1 0 02-03-2014 17 25 1 13 0 0 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +5289 1975 2n Cycle Single 41658 1 1 09-11-2012 30 8 4 12 15 4 29 2 1 1 2 4 0 0 0 0 0 0 3 11 0 +2587 1972 PhD Married 29791 1 0 15-05-2014 21 14 0 6 0 0 0 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +4405 1956 Master Married 63915 0 2 30-07-2013 2 622 7 115 30 0 15 2 6 3 12 5 0 0 0 0 0 0 3 11 0 +8663 1974 Graduation Divorced 39996 1 1 22-05-2014 85 11 0 3 0 0 1 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +2589 1972 Graduation Divorced 26759 1 0 07-02-2014 65 25 3 16 8 5 2 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +3421 1968 Master Divorced 63841 0 1 21-04-2013 64 635 15 100 20 7 131 1 9 3 9 6 0 0 0 0 0 0 3 11 0 +10490 1969 PhD Married 51039 1 1 10-12-2012 11 100 64 79 65 0 109 2 6 2 4 7 0 0 0 0 0 0 3 11 0 +4094 1961 Graduation Married 60544 1 1 25-08-2012 92 201 2 43 3 5 35 4 5 1 5 6 0 0 0 0 0 0 3 11 0 +9958 1972 Graduation Married 65685 0 1 29-03-2014 54 642 14 49 0 7 57 1 9 2 9 5 0 0 0 0 0 0 3 11 0 +2534 1953 Graduation Married 37716 0 1 21-04-2014 4 97 1 41 6 2 41 2 4 1 3 7 0 0 0 0 0 0 3 11 0 +4188 1957 Graduation Single 36864 0 1 13-08-2012 53 204 5 39 17 0 89 3 5 2 4 8 0 0 0 0 0 0 3 11 1 +6613 1970 Master Married 44511 1 0 12-10-2012 39 513 7 133 46 14 14 6 8 4 8 8 0 0 0 0 0 0 3 11 0 +10827 1967 PhD Married 36947 1 1 07-08-2012 49 88 3 21 4 1 29 4 3 0 4 9 0 0 0 0 0 0 3 11 0 +5491 1951 Master Together 47352 0 1 11-04-2013 70 172 12 112 8 0 15 4 6 1 5 7 0 0 0 0 0 0 3 11 0 +8402 1953 Master Married 67087 0 1 17-12-2013 40 329 35 222 130 35 43 2 7 5 8 4 0 0 0 0 0 0 3 11 0 +8783 1950 Graduation Married 57045 0 1 08-09-2012 40 296 13 104 11 13 17 3 4 2 9 3 0 0 0 0 0 0 3 11 0 +10010 1953 PhD Divorced 36957 1 1 06-09-2012 43 100 2 16 2 1 31 4 3 2 2 9 0 0 0 0 0 0 3 11 1 +618 1977 PhD Married 69389 0 1 28-09-2012 17 422 7 238 69 46 15 1 7 2 12 4 0 0 0 0 0 0 3 11 0 +9121 1972 Graduation Married 80134 1 0 20-05-2013 40 1218 16 272 104 0 80 2 5 3 6 6 0 1 1 1 0 0 3 11 1 +361 1969 Master Married 43142 1 1 18-02-2014 84 5 1 7 2 1 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +4310 1944 Graduation Married 80589 0 0 22-01-2014 25 507 93 520 242 40 26 1 5 10 5 1 0 0 0 1 0 0 3 11 1 +2678 1990 Graduation Single 34412 1 0 13-02-2013 62 52 12 50 4 36 55 3 5 0 3 9 0 0 0 0 0 0 3 11 0 +6376 1979 Graduation Single 57537 1 0 10-06-2013 83 191 56 139 51 8 100 4 4 3 8 4 0 0 0 0 0 0 3 11 0 +524 1966 Basic Together 22634 0 0 16-01-2013 47 2 23 11 8 6 46 1 2 1 2 8 0 0 0 0 0 0 3 11 0 +10341 1948 Graduation Together 51315 0 0 23-02-2014 45 68 28 39 16 30 41 1 2 2 5 2 0 0 0 0 0 0 3 11 0 +5654 1972 Graduation Married 36026 2 1 16-03-2014 34 20 4 10 6 4 17 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +4098 1973 Graduation Married 24639 1 1 28-01-2014 3 20 3 16 0 4 1 3 2 0 4 6 0 0 0 0 0 0 3 11 0 +5824 1972 PhD Together 34578 2 1 11-04-2014 1 7 0 1 0 0 0 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +7000 1972 2n Cycle Single 65704 0 0 13-10-2013 18 279 172 74 38 8 246 1 2 10 10 1 0 0 0 0 0 0 3 11 0 +2561 1966 Graduation Single 63810 0 1 11-11-2012 45 977 12 253 16 12 101 4 4 3 12 8 0 1 0 0 0 0 3 11 0 +5229 1969 PhD Together 54132 0 1 16-02-2014 81 30 1 8 0 0 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +4086 1959 Graduation Married 18690 0 0 28-12-2012 77 6 1 7 23 4 19 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +2428 1970 Graduation Married 28164 1 0 04-05-2013 23 3 18 26 11 8 12 3 2 0 4 7 0 0 0 0 0 0 3 11 0 +8254 1974 PhD Married 34596 1 0 13-04-2013 48 14 0 2 0 0 7 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +2836 1972 PhD Married 43269 1 0 16-09-2013 61 10 1 7 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +8418 1958 2n Cycle Single 38741 1 1 30-03-2014 60 7 10 17 8 6 13 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +1362 1972 Graduation Single 31907 0 0 04-03-2013 75 33 87 64 175 16 74 1 6 1 6 7 0 0 0 0 0 0 3 11 0 +7152 1983 Master Married 27100 1 0 05-04-2013 64 12 0 13 2 0 10 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +10033 1973 2n Cycle Divorced 31163 1 0 13-02-2014 54 2 3 10 11 2 10 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +9349 1985 Graduation Married 92533 0 0 19-12-2013 84 693 21 118 110 147 42 1 6 5 11 2 0 0 1 1 0 0 3 11 0 +274 1973 Graduation Single 34853 1 1 23-12-2013 75 9 3 15 2 3 2 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +3388 1967 Graduation Divorced 70844 1 1 30-10-2013 16 129 26 67 3 67 2 5 6 1 5 7 0 0 0 0 0 0 3 11 0 +922 1979 2n Cycle Married 31086 1 1 04-05-2013 79 16 2 11 3 0 16 2 1 1 2 8 1 0 0 0 0 0 3 11 0 +8588 1961 Graduation Married 60544 1 1 25-08-2012 92 201 2 43 3 5 35 4 5 1 5 6 0 0 0 0 0 0 3 11 0 +2518 1986 2n Cycle Together 20491 0 0 25-01-2013 16 5 4 5 4 2 10 1 0 1 2 7 0 0 0 0 0 0 3 11 0 +574 1964 Graduation Married 42523 0 0 23-04-2014 96 14 36 11 3 26 35 1 1 1 4 2 0 0 0 0 0 0 3 11 0 +3220 1983 Graduation Married 39922 1 0 14-02-2013 30 29 12 59 19 1 36 2 3 0 4 8 0 0 0 0 0 0 3 11 0 +5967 1952 Graduation Together 33402 1 1 18-07-2013 60 26 2 19 10 5 8 3 2 1 3 8 0 0 0 0 0 0 3 11 0 +1183 1949 Master Married 36408 1 1 21-09-2013 11 9 1 4 3 2 3 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +6856 1979 Graduation Together 21645 1 0 03-09-2012 75 14 0 23 4 5 19 3 3 0 3 9 0 0 0 0 0 0 3 11 1 +4530 1948 Master Widow 78427 0 0 24-10-2012 36 972 19 595 180 26 138 3 3 7 10 3 0 0 0 1 0 0 3 11 1 +1553 1946 Graduation Together 82657 0 0 27-09-2013 71 966 168 672 246 105 126 1 7 5 10 4 0 1 0 1 0 0 3 11 0 +4682 1958 Graduation Married 51876 0 0 15-10-2013 88 99 27 102 28 48 6 1 2 2 8 1 0 0 0 0 0 0 3 11 0 +8204 1971 2n Cycle Married 78041 0 0 16-12-2012 93 482 35 553 72 160 17 1 4 4 9 2 0 0 0 0 0 0 3 11 0 +5221 1957 Graduation Married 52852 0 1 01-12-2012 93 714 8 99 11 0 47 4 10 7 5 8 1 0 0 0 0 0 3 11 0 +1232 1982 PhD Together 70038 0 0 25-10-2013 54 587 54 348 71 54 130 1 4 4 8 2 0 0 0 0 0 0 3 11 0 +1927 1973 2n Cycle Together 69401 0 1 23-03-2014 41 399 27 159 58 8 39 4 4 4 5 2 0 0 0 0 0 0 3 11 0 +5788 1972 Graduation Together 46053 1 0 17-02-2013 46 56 10 92 19 7 25 3 3 2 4 5 0 0 0 0 0 0 3 11 0 +6652 1965 Graduation Married 77343 0 0 09-06-2014 28 227 151 573 98 54 31 1 3 4 9 1 0 0 0 0 0 0 3 11 0 +6246 1953 Graduation Single 73892 0 0 13-11-2013 40 703 102 601 0 58 43 1 3 11 8 1 0 0 0 0 0 0 3 11 1 +5975 1967 PhD Single 40304 1 0 30-09-2013 82 37 0 17 0 0 3 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +6875 1965 PhD Together 32727 0 0 28-08-2012 38 167 13 180 86 13 70 2 7 3 5 8 0 0 0 0 0 0 3 11 0 +4399 1969 Graduation Together 68695 0 0 25-06-2014 3 458 81 356 106 50 40 1 4 4 7 2 0 0 0 0 0 0 3 11 0 +4042 1971 Graduation Divorced 43300 0 1 13-10-2012 87 91 3 52 2 1 31 3 4 0 4 8 0 0 0 0 0 0 3 11 1 +2157 1972 Graduation Together 26290 1 1 12-01-2013 49 15 8 16 11 5 22 4 2 0 4 6 0 0 0 0 0 0 3 11 0 +10133 1970 Graduation Single 93790 0 0 12-02-2014 16 1302 68 731 89 114 45 0 6 7 12 2 0 1 1 1 0 0 3 11 1 +2525 1974 PhD Married 38410 0 0 14-09-2012 65 153 64 123 116 64 14 2 5 2 9 6 0 0 0 0 0 0 3 11 1 +8233 1950 Master Widow 64866 0 1 26-01-2014 9 508 5 21 7 5 10 4 7 3 7 5 0 1 0 0 0 0 3 11 0 +9483 1959 Graduation Together 57957 0 1 19-08-2013 24 290 59 177 77 5 29 7 4 6 8 3 0 0 0 0 0 1 3 11 0 +2945 1955 PhD Together 46015 1 1 13-04-2014 25 38 0 2 0 0 6 1 1 0 3 7 1 0 0 0 1 0 3 11 0 +10403 1978 Graduation Together 16531 1 0 18-06-2014 43 2 13 6 7 5 11 3 3 0 3 7 0 0 0 0 0 0 3 11 0 +5074 1986 Master Married 28072 1 0 08-07-2013 10 30 0 10 2 0 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +10524 1963 Master Divorced 49476 0 1 20-06-2013 29 386 23 95 54 41 196 4 2 11 5 2 0 0 0 0 0 0 3 11 0 +4690 1953 Graduation Married 50725 0 1 13-02-2013 45 443 10 75 0 10 48 4 8 1 8 8 0 0 0 0 0 0 3 11 0 +7521 1952 Graduation Together 83844 0 0 12-05-2013 57 901 31 345 75 31 191 1 4 4 11 1 0 0 1 0 0 0 3 11 0 +7196 1950 PhD Married 41145 1 1 08-02-2014 20 9 0 3 0 0 1 1 0 0 3 3 0 0 0 0 0 0 3 11 0 +4406 1970 Graduation Together 67419 0 1 16-01-2013 29 846 84 352 91 56 42 4 9 4 8 5 0 0 0 0 0 0 3 11 0 +9672 1970 2n Cycle Married 23162 1 1 21-12-2013 82 8 3 9 19 4 22 3 1 1 3 6 0 0 0 0 0 0 3 11 0 +4864 1977 Graduation Married 34380 1 0 02-05-2013 68 72 7 58 13 1 24 4 4 1 3 8 0 0 0 0 0 0 3 11 0 +4706 1966 Graduation Single 34704 0 1 27-04-2013 65 29 0 5 0 1 5 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +4070 1969 PhD Married 94871 0 2 01-09-2012 99 169 24 553 188 0 144 1 8 5 4 7 0 1 1 0 0 0 3 11 1 +25 1958 Graduation Married 65148 0 1 16-11-2012 9 460 35 422 33 12 153 2 6 6 7 4 0 0 0 0 0 0 3 11 0 +3697 1954 Graduation Together 39898 0 1 12-02-2013 20 69 8 26 12 7 12 2 3 0 4 7 0 0 0 0 0 0 3 11 0 +217 1956 Master Single 64857 0 0 23-11-2012 78 556 14 717 210 0 43 1 7 5 10 4 0 0 0 0 0 0 3 11 0 +4220 1970 PhD Married 59892 0 1 02-11-2013 26 73 0 13 0 1 0 1 2 1 3 3 0 0 0 0 0 0 3 11 0 +5286 1987 Master Single 41020 0 0 28-10-2013 68 112 1 54 7 7 36 1 3 2 4 3 0 0 0 0 0 0 3 11 0 +9559 1961 PhD Married 57072 0 1 24-01-2014 79 944 0 60 0 0 30 2 7 5 13 5 1 0 0 0 0 0 3 11 0 +2849 1979 Graduation Single 60474 0 1 01-04-2013 25 265 199 303 234 9 170 7 10 2 12 7 0 0 0 0 0 0 3 11 0 +7787 1960 Graduation Together 62807 0 1 31-08-2012 83 526 28 135 10 21 99 3 5 3 12 5 0 0 0 0 0 0 3 11 0 +3102 1981 2n Cycle Together 19414 1 0 16-10-2013 32 2 3 12 3 5 7 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +5868 1980 Graduation Married 19107 1 0 22-08-2013 49 2 4 9 10 5 16 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +8370 1976 2n Cycle Together 75484 0 1 02-08-2012 50 378 97 259 197 194 34 2 7 3 6 4 0 0 0 0 0 0 3 11 0 +9988 1976 Master Single 70379 0 1 03-03-2013 84 553 25 142 65 67 8 3 6 3 13 4 0 0 0 0 0 0 3 11 0 +2939 1970 Master Together 79419 0 0 22-06-2014 96 751 127 687 20 15 31 1 4 6 4 2 0 0 0 0 0 0 3 11 0 +5529 1946 PhD Together 64014 2 1 10-06-2014 56 406 0 30 0 0 8 7 8 2 5 7 0 0 0 1 0 0 3 11 0 +9743 1955 Graduation Married 76998 0 1 11-01-2013 85 1449 89 161 69 35 107 2 11 8 8 6 0 0 1 0 0 0 3 11 0 +5763 1972 Master Together 49854 1 0 10-11-2013 63 123 17 171 39 0 30 5 6 2 5 6 0 0 0 0 0 0 3 11 0 +3478 1971 PhD Married 60585 1 1 24-06-2013 17 267 42 309 55 42 21 10 7 4 9 5 0 0 0 0 0 0 3 11 1 +7494 1950 PhD Divorced 42873 1 1 21-01-2013 11 209 0 40 3 2 15 4 6 1 4 8 0 0 0 0 0 0 3 11 0 +1763 1988 Graduation Together 87679 0 0 27-07-2013 62 1259 172 815 97 148 33 1 7 11 10 4 1 0 1 1 0 0 3 11 1 +7250 1978 Graduation Together 57867 1 0 01-10-2013 48 344 35 178 15 23 17 7 7 2 9 6 0 0 0 0 0 0 3 11 0 +2005 1990 Graduation Married 35765 1 0 11-12-2013 86 22 3 30 0 5 15 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +10770 1959 Graduation Married 65492 0 0 26-01-2014 73 247 161 295 210 85 47 2 4 7 13 2 0 0 0 0 0 0 3 11 0 +6885 1977 Graduation Divorced 32952 1 0 01-12-2013 36 38 0 12 3 1 1 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +2072 1969 PhD Together 53374 0 1 16-08-2012 34 896 10 101 13 10 34 6 4 2 9 9 1 0 0 0 0 0 3 11 1 +9463 1959 Graduation Together 71706 0 1 13-11-2012 16 931 56 253 91 98 14 4 9 5 7 5 0 0 0 0 0 0 3 11 0 +6318 1988 Graduation Married 68487 0 0 13-01-2013 48 758 12 385 33 89 89 1 9 7 13 4 0 0 0 0 0 0 3 11 0 +4093 1975 Master Together 53253 1 1 11-02-2013 61 216 9 57 20 9 125 7 4 3 5 5 0 0 0 0 0 0 3 11 0 +5751 1973 2n Cycle Divorced 31163 1 0 13-02-2014 54 2 3 10 11 2 10 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +3340 1977 Graduation Married 42014 1 0 17-08-2012 56 244 15 108 4 15 50 6 7 1 6 8 0 0 0 0 0 0 3 11 1 +3594 1973 Master Married 54108 1 1 05-11-2012 74 539 6 91 8 6 97 13 8 2 9 8 0 0 0 0 0 0 3 11 0 +3584 1955 PhD Single 49667 0 0 20-08-2012 35 1181 26 120 17 13 39 2 5 10 5 8 1 0 0 0 0 0 3 11 1 +3643 1974 Master Married 63206 0 0 20-03-2014 65 750 8 125 11 8 26 1 4 3 6 2 0 0 1 0 0 0 3 11 0 +851 1972 Master Married 57136 1 1 09-07-2013 48 306 5 109 21 109 92 9 5 2 10 6 0 0 0 0 0 0 3 11 0 +7706 1975 2n Cycle Together 46772 0 1 07-11-2012 88 350 104 189 197 151 57 6 11 8 5 8 1 0 0 0 0 0 3 11 0 +3967 1971 PhD Married 78931 0 0 25-10-2013 19 331 197 170 58 152 35 1 2 8 13 1 0 0 0 0 0 0 3 11 0 +10128 1958 Graduation Together 53977 0 1 08-06-2013 21 620 16 165 0 24 82 5 5 5 12 5 0 0 0 0 0 0 3 11 0 +486 1988 Graduation Married 84219 0 0 02-02-2014 27 434 137 400 45 137 45 1 3 4 10 1 0 0 0 0 0 0 3 11 0 +9 1975 Master Single 46098 1 1 18-08-2012 86 57 0 27 0 0 36 4 3 2 2 8 0 0 0 0 0 0 3 11 0 +9451 1965 Graduation Married 73538 0 1 25-11-2012 92 811 76 428 99 137 107 3 10 4 9 7 0 0 0 0 0 0 3 11 0 +9264 1986 Graduation Married 79529 0 0 27-04-2014 1 423 42 706 73 197 197 1 4 8 9 2 0 0 0 0 0 0 3 11 0 +3865 1977 2n Cycle Together 20981 0 0 30-04-2013 14 2 12 10 6 13 30 1 3 1 2 8 0 0 0 0 0 0 3 11 1 +2853 1980 Graduation Single 51766 1 0 11-03-2014 74 60 51 87 6 20 51 2 4 2 4 5 0 0 0 0 0 0 3 11 0 +1490 1962 Graduation Married 55759 0 1 28-11-2012 84 675 0 85 10 7 77 5 10 3 8 8 0 0 0 0 0 0 3 11 0 +6310 1978 Graduation Married 33039 1 0 09-09-2013 4 30 8 12 8 8 12 1 2 0 4 5 0 0 0 0 0 0 3 11 0 +10380 1972 Master Married 37787 1 0 20-09-2013 50 40 1 40 4 3 18 1 3 0 3 8 0 0 0 0 0 0 3 11 0 +3887 1970 Graduation Single 27242 1 0 11-11-2012 2 3 17 26 20 1 39 2 2 0 3 9 0 0 0 0 0 0 3 11 1 +4278 1983 PhD Single 87188 0 0 03-06-2013 73 910 111 724 49 74 55 1 10 2 6 3 0 0 0 0 0 0 3 11 1 +8643 1971 Graduation Together 69930 0 0 26-05-2013 21 252 98 827 219 70 196 1 4 5 12 3 0 0 0 0 0 0 3 11 0 +1998 1976 Graduation Single 37697 1 0 07-02-2014 82 34 6 21 11 4 8 1 2 1 3 6 0 0 0 0 0 0 3 11 0 +10795 1973 PhD Married 37401 1 0 06-05-2014 14 19 3 19 3 1 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +11110 1973 Graduation Single 3502 1 0 13-04-2013 56 2 1 1 0 0 1 0 0 0 0 14 0 0 0 0 0 0 3 11 0 +2408 1976 Graduation Married 58597 1 1 20-11-2012 20 490 0 184 10 28 21 12 7 4 9 7 0 0 0 0 0 0 3 11 0 +202 1948 PhD Widow 82032 0 0 05-04-2014 54 332 194 377 149 125 57 0 4 6 7 1 0 0 0 0 0 0 3 11 0 +7998 1958 Graduation Together 28087 1 1 11-12-2012 77 53 8 17 13 0 21 3 2 2 2 7 0 0 0 0 0 0 3 11 0 +830 1987 PhD Single 74004 0 0 24-02-2014 5 784 48 560 42 176 48 1 4 6 4 3 0 0 1 1 0 0 3 11 1 +3536 1960 Graduation Together 19740 0 1 24-03-2013 65 7 11 3 10 4 20 2 1 1 3 5 0 0 0 0 0 0 3 11 0 +6050 1975 2n Cycle Married 57036 0 1 11-12-2012 33 1171 43 219 19 14 47 4 6 3 13 9 1 0 0 0 0 0 3 11 0 +125 1958 2n Cycle Together 53083 1 1 15-05-2013 65 215 7 33 3 0 13 6 5 1 5 7 0 1 0 0 0 0 3 11 0 +3463 1975 PhD Married 69283 0 1 14-06-2014 41 674 62 134 0 26 8 4 7 3 13 5 0 0 0 0 0 0 3 11 0 +2804 1975 Master Single 46098 1 1 18-08-2012 86 57 0 27 0 0 36 4 3 2 2 8 0 0 0 0 0 0 3 11 1 +3745 1988 2n Cycle Married 23331 1 0 04-09-2012 92 5 36 7 0 10 45 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +9771 1988 2n Cycle Single 23331 1 0 05-10-2012 97 104 20 101 24 15 5 6 5 1 5 9 0 0 0 0 0 0 3 11 0 +451 1989 Graduation Single 9255 1 0 20-12-2013 91 9 0 7 2 0 4 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +10530 1959 PhD Widow 67786 0 0 07-12-2013 0 431 82 441 80 20 102 1 3 6 6 1 0 0 0 0 0 0 3 11 1 +1079 1971 PhD Married 71969 0 1 16-10-2012 59 1000 0 76 0 0 10 3 3 4 9 8 0 1 0 0 0 0 3 11 0 +8920 1967 Master Single 59235 1 0 12-01-2013 4 448 40 469 80 0 91 3 11 2 12 7 0 0 0 0 0 0 3 11 0 +6678 1989 Graduation Together 31928 1 0 28-03-2014 5 33 4 24 4 2 5 2 3 0 4 7 0 0 0 0 0 0 3 11 0 +3852 1961 Master Together 74881 1 1 08-03-2013 48 505 72 270 36 27 54 4 9 2 12 5 0 0 0 0 0 0 3 11 0 +528 1978 Graduation Married 65819 0 0 29-11-2012 99 267 38 701 149 165 63 1 5 4 10 3 0 0 0 0 0 0 3 11 0 +73 1953 PhD Single 51411 1 2 26-05-2013 81 14 0 3 0 0 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +5589 1964 Graduation Divorced 51983 0 1 31-08-2012 95 631 0 115 10 7 30 3 9 2 10 7 0 0 0 0 0 0 3 11 0 +10212 1986 Master Together 42386 1 0 13-01-2013 43 65 4 16 0 4 11 1 3 0 3 8 0 0 0 0 0 0 3 11 0 +6365 1987 2n Cycle Married 30390 0 0 02-09-2013 5 10 12 12 25 1 20 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +5636 1963 Graduation Single 30983 0 0 09-11-2012 50 51 4 50 12 1 49 1 4 0 3 8 0 0 0 0 0 0 3 11 1 +591 1957 Graduation Widow 66033 0 1 20-01-2013 76 293 35 179 46 59 65 2 8 3 7 7 0 0 0 0 0 0 3 11 0 +2217 1975 2n Cycle Married 37284 1 1 29-03-2013 46 11 1 2 2 1 6 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +2544 1951 Master Divorced 57530 0 1 12-10-2013 68 50 1 27 6 7 1 1 1 1 4 1 0 0 0 0 0 0 3 11 0 +7725 1965 2n Cycle Married 76800 0 0 08-03-2014 33 173 26 255 35 71 81 1 4 4 7 1 0 0 0 0 0 0 3 11 0 +8091 1956 Graduation Married 63943 0 1 02-09-2012 50 423 184 368 13 97 21 1 6 4 6 5 0 0 0 0 0 0 3 11 0 +7321 1962 Graduation Together 76081 0 0 23-05-2014 85 292 30 415 63 33 200 1 4 5 4 2 0 0 0 1 0 0 3 11 0 +5462 1974 Graduation Married 67445 0 1 12-08-2012 63 757 80 217 29 80 11 5 9 6 12 6 0 0 0 0 0 0 3 11 0 +7791 1967 Master Married 37054 1 1 15-09-2013 89 12 1 6 0 1 5 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +955 1962 Master Together 47175 1 1 28-10-2012 81 167 2 44 6 2 19 7 4 2 4 8 1 0 0 0 0 0 3 11 1 +4037 1976 Graduation Divorced 31859 1 0 14-06-2013 77 3 1 3 8 0 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +6642 1961 Graduation Divorced 27215 2 1 23-01-2013 50 30 5 22 8 9 28 4 2 1 4 6 0 0 0 0 0 0 3 11 0 +2793 1976 PhD Divorced 70179 0 1 21-07-2013 10 532 88 168 69 44 133 3 7 3 13 5 0 0 0 0 0 0 3 11 0 +5424 1983 Graduation Married 39922 1 0 14-02-2013 30 29 12 59 19 1 36 2 3 0 4 8 0 0 0 0 0 0 3 11 0 +879 1976 Master Married 49681 0 2 04-11-2013 66 411 0 26 0 0 21 6 7 1 7 7 0 0 0 0 0 0 3 11 0 +9530 1988 Graduation Married 24645 1 0 01-11-2012 16 5 3 4 4 1 0 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +4828 1954 Graduation Divorced 79865 0 1 18-06-2014 12 71 99 278 185 121 38 1 5 10 5 1 0 0 0 0 0 0 3 11 0 +10699 1985 Graduation Married 44322 1 0 16-06-2014 30 46 0 40 3 0 3 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +1497 1952 Graduation Single 47958 0 1 19-01-2013 8 268 11 88 15 3 22 2 6 3 5 5 0 0 0 0 0 0 3 11 0 +7476 1964 Master Single 63972 0 1 02-12-2012 93 928 63 254 0 12 12 4 5 4 10 4 0 1 0 0 0 0 3 11 0 +4390 1954 Graduation Together 75315 0 1 15-04-2014 14 459 15 171 142 23 31 2 5 4 12 2 0 0 0 0 0 0 3 11 0 +10478 1950 PhD Married 55517 1 1 27-09-2012 53 483 0 108 0 6 36 5 11 1 6 9 0 0 0 0 0 0 3 11 1 +1081 1957 PhD Married 75283 1 2 27-03-2013 26 733 9 180 12 19 66 11 6 3 5 4 0 0 0 0 0 0 3 11 0 +4261 1946 PhD Single 82800 0 0 24-11-2012 23 1006 22 115 59 68 45 1 7 6 12 3 0 0 1 1 0 0 3 11 1 +9916 1954 Graduation Married 38998 1 1 03-11-2012 92 34 1 14 0 0 5 3 2 0 3 8 0 0 0 0 0 1 3 11 0 +5350 1991 Master Single 90638 0 0 13-02-2014 29 1156 120 915 94 144 96 1 3 4 10 1 0 0 1 0 0 0 3 11 1 +8135 1986 Master Married 27161 1 0 28-10-2013 41 7 4 23 7 0 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +8685 1977 Graduation Married 42014 1 0 17-08-2012 56 244 15 108 4 15 50 6 7 1 6 8 0 0 0 0 0 0 3 11 1 +4967 1960 PhD Together 38201 0 1 29-03-2013 19 233 0 23 0 0 12 4 5 1 5 8 0 0 0 0 0 0 3 11 0 +2130 1982 Graduation Together 45203 2 0 23-03-2014 4 35 3 67 10 8 24 1 3 1 3 6 0 0 0 0 0 0 3 11 1 +9298 1947 PhD Together 81574 0 0 28-04-2014 89 1252 0 465 46 35 0 1 4 5 8 1 0 1 1 0 0 0 3 11 0 +8175 1992 Graduation Married 34935 0 0 21-06-2013 71 34 4 66 3 10 20 1 2 1 4 7 0 0 0 0 0 0 3 11 0 +6257 1976 Master Single 60482 0 1 23-01-2013 81 255 43 134 37 14 24 1 7 2 7 7 0 0 0 0 0 0 3 11 0 +3790 1956 Graduation Together 34633 2 1 23-01-2014 31 8 1 5 0 0 1 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +9952 1947 Master Together 78093 0 0 11-12-2013 53 368 32 639 13 43 10 1 4 7 5 1 0 0 0 0 0 0 3 11 0 +3503 1950 Graduation Divorced 82460 0 0 02-12-2013 78 255 47 573 52 32 15 1 5 3 6 1 0 0 0 0 0 0 3 11 0 +5223 1966 Master Together 45903 0 1 23-04-2014 80 33 8 10 2 10 3 2 2 1 3 4 0 0 0 0 0 0 3 11 0 +4608 1987 Graduation Divorced 81361 0 0 25-02-2014 18 163 23 424 27 65 76 1 3 10 13 1 0 0 0 0 0 0 3 11 1 +1626 1973 PhD Divorced 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 1 +4764 1952 Master Together 40442 1 1 19-08-2012 52 45 12 52 25 22 13 4 3 1 4 7 0 0 0 0 0 0 3 11 1 +2471 1965 Graduation Married 61482 0 0 27-06-2014 39 48 58 68 16 66 43 1 3 2 6 2 0 0 0 0 0 0 3 11 0 +5892 1980 Graduation Married 34968 1 0 10-04-2013 11 158 6 45 8 2 2 7 3 2 5 7 0 0 0 0 0 0 3 11 0 +2612 1987 Graduation Married 75794 0 0 24-12-2013 33 754 160 625 63 32 48 1 7 5 12 3 0 0 0 1 0 0 3 11 0 +4971 1962 PhD Together 31497 0 1 06-12-2012 22 108 1 28 13 1 4 2 3 1 4 8 0 0 0 0 0 0 3 11 0 +5185 1955 Graduation Married 74268 0 0 14-02-2013 83 199 66 315 97 174 41 1 4 3 5 2 0 0 0 0 0 0 3 11 0 +10069 1988 Basic Together 13724 1 0 31-08-2012 43 2 7 5 2 15 27 1 2 0 2 9 1 0 0 0 0 0 3 11 0 +2262 1965 Master Together 45143 0 1 26-08-2013 74 202 5 74 11 5 14 3 6 1 5 7 0 0 0 0 0 0 3 11 0 +1131 1967 PhD Single 52569 0 1 05-04-2014 54 85 0 3 0 0 7 1 2 0 4 3 0 0 0 0 0 0 3 11 0 +1041 1973 PhD Single 48432 0 1 18-10-2012 3 322 3 50 4 3 42 5 7 1 6 8 0 0 0 0 0 0 3 11 1 +24 1960 Master Together 17144 1 1 15-02-2014 96 18 2 19 0 2 6 5 3 0 4 7 0 0 0 0 0 0 3 11 0 +3409 1984 Graduation Single 36108 1 0 15-10-2013 68 141 8 129 3 11 47 3 7 1 4 9 1 0 0 0 0 0 3 11 0 +7022 1971 Graduation Married 76445 1 0 28-09-2012 2 739 107 309 140 80 35 1 2 5 13 6 0 0 0 0 0 0 3 11 0 +7943 1975 PhD Married 36663 1 0 25-04-2014 40 18 0 6 3 3 5 1 1 1 3 2 0 0 0 0 0 0 3 11 0 +5272 1965 Master Married 53843 0 1 27-06-2013 64 378 0 88 19 4 73 4 8 5 3 7 0 0 0 0 0 0 3 11 0 +5453 1956 Master Married 90226 0 0 26-09-2012 26 1083 108 649 253 151 108 1 4 7 12 2 0 0 0 1 0 0 3 11 0 +2565 1955 Master Divorced 70638 0 0 01-06-2013 69 1016 12 215 16 12 63 1 4 5 10 3 0 1 0 0 0 0 3 11 0 +800 1960 Graduation Together 44512 1 1 30-08-2013 57 23 1 6 0 0 2 2 1 0 3 4 0 0 0 0 0 0 3 11 0 +11092 1961 Graduation Married 27116 1 1 02-03-2014 78 12 1 21 2 2 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +5062 1963 PhD Married 54072 1 1 27-07-2013 71 35 0 4 0 0 0 1 2 0 2 8 0 0 0 0 0 0 3 11 0 +8969 1977 Graduation Married 71855 0 1 16-01-2013 59 548 31 422 0 112 28 4 5 5 11 3 0 0 0 0 0 0 3 11 0 +4656 1990 2n Cycle Single 51250 1 0 30-03-2013 28 342 32 230 34 32 40 5 10 5 4 9 1 0 0 0 0 0 3 11 0 +4480 1973 Master Married 60432 0 1 09-03-2014 61 365 3 15 4 3 11 5 7 2 5 6 0 0 0 0 0 0 3 11 0 +9971 1964 PhD Married 65526 0 1 11-04-2014 22 397 19 69 12 0 9 1 4 4 8 2 0 0 0 0 0 0 3 11 0 +6729 1988 Graduation Single 68655 0 0 10-08-2012 95 456 19 832 75 118 38 1 4 5 11 3 0 0 0 0 0 0 3 11 0 +1773 1978 2n Cycle Married 12393 0 0 04-12-2012 38 5 6 15 11 7 13 1 2 0 3 9 0 0 0 0 0 0 3 11 0 +9242 1990 Graduation Single 64509 0 0 17-08-2013 19 836 185 575 24 25 77 1 6 3 9 4 1 0 0 0 0 0 3 11 1 +1764 1975 Graduation Single 33955 1 0 09-08-2013 92 100 2 128 23 7 10 4 5 1 5 8 0 0 0 0 0 0 3 11 0 +6215 1977 Graduation Married 31353 1 1 29-12-2013 24 10 0 10 3 1 7 2 1 1 2 8 0 0 0 0 0 0 3 11 1 +10099 1984 Graduation Married 55434 1 0 05-10-2013 21 238 115 215 169 69 76 3 5 3 13 4 0 0 0 0 0 0 3 11 0 +5423 1983 Graduation Together 28359 1 0 27-10-2013 35 6 0 5 2 1 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +940 1987 Graduation Single 57100 1 0 18-05-2014 9 158 11 99 15 11 17 2 3 2 7 3 0 0 0 0 0 0 3 11 0 +3011 1965 Graduation Married 69139 0 1 27-01-2014 23 86 12 75 33 15 6 1 4 1 5 4 0 0 0 0 0 0 3 11 0 +3298 1956 Master Married 52973 0 1 08-11-2012 92 856 0 76 12 9 199 7 9 6 9 8 0 0 0 0 0 0 3 11 0 +8286 1965 PhD Together 51717 0 1 20-08-2013 55 98 1 17 0 1 5 1 3 0 4 7 0 1 0 0 0 0 3 11 0 +9668 1971 Graduation Married 18793 1 0 12-01-2013 14 4 16 20 0 17 20 3 2 0 4 8 0 0 0 0 0 0 3 11 0 +5120 1982 2n Cycle Together 66664 0 0 25-09-2012 78 398 96 447 220 96 32 1 5 7 6 3 0 0 0 0 0 0 3 11 0 +6097 1959 Graduation Single 50664 1 1 16-01-2013 64 313 8 104 6 4 126 9 8 1 6 9 0 0 0 0 0 0 3 11 0 +7019 1963 Graduation Together 54414 1 1 23-01-2013 49 109 18 16 24 26 18 4 3 1 5 4 0 0 0 0 0 0 3 11 0 +7408 1952 PhD Married 54549 0 1 03-03-2014 8 216 2 6 0 0 9 2 5 1 4 7 0 0 0 0 0 0 3 11 0 +8041 1971 PhD Widow 47111 0 1 08-09-2012 35 595 71 153 120 112 41 6 3 2 10 9 0 0 0 0 0 0 3 11 0 +252 1963 PhD Divorced 41003 0 0 17-03-2013 11 123 133 142 71 44 88 1 6 2 8 6 0 0 0 0 0 0 3 11 0 +9986 1982 Graduation Together 19444 1 0 22-02-2014 8 16 0 23 3 2 10 3 4 1 2 7 0 0 0 0 0 0 3 11 1 +3276 1976 2n Cycle Together 36301 1 0 25-10-2013 53 11 12 35 3 5 12 1 3 0 3 7 0 0 0 0 0 0 3 11 0 +3859 1947 PhD Together 73059 0 1 31-08-2013 36 410 112 420 0 82 71 1 9 3 13 4 0 0 0 0 0 0 3 11 0 +3570 1969 PhD Together 42731 1 0 21-10-2013 64 159 2 51 6 2 24 3 4 1 5 5 0 0 0 0 0 0 3 11 0 +3783 1959 PhD Married 52854 1 1 24-03-2014 43 105 0 10 0 1 0 2 2 1 4 5 0 0 0 0 0 0 3 11 0 +10207 1978 Graduation Together 22775 1 0 19-06-2013 40 5 1 8 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +10906 1948 PhD Together 46681 0 2 08-10-2013 52 269 15 69 15 19 38 2 4 6 4 5 0 0 0 0 0 0 3 11 0 +3427 1955 PhD Married 59821 0 1 12-04-2013 11 629 0 70 0 0 35 6 11 2 7 8 0 0 0 0 0 0 3 11 0 +5209 1954 Graduation Divorced 50002 0 1 17-06-2013 21 443 5 71 21 16 82 2 8 2 7 7 0 0 0 0 0 0 3 11 0 +10711 1945 Graduation Married 69755 0 0 02-10-2013 23 217 77 373 111 23 93 1 3 6 12 1 0 0 0 0 0 0 3 11 0 +10785 1969 Graduation Married 44078 1 1 19-06-2014 17 24 1 10 2 0 4 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +2814 1976 Master Together 30560 1 0 27-06-2013 6 9 1 5 4 5 7 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +6866 1969 Master Together 35924 1 1 23-03-2014 56 8 0 14 2 3 7 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +1665 1964 PhD Divorced 64140 0 2 23-09-2013 71 1459 0 61 0 15 215 5 2 5 6 5 1 0 1 0 1 0 3 11 1 +6575 1981 Graduation Together 56386 1 1 27-10-2012 51 230 48 214 13 32 75 8 9 1 7 9 0 0 0 0 0 0 3 11 0 +3829 1979 Basic Together 24594 1 0 10-12-2013 94 1 3 6 10 0 9 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +3091 1981 2n Cycle Together 75774 1 0 02-05-2014 27 340 21 134 258 14 56 1 7 5 8 4 0 0 0 0 0 0 3 11 0 +10141 1960 Master Divorced 39228 0 0 10-05-2013 1 7 1 6 0 3 3 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +5177 1974 Master Married 58494 0 1 12-12-2013 56 298 7 68 4 0 19 2 6 2 6 6 0 0 0 0 0 0 3 11 0 +7005 1981 Graduation Single 58684 0 0 16-06-2014 71 479 35 179 28 7 85 1 5 3 12 2 0 1 0 0 0 0 3 11 0 +6409 1967 Graduation Divorced 57136 0 0 18-05-2013 18 267 140 599 34 12 127 1 7 5 7 6 0 0 0 0 0 0 3 11 1 +7485 1950 PhD Widow 56551 1 1 07-05-2014 48 67 4 32 17 2 16 3 2 1 4 4 0 0 0 0 0 0 3 11 0 +8079 1982 Graduation Married 22448 1 0 26-02-2014 86 3 1 8 23 2 18 3 2 1 3 3 0 0 0 0 0 0 3 11 0 +8395 1961 Graduation Single 82014 0 0 20-08-2012 48 980 37 265 35 163 31 1 3 6 12 6 0 0 0 0 0 0 3 11 1 +10352 1963 Graduation Widow 34213 1 1 07-09-2012 2 50 4 28 6 3 26 3 3 1 2 9 0 0 0 0 0 0 3 11 1 +4931 1977 Graduation Together 157146 0 0 29-04-2013 13 1 0 1725 2 1 1 0 0 28 0 1 0 0 0 0 0 0 3 11 0 +13 1947 PhD Widow 25358 0 1 22-07-2013 57 19 0 5 0 0 8 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +1834 1978 Master Single 35544 1 0 08-03-2014 77 30 5 23 4 1 4 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +2285 1954 Master Together 36634 0 1 28-05-2013 0 213 9 76 4 3 30 3 5 2 5 7 0 0 0 0 0 0 3 11 0 +2295 1954 PhD Married 62670 0 1 02-02-2014 57 539 30 92 80 46 38 1 5 3 13 3 0 0 0 0 0 0 3 11 0 +1378 1972 2n Cycle Together 50334 0 1 24-07-2013 24 284 16 160 84 16 134 6 7 4 6 6 0 0 0 0 0 0 3 11 0 +2781 1981 Graduation Single 72066 0 0 23-06-2014 55 1003 34 536 134 51 34 1 4 6 6 2 0 0 1 1 0 0 3 11 1 +1165 1958 PhD Single 50729 1 1 02-05-2013 62 239 13 143 45 4 52 9 6 2 7 6 0 0 0 0 0 0 3 11 0 +1404 1968 Graduation Together 34916 2 0 15-05-2013 89 51 23 82 33 0 42 4 5 1 3 9 0 0 0 0 0 0 3 11 0 +6457 1976 Graduation Divorced 64892 0 1 29-05-2014 77 527 24 230 32 24 65 2 6 4 12 4 0 0 0 0 0 0 3 11 0 +2639 1966 Graduation Single 43602 1 1 10-01-2014 45 19 5 12 10 3 19 3 3 1 2 6 0 0 0 0 0 0 3 11 0 +8299 1989 PhD Single 33996 0 0 11-09-2013 46 40 2 15 8 0 6 1 1 1 3 4 0 0 0 0 0 0 3 11 0 +6437 1985 2n Cycle Single 41473 1 0 19-06-2013 80 21 8 20 15 3 9 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +6912 1967 PhD Married 63246 0 2 20-08-2013 60 593 30 91 29 22 7 1 6 3 12 4 0 0 0 0 0 0 3 11 0 +7327 1959 PhD Married 36732 1 1 29-12-2013 71 21 5 3 10 1 7 3 1 1 4 2 0 0 0 0 0 0 3 11 0 +5299 1970 PhD Married 69084 1 0 19-11-2013 43 1181 107 199 39 30 30 2 7 3 13 8 0 0 0 0 0 0 3 11 0 +4127 1967 PhD Married 77766 0 1 22-02-2013 97 1004 59 265 115 59 27 2 11 10 11 6 1 0 0 0 0 0 3 11 1 +8143 1985 PhD Single 37929 0 0 30-07-2013 49 202 2 46 3 2 10 2 4 2 5 7 0 1 0 1 0 0 3 11 1 +1964 1951 Graduation Together 86610 0 0 05-09-2013 66 446 107 768 33 196 53 1 5 6 6 2 0 0 0 0 0 0 3 11 0 +3690 1986 Master Married 80141 0 0 11-01-2013 20 1184 102 673 52 40 40 1 7 4 10 6 0 0 1 0 0 0 3 11 1 +3433 1955 2n Cycle Married 72635 0 0 03-06-2013 54 390 22 323 104 35 107 1 6 8 6 3 0 0 0 1 0 0 3 11 0 +3389 1970 Graduation Married 69016 0 1 22-11-2012 61 726 53 363 123 107 161 4 8 9 13 5 0 0 0 0 0 0 3 11 0 +4712 1991 2n Cycle Together 20193 0 0 28-11-2012 18 8 8 22 24 11 9 1 1 1 4 4 0 0 0 0 0 0 3 11 0 +1170 1975 Graduation Married 27573 1 0 25-03-2013 45 50 15 110 39 15 15 4 5 1 4 8 0 0 0 0 0 0 3 11 0 +6347 1979 Basic Single 15862 1 0 27-06-2013 26 1 1 4 11 9 10 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4065 1976 PhD Married 49544 1 0 12-02-2013 0 308 0 73 0 0 23 2 5 1 8 7 0 0 0 0 0 0 3 11 0 +8230 1980 Graduation Married 33228 1 0 23-01-2014 28 22 2 31 7 4 5 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +1215 1978 Graduation Together 70440 0 0 08-10-2013 49 690 117 499 76 102 88 1 5 10 7 3 0 0 0 1 0 0 3 11 0 +5939 1971 Graduation Together 38232 1 1 17-01-2014 84 43 5 28 7 6 33 4 3 1 3 5 0 0 0 0 0 0 3 11 0 +2156 1955 PhD Married 22554 1 1 03-11-2012 38 27 0 10 0 0 4 4 2 0 4 5 0 0 0 0 0 0 3 11 0 +7788 1983 PhD Married 23536 1 0 04-06-2014 53 6 0 3 0 0 1 1 0 0 3 3 0 0 0 0 0 0 3 11 0 +10323 1952 Graduation Married 49413 0 1 25-10-2013 88 205 7 41 3 2 46 2 4 2 5 5 0 0 0 0 0 0 3 11 0 +7947 1969 Graduation Married 42231 1 1 25-03-2014 99 24 0 8 0 1 4 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +1891 1980 Master Divorced 78789 0 0 08-08-2012 12 667 50 850 21 83 83 1 4 6 5 2 0 0 0 0 0 0 3 11 1 +2570 1968 Graduation Together 56534 0 1 23-07-2013 35 691 7 61 10 0 46 4 10 4 7 8 0 1 0 0 1 0 3 11 1 +9256 1971 Graduation Single 58350 0 1 04-01-2013 5 493 26 206 116 80 80 4 8 3 12 6 0 0 0 0 0 0 3 11 0 +295 1989 Graduation Single 81217 0 0 19-07-2013 77 493 70 324 146 40 84 1 3 7 11 1 0 0 0 0 0 0 3 11 0 +7397 1951 Graduation Single 49090 0 1 19-07-2013 45 494 5 82 7 0 100 3 7 2 9 7 0 0 0 0 0 0 3 11 0 +6349 1987 Master Divorced 61787 0 0 06-07-2013 71 621 73 414 78 48 85 1 8 4 6 5 0 0 0 0 0 0 3 11 0 +10790 1985 PhD Married 18169 1 0 19-02-2013 40 9 0 5 0 0 7 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +10398 1981 2n Cycle Single 24336 1 0 27-08-2012 82 1 6 2 8 2 12 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +2431 1990 Graduation Married 18222 0 0 31-12-2012 70 12 4 19 12 6 14 1 2 0 3 8 0 0 0 0 0 0 3 11 0 +550 1952 Graduation Divorced 62335 0 1 23-05-2013 87 243 131 217 85 6 26 2 3 3 13 2 0 0 0 0 0 0 3 11 0 +1890 1971 2n Cycle Together 42033 1 1 19-09-2012 95 11 1 4 2 0 7 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +10742 1983 PhD Married 86580 0 0 27-02-2013 72 532 21 127 26 20 20 0 4 2 5 1 0 0 1 0 0 0 3 11 0 +10356 1957 PhD Divorced 41437 1 1 22-09-2012 5 29 0 2 0 0 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +4676 1951 Master Widow 73705 0 2 05-03-2014 86 612 91 520 258 107 107 2 9 6 8 5 0 0 0 0 0 0 3 11 0 +8852 1976 Graduation Married 61064 0 1 31-08-2012 80 387 126 342 0 45 180 5 8 4 11 6 0 0 0 0 0 0 3 11 0 +3565 1955 Master Married 38452 1 1 30-03-2014 62 56 0 14 0 0 2 3 3 0 3 7 0 0 0 0 0 0 3 11 0 +5294 1989 Graduation Single 18358 1 0 20-11-2013 49 6 8 19 16 4 4 3 3 0 4 7 0 0 0 0 0 0 3 11 0 +1958 1973 PhD Together 55012 0 1 21-03-2014 85 582 0 65 0 0 13 6 8 2 9 5 0 0 0 0 0 0 3 11 0 +7349 1973 Basic Together 9722 1 0 02-10-2012 7 6 17 16 6 16 42 4 3 1 3 8 0 0 0 0 0 0 3 11 1 +8799 1984 PhD Married 38175 1 0 23-09-2013 6 70 6 69 2 3 3 3 3 1 4 7 0 0 0 0 0 0 3 11 0 +1351 1956 Master Together 58656 0 1 20-09-2012 25 962 12 194 16 24 12 4 7 8 13 6 0 0 1 0 0 0 3 11 0 +1045 1965 Graduation Together 52117 0 1 16-08-2012 55 112 10 107 30 0 20 2 5 2 4 7 0 0 0 0 0 0 3 11 0 +7732 1978 Graduation Married 64813 1 0 02-01-2014 81 293 0 124 179 97 52 1 7 2 10 5 0 0 0 0 0 0 3 11 0 +8070 1973 PhD Married 54222 0 1 01-03-2014 98 199 12 31 3 12 7 1 3 3 5 3 0 0 0 0 0 0 3 11 0 +477 1986 Graduation Married 83512 0 0 17-06-2014 31 1060 61 835 80 20 101 1 4 7 10 1 1 0 1 1 1 0 3 11 1 +7832 1959 Master Married 77520 0 1 28-08-2013 30 940 44 396 0 88 58 1 8 7 7 4 1 0 1 1 0 0 3 11 1 +2202 1978 Graduation Together 41154 0 1 09-04-2013 98 44 2 11 2 3 7 1 1 0 4 5 0 0 0 0 0 0 3 11 0 +7396 1966 Graduation Married 80398 0 0 10-11-2012 92 342 51 936 207 35 26 1 5 8 12 3 0 0 1 0 0 0 3 11 0 +4055 1992 Basic Single 18746 1 0 29-05-2014 41 2 10 11 12 9 20 2 3 0 3 6 0 0 0 0 0 0 3 11 0 +10340 1984 Graduation Together 35196 1 0 13-11-2012 68 75 12 141 43 39 187 6 6 1 5 8 0 0 0 0 0 0 3 11 0 +10091 1956 Graduation Single 60230 0 1 20-05-2013 78 520 20 367 39 81 40 2 6 3 6 5 0 0 0 0 0 0 3 11 0 +7629 1977 Graduation Married 22108 1 1 08-05-2014 46 5 3 9 6 2 6 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10640 1974 Graduation Together 44392 1 1 05-09-2013 71 87 5 71 7 12 29 5 4 1 4 7 0 0 0 0 0 0 3 11 0 +3498 1976 PhD Married 55424 0 1 25-11-2012 6 462 61 184 10 53 107 4 7 5 9 6 1 0 0 0 0 0 3 11 1 +6742 1979 Graduation Married 17688 1 0 13-01-2013 82 2 2 1 3 1 2 1 1 0 2 8 0 0 0 0 0 1 3 11 0 +1172 1983 PhD Married 92491 0 0 01-05-2013 71 979 44 935 29 25 22 1 7 5 12 3 0 1 1 1 0 0 3 11 1 +569 1991 Graduation Single 90273 0 0 14-12-2013 32 704 129 853 120 74 111 1 5 6 7 2 0 1 1 1 0 0 3 11 1 +4686 1962 PhD Widow 82571 0 0 02-04-2014 28 861 31 558 62 95 79 0 6 5 13 2 0 0 1 0 0 0 3 11 0 +1381 1982 PhD Single 38513 1 0 28-01-2014 20 172 3 115 16 0 18 5 6 1 5 8 0 0 0 0 0 0 3 11 1 +2634 1979 Master Single 16653 1 0 18-04-2014 10 5 7 31 15 4 7 3 2 1 3 6 0 0 0 0 0 0 3 11 1 +10905 1955 Graduation Together 42586 1 1 29-10-2012 7 194 2 56 0 0 0 5 4 1 6 8 0 0 0 0 0 0 3 11 1 +1744 1965 Basic Single 23529 0 1 07-01-2013 67 9 7 13 3 2 20 1 1 1 2 6 0 0 0 0 0 0 3 11 0 +1000 1961 Master Together 74881 1 1 08-03-2013 48 505 72 270 36 27 54 4 9 2 12 5 0 0 0 0 0 0 3 11 0 +3828 1951 Graduation Married 71107 0 1 17-02-2013 61 533 10 217 198 174 195 2 7 6 13 4 0 0 0 0 0 0 3 11 0 +8605 1964 PhD Together 46910 1 1 23-03-2014 36 48 0 14 0 0 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +10304 1959 Graduation Married 18690 0 0 28-12-2012 77 6 1 7 23 4 19 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +4351 1955 Graduation Divorced 37244 1 1 27-04-2013 90 18 2 10 0 0 25 1 1 1 2 7 1 0 0 0 0 0 3 11 0 +10129 1966 Graduation Together 82427 0 0 12-03-2014 35 482 147 509 104 107 107 1 3 5 12 1 0 0 1 0 0 0 3 11 0 +2499 1958 2n Cycle Single 75342 0 1 06-05-2013 38 204 97 97 21 118 26 1 5 2 10 4 0 0 0 0 0 0 3 11 0 +10092 1954 Graduation Divorced 70044 0 1 18-02-2013 46 1073 0 250 153 14 14 4 7 10 5 5 0 0 0 0 0 0 3 11 0 +7500 1967 Graduation Single 79146 1 1 24-04-2014 33 245 16 223 21 43 16 2 8 1 8 6 0 0 0 0 0 0 3 11 0 +5796 1963 Graduation Married 77437 0 0 26-11-2013 70 560 21 442 29 44 29 1 4 5 13 1 0 0 1 0 0 0 3 11 0 +10556 1959 Graduation Married 54984 0 1 24-05-2014 51 173 13 131 32 3 6 4 6 1 6 7 0 0 0 1 0 0 3 11 0 +1064 1971 PhD Married 42403 1 0 11-12-2013 18 22 1 11 0 5 3 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +48 1964 Graduation Together 55761 0 1 24-04-2014 97 136 1 12 0 3 32 2 4 1 3 6 0 1 0 0 0 0 3 11 0 +7610 1983 Graduation Together 37292 1 0 18-04-2013 32 275 0 86 10 23 66 5 6 3 5 8 0 0 0 0 0 0 3 11 0 +263 1945 PhD Single 45576 0 0 28-05-2014 9 56 19 29 2 14 25 1 3 1 3 8 0 0 0 0 0 0 3 11 1 +10814 1947 Graduation Together 70321 0 0 16-01-2013 6 303 23 751 82 26 191 1 6 5 13 4 0 0 0 0 0 0 3 11 1 +9710 1969 PhD Divorced 58086 0 1 20-01-2013 80 708 7 62 0 0 15 2 11 3 7 8 0 0 0 0 0 0 3 11 0 +9292 1952 Graduation Married 81795 0 0 26-10-2012 74 324 132 693 27 118 88 1 4 11 7 2 0 0 0 0 0 0 3 11 0 +10250 1947 Basic Together 28389 0 0 20-11-2012 49 1 5 3 7 4 8 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +7881 1946 Master Married 66835 0 0 28-09-2013 21 620 26 195 34 17 141 1 6 4 13 2 0 0 0 0 0 0 3 11 0 +5847 1969 Graduation Divorced 69901 0 1 29-05-2013 95 312 21 206 102 92 149 3 7 3 10 5 0 0 0 0 0 0 3 11 0 +737 1949 PhD Married 80360 0 0 03-03-2013 56 1493 86 454 112 43 43 2 4 4 5 2 0 1 1 1 0 0 3 11 0 +3571 1961 PhD Together 63342 0 1 16-10-2012 48 918 21 118 13 10 21 3 8 3 5 6 0 1 0 0 0 0 3 11 1 +7807 1974 Graduation Married 44989 0 1 12-09-2012 26 98 0 106 49 10 106 5 5 1 5 6 0 0 0 0 0 0 3 11 0 +3878 1980 2n Cycle Single 31859 1 0 27-02-2014 3 3 4 7 15 8 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +5092 1949 PhD Widow 51569 0 1 12-02-2013 39 380 0 47 6 0 34 4 7 1 7 8 0 1 0 0 0 0 3 11 1 +2154 1971 Graduation Widow 30372 1 1 25-12-2012 33 15 0 12 7 3 7 3 2 0 3 7 0 0 0 0 0 0 3 11 0 +5394 1979 Basic Single 16014 1 1 17-03-2013 42 3 9 4 7 8 7 4 1 1 4 3 0 0 0 0 0 0 3 11 0 +3798 1968 Graduation Married 41120 1 1 06-11-2013 80 24 2 23 0 8 24 3 2 1 3 6 0 0 0 0 0 0 3 11 0 +3524 1971 Master Single 39763 1 0 04-08-2013 9 80 1 60 4 6 16 2 5 1 2 9 0 0 0 0 0 0 3 11 1 +5247 1955 PhD Married 38725 1 1 10-05-2014 52 31 0 6 2 1 5 2 1 0 4 4 0 0 0 0 0 0 3 11 0 +5883 1972 Graduation Married 77981 1 0 26-05-2013 78 138 120 204 16 126 60 3 7 4 7 5 0 0 0 0 0 0 3 11 0 +2118 1964 2n Cycle Married 62905 0 1 10-09-2013 68 166 75 96 119 107 59 3 7 2 8 4 0 0 0 0 0 0 3 11 0 +8812 1979 2n Cycle Divorced 13533 1 0 10-03-2013 45 12 3 8 8 0 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +6616 1975 Graduation Together 59481 0 1 23-10-2013 47 178 3 85 71 66 58 2 3 3 8 2 0 0 0 0 0 0 3 11 0 +2797 1977 Graduation Married 72117 0 1 20-08-2013 34 707 20 171 65 60 50 1 9 7 9 5 0 0 0 0 0 0 3 11 0 +4328 1986 2n Cycle Married 21955 1 0 07-09-2013 81 5 1 7 17 14 11 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +9167 1956 Graduation Married 67131 0 1 26-03-2013 72 465 71 250 93 35 62 3 9 2 12 6 0 0 0 0 0 0 3 11 0 +10560 1980 PhD Single 36802 1 0 16-06-2014 23 16 1 2 0 0 1 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +2631 1982 Graduation Together 71853 0 0 08-05-2013 29 358 108 413 141 97 32 1 2 8 6 1 0 0 0 0 0 0 3 11 0 +8312 1961 Basic Married 28249 0 0 15-06-2014 80 1 9 7 2 14 10 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +5534 1975 Master Married 47808 0 1 20-10-2013 30 123 1 26 2 0 72 2 3 2 3 7 1 0 0 0 0 0 3 11 0 +5093 1974 PhD Divorced 25509 1 0 18-09-2012 15 40 3 30 10 7 11 3 3 0 3 9 0 0 0 0 0 0 3 11 1 +7592 1946 PhD Married 51012 0 0 18-04-2013 86 102 9 63 2 9 24 1 4 1 4 6 0 0 0 0 0 0 3 11 0 +8895 1985 Graduation Single 70596 0 0 05-10-2012 68 347 44 534 17 0 26 1 3 5 12 2 0 0 0 0 0 0 3 11 0 +8584 1952 PhD Together 85431 0 0 08-06-2013 54 376 53 462 168 53 53 1 2 7 7 0 0 0 0 0 0 0 3 11 0 +2694 1967 Graduation Married 42664 0 1 18-03-2014 44 21 0 3 0 0 0 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +8910 1955 Graduation Together 42586 1 1 29-10-2012 7 194 2 56 0 0 0 5 4 1 6 8 0 0 0 0 0 0 3 11 1 +7433 1985 Graduation Single 29760 1 0 29-08-2012 87 64 4 68 7 5 17 4 3 1 4 8 0 0 0 0 0 0 3 11 0 +164 1977 PhD Married 28973 0 0 13-10-2012 59 206 0 46 3 2 12 2 5 1 5 8 0 0 0 0 0 0 3 11 0 +10477 1973 PhD Together 39435 1 0 06-08-2013 16 71 0 18 0 0 13 1 3 1 2 7 0 0 0 0 0 0 3 11 0 +2681 1984 2n Cycle Married 65370 0 0 01-08-2013 1 71 22 112 138 89 29 1 2 3 13 1 0 0 0 0 0 0 3 11 0 +5150 1979 Basic Single 20194 1 0 17-12-2012 64 0 4 7 11 10 15 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +5283 1976 PhD Single 42473 1 1 17-02-2014 72 93 1 21 0 4 25 3 2 1 4 5 0 0 0 0 0 0 3 11 0 +9645 1968 Graduation Married 64590 0 0 14-10-2012 98 920 138 168 36 46 30 1 9 4 10 6 0 0 0 0 0 0 3 11 0 +10678 1959 Graduation Together 71232 0 1 28-11-2013 91 653 17 170 34 26 17 2 11 2 10 7 0 0 0 0 0 0 3 11 0 +7261 1971 Graduation Together 34600 1 1 01-01-2013 8 199 33 60 8 3 15 5 5 2 5 8 0 0 0 0 0 0 3 11 1 +9648 1967 Graduation Single 46904 1 1 03-11-2012 20 153 4 56 0 9 31 4 5 1 4 8 0 0 0 0 0 0 3 11 0 +2870 1973 Graduation Married 49094 0 1 21-09-2012 6 376 0 38 11 8 69 5 6 3 6 6 0 0 0 0 0 0 3 11 0 +8008 1983 Graduation Together 36075 1 0 09-12-2013 54 46 0 30 12 1 30 1 2 0 4 6 0 0 0 0 0 0 3 11 0 +1513 1979 2n Cycle Together 60839 1 1 28-08-2012 72 600 21 128 223 150 128 13 2 2 12 8 0 0 0 0 0 0 3 11 0 +6173 1979 Graduation Together 77298 0 1 02-11-2013 46 425 115 292 23 35 79 1 6 6 11 3 0 0 0 0 0 0 3 11 0 +1419 1950 Graduation Together 34026 1 1 05-08-2013 11 18 6 15 12 8 17 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +9150 1963 PhD Single 48918 1 1 12-04-2014 21 52 0 9 0 0 1 2 1 0 4 4 0 0 0 0 0 0 3 11 0 +7960 1962 2n Cycle Together 82122 0 0 15-08-2013 89 734 22 350 151 25 100 1 3 9 13 1 0 0 1 0 0 0 3 11 0 +1250 1976 Graduation Single 37697 1 0 07-02-2014 82 34 6 21 11 4 8 1 2 1 3 6 0 0 0 0 0 0 3 11 0 +9905 1952 Graduation Together 34074 1 1 13-07-2013 69 135 1 41 10 1 67 5 3 3 3 6 1 0 0 0 0 0 3 11 0 +10691 1960 Master Married 28520 1 1 14-06-2013 55 11 0 10 0 2 20 1 1 1 2 6 0 0 0 0 0 0 3 11 0 +7002 1955 Graduation Single 62535 0 1 03-10-2013 13 163 48 90 0 45 52 1 3 2 8 3 0 0 0 0 0 0 3 11 0 +2952 1977 Master Single 36273 1 0 16-04-2014 80 29 3 30 3 2 9 2 3 0 3 6 0 0 0 0 0 0 3 11 0 +8439 1964 Graduation Together 63404 0 2 06-06-2014 97 734 26 70 11 44 17 2 6 3 4 4 0 0 0 1 0 0 3 11 0 +762 1981 2n Cycle Together 75774 1 0 02-05-2014 27 340 21 134 258 14 56 1 7 5 8 4 0 0 0 0 0 0 3 11 0 +2831 1976 Graduation Together 78416 0 1 27-06-2014 99 453 38 279 188 38 183 2 7 7 10 3 0 0 0 0 0 0 3 11 0 +6977 1974 Graduation Together 75702 0 1 14-10-2012 87 1073 0 629 145 37 37 1 10 5 13 6 0 0 1 0 0 0 3 11 0 +6289 1951 Master Together 59385 1 1 28-04-2013 85 135 0 10 0 4 36 2 3 1 4 5 0 0 0 0 0 0 3 11 0 +4168 1966 Graduation Single 37070 1 1 20-03-2013 30 231 7 137 4 15 39 9 5 1 8 7 0 0 0 0 0 0 3 11 1 +8397 1951 Graduation Married 44689 1 1 10-01-2014 82 18 0 5 0 0 11 2 1 1 2 7 1 0 0 0 0 0 3 11 0 +9284 1958 Graduation Together 53977 0 1 08-06-2013 21 620 16 165 0 24 82 5 5 5 12 5 0 0 0 0 0 0 3 11 0 +6237 1966 PhD Single 7144 0 2 07-12-2013 92 81 4 33 5 2 291 0 23 1 1 0 0 0 0 0 0 0 3 11 0 +3130 1964 Graduation Single 18701 1 1 04-06-2013 95 12 4 2 10 6 10 4 2 0 4 5 0 0 0 0 0 0 3 11 0 +1619 1956 Graduation Married 90369 0 0 28-04-2014 2 292 51 981 224 23 17 1 4 6 6 1 0 0 0 0 0 0 3 11 1 +1990 1974 PhD Single 63159 0 0 05-11-2012 74 965 34 586 89 86 37 1 3 5 8 3 1 0 0 0 0 0 3 11 0 +5513 1966 Graduation Together 37758 1 1 04-10-2012 49 27 2 10 0 0 1 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +269 1963 PhD Single 46757 0 1 16-11-2012 71 777 30 163 0 51 122 6 4 4 7 9 0 0 0 0 0 0 3 11 0 +8093 1969 Master Married 79734 0 0 28-06-2014 72 572 8 232 23 62 17 1 4 3 6 1 0 0 0 1 0 0 3 11 0 +10513 1992 Graduation Together 63207 0 0 20-01-2013 68 438 169 565 91 169 70 1 2 3 6 7 0 0 0 1 0 0 3 11 0 +10177 1954 Graduation Divorced 72071 0 1 14-02-2013 4 531 69 300 150 138 150 3 5 4 8 2 0 0 0 0 0 0 3 11 0 +2549 1983 PhD Together 21840 1 0 21-07-2013 80 17 0 9 0 0 1 1 1 0 3 9 0 0 0 0 0 0 3 11 0 +5782 1982 2n Cycle Together 58582 0 1 28-09-2013 15 402 35 106 101 77 42 2 9 2 9 5 0 1 0 0 0 0 3 11 0 +10057 1951 Graduation Single 72282 0 0 19-07-2013 70 503 27 419 90 139 153 1 5 7 9 7 0 0 0 0 0 0 3 11 1 +10307 1956 Graduation Married 50387 0 2 31-08-2013 91 369 9 87 12 14 34 3 6 2 8 5 0 0 0 0 0 0 3 11 0 +8566 1961 PhD Together 32583 1 1 15-06-2014 10 5 0 3 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +2415 1962 Graduation Together 62568 0 1 07-04-2014 99 362 17 398 80 35 61 3 5 3 5 4 0 0 0 1 0 0 3 11 0 +5684 1971 Master Divorced 44635 1 1 11-10-2013 25 56 0 9 0 0 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +8334 1971 Master Single 33316 1 1 04-10-2013 34 79 1 31 4 4 12 3 2 1 4 6 0 0 0 0 0 0 3 11 0 +9166 1968 Graduation Married 63967 0 1 09-08-2013 57 387 84 141 73 35 162 3 4 4 12 2 0 0 0 0 0 0 3 11 0 +1440 1978 2n Cycle Together 52513 0 0 04-09-2012 84 367 17 241 104 188 232 2 9 5 9 7 0 0 0 0 0 0 3 11 0 +78 1969 Graduation Married 25293 1 0 15-09-2013 51 15 0 11 0 2 9 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +5441 1965 PhD Widow 54111 0 1 25-08-2013 97 267 6 54 8 3 50 2 5 2 6 5 0 0 0 0 0 0 3 11 0 +5302 1986 Graduation Together 78394 0 0 15-02-2013 13 298 27 697 216 24 166 1 4 6 5 2 0 0 0 0 0 0 3 11 1 +4687 1958 Master Married 80739 0 0 23-05-2013 92 674 92 736 39 0 92 1 3 11 9 1 0 0 0 0 0 0 3 11 0 +1087 1975 Master Together 22669 1 0 22-05-2013 30 16 14 36 37 22 48 3 4 1 2 9 0 0 0 0 0 0 3 11 1 +6859 1987 Graduation Single 29236 1 0 08-10-2013 30 37 4 24 16 9 9 2 4 0 3 9 0 0 0 0 0 0 3 11 0 +9860 1959 Graduation Together 44911 0 1 15-03-2013 11 159 0 22 2 1 31 3 4 1 4 7 0 0 0 0 0 0 3 11 0 +7129 1962 PhD Married 54693 0 1 17-02-2013 72 686 17 142 23 26 35 8 6 4 13 6 0 0 0 0 0 0 3 11 0 +5866 1974 Graduation Together 48186 1 0 20-03-2014 39 97 3 66 12 7 34 3 4 1 4 7 0 0 0 0 0 0 3 11 0 +10521 1977 Graduation Married 54809 1 1 11-09-2013 0 63 6 57 13 13 22 4 2 1 5 4 0 0 0 0 0 0 3 11 1 +7393 1978 Graduation Together 41580 1 1 10-12-2012 15 56 5 24 4 0 3 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +7849 1970 PhD Married 80336 0 0 09-09-2013 12 209 19 456 160 142 66 1 2 9 13 1 0 0 0 0 0 0 3 11 0 +332 1957 Graduation Married 47743 0 1 22-03-2013 56 198 2 43 0 12 20 3 4 1 6 6 0 1 0 0 0 0 3 11 0 +9847 1955 2n Cycle Married 62972 0 1 03-08-2012 39 313 15 47 20 0 192 2 7 4 3 6 0 0 0 0 0 0 3 11 0 +531 1954 PhD Divorced 57333 0 1 22-09-2012 55 941 14 397 76 58 176 11 8 5 9 6 0 0 0 0 0 0 3 11 1 +9576 1982 PhD Together 32313 1 0 11-02-2013 60 86 4 56 2 4 7 3 4 0 4 9 0 0 0 0 0 0 3 11 0 +6906 1953 Master Widow 84953 0 0 03-06-2013 73 167 48 602 63 72 72 1 3 10 4 2 0 1 1 1 0 0 3 11 1 +7419 1968 Master Divorced 27071 1 0 23-04-2014 90 8 3 19 0 2 3 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +3170 1957 Master Together 68148 0 0 31-08-2013 86 389 66 408 37 57 85 1 4 4 6 2 0 0 0 0 0 0 3 11 0 +8527 1965 Master Together 65735 1 1 07-12-2013 37 239 7 119 4 15 11 5 6 2 6 7 0 0 0 0 0 0 3 11 0 +7872 1975 PhD Married 86836 0 0 12-09-2012 7 179 21 273 0 21 63 1 6 10 6 5 1 0 1 1 0 0 3 11 1 +9931 1963 PhD Married 4023 1 1 23-06-2014 29 5 0 1 1 1 1 15 0 0 0 19 0 0 0 0 0 0 3 11 0 +10595 1990 Graduation Married 30093 0 0 08-07-2013 19 2 6 28 13 4 16 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +4609 1966 PhD Married 57705 0 1 11-01-2014 14 383 0 53 6 4 40 3 8 1 6 6 0 0 0 0 0 0 3 11 0 +5010 1988 Graduation Single 25008 1 0 02-02-2014 72 2 8 8 6 1 9 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +4427 1995 2n Cycle Single 83257 0 0 18-09-2012 56 536 27 590 38 107 67 1 5 10 12 6 1 0 1 0 0 1 3 11 1 +11148 1975 Graduation Together 22280 1 0 19-05-2013 85 2 1 4 3 1 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +1168 1978 PhD Married 72159 0 0 29-10-2012 62 322 53 899 34 40 53 1 4 6 10 2 0 0 0 0 0 0 3 11 0 +9595 1961 Graduation Together 64260 0 0 11-01-2013 1 539 169 816 20 0 30 1 4 5 4 3 0 0 0 0 0 0 3 11 1 +10163 1984 PhD Single 82733 0 0 10-09-2013 28 712 50 420 65 38 38 1 8 4 7 4 0 0 0 0 0 0 3 11 1 +2886 1971 Master Divorced 74290 0 1 12-08-2013 70 1121 0 72 0 12 12 4 10 8 10 6 0 1 0 1 0 0 3 11 0 +6710 1951 Master Single 58217 2 1 17-11-2012 84 68 1 13 3 5 13 1 2 0 4 6 0 0 0 0 0 0 3 11 0 +5316 1976 Master Together 21024 0 0 04-07-2013 89 36 4 18 6 2 18 1 2 0 4 7 0 0 0 0 0 0 3 11 0 +9029 1972 PhD Married 70116 0 0 26-01-2013 73 707 44 603 95 58 29 1 2 8 12 1 0 0 0 0 0 0 3 11 0 +521 1985 Graduation Together 54006 1 0 18-09-2012 42 174 77 203 6 24 97 2 8 1 7 7 0 0 0 0 0 0 3 11 0 +1459 1966 PhD Married 69063 0 1 07-11-2012 16 666 35 124 69 8 26 1 5 3 5 3 0 0 0 0 0 0 3 11 0 +10241 1975 2n Cycle Divorced 11448 0 0 15-12-2013 16 0 0 0 6 2 6 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +1630 1979 Graduation Single 61825 0 1 07-08-2013 56 162 50 100 55 30 27 1 4 2 8 4 0 0 0 0 0 0 3 11 0 +3254 1971 Graduation Married 70886 1 0 14-10-2013 65 407 70 239 103 88 53 1 5 4 4 2 0 0 0 0 0 0 3 11 0 +9064 1982 Graduation Married 69109 0 0 09-11-2012 10 823 25 459 124 29 95 1 6 6 7 4 0 0 1 0 0 0 3 11 1 +3678 1973 Graduation Widow 60208 1 1 07-10-2012 13 488 23 71 15 0 59 11 8 3 7 7 0 1 0 0 0 0 3 11 1 +4227 1968 Master Together 32889 1 1 06-09-2013 78 28 0 13 4 2 8 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +9467 1984 Graduation Single 34738 1 0 11-05-2014 51 3 2 10 3 0 2 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +8486 1971 Master Together 30538 1 0 01-10-2012 27 284 0 52 8 3 20 4 9 0 4 10 0 0 0 0 0 0 3 11 0 +2186 1977 2n Cycle Together 82326 0 0 10-03-2014 30 938 142 754 159 81 183 1 5 10 6 2 0 1 1 1 0 0 3 11 1 +3286 1967 PhD Divorced 26642 1 0 01-03-2014 71 13 2 15 2 2 8 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +8602 1964 Graduation Divorced 69932 0 1 12-06-2013 97 412 172 153 150 105 57 2 7 6 11 4 0 0 0 0 0 0 3 11 0 +3722 1972 Graduation Single 44503 1 1 16-04-2014 83 31 1 8 0 0 8 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +6715 1948 PhD Single 60200 0 1 02-01-2013 3 502 19 132 0 6 26 6 6 2 11 6 0 0 0 0 0 0 3 11 0 +4796 1952 Graduation Divorced 49638 0 1 19-04-2014 71 18 10 3 3 5 0 1 1 0 3 2 0 0 0 0 0 0 3 11 0 +9612 1987 2n Cycle Single 23830 0 0 07-02-2014 3 1 8 6 4 8 16 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +3766 1959 Master Widow 33051 0 0 16-08-2012 15 100 71 243 108 94 219 3 9 1 8 9 0 0 0 0 0 0 3 11 1 +1399 1958 Graduation Married 72905 0 0 21-01-2014 52 407 114 445 181 165 203 1 3 7 9 1 0 0 0 1 0 0 3 11 0 +1570 1951 PhD Together 69702 0 1 19-02-2013 8 664 9 240 50 19 57 2 7 7 10 4 0 0 0 0 0 0 3 11 0 +3426 1975 Graduation Divorced 70300 1 0 15-07-2013 89 1045 61 338 60 46 46 3 5 5 13 8 0 0 0 0 0 0 3 11 0 +3074 1984 PhD Married 70643 0 0 15-10-2012 66 1218 107 304 23 143 33 1 5 8 4 6 0 0 0 0 0 0 3 11 1 +8341 1969 PhD Married 30396 1 0 30-04-2014 22 15 0 6 0 1 12 2 1 1 2 7 1 0 0 0 0 0 3 11 1 +5180 1968 PhD Divorced 50616 0 1 18-04-2014 56 128 0 16 0 1 4 2 4 0 4 7 0 0 0 0 0 0 3 11 0 +6461 1969 Master Single 62772 0 1 19-05-2013 74 581 49 157 43 8 108 1 5 6 11 2 0 1 0 0 0 0 3 11 0 +7679 1985 PhD Single 30298 0 0 19-05-2014 48 6 3 12 6 1 0 1 1 1 3 3 0 0 0 0 0 0 3 11 0 +10702 1984 Graduation Single 52413 1 0 03-11-2012 67 185 8 133 56 56 12 2 7 1 7 7 0 0 0 0 0 0 3 11 0 +7505 1957 PhD Married 44155 1 1 19-01-2014 24 22 1 9 0 0 14 1 1 1 2 4 0 0 0 0 0 0 3 11 0 +5113 1971 PhD Divorced 86979 0 0 07-11-2013 67 584 100 835 65 83 35 1 5 5 5 2 1 0 0 0 0 0 3 11 1 +10858 1975 Graduation Together 76532 1 1 09-09-2013 38 355 30 177 90 138 30 4 9 5 7 5 0 0 0 0 0 0 3 11 0 +2961 1982 Graduation Married 42081 1 0 26-02-2013 86 175 10 110 54 6 27 2 6 3 4 6 1 0 0 0 0 0 3 11 0 +2747 1988 PhD Married 67546 0 0 31-08-2012 90 864 134 768 150 38 172 1 4 10 5 3 0 0 0 0 0 0 3 11 0 +3010 1989 Master Together 88420 0 0 02-05-2014 87 957 153 612 99 95 153 1 4 7 8 1 1 0 1 1 0 0 3 11 0 +5790 1985 Graduation Married 31158 1 0 27-01-2013 62 25 6 16 20 0 5 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +6892 1968 Graduation Divorced 61671 0 1 03-06-2014 23 641 7 56 0 0 28 8 10 4 6 8 0 1 0 1 0 0 3 11 0 +1743 1974 Graduation Single 69719 0 0 26-05-2014 99 273 86 208 177 14 43 1 2 3 5 1 0 0 0 0 0 0 3 11 0 +3578 1949 Graduation Divorced 49160 0 1 20-10-2013 29 122 21 43 25 10 15 2 3 1 6 6 0 0 0 0 0 0 3 11 0 +8462 1978 Basic Together 24882 1 0 09-09-2012 52 1 4 10 29 0 36 1 1 1 2 6 1 0 0 0 0 0 3 11 0 +5558 1954 PhD Single 90933 0 0 31-03-2014 90 1020 31 430 62 63 79 1 4 6 4 1 0 0 1 0 0 0 3 11 0 +4619 1945 PhD Single 113734 0 0 28-05-2014 9 6 2 3 1 262 3 0 27 0 0 1 0 0 0 0 0 0 3 11 0 +8780 1950 PhD Together 59292 0 1 13-06-2013 71 378 14 68 19 14 14 2 3 5 8 3 0 0 0 0 0 0 3 11 0 +10789 1964 PhD Married 45759 1 1 23-02-2013 13 42 1 18 3 0 4 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10779 1983 Graduation Single 22148 0 0 13-04-2014 16 15 5 14 0 4 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +5896 1987 Master Married 73395 0 0 18-03-2014 94 272 7 80 20 7 11 1 4 4 6 2 0 0 0 0 0 0 3 11 0 +2337 1971 Graduation Divorced 29819 1 0 24-10-2013 77 9 1 24 2 1 2 3 3 0 3 6 0 0 0 0 0 0 3 11 0 +10951 1968 Graduation Married 45688 0 1 25-01-2014 20 279 0 18 0 0 9 2 3 1 8 4 0 1 0 0 0 0 3 11 0 +544 1954 Graduation Married 62820 0 0 11-05-2013 51 398 61 265 138 61 53 1 3 4 6 1 0 0 0 0 0 0 3 11 0 +17 1971 PhD Married 60491 0 1 06-09-2013 81 637 47 237 12 19 76 4 6 11 7 5 0 0 0 0 0 0 3 11 0 +10680 1986 Graduation Together 33235 1 0 05-02-2014 71 45 0 16 2 1 6 1 3 0 3 7 0 0 0 0 0 0 3 11 0 +3265 1959 Graduation Married 35701 0 0 19-03-2013 36 21 1 9 7 3 5 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +5623 1980 Master Married 31535 1 0 26-09-2013 95 15 4 13 0 0 19 1 1 1 2 7 1 0 0 0 0 0 3 11 0 +5832 1960 2n Cycle Together 92556 0 0 20-04-2014 32 493 183 352 184 23 28 0 3 5 13 0 0 0 0 0 0 0 3 11 0 +5544 1970 Graduation Single 67384 0 1 10-11-2012 32 957 40 175 158 53 107 2 7 8 5 5 0 1 0 0 0 0 3 11 0 +6417 1971 Master Together 80573 0 0 14-10-2012 85 829 138 430 60 92 15 1 4 6 13 2 0 0 0 0 0 0 3 11 0 +5831 1967 Graduation Married 77870 0 1 22-08-2012 93 1017 50 500 65 50 133 3 5 5 5 8 0 1 0 1 0 0 3 11 1 +7101 1963 PhD Widow 52278 0 1 25-01-2013 24 953 0 71 0 0 174 6 10 5 10 8 0 0 0 0 0 0 3 11 0 +10176 1968 Graduation Single 57107 0 1 24-08-2012 44 159 0 120 0 0 137 7 4 4 8 8 0 1 0 0 1 0 3 11 1 +2326 1990 Graduation Married 18929 0 0 16-02-2013 15 32 0 8 23 4 18 1 1 0 4 6 0 0 0 0 0 0 3 11 0 +4385 1981 PhD Single 36038 1 0 31-05-2013 82 23 0 15 0 2 7 2 3 0 3 6 0 0 0 0 0 0 3 11 0 +2929 1976 Graduation Single 20180 0 0 20-02-2013 27 18 42 24 15 20 18 1 2 1 4 7 0 0 0 0 0 0 3 11 0 +10686 1965 PhD Together 34230 1 1 26-12-2012 72 15 0 4 0 0 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +2546 1977 2n Cycle Single 31878 0 1 22-06-2014 7 23 4 5 10 5 23 1 1 0 4 3 0 0 0 0 0 0 3 11 0 +3283 1972 2n Cycle Married 70932 0 1 19-01-2014 57 200 193 100 46 185 185 2 6 2 12 3 0 0 0 0 0 0 3 11 0 +3138 1956 Graduation Single 91249 0 0 20-10-2012 84 1324 27 119 71 108 27 0 7 9 6 4 0 1 1 1 1 0 3 11 1 +4994 1943 Master Single 77598 0 0 01-10-2013 53 1193 33 281 129 66 33 1 7 5 13 3 0 0 1 0 0 0 3 11 0 +7966 1959 Graduation Single 80982 1 1 08-01-2013 48 505 137 401 104 22 22 3 11 5 11 5 0 0 0 0 0 1 3 11 0 +3112 1977 Master Married 22701 1 0 05-09-2013 2 2 4 9 0 4 5 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +10872 1969 PhD Married 55212 0 1 23-11-2012 65 1103 0 45 0 0 34 3 4 2 11 8 0 1 0 0 1 0 3 11 0 +2181 1970 Graduation Married 70617 0 0 23-06-2013 45 353 61 753 40 46 27 1 3 3 7 2 0 0 0 0 0 0 3 11 0 +1867 1957 Graduation Single 64849 0 0 13-11-2012 42 652 48 350 94 84 108 1 9 3 6 5 0 0 0 0 0 0 3 11 1 +1518 1965 Master Married 62694 1 1 17-06-2013 29 379 6 157 25 91 91 5 9 3 7 7 0 0 0 0 0 0 3 11 0 +5734 1974 PhD Married 61917 1 1 20-11-2013 83 46 4 36 2 2 1 1 2 0 4 5 0 0 0 0 0 0 3 11 0 +2878 1947 PhD Married 67472 0 1 28-09-2013 93 162 31 127 8 17 69 2 4 2 7 3 0 0 0 0 0 0 3 11 0 +1458 1982 Master Married 21059 1 0 07-01-2014 40 8 3 19 3 3 8 3 3 0 3 6 0 0 0 0 0 0 3 11 0 +7007 1968 Master Married 29543 2 0 01-04-2014 47 17 3 18 3 4 18 2 3 1 2 7 0 0 0 0 0 0 3 11 0 +6200 1951 Graduation Married 75903 0 1 08-04-2013 50 340 108 185 130 38 100 2 6 6 9 3 0 0 0 0 0 0 3 11 0 +1403 1975 2n Cycle Together 34984 1 1 06-09-2012 40 8 4 15 3 5 3 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +4827 1956 PhD Single 54998 0 1 10-03-2013 3 154 22 202 39 30 8 5 4 2 9 4 0 0 0 0 0 0 3 11 1 +6250 1949 PhD Widow 54356 0 1 19-11-2012 62 710 15 30 20 0 0 3 11 2 8 8 0 0 0 0 0 0 3 11 1 +9291 1959 Master Married 34242 0 1 23-03-2014 25 8 2 4 0 0 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +2478 1973 Graduation Married 25410 1 0 31-08-2013 48 2 2 4 13 13 4 1 1 0 4 4 0 0 0 0 0 0 3 11 0 +1139 1984 PhD Married 73356 0 0 06-02-2014 56 1050 14 322 0 14 112 1 5 11 5 2 1 0 1 1 0 0 3 11 1 +5138 1950 Graduation Together 28320 0 1 14-01-2013 68 19 1 14 3 2 4 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +5393 1977 Graduation Single 23763 1 0 07-08-2012 64 22 0 6 6 2 6 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +10413 1984 Graduation Married 72570 0 0 25-04-2014 67 274 83 216 151 141 224 1 4 6 12 1 0 0 0 0 0 0 3 11 0 +5015 1976 Master Married 34529 1 0 14-09-2012 94 68 6 38 3 6 41 2 2 2 3 7 0 0 0 0 0 0 3 11 0 +10868 1951 Graduation Widow 70792 0 0 06-02-2013 82 344 45 654 104 11 114 2 3 4 10 3 0 0 0 0 0 0 3 11 0 +10676 1982 Graduation Married 63211 0 0 02-11-2012 3 145 193 459 205 26 145 2 3 8 7 2 0 0 0 0 0 0 3 11 1 +2495 1974 Master Married 83891 0 1 20-06-2014 24 217 38 350 111 85 15 1 4 7 10 1 0 0 0 0 0 0 3 11 0 +7842 1968 Graduation Single 36065 1 1 31-03-2013 54 18 7 34 10 2 3 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +9955 1954 Graduation Together 39898 0 1 12-02-2013 20 69 8 26 12 7 12 2 3 0 4 7 0 0 0 0 0 0 3 11 0 +6663 1940 PhD Single 51141 0 0 08-07-2013 96 144 0 7 0 0 6 1 3 1 4 5 0 0 0 0 0 0 3 11 0 +2162 1976 Graduation Married 56939 0 1 18-09-2013 19 256 34 103 90 29 49 2 3 3 10 3 0 0 0 0 0 0 3 11 0 +3434 1951 Graduation Single 80872 0 0 12-05-2014 60 483 72 567 94 12 108 1 4 4 10 1 0 0 0 0 0 0 3 11 0 +7919 1976 PhD Together 72335 0 0 13-08-2012 2 1285 105 653 28 21 0 1 10 4 8 8 0 0 0 0 0 0 3 11 1 +5626 1964 PhD Single 61798 0 0 23-11-2013 13 338 4 89 11 8 13 1 4 2 9 4 0 0 0 0 0 0 3 11 0 +6428 1950 PhD Widow 76842 0 0 03-05-2014 37 605 10 345 84 54 32 1 1 8 7 0 0 0 0 0 0 0 3 11 0 +8514 1976 Graduation Together 29478 1 0 17-01-2014 59 8 0 7 3 1 1 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +10448 1956 Graduation Single 46998 0 1 22-10-2012 55 172 41 86 45 6 27 5 5 3 5 7 1 0 0 0 0 0 3 11 0 +2109 1990 Graduation Single 96843 0 0 23-04-2013 60 448 71 951 40 17 17 1 6 11 10 2 0 0 1 0 0 0 3 11 1 +7530 1950 PhD Widow 56551 1 1 07-05-2014 48 67 4 32 17 2 16 3 2 1 4 4 0 0 0 0 0 0 3 11 0 +8925 1965 Master Married 70053 0 1 03-07-2013 38 512 53 98 81 179 89 3 8 5 10 5 0 0 0 0 0 0 3 11 0 +3009 1962 PhD Widow 71670 0 0 09-07-2013 8 1462 16 128 0 0 160 1 5 3 6 6 0 1 1 0 1 0 3 11 1 +6355 1978 Graduation Married 44359 1 1 17-06-2014 19 20 0 14 7 3 1 3 2 0 4 3 0 0 0 0 0 0 3 11 0 +3517 1952 Graduation Single 40887 1 1 06-05-2013 32 50 4 44 10 10 43 3 3 1 3 9 0 0 0 0 0 0 3 11 1 +1158 1966 Graduation Divorced 48877 0 1 05-01-2014 27 102 1 15 2 0 24 1 3 0 4 7 0 0 0 0 0 0 3 11 0 +6203 1947 Graduation Together 74485 0 0 24-08-2013 58 499 149 815 173 49 49 1 6 7 12 3 0 0 0 0 0 0 3 11 0 +7165 1972 Graduation Together 64474 0 1 22-10-2013 59 381 35 172 56 86 93 2 8 2 10 5 0 0 0 0 0 0 3 11 0 +3595 1963 Graduation Together 77226 0 1 28-02-2014 29 631 43 239 128 76 21 2 6 8 12 3 0 0 0 0 0 0 3 11 0 +8537 1949 Graduation Widow 72643 0 0 27-02-2013 60 526 80 553 123 94 53 1 3 10 7 2 0 0 0 1 0 0 3 11 1 +4331 1978 Master Together 85738 0 0 23-01-2014 41 913 26 376 17 26 13 1 3 6 11 1 0 1 1 0 0 0 3 11 0 +6281 1966 Graduation Divorced 55686 0 1 14-02-2013 27 673 0 199 37 47 26 2 6 3 5 4 1 0 0 0 0 0 3 11 0 +4338 1983 Graduation Single 39062 1 0 25-03-2014 28 23 0 9 0 0 12 1 1 0 3 4 1 0 0 0 0 0 3 11 0 +2452 1971 Graduation Together 34600 1 1 01-01-2013 8 199 33 60 8 3 15 5 5 2 5 8 0 0 0 0 0 0 3 11 1 +9507 1975 Graduation Married 40794 0 1 07-04-2013 18 261 23 73 4 23 50 2 6 3 5 7 0 0 0 0 0 0 3 11 0 +8360 1971 2n Cycle Married 54690 1 1 07-11-2013 76 111 16 37 7 9 18 3 3 1 5 3 0 0 0 0 0 0 3 11 0 +10311 1969 Graduation Married 4428 0 1 05-10-2013 0 16 4 12 2 4 321 0 25 0 0 1 0 0 0 0 0 0 3 11 0 +5117 1963 2n Cycle Married 32632 0 0 02-08-2012 32 63 151 137 153 19 53 2 4 4 8 5 0 0 0 0 0 0 3 11 0 +4867 1968 PhD Single 38236 1 1 20-09-2013 2 58 0 18 2 0 10 4 3 0 4 7 0 0 0 0 0 0 3 11 0 +9289 1979 Graduation Married 36781 1 0 10-04-2014 16 29 1 17 0 3 13 1 2 1 2 8 0 0 0 0 0 0 3 11 1 +10913 1984 Master Single 31385 1 0 05-12-2012 56 3 2 12 0 1 9 1 1 0 2 8 1 0 0 0 0 0 3 11 1 +3032 1984 Graduation Married 24570 1 0 27-02-2013 97 28 34 62 11 14 44 3 4 0 4 9 0 0 0 0 0 0 3 11 0 +8524 1974 PhD Divorced 25509 1 0 18-09-2012 15 40 3 30 10 7 11 3 3 0 3 9 0 0 0 0 0 0 3 11 1 +3334 1951 Graduation Married 94642 0 0 12-02-2014 35 879 143 797 106 143 143 0 5 7 9 1 0 0 1 1 0 0 3 11 0 +4470 1962 Master Married 58646 0 1 10-06-2013 3 62 1 44 6 5 22 1 2 1 4 4 0 0 0 0 0 0 3 11 0 +1406 1975 Graduation Single 53201 1 1 12-02-2013 49 280 7 81 20 0 27 8 6 3 5 7 0 0 0 0 0 0 3 11 0 +8619 1957 Graduation Together 21994 0 1 24-12-2012 4 9 0 6 3 1 3 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +10821 1978 Graduation Married 57113 1 1 06-02-2013 45 182 4 33 0 2 42 6 4 1 5 7 0 0 0 0 0 0 3 11 0 +4552 1991 Graduation Married 51373 0 0 22-06-2013 37 83 2 101 64 26 117 1 3 5 3 4 0 0 0 0 0 0 3 11 0 +898 1986 Graduation Married 23477 1 0 21-10-2013 39 38 15 54 3 8 29 3 3 0 4 8 0 0 0 0 0 0 3 11 0 +9797 1956 Graduation Married 58116 0 1 13-04-2014 38 228 19 130 4 11 51 2 3 3 8 2 0 0 0 0 0 0 3 11 0 +10949 1963 PhD Divorced 72968 0 0 16-12-2013 8 1092 37 592 145 37 55 1 5 5 8 3 0 0 0 1 0 0 3 11 1 +8212 1971 Master Married 39791 0 1 28-03-2013 89 85 15 27 13 13 21 2 3 1 4 7 0 0 0 0 0 0 3 11 0 +6248 1947 Master Single 91712 0 0 17-10-2013 47 1276 24 746 94 29 48 0 9 7 11 3 0 0 1 0 0 0 3 11 1 +10164 1958 Graduation Single 94472 0 1 03-04-2014 75 1017 33 417 108 100 16 1 5 5 5 5 0 1 1 0 0 0 3 11 0 +4547 1960 Graduation Together 13672 1 1 17-04-2013 86 6 2 9 2 1 5 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +6815 1980 2n Cycle Married 96547 0 0 23-05-2014 4 448 21 125 52 101 62 0 7 6 8 2 1 0 1 1 0 0 3 11 1 +4122 1975 Graduation Married 79205 0 0 29-08-2012 73 504 23 117 179 28 44 1 6 5 4 4 0 0 0 1 0 0 3 11 1 +10841 1975 PhD Together 56559 0 1 25-12-2012 46 226 22 133 41 31 31 3 4 3 8 4 0 0 0 0 0 0 3 11 0 +5370 1973 PhD Married 32644 1 0 16-01-2013 38 239 3 141 0 7 23 4 7 1 6 8 1 0 0 0 0 0 3 11 0 +176 1980 2n Cycle Single 67506 0 1 02-01-2014 73 90 38 67 33 36 67 1 4 1 6 3 0 0 0 0 0 0 3 11 0 +4860 1970 Graduation Single 24206 1 0 08-03-2013 66 7 2 8 3 2 3 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +10757 1967 PhD Divorced 28420 1 0 24-12-2013 36 4 2 5 2 0 0 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +4023 1970 Graduation Married 22979 1 0 06-09-2012 29 16 17 19 20 21 22 3 3 2 2 8 0 0 0 0 0 0 3 11 1 +6679 1966 Graduation Single 33279 0 0 12-06-2014 29 10 3 3 0 0 0 1 0 0 3 3 0 0 0 0 0 0 3 11 0 +9923 1972 Master Single 46423 1 1 18-09-2013 6 68 0 16 0 0 8 3 2 0 4 7 0 0 0 0 0 0 3 11 0 +7181 1977 Graduation Married 30368 0 1 07-11-2013 97 35 0 13 2 0 2 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +3599 1970 Graduation Married 63684 0 1 26-11-2012 61 575 80 428 208 93 80 3 8 4 8 5 0 0 0 0 0 0 3 11 0 +405 1964 Graduation Divorced 41638 0 1 13-02-2013 68 315 0 31 4 0 91 4 5 5 3 8 1 0 0 0 0 0 3 11 0 +6870 1959 PhD Divorced 68805 0 1 17-09-2013 73 182 2 49 17 13 20 1 3 1 7 2 0 0 0 0 0 0 3 11 0 +832 1966 PhD Together 65814 0 1 02-03-2014 90 561 14 113 10 14 35 3 8 2 10 5 0 0 0 0 0 0 3 11 0 +2002 1958 Graduation Divorced 71964 0 0 20-05-2013 81 587 51 932 180 34 86 1 5 6 5 3 0 0 0 0 0 0 3 11 0 +3657 1986 Graduation Single 39146 1 0 14-02-2013 1 94 1 33 13 12 12 3 4 0 4 8 0 0 0 0 0 0 3 11 0 +500 1977 Graduation Together 96876 0 0 06-08-2013 79 908 43 735 40 194 21 1 7 7 9 2 0 1 1 1 0 0 3 11 1 +1951 1981 Basic Married 34445 0 0 27-01-2013 92 228 122 122 208 129 30 6 11 2 8 9 0 0 0 0 0 0 3 11 0 +3262 1958 Graduation Single 68281 0 0 07-08-2012 31 995 112 417 42 48 41 1 2 9 13 5 0 0 0 0 0 0 3 11 1 +4102 1975 2n Cycle Married 37284 1 1 29-03-2013 46 11 1 2 2 1 6 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +7042 1983 Graduation Married 36790 0 0 01-03-2013 14 3 3 14 15 21 10 1 2 1 2 9 0 0 0 0 0 0 3 11 1 +10598 1967 Graduation Together 27943 1 1 15-04-2013 89 12 1 16 4 1 3 3 2 0 3 8 0 0 0 0 0 0 3 11 0 +255 1951 Graduation Divorced 22263 1 1 30-03-2014 31 17 0 2 0 0 2 2 1 0 3 6 0 0 0 0 0 1 3 11 0 +2375 1972 Graduation Together 30261 1 2 25-09-2012 75 8 0 5 0 3 6 1 0 0 3 8 0 0 0 0 0 0 3 11 0 +9829 1978 Graduation Together 28587 1 0 12-02-2014 42 22 4 17 12 10 13 3 2 0 4 6 0 0 0 0 0 0 3 11 0 +6214 1982 Master Married 43815 1 0 05-04-2013 53 14 10 29 4 7 15 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +4954 1956 Graduation Married 48195 1 1 21-01-2014 53 106 27 68 52 7 5 6 4 2 5 6 0 0 0 0 0 0 3 11 0 +7861 1952 Master Married 77027 0 1 05-02-2014 23 820 57 242 45 0 11 2 8 3 6 4 0 0 0 0 0 0 3 11 0 +4837 1965 PhD Married 71322 0 1 16-02-2013 57 753 43 226 69 10 204 2 8 5 13 4 0 0 0 0 0 0 3 11 0 +9423 1979 Master Married 32765 1 0 23-02-2014 49 13 3 17 7 3 3 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +4198 1965 Graduation Together 29672 1 1 12-03-2013 6 9 1 3 0 4 8 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +153 1953 Graduation Divorced 23272 0 0 17-10-2013 29 19 3 6 4 2 12 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +9323 1949 Master Together 49912 0 1 07-09-2012 5 520 8 223 32 49 42 4 10 5 7 8 1 0 0 0 0 0 3 11 1 +10001 1985 2n Cycle Together 7500 1 0 01-08-2012 98 5 17 17 13 14 34 4 2 1 3 9 0 0 0 0 0 0 3 11 0 +3945 1947 PhD Widow 68117 0 1 10-03-2013 80 618 44 215 0 17 36 2 11 8 4 6 1 0 0 0 0 0 3 11 1 +3799 1955 Graduation Married 67225 0 1 26-11-2013 4 315 35 322 46 7 143 3 7 2 11 5 0 0 0 0 0 0 3 11 0 +8625 1976 Graduation Married 17649 1 0 12-11-2013 70 15 1 23 0 5 1 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +3491 1975 Graduation Together 55914 0 1 29-04-2013 32 384 60 364 119 101 232 4 11 6 8 7 0 0 0 0 0 0 3 11 0 +983 1984 Graduation Married 40059 1 0 28-09-2013 82 110 29 92 28 10 145 1 6 2 3 8 1 0 0 0 0 0 3 11 0 +9119 1950 Graduation Together 60905 0 1 05-12-2013 27 208 17 76 36 17 38 2 3 3 7 2 0 0 0 0 0 0 3 11 0 +4786 1977 Graduation Married 75330 1 1 04-10-2012 94 555 82 257 93 61 61 4 10 3 12 6 0 0 0 0 0 0 3 11 0 +5872 1951 Graduation Single 60689 0 1 01-06-2013 23 240 90 216 63 6 24 4 4 4 10 3 0 0 0 0 0 0 3 11 0 +6568 1984 Graduation Married 38680 1 0 28-03-2013 97 11 0 36 15 5 12 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +5628 1982 Graduation Together 61416 0 0 08-02-2013 25 848 154 323 201 61 78 1 10 3 10 6 1 0 0 0 0 0 3 11 0 +5631 1991 Graduation Single 49767 0 0 02-05-2013 92 202 47 197 55 42 149 1 5 4 8 4 0 0 0 0 0 0 3 11 0 +4974 1970 Graduation Single 83273 1 2 25-09-2012 98 433 89 650 16 102 102 10 4 6 9 7 0 0 0 0 0 0 3 11 0 +8416 1981 Graduation Married 29009 1 0 29-11-2013 19 6 6 15 10 5 2 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +5454 1979 Master Married 45057 1 0 01-12-2013 80 37 0 7 3 0 3 1 2 0 3 5 0 0 0 0 0 0 3 11 0 +4095 1971 Graduation Married 37150 1 0 11-09-2012 80 167 37 64 49 34 116 8 4 3 6 7 0 0 0 0 0 0 3 11 0 +5474 1970 Graduation Single 43020 1 0 30-11-2013 79 45 7 99 4 25 43 3 4 1 4 6 0 0 0 0 0 0 3 11 0 +4268 1959 Graduation Married 53154 0 1 09-06-2014 50 129 0 21 0 1 7 1 3 1 4 4 0 0 0 0 0 0 3 11 0 +10701 1973 Graduation Married 65308 0 0 11-09-2013 60 713 0 264 120 80 34 1 7 8 12 4 0 0 1 1 0 0 3 11 0 +3507 1970 Graduation Single 76467 1 0 17-08-2012 44 676 161 426 210 44 58 2 2 5 5 6 0 0 0 0 0 0 3 11 1 +2079 1947 2n Cycle Married 81044 0 0 27-12-2013 0 450 26 535 73 98 26 1 5 6 10 1 0 0 0 0 0 0 3 11 0 +626 1951 Graduation Married 32871 1 1 09-03-2013 28 22 2 12 0 2 5 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +4426 1975 Graduation Single 55801 1 1 22-09-2013 35 367 4 51 6 4 95 6 7 2 6 7 0 0 0 1 0 0 3 11 0 +2591 1959 Graduation Widow 76320 0 1 22-06-2014 49 526 35 214 69 53 35 2 6 3 4 2 0 0 0 0 0 0 3 11 0 +10509 1955 Master Single 36927 1 1 02-06-2014 46 51 0 16 0 0 4 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +6382 1953 Graduation Together 48794 1 1 26-06-2014 97 25 0 11 3 0 15 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +6673 1965 Graduation Single 23478 0 0 19-03-2013 51 28 6 27 12 17 39 1 3 0 3 8 0 0 0 0 0 0 3 11 0 +7441 1973 Graduation Divorced 71128 1 0 06-10-2012 80 958 159 447 20 0 31 3 2 10 12 7 0 0 0 0 0 0 3 11 0 +1071 1976 PhD Divorced 70179 0 1 21-07-2013 10 532 88 168 69 44 133 3 7 3 13 5 0 0 0 0 0 0 3 11 0 +10061 1950 Graduation Married 59462 0 1 05-01-2013 29 724 17 143 0 8 196 2 9 2 12 7 0 0 0 0 0 0 3 11 0 +7187 1969 Master Together 1 1 18-05-2013 52 375 42 48 94 66 96 7 4 10 4 3 0 0 0 0 0 0 3 11 0 +8775 1969 Graduation Together 38361 1 0 27-12-2013 74 39 0 56 20 8 14 3 3 1 3 7 0 0 0 0 0 0 3 11 0 +1612 1981 PhD Single 1 0 31-05-2013 82 23 0 15 0 2 7 2 3 0 3 6 0 0 0 0 0 0 3 11 0 +2345 1982 PhD Together 70038 0 0 25-10-2013 54 587 54 348 71 54 130 1 4 4 8 2 0 0 0 0 0 0 3 11 0 +322 1978 Graduation Together 42554 1 1 12-01-2013 93 29 1 11 0 0 0 2 2 0 3 4 0 0 0 0 0 0 3 11 0 +10897 1974 Graduation Married 67445 0 1 12-08-2012 63 757 80 217 29 80 11 5 9 6 12 6 0 0 0 0 0 0 3 11 0 +123 1951 Graduation Widow 67046 0 1 06-01-2013 92 544 35 133 23 151 107 2 4 5 4 2 0 0 0 0 0 0 3 11 0 +6103 1948 Graduation Married 42192 0 0 06-09-2013 40 40 15 15 17 6 7 1 2 1 3 4 0 0 0 0 0 0 3 11 0 +7899 1952 PhD Married 77610 0 1 29-10-2012 70 1245 33 332 21 33 16 2 4 7 4 7 0 0 0 0 0 0 3 11 0 +10500 1984 Graduation Married 31761 1 0 05-04-2014 96 19 1 20 16 14 28 2 3 0 4 5 0 0 0 0 0 0 3 11 0 +1655 1979 Graduation Together 34350 1 0 19-10-2013 81 16 3 15 2 1 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +2406 1949 Graduation Together 54591 0 1 05-08-2013 63 376 4 94 12 9 24 3 6 2 8 5 0 0 0 0 0 0 3 11 0 +2712 1956 Graduation Married 71866 0 1 25-12-2013 85 184 178 178 103 39 33 1 6 3 10 3 0 0 0 0 0 0 3 11 0 +5517 1969 Graduation Married 25293 1 0 15-09-2013 51 15 0 11 0 2 9 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +10643 1987 PhD Single 42000 0 0 10-01-2013 23 124 83 267 85 59 35 2 5 2 11 5 0 0 0 0 0 0 3 11 1 +2254 1983 Graduation Married 69520 0 0 07-07-2013 95 627 120 414 121 80 93 1 9 6 5 5 0 0 0 0 0 0 3 11 0 +10281 1970 Graduation Divorced 64713 1 0 07-02-2014 11 180 60 241 13 54 54 2 5 5 7 4 0 0 0 0 0 0 3 11 1 +6958 1977 Master Married 27889 1 0 05-07-2013 42 14 0 4 0 0 8 1 1 1 2 6 0 0 0 0 0 0 3 11 0 +954 1960 Basic Widow 22123 0 0 27-03-2014 77 3 3 24 34 7 31 1 2 1 3 5 0 0 0 0 0 0 3 11 0 +5079 1971 Graduation Married 1 1 03-03-2013 82 71 1 16 0 0 9 4 2 1 3 8 0 0 0 0 0 0 3 11 0 +10339 1954 Master Together 0 1 23-06-2013 83 161 0 22 0 0 24 2 4 1 4 6 0 0 0 0 0 0 3 11 0 +4643 1973 Graduation Married 27803 1 0 26-08-2012 40 8 26 46 38 9 49 2 3 0 4 8 0 0 0 0 0 0 3 11 0 +3117 1955 Graduation Single 0 1 18-10-2013 95 264 0 21 12 6 147 3 6 1 5 7 0 0 0 0 0 0 3 11 0 +6497 1960 Graduation Married 51651 0 1 07-11-2012 32 293 6 23 13 6 92 4 6 2 5 8 0 0 0 0 0 0 3 11 0 +5396 1988 Graduation Married 68487 0 0 13-01-2013 48 758 12 385 33 89 89 1 9 7 13 4 0 0 0 0 0 0 3 11 0 +5250 1943 Master Widow 0 0 30-10-2013 75 532 126 490 164 126 126 1 5 5 11 1 0 0 1 0 0 0 3 11 1 +1052 1969 Graduation Married 56796 0 1 16-02-2013 24 656 38 161 62 47 37 3 8 9 7 7 0 0 0 0 0 0 3 11 0 +2802 1992 2n Cycle Married 87000 0 0 15-12-2012 61 196 25 607 67 17 49 1 4 6 7 2 0 0 0 0 0 0 3 11 0 +6343 1959 Graduation Married 79823 0 1 31-03-2014 6 835 73 380 114 73 43 1 6 9 7 2 0 1 0 0 0 0 3 11 0 +6507 1980 Graduation Single 30828 1 0 04-10-2013 16 16 11 15 2 0 12 2 1 1 4 3 0 0 0 0 0 0 3 11 0 +7901 1971 Master Married 34109 0 1 06-11-2013 39 9 1 5 2 1 4 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +4865 1974 Master Divorced 53367 1 1 31-08-2013 2 229 7 140 10 3 11 7 5 1 8 7 0 0 0 0 0 0 3 11 1 +2686 1969 Basic Together 22390 0 0 21-10-2013 49 0 1 4 15 1 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +3107 1976 Graduation Together 71322 0 1 02-05-2014 31 121 24 124 24 15 42 1 4 1 7 2 0 0 0 0 0 0 3 11 0 +7734 1993 Graduation Absurd 79244 0 0 19-12-2012 58 471 102 125 212 61 245 1 4 10 7 1 0 0 1 1 0 0 3 11 1 +1146 1949 Master Together 49912 0 1 07-09-2012 5 520 8 223 32 49 42 4 10 5 7 8 1 0 0 0 0 0 3 11 1 +11031 1950 PhD Married 48699 1 1 21-05-2013 90 26 1 10 2 0 1 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +7428 1975 Graduation Together 80144 0 0 30-09-2013 47 240 132 445 250 192 108 1 3 7 8 1 0 0 0 0 0 0 3 11 0 +975 1956 Graduation Single 54252 1 1 28-05-2013 25 178 4 26 8 4 44 5 4 1 5 6 0 0 0 0 0 0 3 11 0 +1103 1976 Master Married 81929 1 0 29-09-2012 60 1486 55 278 49 0 185 2 4 4 10 6 1 0 1 0 0 0 3 11 1 +3422 1975 Graduation Married 76068 0 1 29-11-2012 67 1115 12 128 33 12 76 1 2 3 4 6 0 1 0 0 1 0 3 11 0 +1055 1976 Master Married 53204 1 1 20-03-2014 40 29 0 8 2 0 6 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +6544 1949 PhD Together 67911 0 1 22-05-2014 63 529 0 356 63 28 0 3 6 7 11 3 0 0 0 0 0 0 3 11 0 +1241 1984 2n Cycle Married 14796 1 0 17-09-2012 1 13 3 8 7 4 16 2 1 0 3 9 0 0 0 0 0 0 3 11 1 +2909 1974 PhD Married 78128 0 1 19-02-2014 89 934 24 230 16 24 36 2 8 4 6 3 0 1 1 0 0 0 3 11 0 +5802 1972 Basic Married 14188 0 0 28-02-2013 40 2 7 11 16 12 27 1 2 0 4 6 0 0 0 0 0 0 3 11 0 +1407 1986 Basic Married 20425 1 0 29-10-2012 5 4 12 5 3 16 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +6183 1962 Master Married 58646 0 1 10-06-2013 3 62 1 44 6 5 22 1 2 1 4 4 0 0 0 0 0 0 3 11 0 +340 1970 Graduation Divorced 72967 0 1 15-12-2012 1 158 35 179 0 0 125 2 7 2 8 5 1 0 0 0 0 0 3 11 1 +5991 1949 Master Married 48150 0 1 08-06-2013 24 173 2 39 3 2 47 3 5 1 4 7 0 0 0 0 0 0 3 11 0 +3104 1961 Graduation Single 82332 0 0 17-09-2012 89 830 59 968 51 79 19 1 5 3 12 2 0 0 1 0 0 0 3 11 1 +9729 1955 Graduation Widow 58275 1 1 02-06-2013 48 189 10 253 56 43 64 6 8 2 7 7 0 0 0 0 0 0 3 11 0 +1008 1981 PhD Together 44953 0 0 21-12-2012 31 728 17 133 11 8 124 1 7 3 13 6 1 0 0 0 0 0 3 11 0 +11091 1953 Graduation Together 34587 1 1 16-05-2014 68 7 2 9 2 0 2 2 1 0 3 4 0 0 0 0 0 0 3 11 0 +3969 1974 Master Together 43018 0 1 01-11-2013 46 35 4 17 7 6 64 1 2 2 2 5 0 0 0 0 0 0 3 11 0 +1916 1954 Master Married 45736 0 1 24-07-2013 92 188 3 180 20 3 43 5 7 1 6 7 0 0 0 0 0 0 3 11 0 +9907 1969 Master Together 66476 0 1 04-12-2013 80 742 28 152 25 9 57 2 6 8 10 4 0 0 0 0 0 0 3 11 0 +87 1981 2n Cycle Married 27733 1 0 26-08-2013 16 0 7 5 26 2 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +8659 1952 PhD Together 69805 0 1 21-01-2014 50 750 71 174 13 10 20 2 6 8 11 2 0 0 0 0 0 0 3 11 0 +6262 1962 Master Single 72217 0 0 10-04-2013 93 816 42 450 55 56 154 1 3 10 8 2 0 0 0 0 0 0 3 11 0 +6147 1971 Graduation Divorced 25818 1 0 18-10-2012 51 5 2 8 2 2 9 1 0 1 2 7 0 0 0 0 0 0 3 11 0 +8832 1976 Master Together 37509 1 0 12-09-2012 24 37 5 56 12 8 5 2 3 0 4 7 0 0 0 0 0 0 3 11 0 +10067 1976 2n Cycle Together 25176 1 1 10-08-2013 79 4 0 4 0 0 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +7532 1980 Graduation Married 43586 0 1 30-08-2012 26 99 2 11 4 0 16 3 3 0 4 8 0 0 0 0 0 0 3 11 0 +4915 1956 2n Cycle Married 53230 0 1 03-08-2012 86 176 72 98 136 21 229 4 5 2 12 5 0 0 0 0 0 0 3 11 0 +2115 1957 Graduation Together 50116 1 1 20-06-2014 68 54 0 10 0 0 2 2 1 0 4 5 0 1 0 0 0 0 3 11 0 +2088 1972 Graduation Together 84906 0 0 04-10-2013 98 997 15 414 99 30 76 1 5 6 12 2 0 1 1 0 1 0 3 11 0 +2493 1966 Graduation Married 61286 0 1 02-08-2013 34 356 0 107 19 9 117 2 7 1 8 5 0 0 0 0 0 0 3 11 0 +6292 1986 PhD Married 82333 0 0 30-03-2013 60 1311 0 359 46 89 17 1 4 3 10 2 0 0 1 0 0 0 3 11 1 +1631 1965 PhD Together 65220 0 0 03-09-2012 3 890 63 292 0 25 12 4 8 4 7 6 0 0 0 0 0 0 3 11 1 +10104 1974 Graduation Together 33590 2 1 03-11-2013 65 4 0 2 0 0 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +3006 1976 Graduation Divorced 30992 1 0 22-04-2013 83 17 0 14 7 3 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +3919 1976 Master Single 72309 0 0 11-03-2013 64 960 0 883 50 38 0 1 5 6 8 3 0 0 0 1 0 0 3 11 1 +11181 1949 PhD Married 156924 0 0 29-08-2013 85 2 1 2 1 1 1 0 0 0 0 0 0 0 0 0 0 0 3 11 0 +642 1980 Basic Married 16005 1 0 14-08-2012 69 1 3 2 20 30 47 3 2 1 2 8 0 0 0 0 0 0 3 11 0 +4369 1957 Master Absurd 65487 0 0 10-01-2014 48 240 67 500 199 0 163 3 3 5 6 2 0 0 0 0 0 0 3 11 0 +10127 1965 Graduation Married 58692 0 1 06-04-2014 21 301 11 61 4 7 11 1 8 2 4 7 0 0 0 0 0 0 3 11 0 +271 1969 Graduation Widow 40590 1 1 02-10-2013 30 154 0 50 6 11 37 5 3 4 3 6 1 0 0 0 0 0 3 11 0 +4973 1970 Graduation Single 20587 1 0 11-05-2014 39 2 3 6 4 1 9 1 1 1 2 7 0 0 0 0 0 0 3 11 0 +2948 1954 Master Divorced 62637 0 1 01-03-2014 76 104 12 48 4 12 5 1 2 2 5 2 0 0 0 0 0 0 3 11 0 +2715 1966 Master Divorced 29435 1 1 06-08-2012 11 70 3 37 4 2 64 4 3 2 2 9 0 0 0 0 0 0 3 11 1 +10432 1974 Graduation Divorced 19346 1 0 30-01-2014 26 2 0 9 3 6 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +9216 1971 Graduation Married 35788 1 1 23-01-2014 34 23 2 11 3 1 4 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +7124 1968 Graduation Divorced 36997 1 1 01-02-2013 72 43 4 12 8 0 27 5 2 1 4 5 0 0 0 0 0 0 3 11 0 +9727 1957 Graduation Married 23539 0 0 28-02-2014 13 4 24 11 16 1 25 1 2 0 4 6 0 0 0 0 0 0 3 11 0 +5136 1973 Graduation Single 65333 0 1 17-01-2014 58 654 7 92 0 15 30 7 9 4 8 6 0 1 1 0 0 0 3 11 0 +9790 1957 Graduation Single 78499 0 0 23-11-2013 12 912 72 170 47 36 97 1 11 3 4 4 0 0 1 0 0 0 3 11 1 +1818 1971 PhD Together 29732 1 0 25-03-2014 23 25 0 8 0 1 4 1 2 0 2 9 0 0 0 0 0 0 3 11 0 +1100 1960 Master Together 41275 1 2 24-03-2014 33 24 4 22 0 2 9 4 3 1 3 5 0 0 0 0 0 0 3 11 0 +7873 1973 PhD Together 63516 1 1 06-07-2013 30 141 11 114 15 14 5 4 4 1 7 5 0 0 0 0 0 0 3 11 0 +10609 1962 PhD Married 42769 0 1 12-10-2013 15 71 0 13 3 1 0 2 1 1 4 4 0 0 0 0 0 0 3 11 0 +6950 1958 Master Married 49572 1 1 15-12-2013 25 35 1 16 0 1 1 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +7233 1972 Graduation Married 69209 0 0 17-09-2012 4 496 32 849 229 48 128 2 5 3 6 4 0 0 0 1 0 0 3 11 0 +9481 1976 Graduation Married 17148 1 0 28-01-2014 80 9 9 11 13 10 16 4 3 1 3 8 0 0 0 0 0 0 3 11 0 +7699 1969 Graduation Widow 40590 1 1 02-10-2013 30 154 0 50 6 11 37 5 3 4 3 6 1 0 0 0 0 0 3 11 0 +2711 1976 Master Together 30560 1 0 27-06-2013 6 9 1 5 4 5 7 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +8933 1983 2n Cycle Married 32146 1 0 12-05-2014 16 26 3 23 4 7 3 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +8726 1964 2n Cycle Divorced 41713 1 1 29-04-2014 57 77 8 44 10 10 25 5 3 1 4 6 0 0 0 0 0 0 3 11 0 +1515 1975 Master Together 34176 0 1 22-01-2014 9 11 2 7 4 2 2 1 1 0 3 3 0 0 0 0 0 0 3 11 0 +5186 1955 PhD Married 58482 0 1 12-03-2014 59 576 7 115 19 7 7 2 7 4 9 6 0 1 0 0 0 0 3 11 0 +10157 1965 Graduation Single 59686 0 1 25-01-2014 78 89 15 89 34 42 5 1 4 1 6 4 0 0 0 0 0 0 3 11 0 +5667 1964 PhD Married 60896 0 1 11-10-2012 90 1013 30 399 60 46 153 3 9 10 4 6 0 0 0 0 0 0 3 11 1 +902 1980 Graduation Together 62994 1 0 04-03-2014 74 224 12 48 4 12 12 1 6 2 4 6 0 0 0 0 0 0 3 11 0 +977 1957 Graduation Together 47320 0 1 01-08-2013 10 200 19 111 50 15 19 6 5 1 8 6 0 0 0 0 0 0 3 11 0 +7313 1949 2n Cycle Widow 74859 0 0 03-06-2013 63 570 73 614 133 102 73 1 6 5 11 3 0 0 0 1 0 0 3 11 0 +7600 1992 Basic Single 15253 1 0 28-10-2013 13 1 3 3 8 1 13 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +9706 1974 PhD Single 31560 1 0 24-06-2013 98 62 1 20 4 0 7 2 2 1 3 8 0 0 0 0 0 0 3 11 0 +2429 1954 Graduation Divorced 72071 0 1 14-02-2013 4 531 69 300 150 138 150 3 5 4 8 2 0 0 0 0 0 0 3 11 0 +3520 1990 Master Single 91172 0 0 27-03-2013 94 162 28 818 0 28 56 0 4 3 7 3 1 0 1 1 1 0 3 11 1 +10394 1984 Graduation Married 90000 0 0 23-12-2013 91 675 144 133 94 192 241 1 4 8 5 1 1 0 1 1 0 0 3 11 0 +4548 1981 Graduation Single 41967 1 1 23-11-2013 66 23 4 10 0 2 15 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +9362 1965 Graduation Single 69263 0 1 05-03-2014 14 492 5 32 13 5 21 1 9 1 7 6 0 1 0 0 0 0 3 11 0 +3968 1970 2n Cycle Divorced 65706 0 0 28-06-2013 77 918 10 129 13 0 129 1 11 3 12 7 0 1 1 0 1 0 3 11 1 +4084 1975 Graduation Together 60934 0 1 17-01-2014 41 224 155 155 192 93 54 2 6 4 11 4 0 0 0 0 0 0 3 11 0 +6721 1951 Graduation Married 71965 0 1 29-07-2013 21 572 19 286 50 38 248 3 6 3 5 3 0 0 0 0 0 0 3 11 0 +2829 1955 Graduation Married 65210 0 1 10-03-2014 25 626 0 70 0 7 28 2 9 3 8 6 0 1 0 1 0 0 3 11 0 +1772 1975 PhD Married 79174 0 0 11-01-2013 2 1074 37 518 193 92 129 1 5 6 7 2 0 0 1 1 0 0 3 11 1 +1544 1967 Master Divorced 81380 0 0 22-12-2012 51 741 68 689 224 68 103 1 4 2 10 2 0 0 0 0 0 0 3 11 0 +492 1973 PhD YOLO 48432 0 1 18-10-2012 3 322 3 50 4 3 42 5 7 1 6 8 0 0 0 0 0 0 3 11 0 +4377 1971 Graduation Married 52914 0 1 07-01-2013 32 254 10 44 30 10 227 2 7 3 3 7 1 0 0 0 0 0 3 11 0 +4541 1955 Graduation Together 38946 0 1 24-10-2013 84 116 6 82 6 6 41 2 3 1 6 5 0 0 0 0 0 0 3 11 0 +1321 1974 Graduation Married 26067 1 0 04-11-2013 49 22 2 18 0 2 12 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +8858 1972 PhD Married 44325 0 1 07-03-2013 69 516 0 21 0 0 5 4 8 2 7 8 0 1 0 0 0 0 3 11 0 +3266 1964 Graduation Married 42523 0 0 23-04-2014 96 14 36 11 3 26 35 1 1 1 4 2 0 0 0 0 0 0 3 11 0 +11187 1978 Basic Single 26487 1 0 20-05-2013 23 2 8 10 12 14 23 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +8207 1957 2n Cycle Married 53233 0 1 18-03-2014 18 28 0 9 3 0 0 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +9723 1960 Graduation Married 67716 0 1 10-01-2013 8 530 142 217 62 9 56 4 7 4 13 5 0 1 0 0 0 0 3 11 0 +2666 1972 Master Married 76234 0 1 06-02-2014 21 519 50 167 130 0 41 1 8 3 11 3 0 1 0 0 0 0 3 11 0 +5721 1956 PhD Married 84117 0 0 11-05-2014 60 611 76 749 59 45 26 1 7 10 6 2 0 0 1 0 0 0 3 11 0 +10652 1957 Master Together 65487 0 0 10-01-2014 48 240 67 500 199 0 163 3 3 5 6 2 0 0 0 0 0 0 3 11 0 +1646 1972 Basic Married 25224 1 0 16-03-2014 36 4 9 12 11 2 8 2 1 1 3 3 0 0 0 0 0 0 3 11 0 +4418 1983 Master Single 89616 0 0 25-02-2013 36 671 47 655 145 111 15 1 7 5 12 2 0 0 0 0 0 0 3 11 1 +2656 1971 Graduation Divorced 40851 1 1 21-02-2013 63 23 1 7 0 4 24 1 1 1 2 7 0 0 0 0 0 0 3 11 0 +7990 1947 Graduation Married 27469 0 0 02-08-2012 2 9 1 2 3 2 0 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +8722 1957 2n Cycle Married 82347 0 0 06-11-2012 38 556 54 845 202 133 63 1 7 7 10 3 1 0 0 1 0 0 3 11 1 +7118 1957 Graduation Married 73803 0 1 01-08-2012 61 833 80 363 52 26 174 2 9 5 6 6 1 0 0 0 0 0 3 11 1 +2980 1952 Master Single 8820 1 1 22-03-2013 52 12 0 13 4 2 4 4 3 0 3 8 0 0 0 0 0 0 3 11 0 +1839 1974 Graduation Single 43322 0 0 21-04-2014 25 56 7 48 10 2 18 1 3 0 4 7 0 0 0 0 0 0 3 11 0 +10722 1973 Graduation Together 55593 0 1 21-08-2013 63 293 8 124 11 4 106 2 6 6 3 6 1 0 0 0 0 0 3 11 0 +2632 1954 Graduation Married 50501 1 1 18-06-2013 10 297 0 38 13 0 152 7 5 4 4 6 1 0 0 0 0 0 3 11 1 +9014 1975 Graduation Married 37085 1 1 26-06-2014 65 39 1 16 2 0 3 4 3 0 3 8 0 0 0 0 0 0 3 11 0 +7620 1990 Basic Single 16185 1 0 05-08-2013 71 5 11 16 21 8 45 2 2 2 2 8 0 0 0 0 0 0 3 11 0 +10968 1969 Graduation Single 57731 0 1 23-11-2012 0 266 21 300 65 8 44 4 8 8 6 6 0 0 0 0 0 0 3 11 0 +11133 1973 PhD YOLO 48432 0 1 18-10-2012 3 322 3 50 4 3 42 5 7 1 6 8 0 0 0 0 0 0 3 11 1 +2736 1978 Graduation Married 73807 0 1 02-01-2013 88 366 124 156 71 78 54 2 5 5 11 2 0 0 0 0 0 0 3 11 0 +1876 1990 Graduation Married 18929 0 0 16-02-2013 15 32 0 8 23 4 18 1 1 0 4 6 0 0 0 0 0 0 3 11 0 +5959 1968 Graduation Single 35893 1 1 15-10-2012 80 158 0 23 0 0 18 6 3 1 5 8 0 0 0 0 0 0 3 11 0 +1092 1980 Graduation Married 61014 0 1 11-08-2012 17 269 129 495 182 43 29 4 9 3 4 7 0 0 0 0 0 0 3 11 0 +4333 1954 Graduation Together 32144 1 1 23-03-2014 76 41 0 10 0 0 3 4 2 1 3 7 0 1 0 0 0 0 3 11 0 +3850 1963 Basic Together 14918 0 1 07-12-2012 52 3 3 3 15 4 15 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +6168 1963 Graduation Divorced 45146 1 1 15-07-2013 28 33 0 5 0 0 15 2 1 1 2 4 0 0 0 0 0 0 3 11 0 +607 1955 2n Cycle Divorced 41769 0 1 13-02-2013 31 302 29 131 32 0 27 6 8 1 7 8 0 0 0 0 0 0 3 11 0 +10469 1981 Graduation Together 88325 0 0 05-02-2014 42 519 71 860 93 27 53 1 6 2 9 2 0 0 0 0 0 0 3 11 0 +6983 1950 Master Divorced 38054 1 1 01-05-2014 24 23 2 17 2 1 0 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +3661 1995 2n Cycle Single 80617 0 0 12-10-2012 42 594 51 631 72 55 32 1 4 6 8 2 0 0 0 0 0 0 3 11 0 +9303 1976 Graduation Married 5305 0 1 30-07-2013 12 12 4 7 1 3 5 0 1 0 0 13 0 0 0 0 0 0 3 11 0 +692 1954 Graduation Together 36807 1 1 20-12-2012 88 4 2 5 0 0 5 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +736 1983 Graduation Together 28427 1 0 21-03-2013 67 18 3 19 3 3 6 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +9589 1948 PhD Widow 82032 0 0 05-04-2014 54 332 194 377 149 125 57 0 4 6 7 1 0 0 0 0 0 0 3 11 0 +4838 1978 Graduation Together 22775 1 0 19-06-2013 40 5 1 8 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +9246 1985 Master Together 40101 1 0 14-10-2012 73 171 3 129 26 24 62 4 6 1 6 7 0 0 0 0 0 0 3 11 0 +6261 1979 Graduation Married 58025 0 1 26-11-2013 81 270 31 88 11 48 22 3 3 2 10 4 0 0 0 0 0 0 3 11 0 +7366 1982 Master Single 75777 0 0 04-07-2013 12 712 26 538 69 13 80 1 3 6 11 1 0 1 1 0 0 0 3 11 1 +10659 1979 2n Cycle Together 7500 1 0 07-05-2013 7 2 8 11 3 8 21 4 3 2 2 7 0 0 0 0 0 0 3 11 0 +1448 1963 Master Married 33562 1 2 25-06-2014 33 21 12 12 0 3 3 3 2 0 4 4 0 0 0 0 0 0 3 11 0 +4286 1970 PhD Single 57642 0 1 09-01-2014 24 580 6 58 8 0 27 3 7 6 6 4 1 0 0 0 0 0 3 11 0 +4749 1968 Graduation Together 58554 1 1 26-09-2012 55 368 24 68 38 0 88 6 8 2 6 7 0 0 0 0 0 0 3 11 0 +4478 1979 Graduation Married 63777 1 1 24-03-2013 87 457 5 106 15 17 53 8 11 1 6 8 0 0 0 0 0 0 3 11 0 +4201 1962 Graduation Single 57967 0 1 03-03-2013 39 229 7 137 4 0 91 5 4 2 8 5 0 0 0 0 0 0 3 11 0 +8720 1978 2n Cycle Together 0 0 12-08-2012 53 32 2 1607 12 4 22 0 0 0 1 0 0 1 0 0 0 0 3 11 0 +10084 1972 Graduation Married 24434 2 0 18-05-2014 9 3 2 8 20 0 17 2 2 1 2 7 0 0 0 0 0 0 3 11 0 +7004 1984 Graduation Single 11012 1 0 16-03-2013 82 24 3 26 7 1 23 3 3 1 2 9 1 0 0 0 0 0 3 11 0 +9817 1970 Master Single 44802 0 0 21-08-2012 71 853 10 143 13 10 20 2 9 4 12 8 0 0 0 0 0 0 3 11 0 +8080 1986 Graduation Single 26816 0 0 17-08-2012 50 5 1 6 3 4 3 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +9432 1977 Graduation Together 666666 1 0 02-06-2013 23 9 14 18 8 1 12 4 3 1 3 6 0 0 0 0 0 0 3 11 0 +8372 1974 Graduation Married 34421 1 0 01-07-2013 81 3 3 7 6 2 9 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +10870 1967 Graduation Married 61223 0 1 13-06-2013 46 709 43 182 42 118 247 2 9 3 4 5 0 0 0 0 0 0 3 11 0 +4001 1946 PhD Together 64014 2 1 10-06-2014 56 406 0 30 0 0 8 7 8 2 5 7 0 0 0 1 0 0 3 11 0 +7270 1981 Graduation Divorced 56981 0 0 25-01-2014 91 908 48 217 32 12 24 1 2 3 13 6 0 1 0 0 0 0 3 11 0 +8235 1956 Master Together 69245 0 1 24-01-2014 8 428 30 214 80 30 61 2 6 5 10 3 0 0 0 0 0 0 3 11 0 +9405 1954 PhD Married 52869 1 1 15-10-2012 40 84 3 61 2 1 21 3 3 1 4 7 0 0 0 0 0 0 3 11 1 diff --git a/lab1/lab1.ipynb b/lab1/lab1.ipynb index 40bf4aa..b9427bc 100644 --- a/lab1/lab1.ipynb +++ b/lab1/lab1.ipynb @@ -4,14 +4,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Начало лабораторной \n", + "## Лабораторная работа 1\n", "\n", "Выгрузка данных из csv файла в датафрейм" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -85,12 +85,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -104,8 +104,9 @@ "\n", "year_counts = data[\"Year_Birth\"].value_counts().sort_index()\n", "\n", + " \n", "plt.figure(figsize=(12, 6))\n", - "year_counts.plot(kind=\"bar\", color=\"skyblue\", edgecolor=\"black\")\n", + "year_counts.plot(kind=\"bar\", color=\"yellow\", edgecolor=\"black\")\n", "plt.title(\"Количество клиентов по годам рождения\")\n", "plt.xlabel(\"Год рождения\")\n", "plt.ylabel(\"Количество клиентов\")\n", @@ -121,12 +122,12 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -139,7 +140,7 @@ "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(10, 6))\n", - "data[\"Income\"].plot.hist(bins=50, color='skyblue', edgecolor='black')\n", + "data[\"Income\"].plot.hist(bins=50, color='yellow', edgecolor='black')\n", "plt.title(\"Распределение доходов среди клиентов\")\n", "plt.show()\n" ] @@ -153,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 20, "metadata": {}, "outputs": [ { diff --git a/lab2/lab2.ipynb b/lab2/lab2.ipynb index 0ee09ae..9394b5a 100644 --- a/lab2/lab2.ipynb +++ b/lab2/lab2.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -236,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -264,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -341,7 +341,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -387,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -432,7 +432,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -481,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -529,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 34, "metadata": {}, "outputs": [ { diff --git a/lab3/datasetlab1/marketing_campaign.csv b/lab3/datasetlab1/marketing_campaign.csv new file mode 100644 index 0000000..ecf0643 --- /dev/null +++ b/lab3/datasetlab1/marketing_campaign.csv @@ -0,0 +1,2241 @@ +ID Year_Birth Education Marital_Status Income Kidhome Teenhome Dt_Customer Recency MntWines MntFruits MntMeatProducts MntFishProducts MntSweetProducts MntGoldProds NumDealsPurchases NumWebPurchases NumCatalogPurchases NumStorePurchases NumWebVisitsMonth AcceptedCmp3 AcceptedCmp4 AcceptedCmp5 AcceptedCmp1 AcceptedCmp2 Complain Z_CostContact Z_Revenue Response +5524 1957 Graduation Single 58138 0 0 04-09-2012 58 635 88 546 172 88 88 3 8 10 4 7 0 0 0 0 0 0 3 11 1 +2174 1954 Graduation Single 46344 1 1 08-03-2014 38 11 1 6 2 1 6 2 1 1 2 5 0 0 0 0 0 0 3 11 0 +4141 1965 Graduation Together 71613 0 0 21-08-2013 26 426 49 127 111 21 42 1 8 2 10 4 0 0 0 0 0 0 3 11 0 +6182 1984 Graduation Together 26646 1 0 10-02-2014 26 11 4 20 10 3 5 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +5324 1981 PhD Married 58293 1 0 19-01-2014 94 173 43 118 46 27 15 5 5 3 6 5 0 0 0 0 0 0 3 11 0 +7446 1967 Master Together 62513 0 1 09-09-2013 16 520 42 98 0 42 14 2 6 4 10 6 0 0 0 0 0 0 3 11 0 +965 1971 Graduation Divorced 55635 0 1 13-11-2012 34 235 65 164 50 49 27 4 7 3 7 6 0 0 0 0 0 0 3 11 0 +6177 1985 PhD Married 33454 1 0 08-05-2013 32 76 10 56 3 1 23 2 4 0 4 8 0 0 0 0 0 0 3 11 0 +4855 1974 PhD Together 30351 1 0 06-06-2013 19 14 0 24 3 3 2 1 3 0 2 9 0 0 0 0 0 0 3 11 1 +5899 1950 PhD Together 5648 1 1 13-03-2014 68 28 0 6 1 1 13 1 1 0 0 20 1 0 0 0 0 0 3 11 0 +1994 1983 Graduation Married 1 0 15-11-2013 11 5 5 6 0 2 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +387 1976 Basic Married 7500 0 0 13-11-2012 59 6 16 11 11 1 16 1 2 0 3 8 0 0 0 0 0 0 3 11 0 +2125 1959 Graduation Divorced 63033 0 0 15-11-2013 82 194 61 480 225 112 30 1 3 4 8 2 0 0 0 0 0 0 3 11 0 +8180 1952 Master Divorced 59354 1 1 15-11-2013 53 233 2 53 3 5 14 3 6 1 5 6 0 0 0 0 0 0 3 11 0 +2569 1987 Graduation Married 17323 0 0 10-10-2012 38 3 14 17 6 1 5 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +2114 1946 PhD Single 82800 0 0 24-11-2012 23 1006 22 115 59 68 45 1 7 6 12 3 0 0 1 1 0 0 3 11 1 +9736 1980 Graduation Married 41850 1 1 24-12-2012 51 53 5 19 2 13 4 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +4939 1946 Graduation Together 37760 0 0 31-08-2012 20 84 5 38 150 12 28 2 4 1 6 7 0 0 0 0 0 0 3 11 0 +6565 1949 Master Married 76995 0 1 28-03-2013 91 1012 80 498 0 16 176 2 11 4 9 5 0 0 0 1 0 0 3 11 0 +2278 1985 2n Cycle Single 33812 1 0 03-11-2012 86 4 17 19 30 24 39 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +9360 1982 Graduation Married 37040 0 0 08-08-2012 41 86 2 73 69 38 48 1 4 2 5 8 0 0 0 0 0 0 3 11 0 +5376 1979 Graduation Married 2447 1 0 06-01-2013 42 1 1 1725 1 1 1 15 0 28 0 1 0 0 0 0 0 0 3 11 0 +1993 1949 PhD Married 58607 0 1 23-12-2012 63 867 0 86 0 0 19 3 2 3 9 8 0 1 0 0 0 0 3 11 0 +4047 1954 PhD Married 65324 0 1 11-01-2014 0 384 0 102 21 32 5 3 6 2 9 4 0 0 0 0 0 0 3 11 0 +1409 1951 Graduation Together 40689 0 1 18-03-2013 69 270 3 27 39 6 99 7 7 1 5 8 0 0 0 0 0 0 3 11 0 +7892 1969 Graduation Single 18589 0 0 02-01-2013 89 6 4 25 15 12 13 2 2 1 3 7 0 0 0 0 0 0 3 11 0 +2404 1976 Graduation Married 53359 1 1 27-05-2013 4 173 4 30 3 6 41 4 5 1 4 7 0 0 0 0 0 0 3 11 0 +5255 1986 Graduation Single 1 0 20-02-2013 19 5 1 3 3 263 362 0 27 0 0 1 0 0 0 0 0 0 3 11 0 +9422 1989 Graduation Married 38360 1 0 31-05-2013 26 36 2 42 20 21 10 2 2 1 4 3 0 0 0 0 0 0 3 11 0 +1966 1965 PhD Married 84618 0 0 22-11-2013 96 684 100 801 21 66 0 1 6 9 10 2 0 0 1 0 0 0 3 11 0 +6864 1989 Master Divorced 10979 0 0 22-05-2014 34 8 4 10 2 2 4 2 3 0 3 5 0 0 0 0 0 0 3 11 0 +3033 1963 Master Together 38620 0 0 11-05-2013 56 112 17 44 34 22 89 1 2 5 3 3 0 0 0 0 0 0 3 11 0 +5710 1970 Graduation Together 40548 0 1 10-10-2012 31 110 0 5 2 0 3 2 2 1 4 5 0 1 0 0 0 0 3 11 0 +7373 1952 PhD Divorced 46610 0 2 29-10-2012 8 96 12 96 33 22 43 6 4 1 6 6 0 0 0 0 0 0 3 11 1 +8755 1946 Master Married 68657 0 0 20-02-2013 4 482 34 471 119 68 22 1 3 5 9 7 0 0 0 0 0 0 3 11 0 +10738 1951 Master Single 49389 1 1 29-08-2013 55 40 0 19 2 1 3 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +4339 1970 PhD Married 67353 0 1 31-12-2013 37 702 17 151 0 8 35 5 5 6 12 2 0 0 0 0 0 0 3 11 0 +10755 1976 2n Cycle Married 23718 1 0 02-09-2013 76 6 3 14 15 7 36 3 3 1 2 7 0 0 0 0 0 0 3 11 0 +8595 1973 Graduation Widow 42429 0 1 11-02-2014 99 55 0 6 2 0 4 2 1 1 3 5 0 0 0 0 0 0 3 11 0 +2968 1943 PhD Divorced 48948 0 0 01-02-2013 53 437 8 206 160 49 42 2 7 10 5 6 1 0 0 0 0 0 3 11 1 +8601 1980 Graduation Married 80011 0 1 29-04-2013 3 421 76 536 82 178 102 2 8 6 5 4 0 0 0 0 0 0 3 11 0 +503 1985 Master Married 20559 1 0 12-03-2013 88 13 1 29 3 0 7 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +8430 1957 Graduation Together 21994 0 1 24-12-2012 4 9 0 6 3 1 3 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +7281 1959 PhD Single 0 0 05-11-2013 80 81 11 50 3 2 39 1 1 3 4 2 0 0 0 0 0 0 3 11 0 +2139 1975 Master Married 7500 1 0 02-10-2013 19 3 1 10 3 2 12 3 2 0 3 5 0 0 0 0 0 0 3 11 0 +1371 1976 Graduation Single 79941 0 0 28-06-2014 72 123 164 266 227 30 174 1 2 4 9 1 0 0 0 0 0 0 3 11 0 +9909 1996 2n Cycle Married 7500 0 0 09-11-2012 24 3 18 14 15 22 50 3 3 1 3 9 0 0 0 0 0 0 3 11 1 +7286 1968 Graduation Together 41728 1 0 24-05-2013 92 13 6 15 3 5 13 1 2 0 2 10 0 0 0 0 0 0 3 11 0 +7244 1951 Graduation Single 2 1 01-01-2014 96 48 5 48 6 10 7 3 2 1 4 6 0 0 0 0 0 0 3 11 0 +6566 1954 PhD Married 72550 1 1 08-11-2012 39 826 50 317 50 38 38 9 5 2 12 8 0 0 0 0 0 0 3 11 0 +8614 1957 Graduation Widow 65486 0 1 12-05-2014 29 245 19 125 37 67 14 1 4 2 10 2 0 0 0 0 0 0 3 11 0 +4114 1964 Master Married 79143 0 0 11-08-2012 2 650 37 780 27 167 32 1 6 9 13 3 0 0 0 0 0 0 3 11 0 +1331 1977 Graduation Single 35790 1 0 02-01-2013 54 12 6 20 30 1 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +2225 1977 Graduation Divorced 82582 0 0 07-06-2014 54 510 120 550 156 40 241 1 4 9 7 1 1 0 0 1 0 0 3 11 1 +9381 1978 Graduation Married 66373 1 1 12-06-2013 57 328 9 124 12 24 109 7 4 2 10 3 0 0 0 0 0 0 3 11 0 +6260 1955 Master Together 82384 0 0 19-11-2012 55 984 51 432 180 120 190 1 3 10 13 1 0 0 1 0 0 0 3 11 1 +10383 1966 Graduation Divorced 70287 0 0 02-04-2013 30 295 35 482 121 120 40 1 5 5 10 3 0 0 0 0 0 0 3 11 1 +7437 1988 Graduation Single 27938 1 0 28-04-2014 31 13 0 8 2 1 5 1 1 0 4 3 0 0 0 0 0 0 3 11 0 +8557 1982 Graduation Single 1 0 17-06-2013 57 11 3 22 2 2 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +8375 1968 PhD Married 55954 0 1 03-03-2014 63 447 0 28 0 0 43 3 8 2 6 7 0 0 0 0 0 0 3 11 0 +6853 1982 Master Single 75777 0 0 04-07-2013 12 712 26 538 69 13 80 1 3 6 11 1 0 1 1 0 0 0 3 11 1 +3076 1975 Graduation Together 66653 1 1 07-09-2012 18 452 18 102 16 18 6 4 4 2 12 3 0 0 0 0 0 0 3 11 0 +1012 1952 Graduation Single 61823 0 1 18-02-2013 26 523 7 134 37 14 169 4 8 2 10 7 0 0 0 0 0 0 3 11 0 +6518 1951 PhD Widow 67680 0 1 11-06-2013 8 546 0 48 0 6 6 1 7 3 8 5 0 0 0 0 0 0 3 11 0 +4137 1948 Graduation Together 70666 0 0 06-12-2013 29 398 40 367 119 122 30 1 7 4 4 4 0 0 0 0 0 0 3 11 0 +8082 1971 Graduation Married 25721 1 0 21-05-2013 75 1 3 6 3 6 15 1 1 1 2 7 0 0 0 0 0 0 3 11 1 +1386 1967 Graduation Together 32474 1 1 11-05-2014 0 10 0 1 0 0 0 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +9369 1979 2n Cycle Single 88194 0 1 19-03-2014 19 688 14 309 201 24 38 1 11 10 10 5 1 0 0 1 0 0 3 11 1 +4477 1958 Graduation Together 69096 0 1 27-09-2013 4 247 49 159 7 82 109 1 5 2 10 4 0 0 0 0 0 0 3 11 0 +1357 1970 Graduation Together 74854 1 2 08-04-2013 90 856 59 487 58 29 73 7 2 5 5 5 0 0 0 0 0 0 3 11 0 +1402 1954 Master Married 66991 0 0 11-09-2012 1 496 36 460 189 60 12 3 4 8 6 3 0 0 0 0 0 0 3 11 0 +10629 1973 2n Cycle Married 1 0 14-09-2012 25 25 3 43 17 4 17 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +6312 1959 Graduation Married 65031 0 1 17-03-2013 29 258 107 291 84 37 86 4 10 3 13 7 0 0 0 0 0 0 3 11 0 +8132 1975 PhD Married 60631 1 1 05-04-2013 88 565 6 65 0 6 19 5 9 2 8 7 0 1 0 0 0 0 3 11 0 +1050 1952 Graduation Married 28332 0 0 30-04-2014 58 14 10 13 4 15 9 1 2 1 4 2 0 0 0 0 0 0 3 11 0 +5846 1977 Graduation Divorced 40246 1 0 19-12-2012 68 2 1 6 2 1 1 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +1859 1972 Master Married 75251 0 0 27-08-2012 34 721 111 925 97 18 18 1 7 6 5 5 0 0 0 0 0 0 3 11 1 +7503 1976 Graduation Single 75825 0 0 12-10-2012 40 1032 105 779 137 105 51 0 5 8 9 4 1 0 0 0 0 0 3 11 1 +10401 1976 2n Cycle Together 26326 0 0 04-09-2013 12 1 0 5 0 3 9 1 0 0 3 3 0 0 0 0 0 1 3 11 0 +1618 1965 Graduation Together 56046 0 0 02-01-2013 9 577 0 64 0 0 51 2 10 1 8 8 1 0 0 0 0 0 3 11 1 +3332 1985 Graduation Single 29760 1 0 29-08-2012 87 64 4 68 7 5 17 4 3 1 4 8 0 0 0 0 0 0 3 11 0 +2261 1969 Graduation Married 26304 1 0 23-06-2013 5 4 1 5 2 0 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5346 1973 2n Cycle Married 23559 1 0 03-07-2013 87 25 5 19 7 0 23 3 3 0 3 7 0 0 0 0 0 0 3 11 0 +4119 1963 Master Together 38620 0 0 11-05-2013 56 112 17 44 34 22 89 1 2 5 3 3 0 0 0 0 0 0 3 11 0 +535 1987 Graduation Divorced 81361 0 0 25-02-2014 18 163 23 424 27 65 76 1 3 10 13 1 0 0 0 0 0 0 3 11 0 +5268 1960 Graduation Married 29440 1 1 11-08-2013 95 17 8 14 10 4 3 2 1 0 4 7 0 0 0 0 0 0 3 11 0 +273 1970 Master Married 36138 1 1 16-07-2013 48 130 0 16 0 0 5 5 3 1 4 7 0 1 0 0 0 0 3 11 0 +4452 1957 Graduation Single 50388 0 1 28-05-2014 3 292 6 37 0 3 34 4 6 1 6 7 0 1 0 1 0 0 3 11 1 +8504 1973 Graduation Married 79593 0 0 12-05-2014 70 350 60 568 110 133 145 1 5 6 7 2 0 0 1 0 0 0 3 11 0 +771 1967 Graduation Together 54178 0 1 21-01-2014 79 135 9 39 4 0 7 1 2 2 5 2 0 0 0 0 0 0 3 11 0 +8996 1957 PhD Married 2 1 19-11-2012 4 230 42 192 49 37 53 12 7 2 8 9 0 0 0 0 0 0 3 11 0 +9235 1957 Graduation Single 1 1 27-05-2014 45 7 0 8 2 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5798 1973 Master Together 0 0 23-11-2013 87 445 37 359 98 28 18 1 2 4 8 1 0 0 0 0 0 0 3 11 0 +11178 1972 Master Single 42394 1 0 23-03-2014 69 15 2 10 0 1 4 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +2230 1970 PhD Married 23626 1 0 24-05-2014 84 27 2 14 0 0 0 3 3 1 3 5 0 0 0 0 0 0 3 11 0 +7516 1983 Graduation Married 30096 1 0 22-05-2014 30 5 3 11 12 5 9 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +7247 1960 Graduation Widow 47916 0 1 22-11-2012 72 505 0 26 0 0 75 5 7 4 6 6 0 1 0 0 0 0 3 11 0 +11100 1972 Graduation Divorced 51813 1 1 11-04-2013 37 51 2 7 0 1 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +4646 1951 2n Cycle Married 78497 0 0 01-12-2013 44 207 26 447 75 0 223 1 5 7 12 2 0 0 0 1 0 0 3 11 0 +3037 1983 PhD Married 50150 0 0 20-06-2013 32 135 46 92 65 61 11 2 5 2 7 5 0 0 0 0 0 0 3 11 0 +1473 1960 2n Cycle Single 47823 0 1 23-07-2013 0 53 1 5 2 1 10 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +1016 1959 PhD Single 34554 0 1 30-03-2014 43 41 1 6 2 0 5 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +4518 1979 Graduation Together 85693 0 1 20-04-2013 59 386 172 183 185 132 111 2 9 5 11 5 0 0 0 0 0 0 3 11 0 +9370 1945 PhD Married 65846 0 0 17-05-2013 68 562 81 276 80 40 81 1 6 3 6 4 0 0 0 0 0 0 3 11 0 +8908 1959 Graduation Married 87195 0 0 08-05-2014 35 217 76 690 50 26 38 1 3 11 5 1 0 0 0 0 0 0 3 11 1 +8373 1979 Basic Together 24594 1 0 10-12-2013 94 1 3 6 10 0 9 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +7533 1964 Graduation Married 49096 1 1 24-09-2013 15 144 1 32 2 1 7 4 4 1 4 7 0 0 0 0 0 0 3 11 0 +2683 1969 Graduation Married 52413 0 2 02-02-2013 56 295 106 271 75 98 65 4 6 4 12 6 0 0 0 0 0 0 3 11 0 +3629 1978 Graduation Single 38557 1 0 19-12-2012 17 76 3 31 4 4 27 2 3 1 3 7 0 0 0 0 0 0 3 11 0 +10991 1960 Master Married 89058 0 0 07-12-2012 18 454 194 106 31 22 43 1 5 4 4 2 0 0 0 0 0 0 3 11 0 +5077 1979 Graduation Together 77298 0 1 02-11-2013 46 425 115 292 23 35 79 1 6 6 11 3 0 0 0 0 0 0 3 11 0 +7431 1991 PhD Single 68126 0 0 10-11-2012 40 1332 17 311 23 51 86 1 7 4 5 9 0 1 0 0 0 0 3 11 1 +3267 1963 Master Together 57288 0 1 25-06-2014 27 527 0 21 0 0 60 3 8 1 8 6 0 1 0 0 0 0 3 11 0 +999 1991 Graduation Single 86037 0 0 02-01-2013 95 490 44 125 29 20 22 1 6 7 11 3 0 1 1 0 0 0 3 11 1 +9215 1980 PhD Married 43974 1 0 12-12-2012 19 378 0 101 0 0 72 5 6 4 6 7 0 0 0 0 0 0 3 11 0 +2286 1962 Graduation Single 50785 1 1 10-09-2013 27 64 1 21 0 1 27 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +1592 1970 Graduation Married 90765 0 0 24-01-2014 25 547 99 812 151 82 33 0 4 6 5 1 0 0 1 1 0 0 3 11 0 +367 1978 2n Cycle Married 36550 1 0 19-02-2013 74 47 90 94 123 103 120 5 9 1 5 9 0 0 0 0 0 0 3 11 0 +5234 1967 2n Cycle Together 30753 1 1 11-07-2013 85 12 5 25 0 9 30 2 1 1 3 5 0 0 0 0 0 0 3 11 0 +9862 1969 Graduation Together 21918 1 0 14-11-2013 37 1 6 7 11 5 3 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +9805 1953 Master Together 56129 0 1 20-06-2013 65 320 48 133 39 72 48 4 6 2 10 4 0 0 0 0 0 0 3 11 0 +6205 1967 Master Single 32557 1 0 24-02-2014 13 34 3 29 0 4 10 3 2 1 3 5 0 0 0 0 0 0 3 11 1 +8442 1985 Master Married 19510 2 0 04-09-2013 63 9 0 7 3 4 7 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +7386 1976 Graduation Divorced 30992 1 0 22-04-2013 83 17 0 14 7 3 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +7215 1983 Graduation Single 101970 0 0 12-03-2013 69 722 27 102 44 72 168 0 6 8 13 2 0 1 1 1 0 0 3 11 1 +1491 1965 2n Cycle Together 71488 0 0 18-02-2013 87 162 33 124 40 28 172 2 3 4 7 1 0 0 0 0 0 0 3 11 0 +11071 1984 Graduation Single 79607 0 0 21-04-2013 37 450 133 951 173 0 216 1 3 6 6 1 0 0 0 0 0 0 3 11 1 +3381 1953 Master Married 54348 1 1 08-06-2014 51 70 0 16 0 0 4 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +8268 1961 PhD Married 0 1 11-07-2013 23 352 0 27 10 0 15 3 6 1 7 6 0 0 0 0 0 0 3 11 0 +11051 1956 PhD Together 77376 1 1 10-05-2014 72 492 19 110 16 12 12 4 6 3 10 4 0 0 0 0 0 0 3 11 0 +8026 1952 Graduation Married 62998 0 1 30-09-2013 10 120 58 73 65 89 58 5 5 4 5 5 0 0 0 0 0 0 3 11 0 +433 1958 Master Alone 61331 1 1 10-03-2013 42 534 5 47 0 5 41 5 11 1 6 8 0 0 0 0 0 0 3 11 0 +9597 1969 Graduation Married 73448 0 0 10-02-2014 10 236 106 189 23 41 130 1 7 2 9 4 0 0 0 0 0 0 3 11 0 +1295 1963 Graduation Married 0 1 11-08-2013 96 231 65 196 38 71 124 1 6 5 7 4 0 0 0 0 0 0 3 11 0 +5290 1964 PhD Married 41551 1 1 14-08-2013 51 220 0 33 3 0 23 5 5 1 5 8 0 0 0 0 0 0 3 11 0 +1685 1967 PhD Together 62981 0 0 17-03-2013 21 796 14 590 38 44 0 1 4 5 13 3 0 1 0 0 0 0 3 11 0 +5342 1976 Basic Divorced 9548 1 0 08-08-2012 31 0 1 3 10 6 9 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +9579 1959 PhD Married 33762 2 1 07-07-2013 61 53 1 34 2 0 16 3 2 2 2 8 0 0 0 0 0 0 3 11 0 +7660 1973 PhD Alone 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 1 +1461 1965 PhD Divorced 36921 1 1 28-07-2013 74 17 1 12 3 1 4 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +821 1992 Master Single 92859 0 0 19-10-2012 46 962 61 921 52 61 20 1 5 4 12 2 0 0 0 0 0 0 3 11 0 +11084 1976 Master Together 65104 0 1 14-11-2013 4 738 0 232 13 20 50 2 3 5 7 7 0 0 0 0 0 0 3 11 1 +8690 1962 Graduation Married 86111 0 0 19-04-2013 73 399 28 756 36 40 126 1 5 7 10 2 0 0 0 0 0 0 3 11 0 +2937 1974 PhD Single 68352 0 1 28-08-2013 47 614 16 132 43 33 33 3 8 5 9 6 0 0 0 0 0 0 3 11 0 +9701 1988 Graduation Together 41883 1 0 19-03-2013 13 32 34 41 73 16 116 3 4 2 3 7 0 0 0 0 0 0 3 11 0 +9949 1976 Graduation Married 59809 0 2 18-10-2012 36 598 16 141 32 41 49 3 3 3 6 8 0 0 0 0 0 0 3 11 0 +10837 1975 Graduation Married 23957 1 0 28-10-2012 47 2 1 18 20 11 16 1 2 0 3 6 0 0 0 0 0 0 3 11 1 +3120 1981 Graduation Together 38547 1 0 28-08-2013 49 6 1 10 0 1 4 1 1 0 2 8 0 0 0 0 0 1 3 11 0 +5885 1973 2n Cycle Married 35688 2 1 22-08-2012 94 73 3 90 12 1 32 7 4 1 4 8 0 0 0 0 0 0 3 11 0 +4050 1966 Master Married 49605 0 0 21-06-2014 65 42 16 29 12 20 8 1 2 1 4 3 0 0 0 0 0 0 3 11 0 +3830 1953 Master Married 59354 0 2 24-04-2014 59 295 21 78 39 13 13 1 4 4 7 3 0 0 0 0 0 0 3 11 0 +7987 1969 Graduation Married 65747 0 1 07-03-2014 96 346 17 48 23 13 13 4 8 1 6 6 0 1 0 0 0 0 3 11 0 +7798 1972 2n Cycle Together 46344 0 1 14-12-2012 28 233 20 57 8 20 91 4 7 1 5 7 0 0 0 0 0 0 3 11 0 +92 1988 Graduation Alone 34176 1 0 12-05-2014 12 5 7 24 19 14 20 4 3 0 4 6 0 0 0 0 0 0 3 11 0 +7055 1952 PhD Together 61010 0 1 09-10-2012 57 888 0 57 0 0 76 2 8 5 11 5 0 0 0 0 0 0 3 11 0 +10240 1949 Graduation Together 69372 0 0 19-02-2013 10 997 26 269 34 13 42 1 10 4 6 4 0 1 1 0 0 0 3 11 1 +3025 1958 Graduation Single 49967 0 1 08-07-2013 4 212 6 69 4 12 3 3 6 1 5 7 0 0 0 0 0 0 3 11 0 +9283 1978 Graduation Single 60199 1 2 12-09-2013 49 8 1 7 2 0 0 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +9970 1977 Graduation Together 55375 0 1 17-10-2013 3 42 11 57 10 28 14 1 1 1 6 2 0 0 0 0 0 0 3 11 0 +2730 1955 Graduation Single 80317 0 0 20-08-2013 64 536 11 387 149 91 57 1 3 4 10 1 0 0 0 0 0 0 3 11 0 +2795 1958 Master Single 30523 2 1 01-07-2013 0 5 0 3 0 0 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +9260 1945 PhD Married 70356 0 0 05-11-2012 20 1349 16 249 43 16 33 2 10 6 9 6 0 0 0 0 0 0 3 11 0 +8182 1984 Graduation Married 23228 1 0 05-01-2014 91 53 3 49 7 4 5 4 3 0 4 8 0 0 0 0 0 0 3 11 0 +10095 1975 PhD Divorced 74165 0 0 01-05-2013 9 1001 12 240 16 12 12 1 5 4 10 2 0 0 0 0 0 0 3 11 0 +8475 1973 PhD Married 157243 0 1 01-03-2014 98 20 2 1582 1 2 1 15 0 22 0 0 0 0 0 0 0 0 3 11 0 +4370 1966 Graduation Together 43482 2 1 13-11-2013 83 18 1 32 6 3 28 3 2 0 4 6 0 0 0 0 0 0 3 11 0 +10573 1953 Graduation Divorced 62551 0 0 18-11-2013 27 125 16 98 134 21 27 1 6 7 4 3 1 0 0 0 0 0 3 11 0 +3712 1959 Graduation Divorced 52332 0 0 28-08-2013 63 212 5 33 7 0 2 1 3 2 6 4 0 1 0 0 0 0 3 11 0 +6637 1988 Graduation Single 66951 0 0 02-11-2013 46 277 162 305 173 76 124 1 3 4 7 1 0 0 0 0 0 0 3 11 0 +3152 1957 Graduation Together 26091 1 1 25-02-2014 84 15 10 19 8 17 20 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +5610 1965 Graduation Together 33456 1 1 21-04-2014 58 7 3 10 8 1 7 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +6460 1982 Graduation Married 28718 1 0 13-07-2013 78 12 4 6 11 8 16 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +1349 1970 Graduation Married 50447 2 0 21-04-2014 4 85 7 24 2 3 27 1 3 1 3 6 0 0 0 0 0 0 3 11 0 +1880 1959 PhD Together 53537 1 1 30-01-2014 17 81 0 6 0 0 6 2 2 1 3 5 0 0 0 0 0 0 3 11 0 +641 1967 Graduation Single 52074 0 1 04-04-2014 77 59 0 12 0 0 48 1 2 2 2 4 1 0 0 0 0 0 3 11 0 +8717 1975 PhD Married 80427 0 1 12-09-2012 56 1149 71 449 69 71 26 1 11 8 8 5 0 0 0 0 0 0 3 11 0 +10314 1948 PhD Married 83837 0 0 16-12-2012 79 847 66 119 86 89 111 1 9 10 5 4 0 1 0 1 0 0 3 11 1 +10854 1970 PhD Married 38853 1 1 23-05-2014 90 29 0 14 0 0 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10492 1959 Graduation Together 38285 2 1 24-06-2014 96 2 0 5 2 0 1 1 0 0 3 2 0 0 0 0 0 0 3 11 0 +6935 1951 2n Cycle Married 78497 0 0 01-12-2013 44 207 26 447 75 0 223 1 5 7 12 2 0 0 0 1 0 0 3 11 0 +7698 1976 PhD Married 51650 0 1 11-05-2014 81 152 3 22 2 5 7 1 4 1 4 5 0 0 0 0 0 0 3 11 0 +3559 1988 2n Cycle Married 16248 1 0 10-05-2014 77 12 11 10 3 12 9 3 2 1 3 6 0 0 0 0 0 0 3 11 0 +10562 1946 Master Married 66835 0 0 28-09-2013 21 620 26 195 34 17 141 1 6 4 13 2 0 0 0 0 0 0 3 11 0 +10796 1984 Master Married 30477 1 0 22-01-2014 16 47 1 6 0 0 12 1 1 1 3 6 0 0 0 0 0 0 3 11 0 +2563 1961 Basic Married 28249 0 0 15-06-2014 80 1 9 7 2 14 10 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +3518 1983 Graduation Married 25271 1 0 05-12-2012 45 10 1 18 10 4 7 1 1 1 2 9 0 0 0 0 0 0 3 11 0 +5823 1970 PhD Single 32303 0 1 08-03-2014 63 35 0 2 0 0 2 2 1 0 4 5 0 0 0 0 0 0 3 11 0 +3934 1966 Graduation Married 61286 0 1 02-08-2013 34 356 0 107 19 9 117 2 7 1 8 5 0 0 0 0 0 0 3 11 0 +6982 1976 Graduation Married 74068 0 0 19-03-2013 14 783 30 537 140 76 15 1 4 10 9 2 0 0 0 0 0 0 3 11 0 +6431 1964 PhD Married 45759 1 1 23-02-2013 13 42 1 18 3 0 4 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +9733 1978 Basic Together 24882 1 0 09-09-2012 52 1 4 10 29 0 36 1 1 1 2 6 1 0 0 0 0 0 3 11 0 +5602 1989 PhD Together 66973 0 0 17-05-2013 98 466 22 432 147 113 102 1 8 7 12 3 0 0 0 0 0 0 3 11 0 +7829 1900 2n Cycle Divorced 36640 1 0 26-09-2013 99 15 6 8 7 4 25 1 2 1 2 5 0 0 0 0 0 1 3 11 0 +1324 1988 Graduation Married 38872 1 0 30-05-2013 93 23 3 21 3 19 22 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +326 1973 Graduation Married 51148 1 1 18-02-2013 38 235 6 45 8 9 12 4 5 1 6 6 0 0 0 0 0 0 3 11 0 +7224 1977 Graduation Married 31353 1 1 29-12-2013 24 10 0 10 3 1 7 2 1 1 2 8 0 0 0 0 0 0 3 11 0 +6999 1980 Master Married 69661 0 0 13-05-2014 80 656 16 106 32 16 8 1 7 3 12 3 0 0 0 0 0 0 3 11 0 +9938 1954 Graduation Married 80067 0 0 19-09-2013 82 519 17 813 27 173 51 1 4 6 6 2 0 0 1 0 0 0 3 11 0 +6422 1954 Graduation Married 86718 0 0 17-01-2013 20 344 189 482 50 33 172 1 5 6 5 2 0 0 0 0 0 0 3 11 0 +3182 1973 PhD Single 46854 1 1 31-03-2014 81 96 1 79 7 1 79 6 5 1 3 8 1 0 0 0 0 0 3 11 1 +7300 1952 Graduation Divorced 69142 0 1 29-06-2014 50 448 4 34 6 4 39 3 8 1 7 5 0 1 0 0 0 0 3 11 0 +10424 1968 Graduation Single 75922 0 0 09-12-2013 60 265 138 553 224 23 92 1 4 4 9 1 0 0 0 0 0 0 3 11 0 +8727 1978 Graduation Divorced 63693 0 1 14-10-2013 63 587 43 337 42 87 54 3 11 6 9 6 0 0 0 0 0 0 3 11 0 +2798 1977 PhD Together 102160 0 0 02-11-2012 54 763 29 138 76 176 58 0 7 9 10 4 0 1 1 1 0 0 3 11 1 +1030 1965 PhD Single 40637 1 1 17-07-2013 72 22 0 13 0 0 3 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +624 1984 Master Single 18890 0 0 10-11-2012 5 6 4 1 7 2 15 1 0 1 2 6 1 0 0 0 0 0 3 11 1 +5176 1988 Graduation Together 29604 1 0 08-12-2013 88 7 6 13 7 6 14 1 1 0 3 9 1 0 0 0 0 0 3 11 0 +5552 1963 Master Divorced 48721 1 1 13-05-2013 50 81 18 113 47 13 21 6 4 2 5 6 0 0 0 0 0 0 3 11 0 +868 1966 Graduation Married 44794 0 1 08-06-2014 99 54 0 7 0 0 4 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +380 1954 Graduation Divorced 64497 0 1 10-09-2012 17 1170 48 320 42 32 192 5 11 4 9 8 1 0 0 0 0 0 3 11 1 +2677 1956 Graduation Together 46097 0 1 31-03-2013 11 72 24 68 65 4 8 5 3 1 6 4 0 0 0 0 0 0 3 11 0 +6521 1954 Graduation Together 77972 0 0 18-03-2014 18 613 22 319 33 102 12 1 4 6 9 1 0 0 0 0 0 0 3 11 0 +6927 1968 PhD Married 44377 1 1 05-10-2012 70 224 0 30 0 0 10 8 5 1 5 8 0 0 0 0 0 0 3 11 0 +2877 1974 Master Together 46014 1 1 21-01-2013 21 410 0 59 19 9 44 10 7 1 8 7 0 0 0 0 0 0 3 11 0 +0 1985 Graduation Married 70951 0 0 04-05-2013 66 239 10 554 254 87 54 1 3 4 9 1 0 0 0 0 0 0 3 11 0 +1584 1977 Graduation Married 41443 1 0 01-04-2014 79 171 7 171 25 19 89 6 8 1 5 8 0 0 0 0 0 0 3 11 0 +7264 1978 2n Cycle Single 52195 2 1 12-05-2014 2 12 0 4 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +6274 1948 Master Married 83790 0 0 15-11-2013 81 1076 16 417 42 48 16 1 8 10 6 3 0 1 1 0 0 0 3 11 0 +1377 1954 Master Widow 44551 0 1 31-08-2013 24 182 4 33 0 0 66 2 4 1 5 7 0 0 0 0 0 0 3 11 0 +454 1980 Graduation Together 69508 1 0 14-11-2012 48 824 32 162 42 32 43 2 11 4 11 6 0 0 0 0 0 0 3 11 0 +1755 1988 2n Cycle Together 45204 1 0 11-04-2014 93 30 11 25 29 1 18 1 1 1 4 3 0 0 0 0 0 0 3 11 0 +2075 1969 Graduation Married 72460 0 0 14-11-2013 56 377 10 540 80 30 10 1 3 5 7 1 0 0 0 0 0 0 3 11 0 +4785 1970 PhD Together 77622 0 2 14-04-2014 3 520 7 154 19 0 14 2 6 3 11 3 0 0 0 0 0 0 3 11 0 +9076 1980 PhD Married 30732 1 0 05-01-2013 44 155 1 25 0 1 3 4 4 1 4 8 0 0 0 0 0 0 3 11 0 +7079 1962 Graduation Divorced 63887 0 1 08-09-2012 38 897 23 207 15 11 92 5 9 6 12 6 0 0 0 0 0 0 3 11 0 +4653 1978 Graduation Together 42011 1 0 26-03-2013 46 131 0 16 2 1 39 4 3 1 4 8 0 0 0 0 0 0 3 11 0 +7375 1976 Graduation Together 51369 0 1 25-10-2012 84 297 7 79 0 11 182 2 8 2 4 8 0 0 0 0 0 0 3 11 0 +709 1952 Graduation Divorced 51537 0 1 09-12-2012 27 787 20 204 0 0 92 3 2 2 11 8 0 0 0 0 0 0 3 11 0 +460 1972 PhD Married 79930 0 0 08-08-2012 72 792 86 740 67 51 17 1 3 5 8 2 0 0 0 0 0 0 3 11 0 +3726 1986 PhD Together 34320 1 0 16-02-2014 66 4 1 9 3 0 0 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +6798 1966 Graduation Single 37070 1 1 20-03-2013 30 231 7 137 4 15 39 9 5 1 8 7 0 0 0 0 0 0 3 11 1 +5341 1962 2n Cycle Divorced 81975 0 1 05-01-2013 2 983 76 184 180 138 27 1 6 3 4 7 0 0 1 0 0 0 3 11 0 +1606 1971 Graduation Together 38590 1 0 15-05-2013 65 3 1 8 4 3 3 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +9617 1951 Graduation Single 15033 0 0 16-04-2014 37 0 4 5 6 0 4 1 1 0 3 3 0 0 0 0 0 0 3 11 0 +3233 1965 PhD Married 62745 0 1 23-03-2013 89 562 21 464 28 10 32 3 7 8 11 5 0 0 0 0 0 0 3 11 0 +89 1975 2n Cycle Married 22212 1 0 09-12-2013 49 5 9 20 6 8 21 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +2936 1982 Master Together 23661 1 0 04-12-2013 46 18 0 4 0 0 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +9449 1958 PhD Single 79761 0 1 04-10-2013 32 415 5 124 15 35 11 1 5 2 11 3 0 0 0 0 0 0 3 11 0 +7297 1973 Graduation Single 7500 1 0 26-12-2013 54 5 3 10 12 7 20 4 3 1 3 7 0 0 0 0 0 0 3 11 0 +11004 1893 2n Cycle Single 60182 0 1 17-05-2014 23 8 0 5 7 0 2 1 1 0 2 4 0 0 0 0 0 0 3 11 0 +313 1968 Graduation Widow 73455 0 0 28-10-2013 98 901 61 757 186 163 20 1 6 5 10 3 0 1 0 0 0 0 3 11 0 +9940 1958 Graduation Together 64961 0 1 23-12-2012 97 382 114 276 75 124 38 2 6 4 4 3 0 0 0 0 0 0 3 11 0 +10735 1971 Graduation Single 22804 1 0 31-07-2013 75 14 1 7 2 1 1 1 2 0 2 9 0 0 0 0 0 0 3 11 0 +9529 1990 Graduation Married 73687 0 0 28-11-2013 8 559 153 503 218 13 181 1 3 9 9 2 0 0 0 1 0 0 3 11 1 +6439 1958 Graduation Married 61074 0 1 17-08-2012 37 789 0 133 0 28 152 7 11 5 8 7 0 0 0 0 0 0 3 11 0 +7411 1964 PhD Married 31686 1 1 05-06-2014 31 11 0 5 0 0 1 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +2176 1972 Graduation Married 80134 1 0 20-05-2013 40 1218 16 272 104 0 80 2 5 3 6 6 0 1 1 1 0 0 3 11 1 +9265 1953 Graduation Married 75027 0 1 09-01-2013 74 925 64 179 133 12 77 2 9 4 6 5 0 0 0 0 0 0 3 11 0 +8867 1988 PhD Married 67546 0 0 31-08-2012 90 864 134 768 150 38 172 1 4 10 5 3 0 0 0 0 0 0 3 11 0 +8932 1969 Master Together 65176 0 1 29-10-2012 57 960 28 183 220 70 70 4 9 6 6 6 0 0 0 0 0 0 3 11 0 +10236 1975 Master Single 31160 1 0 16-09-2013 59 16 3 25 6 1 13 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +6340 1985 Graduation Single 29938 1 0 27-10-2013 52 3 3 7 0 2 11 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +10089 1974 Graduation Divorced 102692 0 0 05-04-2013 5 168 148 444 32 172 148 1 6 9 13 2 0 1 1 1 1 0 3 11 1 +2227 1958 2n Cycle Together 26490 0 0 22-09-2012 92 45 47 52 21 20 25 2 3 1 5 6 0 0 0 0 0 0 3 11 0 +10992 1967 Graduation Together 75702 1 1 29-08-2012 77 650 28 353 45 42 30 5 4 6 11 8 0 0 0 0 0 0 3 11 0 +5304 1974 PhD Single 30899 1 0 13-10-2012 35 24 0 8 0 0 1 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +309 1961 PhD Together 63342 0 1 16-10-2012 48 918 21 118 13 10 21 3 8 3 5 6 0 1 0 0 0 0 3 11 0 +3406 1964 Graduation Single 45989 0 1 22-10-2012 97 138 33 87 28 24 12 4 3 2 7 3 0 0 0 0 0 0 3 11 0 +2661 1964 Graduation Single 18701 1 1 04-06-2013 95 12 4 2 10 6 10 4 2 0 4 5 0 0 0 0 0 0 3 11 0 +3153 1957 PhD Single 40737 2 1 08-12-2013 24 11 0 4 0 0 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +10264 1979 Graduation Divorced 15287 1 0 10-10-2012 60 1 2 8 4 3 13 2 1 1 2 7 1 0 0 0 0 0 3 11 1 +1184 1968 PhD Divorced 69674 0 2 22-05-2013 46 554 41 215 11 0 24 3 10 2 10 5 0 0 0 0 0 0 3 11 0 +4200 1970 Master Married 44159 1 0 17-06-2014 85 167 2 62 24 13 7 4 4 1 6 5 0 0 0 0 0 0 3 11 0 +9396 1978 PhD Married 37717 1 0 23-11-2012 31 9 0 6 4 1 5 1 1 0 2 9 0 0 0 0 0 0 3 11 0 +2387 1952 Master Together 43776 1 1 03-02-2013 9 177 2 71 3 2 20 6 5 2 4 8 0 0 0 0 0 0 3 11 1 +6690 1966 Master Married 38179 1 1 14-03-2013 30 38 4 22 4 2 20 4 3 1 3 7 0 0 0 0 0 0 3 11 0 +1225 1963 Graduation Married 80124 0 0 26-06-2014 47 483 84 398 205 84 241 1 3 7 8 1 1 0 0 0 0 0 3 11 0 +9703 1970 PhD Married 38097 1 1 15-10-2012 70 77 2 35 0 1 69 4 3 2 2 7 1 0 0 0 0 0 3 11 1 +291 1970 Graduation Married 72940 0 0 19-06-2013 13 182 74 298 162 149 116 1 3 3 6 1 0 0 0 0 0 0 3 11 0 +4557 1970 Graduation Together 22070 1 0 04-10-2013 11 10 7 19 8 2 21 2 2 2 2 6 0 0 0 0 0 0 3 11 0 +2379 1953 Graduation Single 69267 0 0 22-09-2012 31 778 44 499 95 73 146 2 3 4 5 7 0 0 0 0 0 0 3 11 1 +5726 1983 Master Single 31788 1 0 20-03-2014 15 16 7 23 0 8 6 3 3 0 4 5 0 0 0 0 0 1 3 11 0 +3066 1975 PhD Together 61905 0 1 04-02-2014 2 167 0 43 6 2 13 2 4 2 4 5 0 0 0 0 0 0 3 11 0 +6336 1960 Graduation Married 29315 1 1 06-04-2014 55 13 2 14 8 7 4 4 2 0 4 6 0 0 0 0 0 0 3 11 0 +10967 1963 Graduation Divorced 33378 1 1 06-02-2013 38 33 6 40 3 7 10 3 2 0 4 7 0 0 0 0 0 0 3 11 0 +2304 1963 PhD Together 66313 0 1 16-09-2013 86 625 7 99 10 22 7 2 6 3 12 4 0 0 0 0 0 0 3 11 0 +3445 1956 Graduation Single 60714 0 0 17-01-2013 56 216 162 224 101 92 162 2 7 4 10 5 0 0 0 0 0 0 3 11 1 +7828 1981 Master Together 77882 0 0 30-04-2014 29 68 129 396 188 22 15 1 3 3 5 1 0 0 0 0 0 0 3 11 0 +3762 1986 PhD Single 69867 0 0 02-04-2013 30 196 0 512 33 130 54 1 3 5 8 1 0 0 0 1 0 0 3 11 1 +4391 1968 Master Divorced 63841 0 1 21-04-2013 64 635 15 100 20 7 131 1 9 3 9 6 0 0 0 0 0 0 3 11 0 +4669 1981 Basic Married 24480 1 0 11-02-2013 46 4 19 9 28 25 17 3 3 0 4 7 0 0 0 0 0 0 3 11 0 +10144 1976 Graduation Together 51369 0 1 25-10-2012 84 297 7 79 0 11 182 2 8 2 4 8 0 0 0 0 0 0 3 11 0 +8652 1946 Graduation Together 37760 0 0 31-08-2012 20 84 5 38 150 12 28 2 4 1 6 7 0 0 0 0 0 0 3 11 0 +1672 1974 PhD Together 65640 0 1 01-03-2014 74 204 7 149 20 15 66 1 5 1 8 2 0 0 0 0 0 0 3 11 0 +8962 1975 Master Married 44319 1 1 17-04-2014 18 26 0 8 0 0 3 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +9974 1974 Graduation Married 30631 1 0 12-07-2013 75 15 6 20 4 5 20 1 3 1 2 7 0 0 0 0 0 0 3 11 0 +10983 1952 Graduation Together 75278 0 0 29-01-2013 17 304 98 230 150 74 74 1 6 3 13 3 0 0 0 0 0 0 3 11 0 +8148 1956 Master Together 50898 1 1 08-01-2013 88 285 28 242 55 114 135 13 6 2 12 5 0 0 0 0 0 0 3 11 0 +10102 1966 Graduation Widow 79946 0 0 12-05-2014 19 395 183 565 166 141 28 1 5 11 5 3 0 0 0 0 0 0 3 11 0 +4697 1949 Master Divorced 35416 0 0 13-06-2013 62 248 3 81 4 3 51 3 7 1 5 8 0 0 0 0 0 0 3 11 0 +9262 1984 2n Cycle Together 32414 0 0 04-07-2013 11 20 6 5 0 9 12 1 1 0 3 7 1 0 0 0 0 0 3 11 0 +7254 1969 Graduation Together 38361 1 0 27-12-2013 74 39 0 56 20 8 14 3 3 1 3 7 0 0 0 0 0 0 3 11 0 +4543 1980 Graduation Married 82497 0 0 31-10-2012 32 777 129 573 216 21 203 1 2 7 9 4 0 0 1 0 0 0 3 11 0 +4927 1971 Graduation Together 16626 2 0 15-01-2014 76 8 3 22 21 1 13 3 3 0 3 9 0 0 0 0 0 0 3 11 0 +10451 1965 Graduation Together 29672 1 1 12-03-2013 6 9 1 3 0 4 8 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +2926 1952 Master Together 55951 0 1 23-08-2012 62 1241 0 80 0 13 40 3 3 6 11 8 0 1 0 0 1 0 3 11 0 +2874 1988 2n Cycle Divorced 35388 1 0 07-03-2013 20 6 4 7 4 3 8 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +9738 1986 Master Together 42386 1 0 13-01-2013 43 65 4 16 0 4 11 1 3 0 3 8 0 0 0 0 0 0 3 11 0 +7119 1982 Graduation Single 68627 0 0 12-01-2013 45 395 15 263 60 54 38 1 2 3 6 1 0 0 0 0 0 0 3 11 0 +3924 1965 PhD Divorced 57912 0 1 17-03-2014 34 801 0 80 0 0 35 5 8 3 12 5 0 1 0 0 0 0 3 11 0 +5827 1958 Graduation Divorced 35246 1 1 16-04-2014 53 36 0 12 2 2 10 4 3 1 3 5 0 0 0 0 0 0 3 11 0 +5596 1956 2n Cycle Together 58821 0 1 12-10-2013 44 513 14 154 19 0 28 1 9 2 9 6 0 0 0 0 0 0 3 11 0 +10812 1978 PhD Married 46377 1 0 01-03-2014 89 37 0 46 4 3 0 1 2 1 3 4 0 0 0 0 0 0 3 11 0 +1717 1988 Graduation Single 39747 1 0 13-04-2014 43 80 15 93 20 13 52 3 5 1 4 8 0 0 0 0 0 0 3 11 0 +9491 1984 Graduation Together 23976 1 0 27-12-2013 68 14 1 21 2 3 25 3 3 1 3 7 0 0 0 0 0 0 3 11 0 +9274 1961 Master Married 80950 0 0 28-03-2013 44 525 147 112 219 147 63 1 6 7 9 2 0 0 0 1 0 0 3 11 0 +6609 1966 Graduation Widow 27038 0 0 18-09-2012 64 1 26 25 17 23 15 1 3 0 3 9 0 0 0 0 0 0 3 11 1 +6963 1947 Graduation Single 77457 0 0 05-03-2014 85 675 11 400 15 45 11 1 2 5 10 1 0 0 1 0 0 0 3 11 0 +4440 1964 Master Married 64100 0 1 10-09-2013 93 509 0 27 0 0 10 1 8 3 6 7 0 1 0 0 0 0 3 11 0 +1379 1992 Master Together 42670 0 0 27-04-2013 12 154 2 46 20 4 15 1 4 2 4 4 0 0 0 0 0 0 3 11 0 +10032 1976 Graduation Divorced 12571 1 0 18-01-2014 86 3 5 14 2 12 17 4 3 1 3 6 0 0 0 0 0 0 3 11 0 +2826 1967 Graduation Married 22574 2 1 28-10-2013 28 25 0 8 2 0 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +2437 1989 Graduation Married 0 0 03-06-2013 69 861 138 461 60 30 61 1 6 5 12 3 0 1 0 1 0 0 3 11 0 +6320 1976 Master Single 70893 0 0 06-02-2013 42 768 44 561 77 44 14 1 6 6 10 3 0 0 0 0 0 0 3 11 0 +3050 1966 Graduation Married 54198 1 1 17-12-2013 13 185 0 28 3 2 17 6 3 1 6 4 0 0 0 0 0 0 3 11 0 +231 1956 Master Together 28839 1 1 11-03-2014 86 24 0 7 0 0 1 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +2392 1972 Graduation Married 40321 1 1 29-07-2013 59 44 4 21 6 0 27 2 3 0 3 7 0 0 0 0 0 0 3 11 0 +9478 1985 Graduation Single 66503 1 0 14-08-2012 30 91 64 128 65 3 50 2 4 3 6 3 0 0 0 0 0 0 3 11 0 +113 1951 Graduation Married 30833 1 1 16-07-2013 33 11 0 7 3 1 6 2 1 0 3 5 0 0 0 0 0 0 3 11 0 +2863 1970 Graduation Single 1 2 23-08-2013 67 738 20 172 52 50 20 6 2 3 10 7 0 1 0 1 0 0 3 11 0 +1802 1971 Graduation Married 64795 0 1 17-01-2013 23 412 5 119 38 29 77 3 3 3 12 2 0 0 0 0 0 0 3 11 0 +520 1974 Graduation Married 34421 1 0 01-07-2013 81 3 3 7 6 2 9 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +8275 1965 PhD Divorced 47025 1 1 09-02-2014 6 16 0 3 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +9750 1961 PhD Divorced 64325 0 1 07-02-2013 41 731 60 353 78 12 73 5 10 3 5 7 0 0 0 0 0 0 3 11 0 +2607 1953 Graduation Single 40464 0 1 11-01-2013 78 424 17 118 7 23 41 6 8 2 8 8 0 0 0 0 0 0 3 11 0 +7214 1957 Graduation Married 62187 0 0 05-07-2013 49 792 0 275 45 45 126 1 4 8 5 3 0 0 0 0 0 0 3 11 0 +5835 1976 PhD Divorced 14849 1 0 02-07-2013 39 21 2 28 3 2 9 3 2 0 4 8 0 0 0 0 0 0 3 11 0 +3896 1984 Graduation Married 27255 1 0 07-11-2013 3 22 1 11 0 1 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +10350 1950 PhD Married 54432 2 1 09-05-2013 37 33 0 5 0 0 0 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +7786 1986 PhD Single 29999 1 0 13-02-2013 22 68 7 59 10 5 11 4 3 1 4 8 0 0 0 0 0 0 3 11 0 +2861 1983 Graduation Single 24072 1 0 16-04-2013 79 9 1 6 3 0 4 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +663 1989 PhD Single 33996 0 0 11-09-2013 46 40 2 15 8 0 6 1 1 1 3 4 0 0 0 0 0 0 3 11 0 +10675 1956 PhD Married 66334 0 1 03-04-2013 82 909 11 218 0 0 23 2 9 3 5 5 0 0 0 0 0 0 3 11 1 +2521 1971 Master Married 35178 1 0 10-01-2013 10 23 1 13 2 2 18 1 1 1 2 7 1 0 0 0 0 0 3 11 1 +9592 1983 Graduation Together 22010 1 0 30-06-2013 51 11 2 9 3 0 8 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +10151 1960 Graduation Divorced 62204 0 2 12-09-2012 38 317 46 247 151 46 139 1 4 5 12 3 0 0 0 0 0 0 3 11 0 +7381 1968 Graduation Divorced 75693 0 0 06-12-2012 10 797 153 293 72 97 30 1 11 4 6 4 0 1 1 1 0 0 3 11 1 +4099 1972 Graduation Married 30675 1 0 12-11-2012 14 10 2 16 11 2 21 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +9560 1965 Graduation Together 83003 0 0 03-03-2013 18 856 61 570 40 25 122 1 7 6 8 3 0 0 1 0 0 0 3 11 1 +1150 1899 PhD Together 83532 0 0 26-09-2013 36 755 144 562 104 64 224 1 4 6 4 1 0 0 1 0 0 0 3 11 0 +10172 1988 Graduation Single 68655 0 0 10-08-2012 95 456 19 832 75 118 38 1 4 5 11 3 0 0 0 0 0 0 3 11 0 +11191 1986 Graduation Divorced 41411 0 0 07-12-2013 11 37 32 38 11 3 18 1 2 1 4 6 0 0 0 0 0 0 3 11 0 +9707 1969 PhD Married 55212 0 1 23-11-2012 65 1103 0 45 0 0 34 3 4 2 11 8 0 1 0 0 1 0 3 11 0 +6245 1950 PhD Together 59292 0 1 13-06-2013 71 378 14 68 19 14 14 2 3 5 8 3 0 0 0 0 0 0 3 11 0 +8234 1973 Basic Together 27190 1 0 15-08-2013 13 1 6 7 0 1 3 1 1 0 2 8 1 0 0 0 0 0 3 11 1 +1411 1952 Graduation Divorced 82623 0 0 10-11-2013 58 204 34 204 172 153 173 1 2 9 4 1 0 0 0 0 0 0 3 11 0 +8553 1965 Graduation Married 44300 1 1 23-06-2013 65 30 0 9 0 0 3 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +1826 1970 Graduation Divorced 84835 0 0 16-06-2014 0 189 104 379 111 189 218 1 4 4 6 1 0 0 0 0 0 0 3 11 1 +8842 1971 Graduation Widow 30372 1 1 25-12-2012 33 15 0 12 7 3 7 3 2 0 3 7 0 0 0 0 0 0 3 11 0 +11030 1976 Master Married 33181 1 0 03-01-2014 90 9 0 3 0 0 4 1 1 0 2 6 1 0 0 0 0 0 3 11 0 +2579 1957 Graduation Married 71113 0 1 17-12-2013 95 495 33 255 11 33 8 4 6 7 9 4 0 0 0 0 0 0 3 11 0 +175 1986 Graduation Married 71952 1 0 10-01-2013 93 656 80 455 52 107 93 2 8 4 8 4 1 0 1 0 0 0 3 11 0 +9185 1966 PhD Single 69759 0 0 28-10-2013 38 452 20 514 13 30 0 3 4 6 5 3 0 0 0 0 0 0 3 11 1 +11056 1974 Graduation Married 72099 0 0 27-10-2012 18 546 91 410 119 0 22 1 3 4 10 1 0 0 0 0 0 0 3 11 0 +9365 1976 PhD Single 60000 0 1 22-12-2012 57 1048 0 217 0 0 12 5 11 3 5 6 0 0 0 0 0 0 3 11 0 +6201 1978 Graduation Single 38643 1 1 29-11-2013 45 22 2 14 0 1 10 2 2 0 3 7 0 0 0 0 0 1 3 11 0 +2061 1955 Graduation Married 50737 0 1 11-05-2013 61 78 0 11 0 0 10 1 2 0 4 6 0 1 0 0 0 0 3 11 0 +6184 1969 PhD Married 68462 0 0 12-12-2012 6 561 64 785 84 128 48 1 3 3 8 1 0 0 0 0 0 0 3 11 0 +6142 1943 Master Married 65073 0 0 20-08-2013 65 629 17 177 69 0 8 1 5 3 5 2 0 0 0 0 0 1 3 11 0 +4107 1948 PhD Together 46681 0 2 08-10-2013 52 269 15 69 15 19 38 2 4 6 4 5 0 0 0 0 0 0 3 11 0 +7274 1957 Graduation Married 78618 0 0 28-09-2012 87 736 163 818 212 163 61 1 4 7 10 2 0 1 0 0 0 0 3 11 0 +9336 1969 PhD Widow 62187 0 1 22-03-2014 38 512 0 83 0 0 41 3 6 2 10 4 0 0 0 0 0 0 3 11 0 +2958 1978 Graduation Married 28442 2 0 24-02-2014 53 19 3 10 11 8 6 3 2 1 4 4 0 0 0 0 0 0 3 11 0 +933 1978 PhD Married 37717 1 0 23-11-2012 31 9 0 6 4 1 5 1 1 0 2 9 0 0 0 0 0 0 3 11 0 +5837 1967 Graduation Married 51479 1 1 28-12-2012 67 247 8 160 6 8 65 7 6 3 6 7 0 0 0 0 0 0 3 11 0 +10704 1969 Graduation Single 54803 0 1 21-08-2012 65 404 0 92 28 27 142 2 6 2 9 4 0 0 0 0 0 0 3 11 0 +5125 1960 Graduation Married 79530 0 0 17-05-2013 64 333 0 815 129 42 29 1 4 10 11 2 0 0 0 0 0 0 3 11 0 +4432 1976 Graduation Divorced 31615 1 0 16-03-2013 82 2 3 20 6 11 9 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +5955 1962 Graduation Together 72025 0 0 17-11-2012 27 833 33 549 151 133 233 1 4 3 8 3 0 0 0 0 0 0 3 11 0 +2928 1975 PhD Single 52614 0 1 01-12-2012 63 789 0 142 12 9 38 2 2 4 8 8 0 0 0 0 0 0 3 11 0 +5680 1984 2n Cycle Married 35684 1 0 22-04-2014 66 10 4 7 0 6 3 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +10313 1975 Graduation Married 48178 1 1 28-10-2012 69 159 4 45 6 2 38 6 5 1 4 8 0 0 0 0 0 0 3 11 0 +2557 1970 Master Single 29548 1 0 29-08-2013 52 7 1 6 3 1 11 1 1 1 2 4 1 0 0 0 0 0 3 11 0 +1245 1966 Graduation Single 63810 0 1 11-11-2012 45 977 12 253 16 12 101 4 4 3 12 8 0 1 0 0 0 0 3 11 0 +1519 1972 PhD Single 38578 1 1 22-06-2013 2 38 4 22 3 3 3 3 3 0 3 8 0 0 0 0 0 0 3 11 1 +10703 1975 Master Single 46098 1 1 18-08-2012 86 57 0 27 0 0 36 4 3 2 2 8 0 0 0 0 0 0 3 11 0 +1726 1970 Graduation Single 22585 0 0 18-03-2013 23 3 9 15 13 2 39 1 1 1 2 9 1 0 0 0 0 0 3 11 1 +4459 1989 Graduation Single 30279 1 0 30-12-2012 13 10 4 14 4 4 1 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +1729 1961 PhD Together 66426 0 1 02-10-2013 14 1043 24 97 32 24 157 2 3 5 10 6 0 0 0 0 0 0 3 11 0 +1517 1969 Graduation Single 30822 1 0 14-06-2013 92 3 9 13 2 12 12 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +2098 1969 PhD Married 33581 2 0 08-01-2013 38 11 0 5 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +9543 1985 Graduation Married 19986 1 0 14-11-2013 74 3 6 5 0 2 6 1 0 0 3 7 0 0 0 0 0 0 3 11 0 +6878 1954 Graduation Widow 27421 0 0 12-12-2012 14 43 12 96 78 40 55 3 4 1 6 7 0 0 0 0 0 0 3 11 0 +3310 1973 2n Cycle Married 35688 2 1 22-08-2012 94 73 3 90 12 1 32 7 4 1 4 8 0 0 0 0 0 0 3 11 0 +2724 1981 Master Single 36143 1 0 30-03-2014 33 12 0 1 0 0 6 1 0 1 2 3 0 0 0 0 0 0 3 11 0 +948 1971 Graduation Single 10245 1 0 15-05-2013 32 4 7 7 6 4 13 3 1 2 2 5 0 0 0 0 0 0 3 11 0 +6720 1968 Master Together 43795 0 1 16-10-2013 11 314 11 53 4 3 107 3 7 3 4 7 0 1 0 0 0 0 3 11 1 +6202 1960 Graduation Together 63381 0 1 05-10-2012 78 571 50 142 33 50 159 4 4 5 13 2 0 0 0 0 0 0 3 11 0 +2066 1949 Graduation Together 38823 0 1 30-08-2012 56 70 0 11 2 8 23 1 2 1 3 6 0 0 0 0 0 0 3 11 0 +9799 1968 PhD Divorced 83664 1 1 08-05-2013 57 866 21 151 28 21 86 3 2 2 12 5 0 0 0 0 0 0 3 11 0 +8318 1979 Graduation Together 90300 0 0 03-01-2014 7 594 134 786 33 134 57 0 5 6 8 1 0 0 1 0 0 0 3 11 0 +5642 1979 Master Together 62499 1 0 09-12-2013 0 140 4 61 0 13 4 2 3 1 6 4 0 0 0 0 0 0 3 11 0 +2669 1993 Graduation Single 74293 0 0 04-05-2014 66 375 152 335 93 91 81 1 5 4 6 2 0 0 0 0 0 0 3 11 0 +455 1946 PhD Married 51012 0 0 18-04-2013 86 102 9 63 2 9 24 1 4 1 4 6 0 0 0 0 0 0 3 11 0 +7683 1968 Master Married 70777 0 1 25-02-2014 80 554 35 113 0 7 78 3 5 3 12 3 0 0 0 0 0 0 3 11 0 +3428 1991 PhD Together 68682 0 0 06-10-2013 56 919 0 505 99 30 45 1 4 9 10 2 0 0 0 0 0 0 3 11 0 +7414 1971 Graduation Married 43824 1 1 15-09-2012 18 96 1 42 12 3 32 4 3 1 4 8 0 0 0 0 0 0 3 11 0 +6354 1984 Graduation Together 15345 1 0 31-08-2012 51 5 2 16 3 2 19 2 1 1 2 8 0 0 0 0 0 0 3 11 1 +798 1987 Graduation Single 23442 1 0 24-12-2012 71 2 0 6 8 6 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +8213 1980 2n Cycle Together 14515 1 0 09-11-2012 71 6 4 9 6 36 35 4 2 2 3 7 0 0 0 0 0 0 3 11 1 +2488 1956 2n Cycle Divorced 31395 1 1 23-03-2013 80 23 1 25 0 8 7 4 2 1 3 6 0 0 0 0 0 0 3 11 0 +9999 1965 Graduation Together 75276 0 0 27-09-2012 2 610 105 125 137 42 21 1 9 4 9 5 0 0 0 0 0 0 3 11 0 +7617 1974 Graduation Single 42373 1 1 15-08-2013 83 67 5 61 3 8 19 5 2 1 5 5 0 0 0 0 0 0 3 11 0 +615 1960 Graduation Together 30507 0 0 11-03-2013 29 65 36 74 38 20 110 1 5 1 4 7 0 0 0 0 0 0 3 11 0 +2552 1955 PhD Single 55521 1 2 22-10-2013 11 416 0 26 0 0 4 9 6 3 6 7 0 1 0 0 0 0 3 11 1 +194 1965 Graduation Married 48006 1 1 09-06-2014 55 23 0 11 3 2 2 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +3645 1972 PhD Single 27213 1 0 30-08-2012 19 19 3 26 10 9 3 3 2 0 4 8 0 0 0 0 0 0 3 11 1 +8890 1971 PhD Divorced 65808 1 1 30-05-2014 1 155 7 80 13 7 10 3 5 1 5 6 0 0 0 0 0 0 3 11 0 +5049 1974 PhD Together 30351 1 0 06-06-2013 19 14 0 24 3 3 2 1 3 0 2 9 0 0 0 0 0 0 3 11 0 +9973 1963 Graduation Married 50437 0 2 17-10-2012 28 370 9 92 6 9 4 3 7 1 8 7 0 0 0 0 0 0 3 11 0 +7301 1982 2n Cycle Single 23616 1 0 17-11-2012 76 4 22 11 3 7 32 2 3 0 3 8 0 0 0 0 0 0 3 11 1 +10882 1976 Graduation Married 53858 0 1 09-11-2012 50 407 53 221 58 150 26 4 4 3 6 4 0 0 0 0 0 0 3 11 0 +7030 1955 PhD Married 66465 0 1 30-03-2013 1 1200 0 204 38 29 14 3 11 9 12 6 0 0 0 1 0 0 3 11 0 +7422 1987 Graduation Single 46923 1 0 22-08-2012 90 85 44 54 102 78 6 3 5 1 7 7 0 0 0 0 0 0 3 11 0 +3523 1962 Graduation Together 75072 0 1 23-01-2013 83 583 34 309 0 22 125 2 5 4 8 3 0 0 0 0 0 0 3 11 0 +7106 1943 PhD Married 75865 0 0 31-03-2014 73 483 0 591 156 0 12 1 3 5 10 1 0 0 0 0 0 0 3 11 0 +6504 1975 2n Cycle Together 19789 1 0 20-11-2013 24 2 5 9 28 6 28 3 2 1 3 5 1 0 0 0 0 0 3 11 0 +5067 1994 Graduation Together 80134 0 0 14-02-2014 11 966 26 282 52 26 26 1 2 7 11 5 0 1 1 1 1 0 3 11 0 +4216 1981 Graduation Single 91065 0 0 22-02-2013 33 822 114 108 179 137 114 1 7 9 9 3 0 0 1 1 0 0 3 11 1 +8581 1971 Master Married 49505 1 1 05-03-2013 4 604 0 100 19 0 28 9 10 2 8 8 0 0 0 0 0 0 3 11 0 +5929 1973 PhD Married 37401 1 0 06-05-2014 14 19 3 19 3 1 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +3129 1983 Graduation Married 30096 1 0 22-05-2014 30 5 3 11 12 5 9 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +6528 1982 Master Together 18492 1 0 05-06-2014 75 2 2 2 2 1 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +1361 1974 Master Married 82584 0 0 04-06-2013 26 1076 68 103 29 91 68 1 3 4 8 1 0 1 1 0 0 0 3 11 1 +6932 1941 PhD Married 93027 0 0 13-04-2013 77 1285 42 716 55 0 21 0 7 10 5 2 0 0 1 0 0 0 3 11 0 +7284 1953 Graduation Married 48686 1 2 04-12-2013 8 10 0 7 2 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +1340 1986 Graduation Married 92910 0 0 24-04-2014 42 551 137 792 179 103 33 1 6 7 13 1 0 1 1 1 0 0 3 11 0 +8746 1989 Graduation Married 75433 1 0 05-04-2014 28 800 0 297 0 34 57 2 2 5 10 6 0 1 0 1 0 0 3 11 0 +5987 1989 2n Cycle Together 10404 1 0 04-05-2014 52 2 2 11 10 6 12 2 1 0 4 5 0 0 0 0 0 0 3 11 0 +3767 1968 Graduation Married 61314 0 1 25-04-2013 1 378 0 189 97 172 172 2 5 5 12 3 0 0 0 0 0 0 3 11 0 +3725 1961 PhD Single 84865 0 0 09-05-2013 1 1248 16 349 43 16 16 1 2 4 9 4 0 1 1 1 1 0 3 11 1 +4324 1989 Graduation Married 42387 1 0 29-10-2012 42 235 0 235 19 4 191 5 8 1 7 8 0 0 0 0 0 0 3 11 0 +238 1967 2n Cycle Together 67309 1 1 23-01-2013 76 515 47 181 149 95 95 15 9 6 9 7 0 0 0 0 0 0 3 11 0 +6694 1964 Graduation Married 75236 0 1 25-11-2013 27 438 66 400 12 38 114 1 8 3 13 4 0 0 0 0 0 0 3 11 0 +498 1970 Graduation Single 30015 1 0 02-02-2014 28 25 0 22 2 3 5 2 1 0 4 5 0 0 0 0 0 0 3 11 0 +9347 1956 Master Together 50943 0 1 21-06-2013 49 31 0 7 2 0 6 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +9699 1966 Graduation Divorced 67272 0 1 21-12-2013 12 357 35 271 28 28 14 3 6 2 12 5 0 0 0 0 0 0 3 11 0 +10664 1949 Master Widow 51529 0 1 07-09-2013 14 400 4 35 6 0 22 2 9 1 5 8 0 0 0 0 0 0 3 11 0 +5455 1971 PhD Married 32011 1 0 22-08-2013 89 99 0 15 2 1 5 3 2 1 4 7 0 0 0 0 0 0 3 11 0 +456 1986 2n Cycle Married 7500 1 0 07-02-2013 96 1 11 5 4 6 9 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +5012 1989 Graduation Married 28691 1 0 04-07-2013 56 5 4 13 8 0 4 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +7495 1948 PhD Married 56223 0 1 20-12-2013 72 77 28 31 16 0 4 2 2 1 5 4 0 0 0 0 0 0 3 11 0 +5029 1946 Graduation Married 18100 0 0 06-08-2013 14 3 1 2 4 3 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +10642 1989 Graduation Single 30279 1 0 30-12-2012 13 10 4 14 4 4 1 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +2106 1974 2n Cycle Married 20130 0 0 17-03-2014 99 0 6 3 7 6 12 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +10364 1959 Graduation Divorced 23295 0 0 13-07-2013 72 0 0 1 2 12 5 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +5954 1972 Master Divorced 42618 1 0 09-10-2013 92 76 14 74 13 5 10 2 5 0 4 8 0 0 0 0 0 0 3 11 0 +1137 1964 Graduation Single 81246 0 0 29-12-2013 87 398 190 537 61 156 37 1 4 5 7 1 1 0 0 1 0 0 3 11 0 +2541 1976 Graduation Married 24027 1 0 09-06-2013 7 14 7 11 11 0 5 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +1142 1953 PhD Married 55707 0 1 22-12-2013 91 208 7 82 30 66 35 2 3 2 9 3 0 0 0 0 0 0 3 11 0 +2276 1955 Graduation Single 57959 0 1 02-05-2013 71 430 16 322 43 24 33 5 4 7 11 3 0 0 0 0 0 0 3 11 0 +2807 1969 Graduation Married 56796 0 1 16-02-2013 24 656 38 161 62 47 37 3 8 9 7 7 0 0 0 0 0 0 3 11 0 +6471 1971 Master Single 36230 1 0 17-10-2013 17 14 2 30 8 2 3 1 2 0 4 5 0 0 0 0 0 0 3 11 0 +6131 1980 2n Cycle Married 70829 1 1 01-12-2013 87 141 70 106 72 19 23 2 4 2 8 3 0 0 0 0 0 0 3 11 0 +6233 1976 Graduation Married 65991 0 1 07-09-2012 21 507 19 364 25 47 9 3 9 5 10 7 0 0 0 0 0 0 3 11 0 +4148 1972 Graduation Married 38988 1 2 20-08-2012 90 164 24 103 12 3 42 7 5 1 6 8 0 0 0 0 0 0 3 11 0 +4947 1966 2n Cycle Single 89572 0 0 15-09-2012 44 606 24 974 197 194 64 1 7 7 9 4 0 1 0 1 0 0 3 11 1 +3225 1984 Master Married 42207 1 0 01-04-2013 71 116 11 72 3 17 46 4 4 1 5 6 1 0 0 0 0 0 3 11 1 +7540 1952 Graduation Married 50300 0 1 25-05-2014 52 143 15 60 24 23 5 2 2 1 8 2 0 0 0 0 0 0 3 11 0 +10648 1982 2n Cycle Together 66664 0 0 25-09-2012 78 398 96 447 220 96 32 1 5 7 6 3 0 0 0 0 0 0 3 11 0 +1992 1964 Graduation Married 60597 0 1 01-01-2014 2 522 0 257 32 16 66 4 2 2 8 7 0 0 0 1 0 0 3 11 1 +7851 1949 Graduation Widow 70165 0 0 22-09-2013 60 161 0 253 199 191 122 1 3 7 11 1 0 0 0 0 0 0 3 11 0 +8594 1958 PhD Widow 50520 0 1 28-01-2014 25 112 0 6 2 1 14 2 3 1 3 6 0 0 0 0 0 0 3 11 0 +7059 1963 Graduation Married 80124 0 0 26-06-2014 47 483 84 398 205 84 241 1 3 7 8 1 1 0 0 0 0 0 3 11 0 +2815 1975 Graduation Married 33183 1 0 24-02-2014 46 7 5 39 17 15 37 2 4 0 3 7 0 0 0 0 0 0 3 11 0 +2416 1969 PhD Single 66582 0 0 03-03-2014 83 789 25 420 16 38 0 1 2 8 9 1 0 0 0 0 0 0 3 11 0 +7999 1955 PhD Together 75261 0 0 23-04-2013 17 1239 17 413 23 34 17 1 5 6 5 2 0 1 1 0 0 0 3 11 1 +9213 1970 Graduation Widow 31880 1 0 31-10-2012 13 4 1 5 2 0 3 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +9697 1951 Graduation Married 53790 0 2 06-03-2014 86 335 42 127 28 5 5 3 7 2 8 6 0 0 0 0 0 0 3 11 0 +3916 1971 PhD Together 49269 1 0 15-08-2012 92 639 8 166 11 8 58 3 7 3 12 7 0 0 0 0 0 0 3 11 0 +2021 1975 Graduation Married 61456 0 1 27-03-2013 47 563 76 384 84 192 89 4 6 10 13 4 0 0 0 0 0 0 3 11 0 +1581 1980 Graduation Married 37406 1 0 10-10-2013 18 2 0 8 2 2 3 1 1 0 2 8 0 0 0 0 0 0 3 11 1 +564 1981 PhD Together 56937 1 0 04-08-2012 81 746 8 125 11 8 8 7 8 6 9 6 0 1 0 0 0 0 3 11 1 +6619 1978 Graduation Married 38415 1 1 02-01-2013 91 22 1 13 4 0 4 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +9081 1988 Graduation Single 20518 1 0 18-05-2014 58 4 1 6 4 1 9 1 1 1 2 5 0 0 0 0 0 0 3 11 0 +178 1956 Graduation Married 62503 0 1 18-02-2013 40 478 0 193 110 75 117 4 8 3 11 5 0 0 0 0 0 0 3 11 0 +916 1972 PhD Single 41644 1 1 09-05-2014 67 20 3 4 2 0 2 2 1 0 3 3 0 0 0 0 0 0 3 11 0 +5512 1977 Master Married 55842 0 1 23-05-2014 19 451 0 39 0 4 24 1 7 1 8 5 0 0 0 0 0 0 3 11 0 +8970 1972 PhD Married 62010 0 1 23-10-2012 93 371 22 39 6 0 92 4 6 2 7 5 0 0 0 0 0 0 3 11 0 +10581 1977 Graduation Married 41124 1 0 31-10-2012 41 281 7 84 15 0 119 7 7 3 4 8 0 0 0 0 0 0 3 11 0 +5300 1973 Master Married 38961 1 0 30-12-2013 60 19 7 19 0 1 24 1 2 1 2 7 0 0 0 0 0 0 3 11 0 +5154 1972 Master Divorced 37760 1 0 11-08-2013 54 26 3 13 2 10 0 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +8346 1974 Graduation Single 32233 1 0 19-08-2012 26 138 15 35 25 11 72 2 6 2 2 9 1 0 0 0 0 0 3 11 1 +1676 1975 Graduation Married 43057 0 1 30-10-2013 30 213 2 44 0 2 5 4 4 2 5 5 0 0 0 0 0 0 3 11 0 +9286 1960 Master Together 83151 0 0 10-10-2012 93 407 28 100 120 74 18 1 5 9 4 3 0 0 0 0 0 0 3 11 0 +2426 1964 PhD Divorced 78825 0 0 14-09-2012 35 483 74 114 169 37 18 1 5 10 13 3 0 0 0 0 0 0 3 11 1 +5172 1976 Master Together 65104 0 1 14-11-2013 4 738 0 232 13 20 50 2 3 5 7 7 0 0 0 0 0 0 3 11 0 +5562 1974 Graduation Married 60093 0 1 26-06-2013 92 502 12 109 16 6 90 2 7 2 10 6 0 0 0 0 0 0 3 11 0 +3436 1969 Graduation Married 14045 1 0 26-01-2014 24 11 0 5 2 1 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +3921 1952 2n Cycle Widow 28457 0 0 28-10-2012 96 24 1 108 29 29 14 1 4 1 4 8 0 0 0 0 0 0 3 11 0 +3403 1958 PhD Together 78952 0 1 24-09-2012 11 1170 19 594 99 76 134 2 2 5 12 6 0 0 0 0 0 0 3 11 0 +22 1976 Graduation Divorced 46310 1 0 03-12-2012 99 185 2 88 15 5 14 2 6 1 5 8 0 0 0 0 0 0 3 11 0 +10965 1955 Graduation Together 76005 0 0 22-02-2013 72 983 20 389 240 50 40 1 3 5 13 6 0 0 0 1 0 0 3 11 0 +9426 1964 Master Single 58308 0 1 12-01-2013 77 691 0 69 10 0 130 4 2 6 3 8 0 0 0 0 0 0 3 11 0 +6605 1944 PhD Divorced 55614 0 0 27-11-2013 85 504 13 131 8 0 26 1 9 4 6 7 0 1 0 0 0 0 3 11 0 +3136 1962 Master Divorced 59432 0 1 13-04-2013 88 317 25 265 25 19 12 3 5 3 11 5 0 0 0 0 0 0 3 11 0 +8737 1978 Graduation Divorced 55563 0 1 05-04-2014 22 29 1 9 2 0 2 1 2 0 3 3 0 0 0 0 0 0 3 11 0 +11088 1971 PhD Together 78642 0 1 21-04-2013 83 1396 0 322 46 35 17 1 4 9 4 6 0 0 0 0 0 0 3 11 0 +716 1949 PhD Together 67911 0 1 22-05-2014 63 529 0 356 63 28 0 3 6 7 11 3 0 0 0 0 0 0 3 11 0 +466 1944 Graduation Married 65275 0 0 03-04-2013 9 388 14 218 91 14 21 1 4 3 13 2 0 0 0 0 0 0 3 11 0 +9135 1950 Graduation Together 27203 1 1 06-08-2012 92 13 2 21 4 0 24 2 1 1 2 8 0 0 0 0 0 0 3 11 0 +10623 1961 Master Together 48330 0 1 15-11-2013 2 28 0 4 0 0 0 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +8151 1990 Basic Married 24279 0 0 29-12-2012 6 16 36 21 20 62 108 1 4 1 3 8 0 0 0 0 0 0 3 11 0 +5140 1985 PhD Married 64355 1 0 24-08-2012 66 1047 0 140 67 38 153 2 4 3 12 8 0 0 0 0 0 0 3 11 0 +10160 1956 Master Together 50943 0 1 21-06-2013 49 31 0 7 2 0 6 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +4945 1953 Graduation Widow 53653 0 0 07-11-2012 29 815 10 239 28 10 108 2 10 4 12 6 0 0 0 0 0 0 3 11 0 +10584 1976 Graduation Married 65665 0 1 02-12-2013 77 225 162 387 106 36 29 1 5 10 8 3 0 0 0 0 0 0 3 11 0 +6071 1989 Graduation Single 81217 0 0 19-07-2013 77 493 70 324 146 40 84 1 3 7 11 1 0 0 0 0 0 0 3 11 0 +3386 1992 Graduation Married 34935 0 0 21-06-2013 71 34 4 66 3 10 20 1 2 1 4 7 0 0 0 0 0 0 3 11 0 +8939 1959 Graduation Divorced 61250 0 1 16-12-2012 49 382 138 65 60 26 59 6 5 2 12 5 0 0 0 0 0 0 3 11 0 +9925 1981 PhD Together 39665 1 0 25-05-2013 97 127 1 56 0 1 31 3 4 2 3 7 1 0 0 0 0 0 3 11 0 +4320 1979 Graduation Single 60152 0 1 28-03-2013 6 325 83 300 86 58 91 1 6 4 12 3 0 0 0 0 0 0 3 11 0 +5389 1964 Graduation Married 48920 0 2 20-10-2013 93 238 17 68 8 10 6 3 6 2 5 7 0 1 0 0 0 0 3 11 0 +6036 1959 Master Together 89120 0 0 17-03-2014 78 1168 92 408 72 129 55 1 5 6 7 1 0 0 1 0 0 0 3 11 0 +182 1946 PhD Together 44124 0 1 11-05-2013 62 284 0 55 0 6 52 4 6 2 5 8 0 0 0 0 0 0 3 11 0 +203 1975 Master Single 81169 0 0 14-04-2013 47 1288 20 613 80 61 27 1 5 7 9 2 0 0 0 0 0 0 3 11 0 +11025 1961 Graduation Married 36443 1 1 03-02-2013 9 65 0 46 4 3 20 4 3 1 3 8 0 0 0 0 0 0 3 11 0 +10203 1990 Graduation Single 26095 1 0 30-06-2013 77 11 7 9 3 1 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +4607 1959 Graduation Together 71367 0 0 23-08-2013 24 227 23 389 42 21 75 1 4 5 7 2 0 0 0 0 0 0 3 11 0 +3711 1944 Master Married 80184 0 0 01-03-2014 19 1035 134 670 25 38 0 1 6 3 10 3 0 0 1 1 0 0 3 11 0 +3696 1965 Graduation Divorced 30630 1 1 27-01-2014 67 27 1 12 2 0 10 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +2532 1987 Master Single 73454 0 0 01-03-2014 95 982 73 351 56 14 175 1 2 4 6 5 1 0 0 0 0 0 3 11 0 +9214 1991 Graduation Married 42691 0 0 16-08-2013 48 179 2 64 38 17 58 1 5 1 6 5 0 0 0 0 0 0 3 11 0 +4943 1953 Graduation Married 70503 0 0 30-09-2012 73 1379 33 216 0 33 66 1 2 4 9 6 0 1 1 0 0 0 3 11 0 +35 1987 Graduation Married 25545 1 0 08-09-2012 35 32 1 64 16 12 85 3 2 2 3 6 0 0 0 0 0 0 3 11 1 +2258 1986 Graduation Married 32880 1 0 04-12-2012 76 8 4 15 7 6 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4322 1958 PhD Together 77863 0 0 27-11-2013 20 881 38 319 16 25 12 1 4 5 10 2 0 0 0 0 0 0 3 11 0 +713 1977 Master Married 50353 0 0 08-06-2014 72 141 15 153 67 31 35 1 4 4 6 3 0 0 0 0 0 0 3 11 0 +4702 1964 Graduation Single 61839 0 0 12-08-2012 20 1000 155 379 224 17 120 1 4 8 4 8 0 0 0 0 0 0 3 11 0 +3281 1960 PhD Married 49154 1 1 03-11-2013 69 206 10 67 30 27 71 6 4 1 8 6 0 0 0 0 0 0 3 11 0 +702 1975 2n Cycle Widow 47682 0 1 15-02-2013 80 162 61 83 97 57 61 4 4 3 8 5 0 0 0 0 0 0 3 11 0 +2004 1969 Graduation Single 72679 0 1 18-09-2013 65 619 54 260 127 54 54 1 4 7 5 1 0 0 0 0 0 0 3 11 0 +4769 1977 Master Together 57954 1 1 18-06-2014 52 456 4 24 0 0 9 7 8 2 6 7 0 1 0 0 0 0 3 11 0 +4437 1962 Graduation Married 65316 1 1 24-04-2013 65 112 6 92 3 9 38 2 3 2 5 4 0 0 0 0 0 0 3 11 0 +8724 1982 Graduation Single 28567 1 0 17-06-2013 57 11 3 22 2 2 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +10741 1951 Master Together 47352 0 1 11-04-2013 70 172 12 112 8 0 15 4 6 1 5 7 0 0 0 0 0 0 3 11 0 +1991 1967 Graduation Together 44931 0 1 18-01-2014 0 78 0 11 0 0 7 1 2 1 3 5 0 0 0 0 0 0 3 11 0 +6931 1967 Graduation Divorced 76982 0 0 15-02-2014 19 464 151 292 65 60 30 1 8 3 4 4 0 0 1 0 0 0 3 11 1 +11096 1952 2n Cycle Together 57247 0 1 08-08-2013 50 99 4 32 37 54 6 2 2 1 7 2 0 0 0 0 0 0 3 11 0 +304 1981 Master Single 22944 1 0 23-12-2013 67 19 3 19 4 5 26 3 3 0 3 7 0 0 0 0 0 0 3 11 0 +3665 1977 2n Cycle Together 25315 1 0 07-11-2013 46 1 9 8 11 3 22 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +10591 1969 Graduation Widow 43638 0 1 06-08-2012 37 63 10 83 7 19 19 2 4 1 4 7 0 0 0 0 0 0 3 11 0 +5036 1984 PhD Single 42710 1 0 28-11-2012 38 252 3 42 4 3 102 2 4 5 3 6 0 0 0 0 0 0 3 11 0 +5547 1982 PhD Married 84169 0 0 07-08-2013 9 1478 19 403 0 19 0 1 7 6 6 3 0 1 1 0 0 0 3 11 1 +7822 1976 Graduation Together 54058 0 1 04-06-2013 56 198 18 252 32 108 54 2 4 6 8 3 0 0 0 0 0 0 3 11 0 +8541 1990 2n Cycle Married 24683 1 0 08-03-2014 98 8 4 10 6 7 6 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +10955 1964 Graduation Widow 85620 0 0 07-01-2014 68 416 46 925 60 107 46 1 3 6 4 1 0 0 0 0 0 0 3 11 1 +4368 1980 Graduation Married 47850 1 0 03-12-2013 72 42 7 43 20 12 10 1 3 0 4 6 0 0 0 0 0 0 3 11 0 +9671 1968 Graduation Married 19514 1 1 26-01-2014 47 14 3 21 2 1 28 4 3 1 2 8 1 0 0 0 0 0 3 11 1 +2256 1973 Master Married 27159 1 1 29-03-2014 33 17 0 3 0 0 1 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +4279 1963 2n Cycle Single 39548 1 1 31-03-2014 87 15 4 10 3 4 18 2 1 1 3 3 0 0 0 0 0 0 3 11 0 +5371 1989 Graduation Single 21474 1 0 08-04-2014 0 6 16 24 11 0 34 2 3 1 2 7 1 0 0 0 0 0 3 11 1 +9240 1971 PhD Single 60504 0 1 07-02-2014 73 458 0 24 6 4 34 2 6 2 8 6 0 0 0 0 0 0 3 11 0 +9460 1963 Graduation Married 22419 0 0 18-04-2013 74 30 3 47 19 21 42 1 3 2 2 8 0 0 0 0 0 0 3 11 0 +9504 1949 Master Married 81698 0 0 06-11-2013 4 179 28 520 111 123 47 1 3 8 13 1 0 0 0 0 0 0 3 11 1 +8692 1952 Graduation Together 43462 1 1 12-09-2012 50 90 17 97 15 6 15 6 4 1 5 8 0 0 0 0 0 0 3 11 0 +448 1978 PhD Single 54880 1 0 01-03-2013 57 308 85 137 102 45 118 2 6 2 11 5 0 0 0 0 0 0 3 11 0 +8314 1982 Graduation Married 79908 0 0 05-04-2013 30 557 129 761 29 185 111 1 5 6 7 2 0 0 1 0 0 0 3 11 0 +8420 1970 2n Cycle Married 15315 0 0 03-08-2013 27 7 4 13 15 8 17 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +3174 1959 Graduation Together 87771 0 1 22-05-2013 61 1492 38 287 50 57 33 1 5 10 4 6 0 1 1 1 1 0 3 11 1 +7685 1978 Graduation Married 33039 1 0 09-09-2013 4 30 8 12 8 8 12 1 2 0 4 5 0 0 0 0 0 0 3 11 0 +3179 1980 Graduation Single 81741 0 0 16-06-2013 75 249 153 940 58 134 38 0 6 6 7 2 0 0 0 0 0 0 3 11 0 +9780 1971 Master Together 71499 0 1 25-06-2013 12 465 25 132 136 0 37 2 8 3 13 4 0 0 0 0 0 0 3 11 0 +10681 1970 2n Cycle Married 62466 0 1 15-01-2014 13 129 129 259 168 121 83 5 6 3 12 4 0 0 0 0 0 0 3 11 0 +10232 1963 PhD Divorced 48799 0 1 05-11-2013 9 174 18 81 28 6 24 3 3 2 7 3 0 0 0 0 0 0 3 11 0 +4184 1950 PhD Together 52157 0 1 07-06-2014 48 189 2 29 3 2 40 2 3 2 5 4 0 0 0 0 0 0 3 11 0 +9120 1962 Graduation Single 66565 0 1 05-12-2012 80 747 10 161 65 40 42 4 4 2 9 8 0 0 0 0 0 0 3 11 0 +891 1951 Master Together 29298 1 1 07-09-2013 60 6 0 2 2 0 1 1 1 0 2 5 0 0 0 0 0 0 3 11 0 +10381 1979 Graduation Single 47691 0 1 05-07-2013 43 14 0 3 0 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +3525 1970 Graduation Together 38200 1 1 07-12-2012 19 12 0 4 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +6818 1974 Graduation Married 44989 0 1 12-09-2012 26 98 0 106 49 10 106 5 5 1 5 6 0 0 0 0 0 0 3 11 0 +3526 1968 PhD Married 38443 1 1 27-01-2014 58 32 0 5 0 0 1 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +8181 1978 2n Cycle Single 38593 1 0 13-09-2013 42 51 12 49 17 24 24 3 4 1 3 8 0 0 0 0 0 0 3 11 0 +1029 1970 PhD Together 64413 0 1 01-08-2013 27 200 5 44 0 10 20 1 5 1 5 5 0 0 0 0 0 0 3 11 0 +7369 1981 Master Married 36959 1 0 02-10-2013 56 25 6 25 6 0 0 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +2574 1977 PhD Married 61996 0 1 31-01-2013 27 1050 12 144 0 0 24 3 6 4 8 5 0 1 0 1 1 0 3 11 1 +8159 1968 Graduation Married 51287 1 1 01-04-2014 10 117 0 22 13 0 30 3 4 1 3 7 0 0 0 0 0 0 3 11 0 +1160 1970 Graduation Married 13260 1 1 23-08-2013 48 9 4 17 10 2 7 4 3 0 3 8 0 0 0 0 0 0 3 11 0 +10242 1966 PhD Together 47472 1 1 16-09-2013 39 56 0 11 0 0 8 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +5253 1956 Master Together 54603 1 1 09-07-2013 85 145 13 46 17 2 4 6 4 2 4 7 0 0 0 0 0 0 3 11 0 +5966 1974 PhD Married 45207 1 1 10-11-2012 64 203 0 10 0 0 2 5 3 1 6 6 0 1 0 0 0 0 3 11 0 +5314 1951 Graduation Together 40689 0 1 18-03-2013 69 270 3 27 39 6 99 7 7 1 5 8 0 0 0 0 0 0 3 11 0 +5081 1967 2n Cycle Together 47821 1 1 20-10-2013 54 9 0 16 6 6 10 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +5123 1951 Master Married 27450 0 0 15-04-2013 57 37 12 23 8 11 52 1 2 1 3 7 0 0 0 0 0 0 3 11 0 +5756 1983 Graduation Together 39453 1 0 03-04-2014 64 46 0 7 0 0 2 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +8036 1971 2n Cycle Together 26850 1 1 18-04-2014 10 31 1 13 7 2 9 4 2 1 4 4 0 0 0 0 0 0 3 11 0 +9058 1955 Graduation Widow 79800 0 0 23-09-2012 65 1060 21 530 32 0 224 1 5 11 5 3 1 0 1 1 0 0 3 11 1 +5057 1961 Master Married 61794 0 1 14-09-2013 74 264 47 188 54 47 11 2 4 4 10 2 0 0 0 0 0 0 3 11 0 +254 1955 Graduation Together 53863 0 1 17-05-2014 4 399 4 30 6 4 30 3 7 1 7 7 0 1 0 0 0 0 3 11 0 +4179 1959 Graduation Together 24221 0 0 20-08-2013 94 8 9 9 2 5 22 1 1 1 3 4 0 0 0 0 0 0 3 11 0 +3710 1984 PhD Single 39684 1 0 12-10-2012 41 19 0 35 6 4 17 2 2 1 2 7 0 0 0 0 0 1 3 11 1 +7627 1975 Master Married 92163 0 0 12-12-2012 25 817 183 797 106 163 20 0 5 11 5 2 0 0 1 1 0 0 3 11 1 +4501 1965 Master Single 69882 0 0 10-11-2013 94 292 127 635 132 127 165 1 3 7 9 1 0 0 0 0 0 0 3 11 0 +6424 1977 Graduation Together 33178 1 0 30-01-2014 9 12 6 2 11 2 16 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +3075 1972 PhD Married 59973 0 0 11-09-2013 47 130 30 168 20 34 0 1 3 4 7 1 0 0 0 0 0 0 3 11 0 +4992 1975 Master Together 17459 1 0 19-09-2013 12 6 4 16 3 10 30 3 3 1 2 7 0 0 0 0 0 0 3 11 1 +5252 1969 Graduation Divorced 23910 1 0 26-10-2012 80 16 12 18 7 1 13 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +7444 1969 Master Married 42169 1 1 19-10-2013 20 19 0 9 0 0 2 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +6919 1978 2n Cycle Married 26224 1 0 04-06-2013 39 4 7 15 13 9 15 3 2 1 3 6 0 0 0 0 0 0 3 11 0 +3537 1981 Graduation Together 31089 1 0 17-08-2012 57 31 3 31 2 8 4 3 3 0 4 8 0 0 0 0 0 0 3 11 0 +10277 1961 Graduation Single 30081 0 1 21-02-2013 27 36 0 2 0 0 4 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +2453 1960 Graduation Together 62807 0 1 31-08-2012 83 526 28 135 10 21 99 3 5 3 12 5 0 0 0 0 0 0 3 11 0 +7972 1955 Graduation Single 72906 0 0 17-09-2013 79 400 32 519 71 75 54 1 3 4 9 1 0 0 0 0 0 0 3 11 0 +895 1948 PhD Married 61467 0 2 09-12-2012 69 410 16 114 0 5 49 3 5 2 10 5 0 0 0 0 0 0 3 11 0 +1177 1966 Master Together 49618 1 1 26-01-2013 77 80 3 26 4 2 14 4 3 1 3 7 0 0 0 0 0 0 3 11 0 +7141 1986 Master Single 21888 1 0 29-12-2012 15 88 10 46 2 3 64 4 5 1 2 10 0 0 0 0 0 0 3 11 1 +7232 1973 Graduation Widow 42429 0 1 11-02-2014 99 55 0 6 2 0 4 2 1 1 3 5 0 0 0 0 0 0 3 11 0 +8477 1956 Graduation Divorced 26150 2 1 11-03-2013 61 5 1 13 3 5 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +2457 1975 Basic Married 30801 0 1 26-10-2012 23 8 4 5 15 2 11 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +988 1965 Graduation Married 81168 0 0 07-05-2014 84 410 0 592 147 22 22 1 6 4 7 3 0 0 0 1 0 0 3 11 0 +7930 1969 Master Single 26877 0 0 19-08-2013 74 101 13 76 20 18 40 2 3 1 6 6 0 0 0 0 0 0 3 11 0 +4587 1944 Master Widow 45006 0 0 18-07-2013 90 162 25 53 16 0 10 1 3 1 7 3 0 0 0 0 0 0 3 11 0 +6682 1973 Basic Married 18978 1 0 11-12-2012 41 2 8 1 4 7 15 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +6222 1967 Graduation Married 22574 2 1 28-10-2013 28 25 0 8 2 0 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10299 1969 PhD Single 48240 0 0 09-11-2012 73 389 91 248 64 49 41 3 6 3 13 5 0 0 0 0 0 0 3 11 1 +3083 1974 Graduation Married 45837 1 1 26-07-2013 88 215 13 87 17 17 24 5 6 2 5 7 0 0 0 0 0 0 3 11 0 +8953 1965 Master Single 35791 2 1 06-05-2013 94 27 0 5 0 0 3 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +1503 1976 PhD Together 162397 1 1 03-06-2013 31 85 1 16 2 1 2 0 0 0 1 1 0 0 0 0 0 0 3 11 0 +8650 1978 Graduation Widow 54162 1 1 18-03-2013 31 5 6 10 6 5 10 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +10862 1960 Master Married 30522 0 1 17-08-2012 6 179 8 83 19 11 26 5 1 2 9 2 0 0 0 0 0 0 3 11 0 +2782 1961 PhD Married 54456 0 1 11-07-2013 23 352 0 27 10 0 15 3 6 1 7 6 0 0 0 0 0 0 3 11 0 +6941 1971 Graduation Single 31632 0 0 14-07-2013 92 17 8 12 11 15 32 1 2 1 2 7 0 0 0 0 0 0 3 11 0 +10972 1949 Graduation Widow 72298 0 0 10-03-2014 52 625 35 169 58 17 35 1 4 3 6 1 0 1 1 0 0 0 3 11 0 +10708 1978 2n Cycle Single 36975 1 0 28-12-2013 50 10 6 11 0 4 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +6583 1955 2n Cycle Married 72635 0 0 03-06-2013 54 390 22 323 104 35 107 1 6 8 6 3 0 0 0 1 0 0 3 11 0 +3641 1976 Graduation Married 13624 1 0 20-01-2013 93 10 2 15 2 1 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +10156 1975 Graduation Single 84196 0 1 03-06-2013 56 215 63 507 231 31 190 1 8 4 7 3 0 0 0 0 0 0 3 11 0 +4299 1960 Graduation Together 70971 0 1 21-09-2012 28 1001 17 572 93 125 17 7 11 11 5 7 0 0 0 0 0 0 3 11 1 +3469 1977 PhD Divorced 34487 1 1 06-09-2012 94 19 18 33 24 1 8 3 3 0 3 9 0 0 0 0 0 0 3 11 0 +5063 1977 Graduation Single 28769 1 0 18-12-2012 76 41 5 129 10 3 3 3 4 1 4 9 0 0 0 0 0 0 3 11 0 +10727 1970 PhD Married 69084 1 0 19-11-2013 43 1181 107 199 39 30 30 2 7 3 13 8 0 0 0 0 0 0 3 11 0 +9624 1958 PhD Together 65488 0 0 13-06-2014 46 603 45 207 36 18 54 1 3 4 6 1 0 0 0 0 0 0 3 11 0 +5156 1970 2n Cycle Married 62466 0 1 15-01-2014 13 129 129 259 168 121 83 5 6 3 12 4 0 0 0 0 0 0 3 11 0 +4376 1960 2n Cycle Single 32218 0 0 15-02-2014 27 10 24 15 13 1 30 1 2 1 3 7 1 0 0 0 0 0 3 11 1 +8923 1973 Graduation Single 83917 0 0 18-04-2013 12 514 22 732 42 198 79 1 6 7 7 3 0 0 0 0 0 0 3 11 1 +8461 1962 Graduation Divorced 46102 2 1 10-03-2014 3 14 0 1 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +6945 1952 Graduation Single 84574 0 0 04-06-2013 72 387 20 713 38 54 163 1 9 11 11 5 0 0 0 0 0 0 3 11 0 +944 1962 Graduation Married 56181 0 1 08-01-2013 6 121 103 69 8 44 48 1 4 2 7 4 0 0 0 0 0 0 3 11 0 +1907 1950 Master Divorced 63120 0 1 28-09-2012 53 965 69 279 54 41 69 5 8 4 9 7 0 0 0 0 0 0 3 11 1 +701 1971 Graduation Married 73691 0 1 06-11-2013 58 707 21 250 85 43 73 2 6 2 8 2 1 0 0 0 0 0 3 11 0 +3856 1960 Graduation Together 63381 0 1 05-10-2012 78 571 50 142 33 50 159 4 4 5 13 2 0 0 0 0 0 0 3 11 0 +4149 1948 PhD Together 76140 0 0 13-05-2014 57 586 66 653 17 0 26 1 5 9 6 2 0 0 0 0 0 0 3 11 0 +2131 1959 PhD Divorced 62859 0 1 30-12-2012 37 1063 89 102 16 12 25 4 9 4 6 6 0 0 0 0 0 0 3 11 0 +2942 1964 Graduation Single 45906 0 1 07-05-2013 20 305 3 27 4 3 144 2 5 4 4 5 1 0 0 0 0 0 3 11 0 +1173 1947 Master Together 77632 0 0 10-03-2013 73 1200 105 758 0 42 147 1 4 2 6 2 0 1 1 0 0 0 3 11 1 +4381 1971 PhD Married 46463 1 1 18-08-2013 56 163 2 40 8 11 11 7 3 1 6 6 0 0 0 0 0 0 3 11 0 +4611 1970 Graduation Together 105471 0 0 21-01-2013 36 1009 181 104 202 21 207 0 9 8 13 3 0 0 1 1 0 0 3 11 1 +3376 1970 Master Divorced 55282 1 0 13-12-2013 9 125 6 73 8 4 19 1 3 1 6 4 0 0 0 0 0 0 3 11 0 +4679 1977 Master Married 78710 0 1 23-05-2014 42 721 0 152 119 50 50 3 7 6 12 4 0 0 0 0 0 0 3 11 0 +10928 1958 Graduation Together 66886 0 1 16-09-2013 28 315 4 62 41 31 146 2 7 1 7 5 0 0 0 0 0 0 3 11 0 +4248 1960 Master Single 98777 0 0 17-02-2014 23 1000 19 711 125 115 38 0 4 6 9 1 0 1 0 0 0 0 3 11 0 +6728 1985 Graduation Together 29103 1 0 27-08-2012 38 16 0 17 6 3 6 2 1 0 3 9 0 0 0 0 0 0 3 11 0 +6661 1974 Graduation Married 67445 0 1 12-08-2012 63 757 80 217 29 80 11 5 9 6 12 6 0 0 0 0 0 0 3 11 0 +4725 1950 PhD Together 50616 0 1 13-04-2014 71 30 2 25 0 1 9 1 1 1 4 2 0 0 0 0 0 0 3 11 0 +3277 1955 Graduation Divorced 49431 0 1 03-08-2012 9 219 3 100 26 0 17 2 7 1 5 8 0 0 0 0 0 0 3 11 0 +5555 1975 Graduation Divorced 153924 0 0 07-02-2014 81 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 3 11 0 +2564 1953 Graduation Together 61278 0 1 04-01-2014 87 111 3 28 2 6 15 2 3 1 4 6 0 0 0 0 0 0 3 11 0 +946 1958 2n Cycle Together 26490 0 0 22-09-2012 92 45 47 52 21 20 25 2 3 1 5 6 0 0 0 0 0 0 3 11 0 +3867 1947 PhD Together 73059 0 1 31-08-2013 36 410 112 420 0 82 71 1 9 3 13 4 0 0 0 0 0 0 3 11 0 +6940 1966 PhD Single 46734 1 2 21-10-2013 86 100 1 39 6 1 76 4 3 2 3 6 1 0 0 0 0 0 3 11 0 +55 1963 Graduation Together 56253 0 1 07-12-2012 83 509 0 65 7 11 5 4 7 2 9 6 0 0 0 0 0 0 3 11 0 +7093 1985 Graduation Married 19986 1 0 14-11-2013 74 3 6 5 0 2 6 1 0 0 3 7 0 0 0 0 0 0 3 11 0 +5084 1975 Graduation Widow 58330 0 1 25-12-2013 87 445 53 213 104 98 151 1 6 4 13 4 0 0 0 0 0 0 3 11 0 +1777 1980 Basic Married 25965 0 0 07-09-2012 29 2 2 11 41 7 11 1 2 0 3 8 0 0 0 0 0 0 3 11 0 +8162 1956 Master Together 14661 0 0 01-01-2013 88 4 1 11 6 2 2 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +10826 1959 Graduation Married 18690 0 0 28-12-2012 77 6 1 7 23 4 19 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +8754 1974 PhD Together 45068 0 1 16-05-2013 25 14 0 3 0 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +1987 1987 Basic Single 21063 1 0 25-09-2013 34 1 10 11 19 3 15 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +11007 1968 PhD Married 29187 1 0 09-05-2013 43 26 0 6 0 0 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +7426 1971 2n Cycle Married 54690 1 1 07-11-2013 76 111 16 37 7 9 18 3 3 1 5 3 0 0 0 0 0 0 3 11 0 +9153 1964 PhD Married 59304 0 1 29-07-2013 81 418 61 428 80 51 10 3 7 8 10 5 0 0 0 0 0 0 3 11 0 +10379 1962 Master Single 59247 0 2 08-11-2013 87 327 9 122 19 14 83 5 5 2 9 6 0 0 0 0 0 0 3 11 0 +9204 1970 Graduation Widow 66731 0 1 12-09-2012 33 371 159 194 58 106 141 4 4 3 6 3 0 0 0 0 0 0 3 11 0 +3197 1980 Graduation Married 77353 0 1 16-12-2013 38 275 59 107 69 101 59 2 6 4 8 4 0 0 0 0 0 0 3 11 0 +2920 1975 PhD Single 52614 0 1 01-12-2012 63 789 0 142 12 9 38 2 2 4 8 8 0 0 0 0 0 0 3 11 0 +6961 1974 Graduation Married 26751 2 0 22-05-2014 26 1 1 5 0 3 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +4673 1963 PhD Married 81300 0 1 30-10-2012 17 1004 12 145 32 12 36 3 10 3 5 5 0 0 0 1 0 0 3 11 1 +9937 1979 Graduation Single 70337 0 0 02-01-2014 75 187 81 149 25 43 91 1 2 2 12 1 0 0 0 0 0 0 3 11 0 +8779 1985 2n Cycle Married 36145 1 0 16-06-2013 13 56 4 76 17 1 18 4 4 1 3 9 1 0 0 0 0 0 3 11 1 +9596 1980 PhD Single 65295 0 0 23-12-2013 19 365 32 117 34 110 6 1 3 3 13 2 0 0 0 0 0 0 3 11 0 +2891 1963 Graduation Divorced 68118 0 1 18-10-2013 51 595 23 123 10 23 154 2 8 9 4 6 0 0 0 0 0 0 3 11 0 +4910 1967 Graduation Divorced 68743 0 0 30-08-2012 81 1132 134 384 175 134 115 1 11 5 13 7 0 0 0 0 0 0 3 11 0 +75 1982 2n Cycle Together 41039 0 0 25-07-2013 32 34 11 137 179 61 45 1 8 1 5 8 0 0 0 0 0 0 3 11 0 +10120 1955 Graduation Together 38946 0 1 24-10-2013 84 116 6 82 6 6 41 2 3 1 6 5 0 0 0 0 0 0 3 11 0 +6327 1967 Graduation Together 65777 0 0 19-12-2013 87 565 32 435 28 32 54 1 2 8 6 1 0 0 0 0 0 0 3 11 0 +10142 1976 PhD Divorced 66476 0 1 07-03-2013 99 372 18 126 47 48 78 2 5 2 11 4 0 0 0 0 0 0 3 11 0 +9826 1972 PhD Single 86857 0 0 12-09-2012 96 899 102 838 133 102 40 1 5 6 10 2 0 0 0 0 0 0 3 11 1 +1501 1982 PhD Married 160803 0 0 04-08-2012 21 55 16 1622 17 3 4 15 0 28 1 0 0 0 0 0 0 0 3 11 0 +10767 1989 PhD Together 77845 0 0 16-05-2014 40 760 40 480 0 40 26 1 3 5 12 1 0 0 1 1 0 0 3 11 0 +7279 1969 PhD Together 69476 0 0 30-09-2013 3 260 86 559 63 9 67 1 4 6 4 2 0 0 0 0 0 0 3 11 0 +7230 1960 PhD Divorced 50611 0 1 04-10-2012 98 459 0 24 6 0 4 6 4 5 7 6 0 1 0 0 0 0 3 11 1 +143 1970 Graduation Single 61209 0 0 25-08-2013 73 466 0 224 119 49 99 1 5 3 4 2 0 0 0 0 0 0 3 11 0 +450 1958 Master Together 42315 0 1 12-07-2013 90 67 15 80 17 11 80 3 1 4 4 3 0 0 0 0 0 0 3 11 0 +9316 1952 Basic Together 13084 0 0 02-11-2013 29 2 0 7 3 7 10 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +6379 1949 Master Widow 47570 1 1 29-05-2013 3 67 1 20 0 2 31 3 2 2 2 7 0 0 0 0 0 0 3 11 1 +9239 1961 Master Married 61923 0 2 26-07-2013 94 92 4 18 3 3 6 1 2 1 4 3 0 0 0 0 0 0 3 11 0 +8315 1995 Graduation Single 34824 0 0 26-03-2014 65 4 2 11 2 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +2868 1949 PhD Single 26518 1 1 08-04-2013 33 20 1 28 3 3 2 3 2 0 3 8 0 0 0 0 0 0 3 11 1 +10888 1961 Graduation Single 45938 0 0 03-11-2013 46 273 11 178 62 83 29 2 8 4 6 6 0 0 0 0 0 0 3 11 0 +1277 1960 Graduation Together 78468 0 0 09-04-2014 29 434 22 388 104 22 34 1 10 7 10 4 0 0 0 1 0 0 3 11 0 +9977 1973 Graduation Divorced 78901 0 1 17-09-2013 99 321 11 309 33 26 34 3 9 3 5 4 0 0 0 0 0 0 3 11 0 +10196 1978 Graduation Married 71427 2 0 12-03-2014 26 212 123 177 15 64 23 2 8 2 8 4 0 0 0 0 0 0 3 11 0 +6384 1978 Graduation Divorced 71022 0 1 11-02-2014 30 909 12 278 0 12 242 3 5 2 11 8 1 0 0 0 0 0 3 11 0 +8029 1988 Master Single 90247 0 0 29-04-2014 27 1184 32 352 21 16 16 1 3 4 7 1 0 1 1 1 0 0 3 11 1 +968 1968 Master Divorced 41335 1 0 26-12-2013 24 112 19 21 16 14 5 3 4 1 4 7 0 0 0 0 0 0 3 11 0 +6988 1986 Graduation Married 71952 1 0 10-01-2013 93 656 80 455 52 107 93 2 8 4 8 4 1 0 1 0 0 0 3 11 0 +4472 1970 PhD Divorced 35682 1 0 27-06-2014 34 23 0 8 6 2 18 1 1 1 3 2 0 0 0 0 0 0 3 11 0 +6991 1951 Graduation Divorced 43185 0 1 10-04-2013 88 537 6 42 16 6 30 2 9 3 6 8 0 0 0 0 0 0 3 11 0 +3336 1948 PhD Together 66375 0 1 21-11-2013 96 712 0 45 0 0 191 3 2 4 5 7 1 0 0 0 0 0 3 11 0 +4301 1971 Master Married 35178 1 0 10-01-2013 10 23 1 13 2 2 18 1 1 1 2 7 1 0 0 0 0 0 3 11 1 +1940 1986 Graduation Married 25252 1 0 12-07-2013 26 1 3 4 2 2 6 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +1272 1965 Master Single 55250 0 1 21-10-2012 49 664 58 83 32 0 66 4 7 5 10 5 0 0 0 0 0 0 3 11 0 +1388 1975 Graduation Single 33249 1 0 20-02-2013 11 6 10 21 19 14 42 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +1044 1953 Graduation Together 58398 0 0 14-05-2013 44 299 5 201 21 21 49 3 5 4 8 4 0 0 0 0 0 0 3 11 0 +6969 1982 Graduation Together 50272 1 0 07-08-2013 75 99 13 66 43 8 4 3 4 1 5 7 0 0 0 0 0 0 3 11 0 +10479 1975 PhD Married 76618 0 0 07-12-2012 64 749 40 294 121 160 147 1 3 2 5 1 0 0 0 0 0 0 3 11 0 +3619 1960 2n Cycle Divorced 87305 0 0 23-09-2012 19 345 25 501 63 138 80 1 5 3 8 2 0 0 1 0 0 0 3 11 1 +1715 1978 Graduation Together 25851 1 0 11-02-2013 45 9 4 18 7 5 5 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10159 1970 Graduation Divorced 58710 0 1 31-03-2013 77 440 81 368 0 122 174 6 11 5 9 6 0 0 0 0 0 0 3 11 0 +1463 1958 Graduation Single 45160 1 1 29-03-2014 9 8 2 5 3 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5114 1965 Master Married 74806 0 1 19-12-2012 1 670 9 249 0 28 9 2 5 4 5 4 0 0 0 0 0 0 3 11 0 +4990 1954 Graduation Married 59111 0 0 02-05-2013 90 524 0 134 28 28 155 1 11 1 8 7 0 0 0 0 0 0 3 11 0 +4329 1984 PhD Married 18988 1 0 23-05-2014 43 6 0 6 2 1 1 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +10936 1965 Graduation Married 72190 0 0 13-02-2013 79 597 166 597 172 166 249 1 5 6 4 3 0 0 0 0 0 0 3 11 0 +4692 1976 Graduation Married 7500 1 0 01-08-2012 19 7 0 12 13 7 32 5 4 1 2 9 1 0 0 0 0 0 3 11 1 +7212 1966 Graduation Married 44794 0 1 08-06-2014 99 54 0 7 0 0 4 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +6086 1955 Graduation Married 80395 0 0 23-11-2013 62 445 25 706 80 76 48 1 6 5 12 2 0 0 0 1 0 0 3 11 0 +437 1976 Master Divorced 75012 0 0 25-01-2014 41 294 142 218 164 58 151 1 3 8 11 1 0 0 0 0 0 0 3 11 0 +11171 1965 Master Married 56962 2 1 11-10-2013 60 292 3 77 10 3 26 7 6 3 5 7 0 0 0 0 0 0 3 11 0 +11101 1991 Graduation Together 89891 0 0 15-04-2013 17 412 22 132 59 28 183 1 11 6 8 4 0 0 1 0 0 0 3 11 0 +5329 1949 PhD Divorced 35946 1 1 27-09-2013 24 8 0 3 0 0 0 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +610 1953 PhD Together 53593 1 1 07-08-2012 60 349 4 78 6 0 43 8 7 2 6 8 0 0 0 0 0 0 3 11 0 +9384 1978 Graduation Married 66373 1 1 12-06-2013 57 328 9 124 12 24 109 7 4 2 10 3 0 0 0 0 0 0 3 11 0 +5956 1948 PhD Divorced 45072 1 2 16-10-2013 74 144 2 99 7 2 30 5 6 1 4 8 0 0 0 0 0 0 3 11 0 +10430 1973 Graduation Divorced 89694 1 1 09-10-2013 22 1126 28 211 37 28 42 3 4 3 4 5 0 1 1 1 0 0 3 11 0 +7875 1949 Graduation Married 72025 0 0 29-04-2014 46 967 0 617 43 50 0 1 4 8 13 2 0 1 1 1 0 0 3 11 1 +7072 1973 Graduation Married 67432 0 1 29-03-2013 69 432 79 341 177 136 170 2 8 5 4 4 0 0 0 0 0 0 3 11 0 +6255 1952 Master Together 70545 0 1 03-06-2014 29 138 39 63 55 18 21 1 4 1 7 2 0 0 0 0 0 0 3 11 0 +6516 1989 Basic Married 17487 1 0 18-03-2013 37 0 0 1 7 4 6 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5564 1969 Graduation Together 62882 0 1 09-08-2012 26 509 133 497 78 24 97 2 7 5 6 4 0 0 0 0 0 0 3 11 0 +5682 1953 PhD Single 64108 0 1 23-03-2013 8 948 10 86 13 21 21 4 6 9 11 5 0 0 0 0 0 0 3 11 0 +7458 1956 Master Together 34941 1 1 06-03-2013 26 39 2 25 4 3 24 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +5237 1950 PhD Single 48767 1 2 01-01-2014 79 28 1 21 3 0 10 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +7761 1978 2n Cycle Together 38702 1 0 01-08-2013 71 13 11 24 13 8 40 2 3 0 4 6 0 0 0 0 0 0 3 11 0 +5278 1964 Graduation Married 82224 0 0 25-01-2014 83 307 26 360 138 31 40 1 6 9 5 3 0 0 0 1 0 0 3 11 0 +3560 1952 Graduation Together 83844 0 0 12-05-2013 57 901 31 345 75 31 191 1 4 4 11 1 0 0 1 0 0 0 3 11 0 +7235 1975 2n Cycle Married 17003 1 0 09-12-2013 37 2 5 12 4 8 7 3 2 0 4 5 0 0 0 0 0 0 3 11 0 +10548 1995 Graduation Single 71163 0 0 09-03-2014 30 283 17 372 138 106 44 1 3 8 12 1 0 0 0 0 0 0 3 11 0 +2281 1970 Graduation Single 33697 1 0 15-09-2013 34 4 3 7 0 3 11 1 1 0 2 7 1 0 0 0 0 0 3 11 0 +4073 1954 2n Cycle Married 63564 0 0 29-01-2014 0 769 80 252 15 34 65 1 10 10 7 6 1 0 0 0 0 0 3 11 1 +6974 1972 PhD Together 83443 0 0 31-12-2013 89 518 42 742 55 56 84 1 6 10 5 2 0 0 0 0 0 0 3 11 0 +7938 1958 PhD Together 51518 0 1 03-10-2013 92 350 8 66 17 4 4 2 3 2 10 3 0 0 0 0 0 0 3 11 0 +7094 1975 Graduation Widow 58330 0 1 25-12-2013 87 445 53 213 104 98 151 1 6 4 13 4 0 0 0 0 0 0 3 11 0 +3667 1969 Graduation Married 80952 0 0 28-02-2013 20 778 178 689 41 27 44 1 8 5 11 8 0 1 1 1 0 0 3 11 1 +7723 1979 Graduation Together 75507 0 0 02-05-2014 56 709 93 374 104 80 80 1 8 6 6 3 0 0 0 0 0 0 3 11 0 +3870 1978 2n Cycle Together 63855 0 0 09-02-2013 28 359 35 314 93 116 89 1 7 3 13 4 0 0 0 0 0 0 3 11 0 +4012 1972 PhD Together 62220 0 1 11-08-2012 55 799 12 375 16 12 12 5 7 6 5 6 0 0 0 0 0 0 3 11 1 +5909 1964 Graduation Married 58512 0 1 19-09-2013 25 895 10 101 13 0 152 5 3 4 8 8 0 0 0 0 0 0 3 11 0 +10470 1979 Master Married 40662 1 0 15-03-2013 0 40 2 23 0 4 23 2 2 1 3 4 0 0 0 0 0 0 3 11 0 +6488 1959 PhD Married 38829 0 1 06-04-2014 86 76 0 7 0 0 16 1 3 2 2 5 0 0 0 0 0 0 3 11 0 +10270 1981 2n Cycle Married 35523 1 0 03-10-2013 8 11 5 22 12 5 11 2 3 0 3 7 0 0 0 0 0 0 3 11 0 +6887 1967 Graduation Single 79146 1 1 24-04-2014 33 245 16 223 21 43 16 2 8 1 8 6 0 0 0 0 0 0 3 11 0 +6406 1988 Master Married 78285 0 0 28-10-2013 13 647 107 391 175 67 40 1 6 4 10 3 0 0 0 0 0 0 3 11 0 +7573 1978 PhD Single 31626 1 0 10-05-2013 12 39 1 9 2 1 34 1 2 1 2 7 1 0 0 0 0 0 3 11 1 +4508 1952 Graduation Single 75127 0 0 22-05-2014 92 203 35 305 46 17 227 1 2 11 5 1 0 0 0 0 0 0 3 11 0 +221 1955 Graduation Married 48726 0 1 27-04-2013 90 138 3 38 4 0 59 3 3 2 4 6 0 0 0 0 0 0 3 11 0 +5331 1977 Graduation Married 74985 0 0 11-09-2012 8 587 51 898 247 0 86 1 3 6 7 2 0 0 0 0 0 0 3 11 0 +1911 1987 Graduation Together 67430 0 0 05-09-2012 6 595 97 291 127 133 121 1 11 5 12 6 0 0 0 0 0 0 3 11 0 +20 1965 2n Cycle Married 46891 0 1 01-09-2013 91 43 12 23 29 15 61 1 2 1 4 4 0 0 0 0 0 0 3 11 0 +8786 1956 Master Married 62058 0 1 26-05-2013 52 301 7 74 10 0 58 4 6 1 7 6 0 0 0 0 0 0 3 11 0 +10582 1979 Graduation Married 72063 0 1 03-07-2013 3 180 32 348 76 32 90 2 5 2 12 2 0 0 0 0 0 0 3 11 0 +1915 1951 PhD Married 78939 0 0 12-12-2013 57 794 115 243 150 0 205 1 8 5 6 3 0 0 0 0 0 0 3 11 0 +8897 1965 Graduation Single 42720 1 1 24-04-2013 9 392 5 91 28 26 112 8 7 3 7 8 0 0 0 0 0 0 3 11 1 +2371 1972 Graduation Married 33622 1 1 13-04-2013 22 39 1 22 3 4 12 3 2 0 4 7 0 0 0 0 0 0 3 11 0 +4303 1957 PhD Together 6835 0 1 08-12-2012 76 107 2 12 2 2 12 0 0 0 1 20 0 0 0 0 0 0 3 11 0 +6825 1953 Graduation Together 41452 1 1 06-03-2013 86 13 0 3 0 0 0 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +1072 1965 PhD Single 40760 0 1 30-08-2013 64 70 0 17 0 0 6 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +4964 1958 PhD Together 74250 0 0 26-01-2014 90 680 11 392 75 0 0 1 2 11 4 1 0 0 0 0 0 0 3 11 0 +2461 1955 Master Single 51124 1 1 18-12-2013 79 26 1 11 0 1 4 2 1 0 3 3 0 0 0 0 0 0 3 11 0 +10736 1971 Graduation Single 72258 0 1 12-09-2013 28 522 0 522 227 120 134 2 6 9 5 2 0 0 0 0 0 0 3 11 0 +3194 1974 PhD Single 71466 0 0 05-04-2014 86 412 12 546 78 182 0 1 4 4 10 1 0 0 0 0 0 0 3 11 0 +10839 1976 Graduation Together 36283 1 1 14-04-2014 42 6 5 5 8 0 5 2 1 0 3 4 0 0 0 0 0 0 3 11 0 +49 1970 Graduation Single 20587 1 0 11-05-2014 39 2 3 6 4 1 9 1 1 1 2 7 0 0 0 0 0 0 3 11 0 +4290 1972 Graduation Married 30467 1 0 19-03-2014 8 1 3 8 2 5 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +10219 1972 Graduation Together 31590 1 0 18-06-2013 40 6 2 15 6 6 3 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4211 1986 Basic Married 20425 1 0 29-10-2012 5 4 12 5 3 16 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +1135 1960 Master Together 17144 1 1 15-02-2014 96 18 2 19 0 2 6 5 3 0 4 7 0 0 0 0 0 0 3 11 0 +6299 1968 PhD Divorced 42564 0 1 02-01-2013 28 324 48 186 39 18 198 6 6 8 4 7 1 0 0 0 0 0 3 11 1 +10846 1978 Master Married 43783 1 0 29-05-2014 22 327 9 125 25 4 139 6 7 1 8 7 1 0 0 0 0 0 3 11 0 +347 1976 Graduation Divorced 40780 0 1 08-09-2012 30 229 27 71 13 3 34 4 7 1 5 9 0 0 0 0 0 0 3 11 0 +6543 1945 Master Together 62847 0 0 15-01-2013 45 521 168 706 80 76 61 1 3 6 4 2 0 0 0 0 0 0 3 11 0 +10446 1957 PhD Married 82017 0 0 07-11-2012 58 184 23 446 30 23 23 1 5 4 7 2 0 1 1 1 0 0 3 11 1 +3479 1950 Graduation Single 16813 0 0 19-07-2013 49 4 8 11 12 2 13 1 2 0 3 7 1 0 0 0 0 0 3 11 0 +11075 1978 Graduation Married 51267 1 1 29-10-2013 37 183 2 64 7 2 12 4 3 3 5 4 0 0 0 0 0 0 3 11 0 +4442 1961 Graduation Single 46524 0 1 05-04-2013 70 31 19 35 26 14 52 2 1 1 5 3 0 0 0 0 0 0 3 11 0 +199 1962 Master Single 45183 0 0 20-01-2013 33 219 3 60 12 9 12 1 4 1 7 7 0 1 0 0 0 0 3 11 0 +6722 1954 PhD Married 70421 0 1 28-06-2014 98 479 28 136 75 14 35 3 10 3 7 6 0 0 0 0 0 0 3 11 0 +796 1965 2n Cycle Divorced 60161 0 1 23-10-2012 17 584 44 212 46 8 177 3 11 4 8 8 0 0 0 0 0 0 3 11 0 +3749 1973 Graduation Together 73926 0 0 02-03-2013 54 627 91 597 159 91 15 1 6 5 12 3 0 0 0 0 0 0 3 11 0 +8523 1968 Graduation Married 19329 1 0 14-12-2013 39 24 1 16 12 2 5 3 4 0 3 8 0 0 0 0 0 0 3 11 0 +310 1970 Master Married 61872 0 1 13-12-2013 81 330 5 159 36 27 16 4 4 4 9 4 0 0 0 0 0 0 3 11 0 +8629 1956 Graduation Widow 46984 1 1 26-03-2013 71 19 1 10 2 1 8 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +236 1951 Graduation Married 34838 1 1 19-01-2013 62 28 23 29 29 14 47 3 2 1 4 6 0 0 0 0 0 0 3 11 0 +9930 1944 PhD Single 82716 0 0 05-11-2013 8 606 148 228 15 148 22 1 6 8 13 2 0 0 0 0 0 0 3 11 0 +3483 1958 Graduation Married 48192 0 0 06-04-2013 76 1039 43 204 153 58 29 3 2 8 12 8 0 1 0 1 1 0 3 11 1 +4599 1976 Master Married 49681 0 2 04-11-2013 66 411 0 26 0 0 21 6 7 1 7 7 0 0 0 0 0 0 3 11 0 +7326 1971 Master Married 56850 0 1 23-03-2014 83 34 1 19 2 7 0 1 1 1 3 2 0 0 0 0 0 0 3 11 0 +7352 1957 Graduation Married 55267 0 1 21-10-2013 28 161 28 136 32 3 45 4 3 4 6 3 0 0 0 0 0 0 3 11 0 +2350 1972 Graduation Married 59666 1 1 22-03-2013 87 623 53 178 23 17 133 7 3 2 8 8 0 1 0 0 0 0 3 11 0 +9145 1972 Graduation Single 72504 0 1 06-04-2013 43 604 26 470 123 161 94 2 5 9 6 2 0 0 0 0 0 0 3 11 0 +2964 1981 Graduation Married 26872 0 0 16-10-2013 0 3 10 8 3 16 32 1 1 1 2 6 0 0 0 0 0 0 3 11 0 +5585 1972 Graduation Single 21359 1 0 20-04-2013 1 12 2 17 6 1 10 2 2 0 3 8 0 0 0 0 0 0 3 11 1 +9687 1975 Graduation Single 73170 0 0 31-05-2014 1 184 174 256 50 30 32 1 5 4 6 2 0 0 0 0 0 0 3 11 0 +3732 1955 Master Married 52750 0 1 04-02-2013 72 393 0 239 90 69 69 6 5 7 9 4 0 0 0 0 0 0 3 11 0 +6303 1986 PhD Together 91820 0 0 23-11-2013 72 410 73 747 76 161 30 0 5 5 12 1 0 0 0 0 0 0 3 11 0 +11176 1970 PhD Together 65968 0 1 12-05-2014 12 376 9 83 19 4 4 2 5 4 7 3 0 0 0 0 0 0 3 11 0 +2986 1976 Graduation Married 30772 1 1 12-03-2014 89 7 2 4 2 1 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +7462 1954 Graduation Single 22507 0 0 24-11-2012 67 68 0 226 51 157 68 3 10 2 4 9 0 0 0 0 0 0 3 11 0 +3900 1972 Graduation Married 65685 0 1 29-03-2014 54 642 14 49 0 7 57 1 9 2 9 5 0 0 0 0 0 0 3 11 0 +7034 1978 2n Cycle Married 25804 1 0 01-09-2013 34 8 7 9 13 6 12 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +9493 1980 PhD Single 76412 0 0 05-05-2013 15 840 53 804 23 71 17 1 5 4 8 3 0 0 1 1 0 0 3 11 1 +1143 1972 Graduation Married 22063 1 0 08-08-2013 43 7 10 13 3 11 11 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +1 1961 Graduation Single 57091 0 0 15-06-2014 0 464 5 64 7 0 37 1 7 3 7 5 0 0 0 0 1 0 3 11 1 +3855 1963 Graduation Married 22419 0 0 18-04-2013 74 30 3 47 19 21 42 1 3 2 2 8 0 0 0 0 0 0 3 11 0 +5536 1959 Graduation Together 87771 0 1 22-05-2013 61 1492 38 287 50 57 33 1 5 10 4 6 0 1 1 1 1 0 3 11 1 +5989 1959 2n Cycle Divorced 78353 0 1 16-04-2013 51 752 122 476 39 153 34 1 10 2 11 8 0 0 0 0 0 0 3 11 0 +9499 1954 Graduation Married 93404 1 2 07-05-2013 97 1279 15 287 20 0 15 3 3 4 7 5 0 1 1 0 0 0 3 11 0 +6768 1962 Graduation Divorced 37859 1 2 12-01-2013 75 22 1 8 2 1 2 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +2150 1958 PhD Widow 80995 0 1 11-05-2013 83 860 28 409 73 56 56 1 8 9 4 4 0 0 0 0 0 0 3 11 0 +6646 1984 Graduation Together 16529 1 0 01-03-2014 23 3 0 5 13 0 1 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +4887 1976 PhD Divorced 55412 1 1 22-11-2013 65 10 5 28 11 1 8 1 2 0 3 5 0 0 0 0 0 0 3 11 0 +8560 1992 Graduation Single 48789 0 0 10-09-2012 94 351 16 156 7 5 145 1 6 4 7 6 0 0 0 0 0 0 3 11 0 +3321 1967 PhD Together 56575 0 2 05-05-2013 42 421 5 90 0 16 10 3 7 3 7 5 0 0 0 0 0 0 3 11 0 +11003 1980 2n Cycle Together 25130 1 0 02-10-2013 10 2 5 7 0 18 18 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10402 1967 Graduation Married 35441 1 1 14-02-2013 94 25 1 9 2 1 1 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +9904 1956 Graduation Married 71391 0 1 29-03-2013 50 336 123 274 46 123 141 5 6 5 12 3 0 0 0 0 0 0 3 11 0 +6141 1972 Master Single 49494 1 0 25-04-2013 46 191 9 97 0 6 82 2 6 1 5 7 0 0 0 0 0 0 3 11 0 +5687 1980 Graduation Divorced 81702 0 0 23-09-2012 98 563 50 774 28 31 187 1 7 7 12 3 0 0 0 0 0 0 3 11 0 +10856 1980 2n Cycle Single 45889 0 1 02-07-2013 42 31 0 6 0 1 8 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +5121 1977 Graduation Single 56628 0 1 21-03-2014 30 479 5 82 7 17 171 2 7 6 5 5 1 0 0 0 0 0 3 11 0 +4186 1950 Graduation Together 34026 1 1 05-08-2013 11 18 6 15 12 8 17 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +368 1974 Graduation Married 40049 0 1 29-11-2012 61 91 65 52 10 44 28 3 3 2 6 5 0 0 0 0 0 0 3 11 0 +3312 1988 Graduation Single 34176 1 0 12-05-2014 12 5 7 24 19 14 20 4 3 0 4 6 0 0 0 0 0 0 3 11 0 +11121 1981 Graduation Married 19419 1 0 10-11-2012 76 2 14 28 16 3 7 4 4 0 3 9 0 0 0 0 0 0 3 11 0 +5332 1960 2n Cycle Married 82504 0 0 27-07-2013 2 362 50 431 134 35 54 1 3 6 7 1 0 0 0 0 0 0 3 11 0 +5848 1970 Graduation Together 81205 0 0 13-01-2014 43 724 74 929 97 55 130 1 5 6 7 2 1 0 1 0 1 0 3 11 1 +10343 1991 2n Cycle Single 61618 0 0 29-09-2012 27 605 91 399 0 45 205 2 3 6 8 3 0 0 0 0 0 0 3 11 0 +5935 1956 Master Single 55284 0 1 24-12-2012 60 547 7 140 0 7 63 3 7 5 8 5 0 0 0 0 0 0 3 11 0 +2895 1963 Graduation Single 49980 0 1 23-10-2013 79 104 1 54 13 9 14 2 3 1 5 5 0 0 0 0 0 0 3 11 0 +10262 1980 Graduation Married 15072 2 0 10-05-2013 96 8 2 15 0 10 18 4 3 1 3 5 0 0 0 0 0 0 3 11 0 +7848 1974 Graduation Single 49166 0 1 13-06-2013 17 224 2 25 7 0 110 2 5 3 3 6 0 0 0 0 0 0 3 11 0 +9477 1954 PhD Married 65324 0 1 11-01-2014 0 384 0 102 21 32 5 3 6 2 9 4 0 0 0 0 0 0 3 11 0 +4856 1957 2n Cycle Married 82347 0 0 06-11-2012 38 556 54 845 202 133 63 1 7 7 10 3 1 0 0 1 0 0 3 11 0 +7186 1966 PhD Together 30843 1 1 26-05-2014 43 24 0 2 0 0 9 2 1 1 2 5 1 0 0 0 0 0 3 11 0 +5794 1974 PhD Married 46374 0 1 17-03-2014 1 408 0 21 0 0 17 3 7 1 7 8 0 1 0 1 0 0 3 11 1 +1456 1979 Graduation Single 60474 0 1 01-04-2013 25 265 199 303 234 9 170 7 10 2 12 7 0 0 0 0 0 0 3 11 0 +4877 1973 Master Married 38576 0 1 04-03-2014 2 34 0 7 0 0 0 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +425 1985 Graduation Married 55357 2 0 19-02-2013 66 374 64 116 84 25 64 3 6 2 11 5 0 0 0 0 0 0 3 11 0 +3007 1966 Graduation Together 37758 1 1 04-10-2012 49 27 2 10 0 0 1 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +1031 1989 2n Cycle Married 85710 0 0 05-05-2013 5 600 20 350 29 30 33 1 6 9 10 2 0 0 1 0 0 0 3 11 0 +4297 1969 Graduation Together 23228 1 0 26-01-2014 71 13 2 18 6 1 0 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +807 1969 Master Together 44602 1 1 15-02-2014 35 167 2 89 0 0 34 6 6 1 4 8 0 0 0 0 0 0 3 11 0 +9553 1987 Graduation Married 7500 0 0 09-01-2013 94 0 2 3 4 1 5 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +4271 1989 2n Cycle Together 38683 1 0 04-10-2012 80 46 35 69 84 41 66 6 4 1 6 7 0 0 0 0 0 0 3 11 0 +4120 1975 2n Cycle Single 49514 1 0 17-12-2013 61 88 39 78 58 13 93 2 6 1 4 7 0 0 0 0 0 0 3 11 0 +2036 1973 PhD Together 57906 0 1 11-06-2013 29 243 11 119 10 3 15 3 4 2 8 4 0 0 0 0 0 0 3 11 0 +115 1966 Master Single 43456 0 1 26-03-2013 0 275 11 68 25 7 7 3 5 1 8 5 0 0 0 0 0 0 3 11 0 +4259 1986 Master Single 19485 2 0 24-09-2013 80 6 0 4 0 0 0 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +8687 1978 Graduation Together 53172 0 1 06-05-2013 54 121 62 90 68 20 125 3 2 3 8 3 0 0 0 0 0 0 3 11 0 +2447 1979 Graduation Together 30545 1 0 17-10-2012 71 4 12 15 19 7 12 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10140 1983 PhD Together 70123 0 0 28-09-2013 27 1308 0 396 23 0 0 1 5 7 4 3 0 1 0 0 1 0 3 11 0 +9353 1959 Graduation Single 62450 0 1 06-01-2014 61 515 47 267 62 66 38 2 5 5 4 3 0 1 0 0 0 0 3 11 0 +3623 1976 Graduation Together 21675 1 0 11-06-2014 55 4 0 16 17 4 4 3 4 0 3 7 0 0 0 0 0 0 3 11 0 +738 1981 2n Cycle Single 42395 1 1 04-04-2014 35 48 13 57 24 15 25 4 3 1 4 7 0 0 0 0 0 0 3 11 0 +7631 1978 Master Together 61346 1 0 06-10-2013 34 562 58 168 43 16 142 1 5 7 10 3 0 0 0 0 0 0 3 11 0 +4789 1953 Graduation Together 80812 0 0 17-09-2013 95 769 22 500 210 143 33 1 4 8 5 2 1 0 1 1 0 0 3 11 0 +773 1971 Master Divorced 42835 1 1 30-06-2013 64 379 4 93 12 9 98 7 6 6 4 6 0 0 0 0 0 0 3 11 0 +10602 1983 Graduation Married 39922 1 0 14-02-2013 30 29 12 59 19 1 36 2 3 0 4 8 0 0 0 0 0 0 3 11 0 +1446 1956 Master Single 86424 0 0 05-04-2014 12 387 68 569 89 45 68 1 6 9 12 1 0 0 0 0 0 0 3 11 0 +3270 1978 2n Cycle Together 17117 1 0 17-01-2013 96 12 23 38 30 18 7 4 3 1 3 9 0 0 0 0 0 0 3 11 0 +8443 1972 Graduation Single 24762 1 0 10-02-2014 16 6 10 12 3 15 40 3 3 1 2 8 1 0 0 0 0 0 3 11 1 +9653 1975 Graduation Married 35797 0 1 16-10-2012 16 27 1 14 4 1 21 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +8916 1975 Graduation Divorced 36627 2 0 23-07-2013 78 9 1 5 0 0 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +8017 1981 2n Cycle Married 51111 1 1 19-06-2014 83 22 0 19 6 5 3 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +5830 1972 PhD Single 86857 0 0 12-09-2012 96 899 102 838 133 102 40 1 5 6 10 2 0 0 0 0 0 0 3 11 1 +4597 1970 PhD Together 82072 0 0 02-07-2013 67 889 55 685 168 92 129 1 3 2 13 1 0 0 0 0 0 0 3 11 0 +7023 1953 PhD Single 46231 2 1 26-11-2012 87 189 2 55 0 5 12 4 6 1 4 9 0 0 0 0 0 0 3 11 0 +8086 1959 Graduation Married 42243 1 1 11-12-2013 34 48 0 2 0 0 5 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +8825 1962 Graduation Together 51195 1 1 01-04-2013 46 230 14 156 82 24 58 8 9 2 5 8 0 0 0 0 0 0 3 11 0 +2930 1978 Master Single 68092 0 0 16-12-2013 7 852 60 207 78 36 48 2 2 6 10 5 0 0 0 0 0 0 3 11 0 +1928 1973 Graduation Married 31814 1 0 09-02-2013 73 35 3 20 4 1 20 2 2 0 3 9 1 0 0 0 0 0 3 11 0 +7108 1965 Master Widow 51390 1 1 08-09-2012 54 205 20 47 23 2 56 6 5 2 5 5 0 0 0 0 0 0 3 11 0 +10925 1983 Graduation Married 76630 0 0 14-01-2014 93 255 31 446 40 56 175 1 3 10 11 1 0 0 0 0 0 0 3 11 0 +9960 1991 Basic Single 26868 1 0 30-04-2014 52 0 0 1 8 3 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +8800 1943 PhD Divorced 48948 0 0 01-02-2013 53 437 8 206 160 49 42 2 7 10 5 6 1 0 0 0 0 0 3 11 1 +9224 1972 PhD Single 55260 0 1 12-12-2012 81 825 8 53 11 0 242 2 8 10 5 6 0 0 0 0 0 0 3 11 0 +5519 1956 Graduation Together 64090 0 1 07-08-2013 8 316 58 161 76 51 135 1 6 9 4 5 0 0 0 0 0 0 3 11 1 +5046 1958 Graduation Divorced 78331 0 1 23-01-2014 97 756 138 354 160 169 61 2 10 6 7 4 0 0 0 0 0 0 3 11 0 +7037 1974 PhD Married 37087 1 0 11-08-2013 50 194 55 134 15 0 3 3 4 2 8 6 0 0 0 0 0 0 3 11 0 +905 1986 Graduation Divorced 21846 1 0 22-10-2013 38 7 17 18 6 10 26 4 4 0 3 8 0 0 0 0 0 0 3 11 0 +8624 1958 Graduation Married 81320 0 0 06-02-2013 61 183 33 493 59 103 57 1 4 3 10 2 0 0 0 0 0 0 3 11 0 +8945 1970 Graduation Divorced 54137 0 1 16-08-2013 46 171 0 11 0 1 20 2 4 1 4 6 0 0 0 0 0 0 3 11 0 +6445 1967 Graduation Together 66825 0 0 14-07-2013 73 243 101 405 29 40 40 1 4 5 6 2 0 0 0 0 0 0 3 11 0 +2727 1973 Graduation Together 57100 0 0 04-12-2013 19 181 21 69 39 3 96 1 3 3 6 3 0 0 0 0 0 0 3 11 0 +6404 1969 Graduation Together 58917 1 2 24-03-2013 10 151 7 89 0 7 28 5 4 1 6 5 0 0 0 0 0 0 3 11 0 +11074 1977 Graduation Single 85072 0 0 09-04-2014 94 494 92 391 194 11 241 1 3 4 10 0 0 0 0 0 0 0 3 11 0 +10150 1961 Graduation Single 86429 0 0 21-11-2013 10 464 28 873 29 18 37 0 7 4 7 2 0 0 0 1 0 0 3 11 1 +1968 1971 Graduation Widow 45684 1 0 02-12-2013 37 5 1 5 10 0 7 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +6534 1974 Graduation Together 47889 1 0 04-01-2014 94 29 0 29 0 5 4 1 2 0 3 5 0 0 0 0 0 0 3 11 0 +9485 1986 PhD Married 45921 0 0 10-03-2014 23 102 9 49 24 3 12 1 2 1 6 4 0 0 0 0 0 0 3 11 0 +7053 1966 PhD Single 78420 0 0 29-06-2013 75 604 28 674 91 28 28 1 3 10 8 1 0 0 0 0 0 0 3 11 0 +4654 1992 Graduation Together 75114 0 0 07-11-2013 40 571 12 523 63 60 24 1 3 10 5 2 0 0 0 0 0 0 3 11 0 +9760 1963 PhD Widow 52278 0 1 25-01-2013 24 953 0 71 0 0 174 6 10 5 10 8 0 0 0 0 0 0 3 11 1 +1048 1972 Master Married 35641 1 0 14-07-2013 11 63 3 67 8 9 28 2 3 1 4 7 0 0 0 0 0 0 3 11 1 +10619 1994 Graduation Single 95529 0 0 03-12-2012 29 770 29 890 250 27 24 1 7 3 7 3 0 0 1 0 0 0 3 11 1 +9308 1954 Graduation Married 62820 0 0 11-05-2013 51 398 61 265 138 61 53 1 3 4 6 1 0 0 0 0 0 0 3 11 0 +10505 1960 Master Together 73113 0 0 26-12-2013 86 741 19 154 50 9 28 1 3 4 7 2 0 0 0 0 0 0 3 11 0 +8362 1982 PhD Married 84169 0 0 07-08-2013 9 1478 19 403 0 19 0 1 7 6 6 3 0 1 1 0 0 0 3 11 1 +2625 1954 2n Cycle Single 42607 0 1 17-11-2013 30 156 29 56 30 32 47 2 3 2 7 3 0 0 0 0 0 0 3 11 0 +4637 1954 PhD Single 74637 0 0 18-05-2013 73 960 64 464 146 0 16 1 6 9 9 3 0 0 0 1 0 0 3 11 0 +9972 1955 PhD Together 46015 1 1 13-04-2014 25 38 0 2 0 0 6 1 1 0 3 7 1 0 0 0 1 0 3 11 0 +4483 1993 Graduation Single 72354 0 0 17-04-2013 67 315 26 473 220 12 182 1 2 10 6 1 0 0 0 0 0 0 3 11 0 +4487 1969 Master Single 39858 1 0 24-01-2013 67 15 20 25 2 7 26 1 2 0 4 6 0 0 0 0 0 0 3 11 1 +4988 1948 PhD Married 34469 1 1 04-05-2014 58 19 6 20 0 5 12 3 1 1 4 4 0 0 0 0 0 0 3 11 0 +8931 1986 Graduation Together 83033 1 0 18-05-2014 82 812 99 431 237 149 33 1 11 4 10 5 0 0 0 1 0 0 3 11 0 +5871 1979 Master Together 24401 0 0 31-08-2012 98 73 28 217 10 24 115 3 6 1 6 8 0 0 0 0 0 0 3 11 0 +2008 1978 Graduation Married 77583 0 0 10-02-2014 93 372 23 384 250 12 108 1 4 5 9 2 0 0 0 1 0 0 3 11 0 +3139 1982 2n Cycle Single 74116 0 0 30-12-2013 53 871 111 704 145 55 166 1 4 4 10 2 0 1 0 0 0 0 3 11 0 +10037 1993 Graduation Single 74293 0 0 04-05-2014 66 375 152 335 93 91 81 1 5 4 6 2 0 0 0 0 0 0 3 11 0 +10673 1976 PhD Married 68397 0 1 17-11-2013 6 760 80 466 17 13 80 1 6 9 5 3 0 0 0 0 0 0 3 11 0 +5303 1974 PhD Together 79632 0 0 08-04-2014 42 471 0 510 99 21 12 1 6 4 9 2 0 0 0 0 0 0 3 11 0 +538 1989 Graduation Single 46107 1 0 10-02-2014 78 31 9 27 16 9 33 1 1 1 4 3 0 0 0 0 0 0 3 11 0 +7922 1951 PhD Single 64950 0 1 12-08-2012 29 819 0 72 12 0 63 2 11 2 10 7 0 1 0 0 0 0 3 11 0 +5692 1989 Basic Married 25443 1 0 22-12-2012 82 1 4 3 8 9 7 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4843 1952 Graduation Single 75127 0 0 22-05-2014 92 203 35 305 46 17 227 1 2 11 5 1 0 0 0 0 0 0 3 11 0 +6383 1971 PhD Together 32892 1 0 25-05-2014 78 26 0 15 2 1 2 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +1628 1971 Graduation Together 71796 0 0 24-10-2013 54 354 21 311 167 75 32 1 9 3 4 4 0 0 0 0 0 0 3 11 0 +1204 1970 PhD Married 67536 0 1 22-05-2013 45 1253 0 447 23 71 35 3 11 5 11 8 0 0 0 1 0 0 3 11 0 +3673 1971 Graduation Single 55239 0 1 14-07-2013 59 371 17 238 23 24 106 3 7 5 11 5 0 0 0 0 0 0 3 11 0 +760 1975 PhD Divorced 60554 1 0 09-08-2013 8 588 7 76 110 15 15 2 8 4 9 6 0 0 0 0 0 0 3 11 0 +8957 1952 2n Cycle Single 64831 1 1 10-06-2013 51 480 86 249 75 86 144 8 6 3 5 6 0 0 0 0 0 0 3 11 0 +4128 1962 PhD Together 56067 0 1 20-07-2013 51 517 12 54 16 6 120 2 7 4 7 5 0 0 0 0 0 0 3 11 0 +6810 1983 Graduation Divorced 82025 0 0 28-05-2013 76 267 98 606 48 70 98 1 3 2 6 1 0 0 1 0 0 0 3 11 1 +5386 1953 Graduation Together 94384 0 0 04-03-2013 62 1111 24 790 160 45 172 0 5 8 5 2 0 1 1 1 0 0 3 11 1 +8700 1986 Basic Single 14906 0 0 22-12-2012 86 7 7 14 7 16 15 3 2 1 3 7 0 0 0 0 0 0 3 11 0 +3202 1987 PhD Married 51563 0 0 01-10-2012 60 1166 0 48 0 0 36 1 4 4 10 8 0 1 1 0 0 0 3 11 0 +1328 1982 2n Cycle Married 57937 0 1 16-02-2014 56 261 42 144 55 48 133 3 4 4 9 3 0 0 0 0 0 0 3 11 0 +8405 1979 Graduation Divorced 68274 1 1 30-09-2013 83 135 25 51 23 25 46 2 4 2 5 3 0 0 0 0 0 0 3 11 0 +6515 1977 Graduation Together 39771 1 0 06-12-2013 92 6 2 18 2 8 14 1 2 0 3 4 0 0 0 0 0 0 3 11 0 +2882 1975 2n Cycle Divorced 67893 0 1 01-10-2012 31 711 28 142 49 18 47 2 3 2 9 8 0 0 0 0 0 0 3 11 0 +7574 1979 PhD Together 27922 1 0 10-05-2014 80 11 0 13 2 4 11 1 2 0 3 4 0 0 0 0 0 0 3 11 0 +6387 1976 PhD Together 52190 1 1 08-05-2014 39 42 0 17 0 0 18 3 2 1 3 5 1 0 0 0 0 0 3 11 0 +5320 1973 Master Divorced 44051 1 1 29-01-2013 20 79 7 58 6 3 18 4 3 1 4 6 0 0 0 0 0 0 3 11 1 +5048 1971 PhD Single 42767 2 0 11-05-2013 53 20 6 43 19 5 38 1 3 1 2 8 0 0 0 0 0 0 3 11 0 +8146 1976 Master Together 46106 1 1 11-05-2014 84 30 0 8 2 0 14 1 1 1 2 6 0 0 0 0 0 0 3 11 0 +10031 1976 PhD Married 16927 1 1 10-02-2013 50 20 2 23 3 1 4 5 3 0 4 8 0 0 0 0 0 0 3 11 0 +5748 1965 Graduation Married 59754 0 1 01-12-2012 96 115 27 44 4 146 139 3 5 2 6 5 0 0 0 0 0 0 3 11 1 +2134 1952 Graduation Single 53700 0 1 17-08-2012 94 263 5 233 69 41 83 4 5 5 8 5 0 0 0 0 0 0 3 11 0 +1523 1973 Graduation Married 59041 1 1 07-05-2014 25 69 2 15 2 2 6 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +9665 1957 PhD Divorced 54237 0 1 27-04-2013 48 267 3 30 4 0 57 4 5 2 5 6 0 0 0 0 0 0 3 11 0 +4640 1967 Graduation Divorced 70647 0 1 21-09-2012 65 561 85 171 25 123 114 2 4 7 13 2 0 0 0 0 0 0 3 11 0 +3635 1962 PhD Single 52597 0 1 07-05-2014 69 492 0 37 7 0 42 3 6 3 8 5 0 0 0 0 0 0 3 11 0 +3547 1969 Master Together 41021 1 0 30-12-2012 12 14 7 9 6 16 12 2 2 0 3 6 0 0 0 0 0 0 3 11 1 +2456 1975 PhD Married 40233 0 1 14-10-2013 84 80 4 46 0 17 2 5 2 1 5 6 0 0 0 0 0 0 3 11 0 +5633 1980 Graduation Married 50183 1 1 25-06-2014 47 97 12 84 13 10 15 7 3 1 6 5 0 0 0 0 0 0 3 11 0 +7801 1959 Graduation Together 54753 0 1 12-09-2013 87 197 107 227 7 59 131 3 5 2 11 4 0 0 0 0 0 0 3 11 0 +10489 1973 Graduation Married 92955 0 0 19-08-2013 35 693 21 925 31 24 84 1 6 7 9 2 0 0 1 1 0 0 3 11 1 +7011 1973 Graduation Married 33471 1 0 12-10-2012 47 43 2 27 0 9 12 3 3 0 4 7 0 0 0 0 0 0 3 11 0 +2620 1974 PhD Married 34596 1 0 13-04-2013 48 14 0 2 0 0 7 1 1 0 2 8 0 0 0 0 0 0 3 11 1 +3933 1980 Graduation Together 44010 1 0 13-10-2012 46 186 36 234 86 72 48 6 10 2 6 9 0 0 0 0 0 0 3 11 0 +10981 1988 Graduation Married 84219 0 0 02-02-2014 27 434 137 400 45 137 45 1 3 4 10 1 0 0 0 0 0 0 3 11 0 +1734 1968 PhD Together 40706 2 1 17-01-2013 37 59 0 11 4 2 5 4 3 0 4 7 0 0 0 0 0 0 3 11 0 +10995 1988 2n Cycle Married 15716 1 0 12-11-2012 8 16 5 30 8 7 26 3 3 0 4 8 0 0 0 0 0 1 3 11 0 +6357 1959 2n Cycle Divorced 59052 0 1 17-11-2013 29 230 35 75 63 57 31 3 7 1 7 5 0 0 0 0 0 0 3 11 0 +9209 1971 Master Together 80573 0 0 14-10-2012 85 829 138 430 60 92 15 1 4 6 13 2 0 0 0 0 0 0 3 11 0 +10286 1962 Graduation Married 83715 0 0 03-02-2014 2 318 8 407 150 35 8 1 2 8 13 0 0 0 0 0 0 0 3 11 0 +2611 1959 Master Together 82576 0 0 01-08-2012 66 1206 55 445 168 18 18 1 2 4 12 1 0 0 1 0 0 0 3 11 0 +1600 1965 Master Married 56962 2 1 11-10-2013 60 292 3 77 10 3 26 7 6 3 5 7 0 0 0 0 0 0 3 11 0 +3308 1952 Graduation Married 35704 1 1 03-01-2014 54 30 9 12 2 11 30 3 2 0 4 4 0 0 0 0 0 0 3 11 0 +5407 1954 Graduation Together 53103 0 1 12-09-2013 70 729 17 133 11 0 195 5 10 6 7 7 1 0 0 0 0 0 3 11 0 +2166 1960 2n Cycle Widow 46779 1 1 12-07-2013 55 12 1 3 0 0 7 1 0 1 2 4 0 0 0 0 0 0 3 11 0 +3955 1965 Graduation Divorced 4861 0 0 22-06-2014 20 2 1 1 1 0 1 0 0 0 0 14 0 0 0 0 0 0 3 11 0 +6634 1979 Master Divorced 33462 1 0 07-08-2013 78 22 3 18 0 0 11 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +3056 1978 Graduation Divorced 63693 0 1 14-10-2013 63 587 43 337 42 87 54 3 11 6 9 6 0 0 0 0 0 0 3 11 0 +5718 1950 Graduation Married 80763 0 0 15-08-2013 17 674 168 108 192 42 231 1 5 11 6 3 0 0 1 1 0 0 3 11 1 +6872 1974 PhD Married 65352 0 1 21-08-2013 43 284 3 84 4 7 23 2 4 2 8 4 0 0 0 0 0 0 3 11 0 +8164 1978 PhD Married 82170 0 0 25-11-2013 13 1023 93 651 49 55 37 1 5 6 7 2 0 0 0 0 0 0 3 11 0 +4580 1969 Graduation Married 75759 0 0 25-10-2013 46 1394 22 708 89 91 182 1 9 7 9 5 1 0 1 1 0 0 3 11 1 +9305 1976 2n Cycle Single 79689 0 0 12-05-2013 65 311 26 640 180 37 121 1 4 9 13 2 0 0 0 0 0 0 3 11 0 +453 1956 PhD Widow 35340 1 1 29-06-2014 1 27 0 12 0 1 5 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +8545 1954 Graduation Divorced 85683 0 0 21-03-2014 6 1296 17 311 45 69 51 1 2 4 10 1 0 1 1 1 1 0 3 11 1 +9850 1972 2n Cycle Married 24884 1 0 29-11-2012 32 3 6 7 0 0 3 1 0 0 3 7 0 0 0 0 0 0 3 11 0 +7378 1981 Master Together 42021 1 0 31-08-2012 34 393 5 136 7 5 27 5 10 1 6 9 1 0 0 0 0 0 3 11 0 +7646 1989 Graduation Single 64449 1 0 18-02-2014 70 218 63 282 137 35 70 4 5 3 12 4 0 0 0 0 0 0 3 11 0 +1640 1954 Graduation Divorced 64587 1 1 22-06-2014 49 66 0 16 0 6 20 2 1 1 4 3 0 0 0 0 0 0 3 11 0 +5184 1995 Graduation Single 34824 0 0 26-03-2014 65 4 2 11 2 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +8492 1978 Graduation Together 75437 0 0 09-11-2013 25 795 0 545 95 58 0 1 8 4 10 6 0 0 0 1 0 0 3 11 0 +11188 1957 Graduation Together 26091 1 1 25-02-2014 84 15 10 19 8 17 20 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +1212 1973 Graduation Married 52845 1 0 13-08-2013 7 384 25 292 130 41 64 3 8 8 6 6 1 0 0 0 0 0 3 11 0 +9097 1956 Graduation Divorced 46086 0 1 03-11-2013 34 244 8 32 7 2 50 4 3 1 8 4 0 0 0 0 0 0 3 11 0 +10473 1956 PhD Widow 78028 0 1 10-09-2012 38 158 19 288 25 0 38 1 6 4 9 7 0 1 1 0 0 0 3 11 1 +7962 1987 PhD Single 95169 0 0 09-10-2013 1 1285 21 449 106 20 20 1 4 3 4 1 0 0 1 1 0 0 3 11 1 +9984 1981 2n Cycle Married 56337 1 1 27-03-2013 25 349 16 144 28 5 182 5 8 5 4 8 1 0 0 1 0 0 3 11 1 +5527 1987 Graduation Together 22434 1 0 13-02-2013 25 4 12 11 3 13 15 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +6374 1954 PhD Married 36930 0 1 17-05-2013 50 223 2 31 0 2 39 5 5 2 4 8 0 0 0 0 0 0 3 11 0 +7453 1954 Graduation Single 36130 0 1 02-02-2013 46 157 43 127 68 56 37 6 3 8 4 4 1 0 0 0 0 0 3 11 1 +8952 1953 Master Married 65569 0 1 05-11-2012 96 397 46 288 20 38 70 2 6 5 10 3 0 0 0 0 0 0 3 11 0 +241 1952 Graduation Together 83844 0 0 12-05-2013 57 901 31 345 75 31 191 1 4 4 11 1 0 0 1 0 0 0 3 11 0 +8975 1968 Graduation Married 19514 1 1 26-01-2014 47 14 3 21 2 1 28 4 3 1 2 8 1 0 0 0 0 0 3 11 0 +6119 1963 PhD Single 36736 1 1 10-05-2013 52 10 0 3 0 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +5236 1979 Graduation Together 77568 0 1 25-08-2012 30 1230 0 396 232 178 158 1 10 2 8 5 0 1 1 1 0 0 3 11 0 +5723 1976 PhD Together 49187 0 1 11-01-2014 63 81 1 31 2 1 0 1 1 1 5 2 0 0 0 0 0 0 3 11 0 +1710 1978 Graduation Single 30168 1 0 07-03-2013 51 154 20 66 0 12 27 7 6 1 4 9 0 0 0 0 0 0 3 11 0 +1970 1968 Master Together 34053 0 1 10-09-2012 14 63 0 21 7 0 12 1 3 0 3 8 0 0 0 0 0 0 3 11 0 +5313 1971 Master Married 38196 1 1 18-04-2014 20 30 0 11 0 0 3 3 2 0 4 5 0 0 0 0 0 0 3 11 0 +10634 1951 Master Married 59412 0 0 19-04-2014 56 90 67 165 30 43 11 1 4 2 8 3 0 0 0 0 0 0 3 11 0 +7010 1965 2n Cycle Married 70924 0 0 07-04-2014 41 635 114 254 132 152 76 1 6 6 7 3 0 0 1 0 0 0 3 11 0 +8562 1969 Graduation Together 54165 0 0 28-05-2013 72 127 4 73 15 6 11 1 2 1 7 2 0 0 0 0 0 0 3 11 0 +3158 1973 Graduation Married 32300 1 0 03-01-2013 1 13 3 6 6 5 6 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4436 1976 Graduation Single 20180 0 0 20-02-2013 27 18 42 24 15 20 18 1 2 1 4 7 0 0 0 0 0 0 3 11 0 +5287 1973 Graduation Married 34961 1 0 19-06-2014 77 45 2 26 4 1 1 3 3 1 3 7 0 0 0 0 0 0 3 11 0 +2445 1974 PhD Together 28440 1 0 07-07-2013 87 38 1 24 0 0 0 1 2 0 3 8 0 0 0 0 0 0 3 11 0 +6059 1953 PhD Together 64504 1 2 04-03-2013 81 986 36 168 16 0 108 7 11 3 4 7 0 0 0 0 0 0 3 11 1 +4550 1966 Master Together 33564 0 1 24-06-2014 51 61 0 3 0 0 7 1 1 1 3 5 0 0 0 0 0 0 3 11 0 +4240 1978 Graduation Married 17345 1 0 03-11-2012 79 4 9 16 17 0 12 2 2 1 2 8 0 0 0 0 0 0 3 11 0 +8911 1967 PhD Married 56320 0 1 08-04-2013 11 201 53 172 116 77 83 3 5 4 9 4 0 0 0 0 0 0 3 11 0 +3706 1978 Graduation Single 28647 1 0 21-08-2013 54 19 8 29 0 12 26 1 2 2 2 7 1 0 0 0 0 0 3 11 1 +3628 1987 Basic Single 15038 1 0 29-01-2013 93 4 8 11 19 12 26 2 2 1 2 9 0 0 0 0 0 0 3 11 0 +10175 1958 PhD Divorced 32173 0 1 01-08-2013 0 18 0 2 0 0 2 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +8985 1964 2n Cycle Together 68316 0 1 04-11-2012 54 806 80 161 120 11 33 5 10 7 10 6 0 0 0 0 0 0 3 11 0 +5204 1971 Graduation Together 74538 0 0 29-06-2013 21 380 98 733 110 112 28 1 8 8 5 3 0 0 1 0 0 0 3 11 1 +9220 1971 Graduation Single 91700 0 0 17-01-2013 58 576 172 961 125 115 19 1 8 6 5 3 0 0 0 0 0 0 3 11 1 +9888 1969 Graduation Together 68695 0 0 25-06-2014 3 458 81 356 106 50 40 1 4 4 7 2 0 0 0 0 0 0 3 11 0 +5263 1977 2n Cycle Married 31056 1 0 22-01-2013 99 5 10 13 3 8 16 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +1020 1973 Graduation Married 79593 0 0 12-05-2014 70 350 60 568 110 133 145 1 5 6 7 2 0 0 1 0 0 0 3 11 0 +9503 1980 Graduation Single 28071 0 0 29-08-2012 65 39 33 130 41 26 44 2 5 1 5 8 0 0 0 0 0 0 3 11 0 +10613 1958 PhD Together 37334 1 1 26-02-2014 44 26 1 16 2 2 15 4 3 0 4 4 0 0 0 0 0 0 3 11 0 +67 1972 Master Single 46423 1 1 18-09-2013 6 68 0 16 0 0 8 3 2 0 4 7 0 0 0 0 0 0 3 11 0 +6019 1971 PhD Married 37126 1 0 30-03-2014 9 45 3 9 4 4 7 1 1 2 2 6 1 0 0 0 0 0 3 11 1 +5863 1953 Graduation Married 47703 0 1 29-05-2013 95 359 0 134 13 26 123 4 6 3 8 5 0 0 0 0 0 0 3 11 0 +3717 1959 Graduation Married 61180 0 1 23-04-2014 70 403 24 29 6 24 218 2 5 5 6 3 1 0 0 0 0 0 3 11 0 +6730 1954 Graduation Married 38998 1 1 03-11-2012 92 34 1 14 0 0 5 3 2 0 3 8 0 0 0 0 0 1 3 11 0 +10749 1991 Graduation Single 8028 0 0 18-09-2012 62 73 18 66 7 12 2 15 0 1 0 19 0 0 0 0 0 0 3 11 0 +4998 1962 Graduation Together 76081 0 0 23-05-2014 85 292 30 415 63 33 200 1 4 5 4 2 0 0 0 1 0 0 3 11 0 +6287 1986 Graduation Together 34728 1 0 30-07-2013 2 14 0 16 0 0 6 1 1 1 2 6 0 0 0 0 0 0 3 11 1 +5985 1965 Master Single 33168 0 1 13-10-2012 0 80 1 37 0 1 3 3 2 1 4 7 0 0 0 0 0 0 3 11 0 +4754 1966 Master Married 33585 0 1 25-09-2013 91 30 11 33 13 6 29 1 2 0 4 4 0 0 0 0 0 0 3 11 0 +4002 1960 PhD Married 77037 0 1 13-10-2013 3 463 96 333 168 53 10 1 7 7 12 3 0 0 0 0 0 0 3 11 0 +8870 1984 Graduation Together 35196 1 0 13-11-2012 68 75 12 141 43 39 187 6 6 1 5 8 0 0 0 0 0 0 3 11 1 +966 1966 Graduation Married 44529 0 1 05-07-2013 98 538 13 91 17 6 26 6 6 2 11 5 0 1 0 0 0 0 3 11 0 +4767 1965 2n Cycle Married 70924 0 0 07-04-2014 41 635 114 254 132 152 76 1 6 6 7 3 0 0 1 0 0 0 3 11 0 +9725 1966 PhD Together 28764 1 1 05-06-2014 16 8 0 3 0 0 1 1 1 0 2 8 1 0 0 0 0 0 3 11 0 +4475 1949 PhD Married 69098 0 0 16-02-2013 82 1315 22 780 145 0 178 1 7 8 9 5 0 0 0 0 0 0 3 11 0 +5740 1970 2n Cycle Divorced 25959 1 1 14-02-2013 1 4 2 12 7 5 26 2 1 2 2 6 0 0 0 0 0 0 3 11 1 +5731 1983 Master Married 27100 1 0 05-04-2013 64 12 0 13 2 0 10 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +7290 1985 Graduation Single 70596 0 0 05-10-2012 68 347 44 534 17 0 26 1 3 5 12 2 0 0 0 0 0 0 3 11 0 +3846 1974 Graduation Married 42557 0 1 29-08-2012 98 192 5 53 0 5 15 4 6 1 4 8 0 0 0 0 0 0 3 11 0 +8104 1951 PhD Married 53312 0 0 09-08-2013 32 241 0 12 0 0 25 1 5 1 5 7 0 0 0 0 0 0 3 11 0 +4507 1952 Graduation Single 72228 0 0 27-11-2012 87 631 28 491 30 14 56 1 6 7 8 3 0 0 0 0 0 0 3 11 0 +11013 1987 Graduation Together 67605 0 0 31-03-2013 84 336 28 282 184 54 54 1 2 8 6 1 0 0 0 0 0 0 3 11 0 +4491 1949 Master Married 62845 1 1 01-10-2012 3 1099 0 45 0 0 34 11 3 4 10 8 0 1 0 0 0 0 3 11 0 +3759 1958 Graduation Together 65196 0 2 25-07-2013 34 743 19 181 12 0 200 2 7 6 11 5 1 0 0 0 0 0 3 11 0 +1162 1987 PhD Single 42000 0 0 10-01-2013 23 124 83 267 85 59 35 2 5 2 11 5 0 0 0 0 0 0 3 11 1 +2055 1973 PhD Divorced 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 0 +10766 1964 PhD Married 65526 0 1 11-04-2014 22 397 19 69 12 0 9 1 4 4 8 2 0 0 0 0 0 0 3 11 0 +4415 1961 Graduation Married 16860 1 1 12-09-2012 19 10 4 4 3 3 14 3 1 1 3 7 0 0 0 0 0 0 3 11 0 +3005 1992 Graduation Single 83528 0 0 01-05-2014 7 530 117 678 134 44 147 1 4 10 8 1 1 0 0 1 0 0 3 11 1 +2223 1965 2n Cycle Divorced 64176 0 1 03-08-2012 52 1215 33 249 64 116 149 8 8 9 8 6 0 0 0 0 0 0 3 11 0 +4817 1956 Graduation Divorced 22304 0 0 04-08-2012 91 3 2 7 0 4 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +2875 1978 Graduation Married 67023 0 0 04-03-2014 93 444 44 382 11 8 17 1 3 7 13 2 0 0 0 0 0 1 3 11 0 +10536 1971 PhD Together 32892 1 0 25-05-2014 78 26 0 15 2 1 2 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +11112 1966 Graduation Together 70713 0 1 03-12-2012 23 736 114 279 82 76 190 6 5 6 8 3 0 0 0 0 0 0 3 11 0 +3807 1955 Graduation Together 59925 0 1 30-11-2012 83 473 21 176 19 21 56 3 9 2 9 6 0 0 0 0 0 0 3 11 0 +9197 1953 Graduation Married 39722 0 1 24-02-2014 92 32 0 5 2 0 8 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +10832 1958 Graduation Together 46610 0 0 18-07-2013 4 288 10 30 4 10 125 1 6 1 6 6 0 0 0 0 0 0 3 11 0 +6421 1961 Graduation Together 88347 0 0 03-07-2013 32 1050 178 555 77 138 118 1 4 7 9 1 0 0 0 1 0 0 3 11 0 +4207 1981 PhD Married 87171 0 0 01-05-2013 27 1001 44 107 58 44 44 1 6 7 11 2 1 0 1 0 0 0 3 11 0 +577 1976 2n Cycle Together 26907 1 1 20-08-2013 10 9 1 7 0 3 2 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +10855 1968 Master Single 50014 1 0 22-01-2014 9 234 14 77 19 10 42 2 4 1 8 5 0 0 0 0 0 0 3 11 0 +3081 1978 PhD Married 41014 1 0 22-04-2013 65 7 2 6 2 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +3535 1965 Graduation Single 66294 0 0 17-03-2014 68 251 108 334 65 92 117 1 4 3 5 2 0 0 0 0 0 0 3 11 0 +247 1971 Graduation Married 36715 1 0 17-11-2012 16 172 10 125 21 13 16 6 7 2 4 9 0 0 0 0 0 0 3 11 1 +8707 1956 Graduation Married 79456 0 0 22-08-2012 12 565 42 548 64 83 99 1 5 6 4 3 0 0 0 0 0 0 3 11 1 +9523 1982 Graduation Together 40479 1 0 17-08-2013 95 5 0 8 2 0 0 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +6072 1970 Master Single 75345 0 0 02-02-2013 16 918 57 842 99 38 133 1 5 8 6 3 0 0 0 1 0 0 3 11 1 +6295 1977 Graduation Married 54233 0 1 04-02-2013 46 652 8 158 21 0 142 4 11 6 5 8 0 0 0 0 0 0 3 11 0 +10914 1970 Graduation Single 24163 1 1 12-10-2013 3 4 1 7 2 1 2 2 1 0 3 4 0 0 0 0 0 0 3 11 0 +1509 1958 PhD Together 84460 0 0 04-01-2013 80 152 27 103 106 54 81 0 9 9 4 5 0 1 1 1 1 0 3 11 1 +5577 1983 Graduation Together 43776 1 0 03-05-2014 77 8 0 9 2 1 3 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +7348 1958 PhD Single 71691 0 0 17-03-2014 0 336 130 411 240 32 43 1 4 7 5 2 0 0 0 0 0 0 3 11 1 +1127 1973 PhD Married 85844 0 0 29-05-2014 62 938 19 843 25 95 38 1 6 6 7 2 0 0 1 0 0 0 3 11 0 +1833 1974 PhD Single 39190 1 0 26-04-2014 91 68 8 18 19 8 12 2 2 1 4 5 0 0 0 0 0 0 3 11 0 +4944 1959 Graduation Together 71367 0 0 23-08-2013 24 227 23 389 42 21 75 1 4 5 7 2 0 0 0 0 0 0 3 11 0 +9080 1972 PhD Single 38578 1 1 22-06-2013 2 38 4 22 3 3 3 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +6466 1965 PhD Married 57236 1 1 12-03-2014 22 105 0 9 2 1 4 3 2 1 4 3 0 0 0 0 0 0 3 11 0 +9964 1979 Graduation Single 61825 0 1 07-08-2013 56 162 50 100 55 30 27 1 4 2 8 4 0 0 0 0 0 0 3 11 0 +4790 1958 Graduation Divorced 79803 0 1 02-06-2014 54 574 8 216 21 16 33 1 4 3 5 1 0 0 0 0 0 0 3 11 0 +10245 1986 2n Cycle Single 80910 0 0 31-10-2012 71 160 80 369 67 39 41 1 3 3 8 1 0 0 0 0 0 0 3 11 0 +1109 1982 Master Together 27590 1 0 23-04-2013 38 6 0 5 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +6001 1979 Graduation Married 56775 0 1 02-01-2013 62 614 35 160 58 35 35 2 5 8 10 5 0 0 0 0 0 0 3 11 0 +5538 1975 Graduation Divorced 83829 0 0 08-10-2013 78 897 161 430 186 161 27 0 4 7 6 1 1 0 1 1 0 0 3 11 1 +10552 1979 2n Cycle Married 54210 0 1 20-05-2013 18 70 54 109 80 9 45 2 4 1 7 5 0 0 0 0 0 0 3 11 0 +1545 1986 Graduation Married 38508 1 0 02-08-2013 95 120 19 206 25 19 54 6 7 2 5 8 0 0 0 0 0 0 3 11 0 +7409 1970 Graduation Together 53187 1 0 26-10-2013 66 211 2 30 7 7 10 2 4 1 6 5 0 0 0 0 0 0 3 11 0 +4444 1972 Graduation Married 30023 1 0 24-03-2014 28 11 0 16 7 6 21 1 2 0 3 8 0 0 0 0 0 0 3 11 0 +146 1960 PhD Single 76045 0 0 15-11-2013 78 760 53 400 17 93 0 1 4 5 11 2 0 0 0 1 0 0 3 11 0 +6271 1952 PhD Married 50870 0 1 19-06-2014 13 53 0 8 0 0 2 1 2 0 3 5 0 0 0 0 0 0 3 11 0 +10065 1970 2n Cycle Married 15315 0 0 03-08-2013 27 7 4 13 15 8 17 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +4741 1974 2n Cycle Married 65463 1 0 30-01-2014 17 391 32 70 21 32 16 2 6 2 9 5 0 1 0 0 0 0 3 11 0 +246 1965 Graduation Married 66480 1 1 31-05-2014 71 199 9 57 20 21 6 7 4 1 7 4 0 0 0 0 0 0 3 11 0 +375 1954 Graduation Divorced 76773 0 0 25-02-2013 79 516 56 449 86 33 16 1 2 2 11 1 0 0 0 0 0 0 3 11 0 +1524 1983 2n Cycle Single 81698 0 0 01-03-2013 1 709 45 115 30 160 45 1 8 2 5 5 0 0 0 1 0 0 3 11 1 +10022 1973 PhD Single 54466 1 1 09-02-2014 78 12 0 4 0 0 0 1 1 0 2 5 0 0 0 0 0 0 3 11 0 +7451 1960 Master Single 98777 0 0 17-02-2014 23 1000 19 711 125 115 38 0 4 6 9 1 0 1 0 0 0 0 3 11 0 +11010 1984 PhD Single 16269 1 0 30-08-2013 75 19 3 18 3 1 0 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +4356 1971 Graduation Together 71819 0 1 28-08-2013 70 1224 28 140 0 14 168 3 3 3 5 6 0 1 1 0 0 0 3 11 0 +3885 1983 PhD Married 33569 1 0 16-10-2013 10 16 2 18 3 0 24 1 1 1 2 8 1 0 0 0 0 0 3 11 1 +1175 1983 Master Married 36262 0 0 20-09-2013 24 88 39 54 64 28 153 1 3 5 3 6 1 0 0 0 0 0 3 11 1 +880 1966 Basic Together 22634 0 0 16-01-2013 47 2 23 11 8 6 46 1 2 1 2 8 0 0 0 0 0 0 3 11 0 +2320 1978 2n Cycle Married 47025 0 1 12-09-2013 98 508 11 59 23 5 29 5 11 1 6 9 0 0 0 0 0 0 3 11 0 +850 1968 Graduation Single 70566 0 1 06-10-2013 4 381 28 215 84 28 21 2 6 5 9 3 0 0 0 0 0 0 3 11 0 +4713 1979 PhD Married 31605 1 0 22-11-2012 15 74 0 42 2 1 6 2 2 1 4 7 0 0 0 0 0 0 3 11 0 +675 1973 Master Divorced 52034 1 1 17-05-2013 67 146 0 93 7 13 73 5 4 2 5 7 0 0 0 0 0 0 3 11 0 +5025 1979 Graduation Single 48526 1 0 24-12-2013 32 23 17 23 43 20 9 1 2 1 4 3 0 0 0 0 0 0 3 11 0 +2308 1954 Graduation Married 46734 0 1 18-11-2012 40 110 5 137 26 23 29 2 6 1 5 7 0 0 0 0 0 0 3 11 0 +5995 1962 Graduation Divorced 39552 1 1 18-12-2012 54 165 3 147 4 24 41 7 6 2 5 8 0 0 0 0 0 0 3 11 1 +6749 1966 Graduation Single 86358 1 1 08-08-2012 78 957 47 494 82 47 95 4 5 3 6 8 0 0 0 0 0 0 3 11 0 +1010 1977 Graduation Together 46931 2 1 24-04-2014 94 41 0 17 3 1 16 2 1 1 3 3 0 0 0 0 0 0 3 11 0 +8977 1985 Basic Single 16581 0 0 12-01-2013 51 1 3 4 2 3 11 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +4756 1952 2n Cycle Divorced 63998 0 0 20-12-2013 42 176 29 818 0 33 112 1 7 6 11 4 0 0 0 0 0 0 3 11 1 +3412 1951 Master Married 67381 0 1 15-01-2013 67 815 8 53 11 0 70 4 2 2 9 7 0 1 0 0 0 0 3 11 0 +606 1967 Graduation Single 25930 1 1 10-10-2013 87 6 1 2 2 0 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5961 1978 Graduation Married 42693 1 0 07-06-2014 29 8 4 20 6 3 16 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +2975 1976 Graduation Together 85606 0 1 12-11-2012 89 717 42 864 219 30 84 2 6 7 9 3 0 0 0 1 0 0 3 11 0 +2894 1985 Graduation Single 72903 0 0 29-10-2013 74 1067 138 750 0 19 39 1 7 5 8 4 0 1 1 1 0 0 3 11 1 +7613 1974 2n Cycle Together 49669 1 0 24-05-2014 97 166 5 107 11 8 29 2 5 1 6 6 0 0 0 0 0 0 3 11 0 +10542 1968 PhD Married 36778 1 1 05-08-2012 63 29 4 34 2 4 4 3 3 0 3 9 0 0 0 0 0 0 3 11 0 +8015 1962 PhD Divorced 85696 0 0 03-05-2013 88 714 76 395 116 0 12 1 4 6 9 1 0 0 0 0 0 0 3 11 1 +10617 1989 Master Divorced 10979 0 0 22-05-2014 34 8 4 10 2 2 4 2 3 0 3 5 0 0 0 0 0 0 3 11 0 +11166 1961 Graduation Married 49678 0 1 02-02-2013 81 229 5 56 3 2 20 2 6 2 4 7 0 0 0 0 0 0 3 11 0 +849 1953 Master Together 56129 0 1 20-06-2013 65 320 48 133 39 72 48 4 6 2 10 4 0 0 0 0 0 0 3 11 0 +523 1989 Graduation Married 37155 1 0 31-01-2013 51 23 0 26 7 15 3 1 2 0 4 5 0 0 0 0 0 0 3 11 0 +4066 1978 2n Cycle Divorced 21282 1 0 11-05-2014 76 1 5 8 4 8 20 2 2 1 2 6 0 0 0 0 0 0 3 11 0 +8414 1962 PhD Single 33419 0 1 17-08-2013 76 56 0 12 0 0 18 2 2 0 4 7 0 0 0 0 0 0 3 11 0 +819 1945 Graduation Widow 63285 0 0 05-11-2013 84 508 124 249 50 38 134 1 6 5 13 3 0 0 0 0 0 0 3 11 0 +4961 1974 Master Together 21255 1 0 21-01-2014 56 29 0 25 2 2 3 4 2 1 4 4 0 0 0 0 0 0 3 11 0 +749 1981 Graduation Together 42162 1 0 19-11-2013 31 46 7 59 2 4 27 2 3 1 3 6 1 0 0 0 0 0 3 11 1 +5430 1956 Graduation Together 54450 1 1 14-09-2012 0 454 0 171 8 19 32 12 9 2 8 8 0 0 0 0 0 0 3 11 0 +7755 1954 PhD Married 57744 0 1 12-11-2013 91 350 3 39 0 0 19 2 9 1 4 8 0 0 0 0 0 0 3 11 0 +10525 1986 Graduation Single 26576 1 0 13-10-2012 40 10 0 8 0 0 9 1 1 0 2 9 1 0 0 0 0 0 3 11 1 +1453 1943 PhD Widow 57513 0 0 06-07-2013 59 735 40 183 52 20 30 2 9 3 13 6 0 0 0 0 0 0 3 11 0 +8310 1964 Graduation Together 68142 0 1 29-08-2012 96 897 126 196 91 112 37 3 10 4 7 6 0 0 0 0 0 0 3 11 0 +10710 1979 Graduation Married 7500 0 1 29-08-2012 61 5 2 3 3 0 5 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +5031 1974 Graduation Together 83145 0 0 22-09-2012 14 777 35 731 39 137 114 1 5 9 11 2 0 0 1 0 0 0 3 11 1 +2613 1960 Master Married 54197 0 1 03-04-2014 16 162 6 37 6 13 13 2 1 3 6 1 0 0 0 0 0 0 3 11 0 +213 1963 PhD Single 23091 1 1 28-05-2014 98 35 0 11 0 0 2 4 2 1 3 7 0 0 0 0 0 0 3 11 0 +967 1976 Graduation Married 46049 1 1 21-07-2013 11 342 9 112 19 14 19 10 5 2 9 7 0 0 0 0 0 0 3 11 1 +1077 1974 Graduation Together 56715 0 0 05-12-2012 52 258 105 239 237 172 9 1 7 3 4 4 0 0 0 0 0 0 3 11 0 +7959 1961 Graduation Married 79410 0 0 29-05-2014 19 658 80 483 123 13 13 1 3 2 5 1 0 0 0 0 0 0 3 11 0 +640 1951 Graduation Married 57304 0 1 11-03-2013 61 356 80 329 138 17 106 2 7 6 10 5 0 0 0 0 0 0 3 11 0 +4252 1965 Graduation Married 44375 0 1 23-03-2014 73 213 5 28 7 7 41 1 4 1 6 5 0 0 0 0 0 0 3 11 0 +8432 1956 Graduation Together 54450 1 1 14-09-2012 0 454 0 171 8 19 32 12 9 2 8 8 0 0 0 0 0 0 3 11 0 +6218 1965 Graduation Married 59594 0 1 20-10-2012 74 457 4 29 0 0 9 1 8 1 7 7 0 1 0 0 0 0 3 11 0 +6905 1994 Graduation Together 80685 0 0 22-08-2012 55 241 45 604 34 26 54 1 6 4 10 2 0 0 0 0 0 0 3 11 0 +5922 1974 PhD Married 40344 0 1 13-10-2013 48 210 0 6 0 0 2 2 4 1 5 7 0 0 0 0 0 0 3 11 0 +3598 1972 Graduation Married 62710 0 1 23-05-2013 53 441 35 83 7 29 11 4 4 2 12 4 0 0 0 0 0 0 3 11 0 +6116 1968 2n Cycle Married 48985 0 1 05-07-2013 13 19 13 18 10 7 8 1 1 1 3 3 0 0 0 0 0 0 3 11 0 +6263 1968 Graduation Together 35322 1 2 22-08-2012 34 28 9 37 12 7 13 3 2 0 4 8 0 0 0 0 0 0 3 11 0 +10486 1948 Graduation Married 77142 0 0 29-05-2013 54 476 75 162 29 151 97 1 4 4 8 2 0 0 0 0 0 0 3 11 0 +2410 1969 Graduation Single 81657 0 0 22-01-2014 69 364 40 425 158 60 50 1 3 4 8 1 0 0 0 0 0 0 3 11 0 +193 1996 Basic Married 14421 0 0 17-02-2014 81 0 0 2 3 3 8 1 1 0 2 5 1 0 0 0 0 0 3 11 0 +3363 1974 2n Cycle Married 20130 0 0 17-03-2014 99 0 6 3 7 6 12 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +8278 1990 PhD Married 74214 0 0 26-08-2012 3 863 83 547 86 99 33 1 8 2 5 5 0 0 0 0 0 0 3 11 0 +10660 1957 Master Married 66726 1 1 12-01-2014 61 349 7 35 0 0 47 3 8 2 4 7 0 1 0 0 0 0 3 11 0 +8686 1979 Basic Together 23724 1 0 08-01-2013 65 5 23 15 0 18 14 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +1604 1960 Master Married 47353 0 1 13-11-2013 93 184 2 19 8 8 4 3 2 2 6 5 0 0 0 0 0 0 3 11 0 +5907 1952 Master Married 33444 1 1 03-11-2012 24 8 0 8 0 0 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +10669 1981 Graduation Married 54386 0 1 17-05-2013 8 277 21 64 62 21 25 2 3 2 10 3 0 0 0 0 0 0 3 11 0 +2918 1981 Graduation Divorced 28510 1 1 13-04-2013 72 44 5 19 0 4 19 3 2 0 4 5 0 0 0 0 0 0 3 11 0 +5735 1991 Master Single 90638 0 0 13-02-2014 29 1156 120 915 94 144 96 1 3 4 10 1 0 0 1 0 0 0 3 11 0 +359 1950 Graduation Together 48070 0 1 13-01-2013 33 373 14 83 6 9 19 3 8 2 6 7 0 0 0 0 0 1 3 11 0 +8387 1957 Graduation Married 43140 0 1 05-01-2013 68 134 8 76 6 0 11 1 4 1 5 6 0 0 0 0 0 0 3 11 0 +1829 1961 PhD Divorced 54959 0 1 19-01-2013 55 1148 0 60 0 0 24 3 9 5 4 7 0 1 0 0 0 0 3 11 1 +3839 1958 Basic Single 15056 1 1 03-05-2013 76 6 12 3 21 6 40 5 2 2 3 5 0 0 0 0 0 0 3 11 0 +9392 1971 Graduation Single 26954 1 0 08-05-2014 17 4 1 11 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +2292 1985 Graduation Single 22327 1 0 02-08-2013 94 5 4 8 2 0 5 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +10466 1965 Graduation Married 44393 1 1 22-08-2013 86 24 2 20 2 2 10 2 1 0 4 4 0 0 0 0 0 0 3 11 0 +9855 1952 PhD Single 62000 0 1 25-08-2013 25 899 0 101 0 0 20 1 6 6 13 4 0 0 0 1 0 0 3 11 0 +4088 1962 PhD Together 31497 0 1 06-12-2012 22 108 1 28 13 1 4 2 3 1 4 8 0 0 0 0 0 0 3 11 0 +5231 1974 2n Cycle Married 45894 0 2 27-02-2014 15 27 2 7 0 2 13 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +590 1970 Master Divorced 78579 0 0 22-12-2012 35 816 66 549 216 66 99 1 5 6 4 3 0 0 0 0 0 0 3 11 1 +8732 1969 Master Widow 67369 0 1 17-11-2012 81 1298 0 70 37 14 42 4 7 4 10 4 0 1 1 0 0 0 3 11 1 +2315 1960 Graduation Divorced 58401 0 1 20-04-2014 55 10 0 11 17 29 29 1 1 2 2 4 0 0 0 0 0 0 3 11 0 +3515 1952 Graduation Single 62307 0 1 17-02-2014 94 87 13 34 10 6 10 1 4 0 4 5 0 0 0 0 0 0 3 11 0 +2245 1969 Master Married 43641 1 1 22-04-2013 50 57 2 51 4 2 23 3 2 1 4 6 0 0 0 0 0 0 3 11 0 +6283 1968 Master Divorced 63841 0 1 21-04-2013 64 635 15 100 20 7 131 1 9 3 9 6 0 0 0 0 0 0 3 11 0 +2246 1965 2n Cycle Married 46891 0 1 01-09-2013 91 43 12 23 29 15 61 1 2 1 4 4 0 0 0 0 0 0 3 11 0 +6606 1969 Master Married 70091 1 0 31-03-2013 11 964 34 137 15 0 11 2 5 2 10 8 0 1 0 0 0 0 3 11 0 +5545 1972 PhD Married 78075 0 0 05-04-2014 72 572 8 259 34 35 80 1 3 5 5 1 0 0 0 0 0 0 3 11 0 +7342 1961 2n Cycle Widow 59184 0 1 09-09-2012 6 341 142 113 259 151 66 3 6 6 12 5 0 0 0 0 0 0 3 11 0 +837 1977 Graduation Married 54809 1 1 11-09-2013 0 63 6 57 13 13 22 4 2 1 5 4 0 0 0 0 0 0 3 11 0 +9500 1959 Graduation Married 58113 0 1 25-01-2013 66 221 104 169 102 78 84 3 9 2 8 7 0 0 0 0 0 1 3 11 0 +3602 1958 Master Married 51412 0 1 31-12-2013 42 140 3 29 4 5 14 2 3 2 4 4 0 0 0 0 0 0 3 11 0 +234 1979 Graduation Divorced 15287 1 0 10-10-2012 60 1 2 8 4 3 13 2 1 1 2 7 1 0 0 0 0 0 3 11 1 +2995 1957 Master Together 66636 0 0 17-08-2013 64 291 10 689 84 10 0 1 3 4 9 1 0 0 0 0 0 0 3 11 0 +1118 1956 Master Married 50965 0 1 20-02-2013 87 544 13 85 8 6 29 3 10 4 5 8 1 0 0 0 0 0 3 11 0 +7789 1965 PhD Married 84618 0 0 22-11-2013 96 684 100 801 21 66 0 1 6 9 10 2 0 0 1 0 0 0 3 11 0 +3068 1990 Graduation Married 18351 0 0 29-10-2013 1 1 12 9 0 14 7 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +8955 1957 PhD Together 40451 0 2 16-02-2014 54 35 0 4 0 0 10 1 1 1 2 5 1 0 0 0 0 0 3 11 0 +945 1965 Graduation Together 36317 0 1 22-05-2013 53 87 3 25 3 2 13 2 3 0 4 7 0 0 0 0 0 0 3 11 0 +5644 1957 Graduation Together 42213 0 1 12-10-2013 96 309 3 24 4 3 20 2 5 1 7 7 0 1 0 0 0 0 3 11 0 +7192 1955 Graduation Together 65748 0 1 15-04-2013 58 172 73 93 95 78 34 2 2 4 10 1 0 0 0 0 0 1 3 11 0 +2324 1972 Graduation Together 77044 0 1 27-10-2013 12 625 38 242 50 34 76 2 7 11 11 4 1 0 0 0 0 0 3 11 0 +697 1969 Graduation Together 74918 0 0 12-03-2013 78 972 59 913 25 19 59 1 5 9 6 3 0 0 1 0 0 0 3 11 0 +3439 1972 Graduation Married 56721 1 1 31-10-2012 64 157 6 39 6 13 75 5 4 1 5 6 0 0 0 0 0 0 3 11 0 +1506 1975 Graduation Single 42160 1 1 28-06-2013 26 48 9 45 3 15 20 4 2 1 4 6 0 0 0 0 0 0 3 11 1 +232 1965 Graduation Single 61559 0 1 17-07-2013 8 279 83 88 32 14 34 1 4 2 10 3 0 0 0 0 0 0 3 11 0 +8876 1963 PhD Together 33629 1 1 08-08-2012 49 132 0 16 0 0 4 5 3 1 4 9 0 0 0 0 0 0 3 11 0 +4500 1991 PhD Together 68682 0 0 06-10-2013 56 919 0 505 99 30 45 1 4 9 10 2 0 0 0 0 0 0 3 11 0 +9739 1963 Graduation Single 34377 0 1 19-01-2013 55 62 0 22 3 1 26 2 2 2 2 7 0 0 0 0 0 0 3 11 0 +10395 1986 Basic Single 8940 1 0 22-08-2012 25 1 45 3 4 6 42 3 3 1 3 8 0 0 0 0 0 0 3 11 0 +1176 1973 Graduation Married 26228 1 0 22-09-2013 50 2 6 4 3 1 9 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +1627 1957 2n Cycle Divorced 77297 0 0 26-01-2013 84 408 61 109 48 122 41 1 5 7 9 4 0 0 0 1 0 0 3 11 0 +938 1981 Graduation Married 40211 1 1 30-07-2013 30 51 1 7 2 1 25 2 2 1 2 8 1 0 0 0 0 0 3 11 0 +2740 1958 PhD Widow 33438 1 1 22-09-2013 81 62 1 16 3 2 6 4 2 1 4 5 0 0 0 0 0 0 3 11 0 +257 1959 PhD Married 75032 0 1 28-04-2013 74 952 12 180 47 12 12 2 5 4 9 3 0 0 0 0 0 0 3 11 0 +4058 1955 PhD Single 61284 0 0 12-10-2013 76 618 15 106 20 7 45 1 11 2 8 6 0 1 0 0 0 0 3 11 0 +7736 1986 Graduation Married 22518 1 0 22-10-2012 36 11 7 12 2 2 27 2 2 1 2 5 1 0 0 0 0 0 3 11 1 +8210 1975 Master Married 54730 0 1 15-08-2013 64 318 3 17 4 7 56 5 4 1 8 4 0 0 0 0 0 0 3 11 0 +833 1955 Master Married 38452 1 1 30-03-2014 62 56 0 14 0 0 2 3 3 0 3 7 0 0 0 0 0 0 3 11 0 +6230 1971 Graduation Divorced 44421 1 1 15-02-2013 53 110 5 59 7 1 7 5 5 0 4 8 0 0 0 0 0 0 3 11 0 +7325 1986 PhD Together 38197 1 0 29-06-2013 86 23 0 11 2 1 3 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +1307 1978 Graduation Divorced 41986 0 1 09-02-2014 15 27 5 8 8 3 12 3 3 0 4 4 0 0 0 0 0 0 3 11 0 +1502 1983 Graduation Together 28427 1 0 21-03-2013 67 18 3 19 3 3 6 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +6211 1976 PhD Together 37395 1 0 02-05-2014 47 18 0 9 0 1 11 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +843 1971 Graduation Married 64722 1 0 26-05-2014 47 303 0 280 60 147 15 4 8 2 11 6 0 0 0 0 0 0 3 11 0 +4174 1956 Master Together 55249 0 1 17-04-2014 81 97 1 19 2 0 11 1 2 1 4 3 0 0 0 0 0 0 3 11 0 +9757 1972 Graduation Together 84906 0 0 04-10-2013 98 997 15 414 99 30 76 1 5 6 12 2 0 1 1 0 1 0 3 11 0 +6918 1989 Graduation Married 28691 1 0 04-07-2013 56 5 4 13 8 0 4 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +286 1952 Graduation Single 44213 1 1 29-11-2013 48 95 11 35 0 4 7 4 2 1 5 6 0 0 0 0 0 0 3 11 0 +11086 1984 Basic Single 25707 1 0 18-01-2014 18 1 6 2 3 6 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +1921 1967 PhD Married 59062 2 1 03-10-2013 74 46 1 12 3 0 9 2 2 0 3 4 0 0 0 0 0 0 3 11 0 +4138 1962 Graduation Single 76624 0 1 24-05-2014 68 411 106 147 54 115 66 1 5 10 7 1 1 0 0 0 0 0 3 11 0 +7718 1947 Master Together 66000 0 0 20-04-2014 36 244 51 270 101 0 45 1 1 3 5 1 0 0 0 0 0 0 3 11 0 +1291 1978 PhD Together 27683 1 0 04-08-2012 90 152 9 121 12 12 45 4 6 2 4 8 0 0 0 0 0 0 3 11 0 +6862 1971 Graduation Divorced 1730 0 0 18-05-2014 65 1 1 3 1 1 1 15 0 0 0 20 0 0 0 0 0 0 3 11 0 +4136 1992 Basic Single 7500 1 0 03-12-2012 63 10 17 18 8 26 40 4 3 2 2 9 0 0 0 0 0 0 3 11 0 +803 1968 Graduation Together 40521 1 1 05-04-2013 82 12 0 5 0 0 4 1 0 1 2 5 0 0 0 0 0 0 3 11 0 +4298 1973 PhD Together 20427 1 0 24-03-2014 63 5 0 4 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +10833 1975 Graduation Married 65106 0 1 24-05-2014 55 790 19 133 12 0 19 3 8 3 13 6 0 1 0 0 0 0 3 11 0 +9606 1965 PhD Married 69969 0 0 27-08-2013 64 882 29 514 38 29 44 1 4 2 6 3 0 0 1 1 0 0 3 11 1 +8534 1952 Graduation Married 67433 0 2 16-07-2013 51 615 28 259 12 48 30 4 6 5 13 4 0 1 0 0 0 0 3 11 0 +5153 1967 PhD Married 77766 0 1 22-02-2013 97 1004 59 265 115 59 27 2 11 10 11 6 1 0 0 0 0 0 3 11 1 +961 1972 Graduation Married 74716 0 1 12-09-2013 92 133 27 421 13 195 71 2 7 3 5 4 0 0 0 0 0 0 3 11 0 +5011 1963 Graduation Divorced 68118 0 1 18-10-2013 51 595 23 123 10 23 154 2 8 9 4 6 0 0 0 0 0 0 3 11 0 +6653 1970 PhD Married 55158 1 1 30-07-2012 72 293 0 87 4 11 23 4 7 2 5 7 0 0 0 0 0 0 3 11 1 +9094 1955 2n Cycle Married 62972 0 1 03-08-2012 39 313 15 47 20 0 192 2 7 4 3 6 0 0 0 0 0 0 3 11 1 +810 1975 Graduation Married 74190 0 1 12-05-2014 49 151 81 86 168 91 64 2 4 2 11 2 0 0 0 0 0 0 3 11 0 +5493 1976 Graduation Married 39356 1 1 19-03-2014 21 15 0 2 0 0 6 1 1 0 2 6 1 0 0 0 0 0 3 11 0 +2147 1969 Graduation Together 76653 0 0 16-08-2013 91 736 63 946 219 189 126 1 4 7 11 2 0 0 1 1 0 0 3 11 0 +5107 1973 PhD Divorced 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 0 +3979 1983 PhD Divorced 90687 0 0 22-05-2013 98 982 17 672 23 34 51 1 6 2 8 2 0 0 1 0 0 0 3 11 1 +6049 1982 Master Together 73450 0 0 05-12-2013 85 1142 51 415 90 69 37 1 7 8 11 3 1 0 0 1 0 0 3 11 0 +8147 1960 Graduation Married 31454 1 1 06-07-2013 40 28 0 11 0 0 9 3 2 0 3 8 0 0 0 0 0 0 3 11 0 +1857 1952 Graduation Single 47139 1 1 06-03-2014 2 46 0 12 0 2 23 2 2 1 2 7 0 0 0 0 0 0 3 11 1 +3910 1975 Graduation Divorced 83829 0 0 08-10-2013 78 897 161 430 186 161 27 0 4 7 6 1 1 0 1 1 0 0 3 11 1 +5207 1963 PhD Married 53378 1 1 24-09-2012 41 489 6 152 8 6 132 10 9 4 6 8 0 0 0 0 0 0 3 11 1 +11114 1970 Graduation Together 19656 1 0 08-02-2013 94 25 4 9 6 8 32 3 2 1 3 7 0 0 0 0 0 0 3 11 0 +5429 1948 PhD Married 45579 0 1 20-08-2013 10 145 1 33 2 1 1 1 4 1 4 6 0 0 0 0 0 0 3 11 0 +9400 1958 2n Cycle Single 85485 0 0 21-06-2014 73 630 26 611 44 18 54 1 6 6 6 2 0 0 0 0 0 0 3 11 0 +1740 1944 Graduation Married 55956 0 0 07-04-2014 22 760 38 104 50 9 38 2 7 3 4 4 0 1 0 0 0 0 3 11 0 +7488 1963 Master Single 64191 0 1 22-01-2013 30 420 15 186 151 38 15 3 5 3 13 3 0 0 0 0 0 0 3 11 0 +195 1972 Graduation Single 38808 1 0 26-08-2012 21 125 17 52 3 19 30 4 5 1 4 8 1 0 0 0 0 0 3 11 1 +635 1966 Master Married 57183 1 1 19-03-2013 51 464 5 64 7 0 70 8 9 1 7 8 0 0 0 0 0 0 3 11 0 +7527 1968 Master Divorced 23748 1 0 21-11-2012 97 6 6 29 12 15 8 3 2 1 3 8 0 0 0 0 0 0 3 11 0 +10319 1971 Graduation Married 66303 0 1 26-02-2013 56 1090 12 96 16 12 60 4 3 4 11 8 0 1 0 0 0 0 3 11 0 +2296 1975 Master Married 37368 1 0 16-12-2013 4 3 2 11 2 2 10 1 1 0 2 6 1 0 0 0 0 0 3 11 0 +10637 1964 Graduation Married 40800 1 2 01-01-2013 77 24 0 27 8 30 10 2 3 0 3 7 0 0 0 0 0 1 3 11 0 +2931 1978 Graduation Divorced 71847 0 0 21-09-2012 95 737 21 106 55 63 210 0 6 7 9 3 0 0 0 1 0 0 3 11 0 +907 1975 Graduation Married 46149 0 1 29-11-2013 36 254 6 71 4 0 27 5 5 1 7 5 0 0 0 0 0 0 3 11 0 +3698 1983 Graduation Together 78687 0 0 09-08-2012 13 817 185 687 145 55 241 1 4 6 8 2 0 0 1 0 0 0 3 11 1 +9516 1971 2n Cycle Divorced 49118 0 0 18-08-2012 90 620 54 239 99 98 119 2 9 7 10 7 0 1 0 0 1 0 3 11 1 +679 1957 PhD Married 37633 1 1 20-09-2012 49 13 4 20 0 0 1 2 1 0 3 9 0 0 0 0 0 0 3 11 0 +7384 1951 Master Together 39767 0 0 21-07-2013 18 113 61 204 34 26 47 2 7 1 7 8 0 0 0 0 0 0 3 11 0 +5043 1951 Basic Married 26997 0 0 05-11-2012 89 7 23 78 133 49 144 2 4 2 5 7 0 0 0 0 0 0 3 11 0 +5267 1970 Graduation Divorced 33986 1 0 14-03-2013 43 16 2 18 2 1 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +339 1972 PhD Married 57091 0 1 23-11-2012 82 462 0 24 6 0 4 2 9 2 5 7 0 1 0 0 0 0 3 11 1 +2516 1969 2n Cycle Married 46831 1 1 08-06-2013 84 22 2 10 6 4 34 2 1 2 2 4 0 0 0 0 0 0 3 11 0 +9010 1972 Master Married 83151 0 0 10-02-2013 80 968 147 842 137 42 210 1 5 7 10 2 1 0 1 1 0 0 3 11 1 +378 1971 Graduation Married 52531 0 0 30-12-2012 68 283 112 151 51 72 125 2 7 2 10 6 0 0 0 0 0 0 3 11 0 +4808 1956 Graduation Married 15759 0 0 05-09-2013 12 1 2 5 6 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +5068 1971 Graduation Single 22804 1 0 31-07-2013 75 14 1 7 2 1 1 1 2 0 2 9 0 0 0 0 0 0 3 11 0 +7628 1973 2n Cycle Married 43050 1 0 18-03-2014 10 30 5 24 6 3 8 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +7128 1977 PhD Single 42997 1 1 07-12-2013 91 4 0 5 0 1 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +2811 1963 PhD Single 48918 1 1 12-04-2014 21 52 0 9 0 0 1 2 1 0 4 4 0 0 0 0 0 0 3 11 0 +3551 1954 Master Together 60033 0 1 29-03-2014 28 62 1 57 19 11 48 2 2 1 5 2 0 0 0 0 0 0 3 11 0 +1663 1978 PhD Together 34043 1 0 25-10-2013 97 20 2 14 3 0 10 1 2 0 2 9 0 0 0 0 0 0 3 11 0 +5543 1966 Graduation Together 57811 0 1 24-06-2013 49 545 7 114 37 21 78 5 7 2 11 5 0 1 0 0 0 0 3 11 0 +1577 1946 Graduation Married 78569 0 0 19-02-2014 14 558 79 622 207 175 95 1 4 6 4 1 0 0 1 0 0 0 3 11 1 +10641 1978 Graduation Single 7500 1 1 27-12-2012 5 6 5 4 13 4 25 4 2 1 3 6 0 0 0 0 0 0 3 11 0 +5336 1971 Master Together 157733 1 0 04-06-2013 37 39 1 9 2 0 8 0 1 0 1 1 0 0 0 0 0 0 3 11 0 +6024 1953 Graduation Together 94384 0 0 04-03-2013 62 1111 24 790 160 45 172 0 5 8 5 2 0 1 1 1 0 0 3 11 1 +1878 1985 2n Cycle Married 23148 0 0 18-02-2014 83 4 6 8 6 3 10 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +3099 1970 Graduation Divorced 44267 1 1 25-02-2013 48 183 5 65 3 5 49 5 5 2 4 9 0 0 0 0 0 0 3 11 0 +6055 1979 Graduation Married 71626 0 0 01-11-2012 94 546 72 376 94 145 72 1 5 5 8 3 0 1 0 0 0 0 3 11 0 +5841 1966 Graduation Together 60894 0 1 28-06-2013 61 606 7 155 10 0 54 5 10 3 8 7 0 0 0 0 0 0 3 11 0 +3972 1976 Graduation Together 50200 1 1 03-04-2013 70 266 6 51 8 6 64 6 7 1 5 8 0 0 0 0 0 0 3 11 0 +4394 1965 PhD Married 81051 0 0 23-05-2014 43 1142 29 249 38 29 14 1 5 5 12 2 0 1 1 0 0 0 3 11 0 +5758 1982 Graduation Married 65169 0 0 14-01-2014 23 1074 0 69 0 0 46 1 10 4 13 6 1 0 1 1 1 0 3 11 1 +6658 1972 Graduation Together 59868 0 1 22-07-2013 37 771 51 154 54 10 154 7 11 2 12 6 0 0 0 0 0 0 3 11 0 +4603 1960 PhD Married 65695 0 1 31-01-2014 50 371 32 189 0 58 6 2 5 4 10 4 0 0 0 0 0 0 3 11 0 +8427 1956 Master Single 64857 0 0 23-11-2012 78 556 14 717 210 0 43 1 7 5 10 4 0 0 0 0 0 0 3 11 0 +10260 1965 Master Together 45143 0 1 26-08-2013 74 202 5 74 11 5 14 3 6 1 5 7 0 0 0 0 0 0 3 11 0 +7143 1955 2n Cycle Together 74805 0 1 06-11-2013 14 209 162 209 41 162 37 5 4 7 10 2 0 0 0 0 0 0 3 11 0 +8789 1989 2n Cycle Married 59060 1 0 11-01-2014 77 35 40 111 36 40 12 3 3 1 7 4 0 0 0 0 0 0 3 11 0 +6197 1962 PhD Single 27238 1 1 20-04-2013 39 37 0 17 0 0 3 3 3 0 3 9 0 0 0 0 0 0 3 11 0 +4554 1965 Graduation Together 47009 0 1 01-10-2013 89 171 45 73 59 10 90 4 3 2 8 4 0 0 0 0 0 0 3 11 0 +4937 1973 2n Cycle Married 46094 1 1 10-06-2014 62 12 2 20 3 2 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +1920 1972 Graduation Married 40321 1 1 29-07-2013 59 44 4 21 6 0 27 2 3 0 3 7 0 0 0 0 0 0 3 11 0 +8749 1984 Graduation Together 37235 1 0 01-02-2014 68 20 2 9 4 6 20 1 1 1 2 4 0 0 0 0 0 0 3 11 0 +1650 1960 Master Married 81843 0 0 22-04-2013 13 779 86 537 34 69 138 1 5 9 12 3 0 0 0 0 0 0 3 11 0 +10377 1958 Master Together 46692 0 1 06-06-2013 37 170 6 97 24 12 88 3 6 1 5 6 0 0 0 0 0 0 3 11 0 +9206 1968 Graduation Together 77382 0 1 07-01-2014 36 491 48 231 112 105 134 2 5 7 12 1 0 0 1 0 0 0 3 11 0 +10971 1977 Graduation Single 37774 2 0 03-09-2012 28 173 8 107 7 2 176 4 7 2 3 9 1 0 0 0 0 1 3 11 1 +6398 1974 Basic Married 18393 1 0 29-03-2014 2 7 10 13 16 0 4 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +9212 1962 Master Married 72828 0 1 14-02-2013 17 1205 0 235 19 14 205 6 6 3 13 7 0 0 0 0 0 0 3 11 0 +7937 1982 Graduation Married 24711 0 0 18-04-2014 86 10 7 25 6 3 7 1 3 0 3 7 0 0 0 0 0 0 3 11 0 +839 1975 PhD Married 45503 1 0 25-09-2013 54 97 4 44 6 1 18 1 3 1 4 5 0 0 0 0 0 0 3 11 0 +4246 1982 Master Single 6560 0 0 12-12-2013 2 67 11 26 4 3 262 0 1 0 1 17 0 0 0 0 0 0 3 11 0 +158 1945 PhD Together 71604 0 0 17-11-2013 3 345 53 528 98 75 97 1 8 3 5 4 1 0 0 0 0 0 3 11 1 +4832 1979 Graduation Married 27244 1 0 07-03-2014 84 6 5 17 3 24 46 2 2 2 2 7 0 0 0 0 0 0 3 11 0 +5621 1969 Graduation Married 48752 1 1 12-12-2012 8 73 57 100 71 15 0 5 6 1 5 9 0 0 0 0 0 0 3 11 1 +1945 1962 Graduation Married 71434 0 1 18-09-2013 4 711 36 217 172 96 168 3 7 4 7 4 0 1 0 1 0 0 3 11 0 +5147 1948 Graduation Single 90842 0 0 29-07-2013 57 774 70 118 182 187 93 1 4 9 13 1 0 0 0 0 0 0 3 11 0 +2535 1978 Master Married 88097 1 0 18-08-2012 24 163 0 480 0 126 75 1 6 5 8 9 0 1 1 1 0 0 3 11 1 +11039 1975 Graduation Married 51948 0 1 17-09-2013 51 82 33 54 71 30 41 2 5 2 4 5 0 0 0 0 0 0 3 11 0 +9495 1982 Graduation Together 71853 0 0 08-05-2013 29 358 108 413 141 97 32 1 2 8 6 1 0 0 0 0 0 0 3 11 0 +9635 1983 Master Married 35876 0 0 20-04-2014 13 66 2 40 4 3 14 1 3 1 3 6 0 0 0 0 0 0 3 11 0 +2173 1952 Graduation Widow 40049 0 1 16-10-2013 23 13 6 7 0 3 3 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +942 1982 Graduation Single 39660 1 0 08-08-2012 36 139 13 78 20 13 36 3 7 1 3 9 0 0 0 0 0 0 3 11 1 +9386 1962 Graduation Together 50127 0 1 29-05-2014 88 274 0 21 4 6 15 1 5 1 6 6 0 1 0 0 0 0 3 11 0 +5510 1977 Master Married 43263 0 1 21-11-2012 2 262 6 61 0 10 102 3 5 2 6 5 0 0 0 0 0 0 3 11 0 +873 1949 Master Married 62845 1 1 01-10-2012 3 1099 0 45 0 0 34 11 3 4 10 8 0 1 0 0 0 0 3 11 1 +2253 1990 Graduation Married 18929 0 0 16-02-2013 15 32 0 8 23 4 18 1 1 0 4 6 0 0 0 0 0 0 3 11 0 +5181 1982 Basic Single 24367 1 0 20-03-2013 58 2 4 2 0 11 5 1 1 0 2 9 0 0 0 0 0 0 3 11 0 +979 1975 Graduation Single 33249 1 0 20-02-2013 11 6 10 21 19 14 42 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +10390 1959 2n Cycle Married 26887 0 1 10-02-2013 27 6 7 4 3 4 6 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +4698 1983 PhD Married 50150 0 0 20-06-2013 32 135 46 92 65 61 11 2 5 2 7 5 0 0 0 0 0 0 3 11 0 +7793 1976 Graduation Together 62061 0 1 31-08-2013 12 641 7 84 0 30 38 3 10 4 7 6 0 1 0 0 0 0 3 11 0 +1745 1962 PhD Divorced 85696 0 0 03-05-2013 88 714 76 395 116 0 12 1 4 6 9 1 0 0 0 0 0 0 3 11 1 +10590 1956 PhD Together 76542 0 0 30-03-2013 91 794 73 573 0 29 14 1 4 8 10 2 0 0 0 0 0 0 3 11 0 +5080 1993 Graduation Single 70515 0 0 21-10-2013 12 420 0 452 182 64 140 1 6 6 4 2 0 0 0 0 0 0 3 11 1 +8369 1987 Graduation Together 18227 1 0 08-11-2012 21 1 2 7 4 3 11 1 0 1 2 8 0 0 0 0 0 0 3 11 0 +5232 1965 Graduation Married 69139 0 1 27-01-2014 23 86 12 75 33 15 6 1 4 1 5 4 0 0 0 0 0 0 3 11 0 +2407 1982 Graduation Married 69109 0 0 09-11-2012 10 823 25 459 124 29 95 1 6 6 7 4 0 0 1 0 0 0 3 11 1 +3834 1962 Graduation Single 69627 0 1 17-03-2013 35 231 161 215 171 30 53 2 8 2 11 5 0 0 0 0 0 0 3 11 0 +7912 1978 Graduation Married 38136 1 0 22-04-2013 69 8 15 27 0 20 33 2 3 1 2 8 1 0 0 0 0 0 3 11 0 +7712 1946 PhD Single 62159 0 0 28-04-2014 68 182 17 259 77 70 29 1 6 2 10 4 0 0 0 0 0 0 3 11 0 +1065 1963 Graduation Single 80695 0 0 29-12-2013 85 557 129 984 193 37 18 1 5 8 5 2 0 0 0 0 0 0 3 11 0 +7275 1971 Master Single 33316 1 1 04-10-2013 34 79 1 31 4 4 12 3 2 1 4 6 0 0 0 0 0 0 3 11 0 +1343 1968 Graduation Together 58554 1 1 26-09-2012 55 368 24 68 38 0 88 6 8 2 6 7 0 0 0 0 0 0 3 11 0 +1384 1992 Basic Married 17256 1 0 23-11-2013 10 6 4 14 8 8 22 2 2 1 2 8 1 0 0 0 0 0 3 11 0 +9967 1974 Graduation Divorced 53034 1 1 30-05-2013 30 160 15 196 15 11 50 8 6 1 7 8 0 0 0 0 0 0 3 11 0 +6181 1950 2n Cycle Together 52203 0 0 31-07-2012 36 488 21 238 56 108 28 1 8 7 11 6 0 0 0 0 0 0 3 11 0 +10507 1977 2n Cycle Divorced 59601 0 1 25-07-2013 14 691 7 69 0 7 23 4 2 2 7 8 0 1 0 0 0 0 3 11 0 +2674 1958 Master Single 75154 0 1 04-09-2012 79 543 10 205 160 143 82 1 6 3 6 3 0 0 0 0 0 0 3 11 1 +2698 1976 Graduation Single 47025 0 1 07-11-2013 52 254 7 108 20 0 26 3 6 3 5 6 0 0 0 0 0 0 3 11 0 +3231 1973 Graduation Married 37971 1 0 25-11-2013 97 5 4 10 2 2 7 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4096 1968 Master Divorced 41335 1 0 26-12-2013 24 112 19 21 16 14 5 3 4 1 4 7 0 0 0 0 0 0 3 11 0 +10476 1958 Graduation Married 67267 0 1 13-05-2014 0 134 11 59 15 2 30 1 3 2 5 2 0 0 0 0 0 0 3 11 0 +5948 1975 Graduation Single 57338 0 1 29-04-2014 96 143 6 52 11 8 17 2 4 1 5 5 0 0 0 0 0 0 3 11 0 +9140 1960 2n Cycle Together 50523 1 1 25-12-2013 89 51 4 24 4 7 1 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +10258 1965 Master Single 35791 2 1 06-05-2013 94 27 0 5 0 0 3 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +5675 1960 PhD Divorced 50611 0 1 04-10-2012 98 459 0 24 6 0 4 6 4 5 7 6 0 1 0 0 0 0 3 11 0 +4743 1969 PhD Married 56242 0 1 03-03-2013 72 689 8 167 11 8 88 5 8 4 11 6 0 0 0 0 0 0 3 11 0 +8805 1960 Graduation Single 48904 0 1 02-12-2012 1 283 10 38 0 13 27 4 7 2 4 8 0 0 0 0 0 0 3 11 0 +1542 1975 Graduation Single 56243 1 2 30-12-2013 26 347 0 35 4 3 7 6 4 2 8 5 0 0 0 0 0 0 3 11 0 +6770 1985 Graduation Married 21355 1 0 20-08-2013 5 5 13 14 0 5 31 2 2 1 2 6 1 0 0 0 0 0 3 11 1 +8773 1971 Master Together 57420 0 1 25-06-2013 22 280 0 18 0 0 24 3 5 1 6 7 0 1 0 0 0 0 3 11 0 +10475 1970 Master Together 0 1 01-04-2013 39 187 5 65 26 20 14 2 4 2 6 5 0 0 0 0 0 0 3 11 0 +10420 1955 Master Divorced 46390 0 1 05-05-2014 56 95 14 64 2 9 38 1 4 2 3 7 0 0 0 0 0 0 3 11 0 +7514 1956 2n Cycle Together 54342 1 1 03-07-2013 74 84 10 34 11 10 28 4 3 1 4 6 0 0 0 0 0 0 3 11 0 +2902 1958 Graduation Together 1 1 03-09-2012 87 19 4 12 2 2 6 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +4345 1964 2n Cycle Single 1 1 12-01-2014 49 5 1 9 2 0 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +793 1973 Graduation Married 20895 1 0 06-10-2012 24 18 3 17 3 0 4 1 2 0 3 9 0 0 0 0 0 0 3 11 0 +10909 1948 Graduation Married 92344 0 0 15-01-2014 9 992 24 694 51 19 119 0 5 10 5 1 1 0 1 0 0 0 3 11 0 +3769 1972 PhD Together 1 0 02-03-2014 17 25 1 13 0 0 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +8702 1976 2n Cycle Together 26907 1 1 20-08-2013 10 9 1 7 0 3 2 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +4791 1980 Graduation Together 44964 1 1 16-12-2012 35 19 1 17 2 0 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +2963 1979 Graduation Together 75507 0 0 02-05-2014 56 709 93 374 104 80 80 1 8 6 6 3 0 0 0 0 0 0 3 11 0 +8216 1972 Master Married 53761 1 1 11-10-2013 7 158 0 76 13 7 71 6 4 4 3 5 0 0 0 0 0 0 3 11 0 +8140 1973 Graduation Together 22682 1 0 03-10-2013 51 10 14 29 4 2 36 3 2 1 4 4 0 0 0 0 0 0 3 11 0 +10146 1972 PhD Together 38887 1 0 02-03-2014 17 25 1 13 0 0 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +5289 1975 2n Cycle Single 41658 1 1 09-11-2012 30 8 4 12 15 4 29 2 1 1 2 4 0 0 0 0 0 0 3 11 0 +2587 1972 PhD Married 29791 1 0 15-05-2014 21 14 0 6 0 0 0 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +4405 1956 Master Married 63915 0 2 30-07-2013 2 622 7 115 30 0 15 2 6 3 12 5 0 0 0 0 0 0 3 11 0 +8663 1974 Graduation Divorced 39996 1 1 22-05-2014 85 11 0 3 0 0 1 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +2589 1972 Graduation Divorced 26759 1 0 07-02-2014 65 25 3 16 8 5 2 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +3421 1968 Master Divorced 63841 0 1 21-04-2013 64 635 15 100 20 7 131 1 9 3 9 6 0 0 0 0 0 0 3 11 0 +10490 1969 PhD Married 51039 1 1 10-12-2012 11 100 64 79 65 0 109 2 6 2 4 7 0 0 0 0 0 0 3 11 0 +4094 1961 Graduation Married 60544 1 1 25-08-2012 92 201 2 43 3 5 35 4 5 1 5 6 0 0 0 0 0 0 3 11 0 +9958 1972 Graduation Married 65685 0 1 29-03-2014 54 642 14 49 0 7 57 1 9 2 9 5 0 0 0 0 0 0 3 11 0 +2534 1953 Graduation Married 37716 0 1 21-04-2014 4 97 1 41 6 2 41 2 4 1 3 7 0 0 0 0 0 0 3 11 0 +4188 1957 Graduation Single 36864 0 1 13-08-2012 53 204 5 39 17 0 89 3 5 2 4 8 0 0 0 0 0 0 3 11 1 +6613 1970 Master Married 44511 1 0 12-10-2012 39 513 7 133 46 14 14 6 8 4 8 8 0 0 0 0 0 0 3 11 0 +10827 1967 PhD Married 36947 1 1 07-08-2012 49 88 3 21 4 1 29 4 3 0 4 9 0 0 0 0 0 0 3 11 0 +5491 1951 Master Together 47352 0 1 11-04-2013 70 172 12 112 8 0 15 4 6 1 5 7 0 0 0 0 0 0 3 11 0 +8402 1953 Master Married 67087 0 1 17-12-2013 40 329 35 222 130 35 43 2 7 5 8 4 0 0 0 0 0 0 3 11 0 +8783 1950 Graduation Married 57045 0 1 08-09-2012 40 296 13 104 11 13 17 3 4 2 9 3 0 0 0 0 0 0 3 11 0 +10010 1953 PhD Divorced 36957 1 1 06-09-2012 43 100 2 16 2 1 31 4 3 2 2 9 0 0 0 0 0 0 3 11 1 +618 1977 PhD Married 69389 0 1 28-09-2012 17 422 7 238 69 46 15 1 7 2 12 4 0 0 0 0 0 0 3 11 0 +9121 1972 Graduation Married 80134 1 0 20-05-2013 40 1218 16 272 104 0 80 2 5 3 6 6 0 1 1 1 0 0 3 11 1 +361 1969 Master Married 43142 1 1 18-02-2014 84 5 1 7 2 1 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +4310 1944 Graduation Married 80589 0 0 22-01-2014 25 507 93 520 242 40 26 1 5 10 5 1 0 0 0 1 0 0 3 11 1 +2678 1990 Graduation Single 34412 1 0 13-02-2013 62 52 12 50 4 36 55 3 5 0 3 9 0 0 0 0 0 0 3 11 0 +6376 1979 Graduation Single 57537 1 0 10-06-2013 83 191 56 139 51 8 100 4 4 3 8 4 0 0 0 0 0 0 3 11 0 +524 1966 Basic Together 22634 0 0 16-01-2013 47 2 23 11 8 6 46 1 2 1 2 8 0 0 0 0 0 0 3 11 0 +10341 1948 Graduation Together 51315 0 0 23-02-2014 45 68 28 39 16 30 41 1 2 2 5 2 0 0 0 0 0 0 3 11 0 +5654 1972 Graduation Married 36026 2 1 16-03-2014 34 20 4 10 6 4 17 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +4098 1973 Graduation Married 24639 1 1 28-01-2014 3 20 3 16 0 4 1 3 2 0 4 6 0 0 0 0 0 0 3 11 0 +5824 1972 PhD Together 34578 2 1 11-04-2014 1 7 0 1 0 0 0 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +7000 1972 2n Cycle Single 65704 0 0 13-10-2013 18 279 172 74 38 8 246 1 2 10 10 1 0 0 0 0 0 0 3 11 0 +2561 1966 Graduation Single 63810 0 1 11-11-2012 45 977 12 253 16 12 101 4 4 3 12 8 0 1 0 0 0 0 3 11 0 +5229 1969 PhD Together 54132 0 1 16-02-2014 81 30 1 8 0 0 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +4086 1959 Graduation Married 18690 0 0 28-12-2012 77 6 1 7 23 4 19 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +2428 1970 Graduation Married 28164 1 0 04-05-2013 23 3 18 26 11 8 12 3 2 0 4 7 0 0 0 0 0 0 3 11 0 +8254 1974 PhD Married 34596 1 0 13-04-2013 48 14 0 2 0 0 7 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +2836 1972 PhD Married 43269 1 0 16-09-2013 61 10 1 7 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +8418 1958 2n Cycle Single 38741 1 1 30-03-2014 60 7 10 17 8 6 13 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +1362 1972 Graduation Single 31907 0 0 04-03-2013 75 33 87 64 175 16 74 1 6 1 6 7 0 0 0 0 0 0 3 11 0 +7152 1983 Master Married 27100 1 0 05-04-2013 64 12 0 13 2 0 10 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +10033 1973 2n Cycle Divorced 31163 1 0 13-02-2014 54 2 3 10 11 2 10 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +9349 1985 Graduation Married 92533 0 0 19-12-2013 84 693 21 118 110 147 42 1 6 5 11 2 0 0 1 1 0 0 3 11 0 +274 1973 Graduation Single 34853 1 1 23-12-2013 75 9 3 15 2 3 2 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +3388 1967 Graduation Divorced 70844 1 1 30-10-2013 16 129 26 67 3 67 2 5 6 1 5 7 0 0 0 0 0 0 3 11 0 +922 1979 2n Cycle Married 31086 1 1 04-05-2013 79 16 2 11 3 0 16 2 1 1 2 8 1 0 0 0 0 0 3 11 0 +8588 1961 Graduation Married 60544 1 1 25-08-2012 92 201 2 43 3 5 35 4 5 1 5 6 0 0 0 0 0 0 3 11 0 +2518 1986 2n Cycle Together 20491 0 0 25-01-2013 16 5 4 5 4 2 10 1 0 1 2 7 0 0 0 0 0 0 3 11 0 +574 1964 Graduation Married 42523 0 0 23-04-2014 96 14 36 11 3 26 35 1 1 1 4 2 0 0 0 0 0 0 3 11 0 +3220 1983 Graduation Married 39922 1 0 14-02-2013 30 29 12 59 19 1 36 2 3 0 4 8 0 0 0 0 0 0 3 11 0 +5967 1952 Graduation Together 33402 1 1 18-07-2013 60 26 2 19 10 5 8 3 2 1 3 8 0 0 0 0 0 0 3 11 0 +1183 1949 Master Married 36408 1 1 21-09-2013 11 9 1 4 3 2 3 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +6856 1979 Graduation Together 21645 1 0 03-09-2012 75 14 0 23 4 5 19 3 3 0 3 9 0 0 0 0 0 0 3 11 1 +4530 1948 Master Widow 78427 0 0 24-10-2012 36 972 19 595 180 26 138 3 3 7 10 3 0 0 0 1 0 0 3 11 1 +1553 1946 Graduation Together 82657 0 0 27-09-2013 71 966 168 672 246 105 126 1 7 5 10 4 0 1 0 1 0 0 3 11 0 +4682 1958 Graduation Married 51876 0 0 15-10-2013 88 99 27 102 28 48 6 1 2 2 8 1 0 0 0 0 0 0 3 11 0 +8204 1971 2n Cycle Married 78041 0 0 16-12-2012 93 482 35 553 72 160 17 1 4 4 9 2 0 0 0 0 0 0 3 11 0 +5221 1957 Graduation Married 52852 0 1 01-12-2012 93 714 8 99 11 0 47 4 10 7 5 8 1 0 0 0 0 0 3 11 0 +1232 1982 PhD Together 70038 0 0 25-10-2013 54 587 54 348 71 54 130 1 4 4 8 2 0 0 0 0 0 0 3 11 0 +1927 1973 2n Cycle Together 69401 0 1 23-03-2014 41 399 27 159 58 8 39 4 4 4 5 2 0 0 0 0 0 0 3 11 0 +5788 1972 Graduation Together 46053 1 0 17-02-2013 46 56 10 92 19 7 25 3 3 2 4 5 0 0 0 0 0 0 3 11 0 +6652 1965 Graduation Married 77343 0 0 09-06-2014 28 227 151 573 98 54 31 1 3 4 9 1 0 0 0 0 0 0 3 11 0 +6246 1953 Graduation Single 73892 0 0 13-11-2013 40 703 102 601 0 58 43 1 3 11 8 1 0 0 0 0 0 0 3 11 1 +5975 1967 PhD Single 40304 1 0 30-09-2013 82 37 0 17 0 0 3 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +6875 1965 PhD Together 32727 0 0 28-08-2012 38 167 13 180 86 13 70 2 7 3 5 8 0 0 0 0 0 0 3 11 0 +4399 1969 Graduation Together 68695 0 0 25-06-2014 3 458 81 356 106 50 40 1 4 4 7 2 0 0 0 0 0 0 3 11 0 +4042 1971 Graduation Divorced 43300 0 1 13-10-2012 87 91 3 52 2 1 31 3 4 0 4 8 0 0 0 0 0 0 3 11 1 +2157 1972 Graduation Together 26290 1 1 12-01-2013 49 15 8 16 11 5 22 4 2 0 4 6 0 0 0 0 0 0 3 11 0 +10133 1970 Graduation Single 93790 0 0 12-02-2014 16 1302 68 731 89 114 45 0 6 7 12 2 0 1 1 1 0 0 3 11 1 +2525 1974 PhD Married 38410 0 0 14-09-2012 65 153 64 123 116 64 14 2 5 2 9 6 0 0 0 0 0 0 3 11 1 +8233 1950 Master Widow 64866 0 1 26-01-2014 9 508 5 21 7 5 10 4 7 3 7 5 0 1 0 0 0 0 3 11 0 +9483 1959 Graduation Together 57957 0 1 19-08-2013 24 290 59 177 77 5 29 7 4 6 8 3 0 0 0 0 0 1 3 11 0 +2945 1955 PhD Together 46015 1 1 13-04-2014 25 38 0 2 0 0 6 1 1 0 3 7 1 0 0 0 1 0 3 11 0 +10403 1978 Graduation Together 16531 1 0 18-06-2014 43 2 13 6 7 5 11 3 3 0 3 7 0 0 0 0 0 0 3 11 0 +5074 1986 Master Married 28072 1 0 08-07-2013 10 30 0 10 2 0 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +10524 1963 Master Divorced 49476 0 1 20-06-2013 29 386 23 95 54 41 196 4 2 11 5 2 0 0 0 0 0 0 3 11 0 +4690 1953 Graduation Married 50725 0 1 13-02-2013 45 443 10 75 0 10 48 4 8 1 8 8 0 0 0 0 0 0 3 11 0 +7521 1952 Graduation Together 83844 0 0 12-05-2013 57 901 31 345 75 31 191 1 4 4 11 1 0 0 1 0 0 0 3 11 0 +7196 1950 PhD Married 41145 1 1 08-02-2014 20 9 0 3 0 0 1 1 0 0 3 3 0 0 0 0 0 0 3 11 0 +4406 1970 Graduation Together 67419 0 1 16-01-2013 29 846 84 352 91 56 42 4 9 4 8 5 0 0 0 0 0 0 3 11 0 +9672 1970 2n Cycle Married 23162 1 1 21-12-2013 82 8 3 9 19 4 22 3 1 1 3 6 0 0 0 0 0 0 3 11 0 +4864 1977 Graduation Married 34380 1 0 02-05-2013 68 72 7 58 13 1 24 4 4 1 3 8 0 0 0 0 0 0 3 11 0 +4706 1966 Graduation Single 34704 0 1 27-04-2013 65 29 0 5 0 1 5 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +4070 1969 PhD Married 94871 0 2 01-09-2012 99 169 24 553 188 0 144 1 8 5 4 7 0 1 1 0 0 0 3 11 1 +25 1958 Graduation Married 65148 0 1 16-11-2012 9 460 35 422 33 12 153 2 6 6 7 4 0 0 0 0 0 0 3 11 0 +3697 1954 Graduation Together 39898 0 1 12-02-2013 20 69 8 26 12 7 12 2 3 0 4 7 0 0 0 0 0 0 3 11 0 +217 1956 Master Single 64857 0 0 23-11-2012 78 556 14 717 210 0 43 1 7 5 10 4 0 0 0 0 0 0 3 11 0 +4220 1970 PhD Married 59892 0 1 02-11-2013 26 73 0 13 0 1 0 1 2 1 3 3 0 0 0 0 0 0 3 11 0 +5286 1987 Master Single 41020 0 0 28-10-2013 68 112 1 54 7 7 36 1 3 2 4 3 0 0 0 0 0 0 3 11 0 +9559 1961 PhD Married 57072 0 1 24-01-2014 79 944 0 60 0 0 30 2 7 5 13 5 1 0 0 0 0 0 3 11 0 +2849 1979 Graduation Single 60474 0 1 01-04-2013 25 265 199 303 234 9 170 7 10 2 12 7 0 0 0 0 0 0 3 11 0 +7787 1960 Graduation Together 62807 0 1 31-08-2012 83 526 28 135 10 21 99 3 5 3 12 5 0 0 0 0 0 0 3 11 0 +3102 1981 2n Cycle Together 19414 1 0 16-10-2013 32 2 3 12 3 5 7 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +5868 1980 Graduation Married 19107 1 0 22-08-2013 49 2 4 9 10 5 16 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +8370 1976 2n Cycle Together 75484 0 1 02-08-2012 50 378 97 259 197 194 34 2 7 3 6 4 0 0 0 0 0 0 3 11 0 +9988 1976 Master Single 70379 0 1 03-03-2013 84 553 25 142 65 67 8 3 6 3 13 4 0 0 0 0 0 0 3 11 0 +2939 1970 Master Together 79419 0 0 22-06-2014 96 751 127 687 20 15 31 1 4 6 4 2 0 0 0 0 0 0 3 11 0 +5529 1946 PhD Together 64014 2 1 10-06-2014 56 406 0 30 0 0 8 7 8 2 5 7 0 0 0 1 0 0 3 11 0 +9743 1955 Graduation Married 76998 0 1 11-01-2013 85 1449 89 161 69 35 107 2 11 8 8 6 0 0 1 0 0 0 3 11 0 +5763 1972 Master Together 49854 1 0 10-11-2013 63 123 17 171 39 0 30 5 6 2 5 6 0 0 0 0 0 0 3 11 0 +3478 1971 PhD Married 60585 1 1 24-06-2013 17 267 42 309 55 42 21 10 7 4 9 5 0 0 0 0 0 0 3 11 1 +7494 1950 PhD Divorced 42873 1 1 21-01-2013 11 209 0 40 3 2 15 4 6 1 4 8 0 0 0 0 0 0 3 11 0 +1763 1988 Graduation Together 87679 0 0 27-07-2013 62 1259 172 815 97 148 33 1 7 11 10 4 1 0 1 1 0 0 3 11 1 +7250 1978 Graduation Together 57867 1 0 01-10-2013 48 344 35 178 15 23 17 7 7 2 9 6 0 0 0 0 0 0 3 11 0 +2005 1990 Graduation Married 35765 1 0 11-12-2013 86 22 3 30 0 5 15 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +10770 1959 Graduation Married 65492 0 0 26-01-2014 73 247 161 295 210 85 47 2 4 7 13 2 0 0 0 0 0 0 3 11 0 +6885 1977 Graduation Divorced 32952 1 0 01-12-2013 36 38 0 12 3 1 1 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +2072 1969 PhD Together 53374 0 1 16-08-2012 34 896 10 101 13 10 34 6 4 2 9 9 1 0 0 0 0 0 3 11 1 +9463 1959 Graduation Together 71706 0 1 13-11-2012 16 931 56 253 91 98 14 4 9 5 7 5 0 0 0 0 0 0 3 11 0 +6318 1988 Graduation Married 68487 0 0 13-01-2013 48 758 12 385 33 89 89 1 9 7 13 4 0 0 0 0 0 0 3 11 0 +4093 1975 Master Together 53253 1 1 11-02-2013 61 216 9 57 20 9 125 7 4 3 5 5 0 0 0 0 0 0 3 11 0 +5751 1973 2n Cycle Divorced 31163 1 0 13-02-2014 54 2 3 10 11 2 10 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +3340 1977 Graduation Married 42014 1 0 17-08-2012 56 244 15 108 4 15 50 6 7 1 6 8 0 0 0 0 0 0 3 11 1 +3594 1973 Master Married 54108 1 1 05-11-2012 74 539 6 91 8 6 97 13 8 2 9 8 0 0 0 0 0 0 3 11 0 +3584 1955 PhD Single 49667 0 0 20-08-2012 35 1181 26 120 17 13 39 2 5 10 5 8 1 0 0 0 0 0 3 11 1 +3643 1974 Master Married 63206 0 0 20-03-2014 65 750 8 125 11 8 26 1 4 3 6 2 0 0 1 0 0 0 3 11 0 +851 1972 Master Married 57136 1 1 09-07-2013 48 306 5 109 21 109 92 9 5 2 10 6 0 0 0 0 0 0 3 11 0 +7706 1975 2n Cycle Together 46772 0 1 07-11-2012 88 350 104 189 197 151 57 6 11 8 5 8 1 0 0 0 0 0 3 11 0 +3967 1971 PhD Married 78931 0 0 25-10-2013 19 331 197 170 58 152 35 1 2 8 13 1 0 0 0 0 0 0 3 11 0 +10128 1958 Graduation Together 53977 0 1 08-06-2013 21 620 16 165 0 24 82 5 5 5 12 5 0 0 0 0 0 0 3 11 0 +486 1988 Graduation Married 84219 0 0 02-02-2014 27 434 137 400 45 137 45 1 3 4 10 1 0 0 0 0 0 0 3 11 0 +9 1975 Master Single 46098 1 1 18-08-2012 86 57 0 27 0 0 36 4 3 2 2 8 0 0 0 0 0 0 3 11 0 +9451 1965 Graduation Married 73538 0 1 25-11-2012 92 811 76 428 99 137 107 3 10 4 9 7 0 0 0 0 0 0 3 11 0 +9264 1986 Graduation Married 79529 0 0 27-04-2014 1 423 42 706 73 197 197 1 4 8 9 2 0 0 0 0 0 0 3 11 0 +3865 1977 2n Cycle Together 20981 0 0 30-04-2013 14 2 12 10 6 13 30 1 3 1 2 8 0 0 0 0 0 0 3 11 1 +2853 1980 Graduation Single 51766 1 0 11-03-2014 74 60 51 87 6 20 51 2 4 2 4 5 0 0 0 0 0 0 3 11 0 +1490 1962 Graduation Married 55759 0 1 28-11-2012 84 675 0 85 10 7 77 5 10 3 8 8 0 0 0 0 0 0 3 11 0 +6310 1978 Graduation Married 33039 1 0 09-09-2013 4 30 8 12 8 8 12 1 2 0 4 5 0 0 0 0 0 0 3 11 0 +10380 1972 Master Married 37787 1 0 20-09-2013 50 40 1 40 4 3 18 1 3 0 3 8 0 0 0 0 0 0 3 11 0 +3887 1970 Graduation Single 27242 1 0 11-11-2012 2 3 17 26 20 1 39 2 2 0 3 9 0 0 0 0 0 0 3 11 1 +4278 1983 PhD Single 87188 0 0 03-06-2013 73 910 111 724 49 74 55 1 10 2 6 3 0 0 0 0 0 0 3 11 1 +8643 1971 Graduation Together 69930 0 0 26-05-2013 21 252 98 827 219 70 196 1 4 5 12 3 0 0 0 0 0 0 3 11 0 +1998 1976 Graduation Single 37697 1 0 07-02-2014 82 34 6 21 11 4 8 1 2 1 3 6 0 0 0 0 0 0 3 11 0 +10795 1973 PhD Married 37401 1 0 06-05-2014 14 19 3 19 3 1 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +11110 1973 Graduation Single 3502 1 0 13-04-2013 56 2 1 1 0 0 1 0 0 0 0 14 0 0 0 0 0 0 3 11 0 +2408 1976 Graduation Married 58597 1 1 20-11-2012 20 490 0 184 10 28 21 12 7 4 9 7 0 0 0 0 0 0 3 11 0 +202 1948 PhD Widow 82032 0 0 05-04-2014 54 332 194 377 149 125 57 0 4 6 7 1 0 0 0 0 0 0 3 11 0 +7998 1958 Graduation Together 28087 1 1 11-12-2012 77 53 8 17 13 0 21 3 2 2 2 7 0 0 0 0 0 0 3 11 0 +830 1987 PhD Single 74004 0 0 24-02-2014 5 784 48 560 42 176 48 1 4 6 4 3 0 0 1 1 0 0 3 11 1 +3536 1960 Graduation Together 19740 0 1 24-03-2013 65 7 11 3 10 4 20 2 1 1 3 5 0 0 0 0 0 0 3 11 0 +6050 1975 2n Cycle Married 57036 0 1 11-12-2012 33 1171 43 219 19 14 47 4 6 3 13 9 1 0 0 0 0 0 3 11 0 +125 1958 2n Cycle Together 53083 1 1 15-05-2013 65 215 7 33 3 0 13 6 5 1 5 7 0 1 0 0 0 0 3 11 0 +3463 1975 PhD Married 69283 0 1 14-06-2014 41 674 62 134 0 26 8 4 7 3 13 5 0 0 0 0 0 0 3 11 0 +2804 1975 Master Single 46098 1 1 18-08-2012 86 57 0 27 0 0 36 4 3 2 2 8 0 0 0 0 0 0 3 11 1 +3745 1988 2n Cycle Married 23331 1 0 04-09-2012 92 5 36 7 0 10 45 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +9771 1988 2n Cycle Single 23331 1 0 05-10-2012 97 104 20 101 24 15 5 6 5 1 5 9 0 0 0 0 0 0 3 11 0 +451 1989 Graduation Single 9255 1 0 20-12-2013 91 9 0 7 2 0 4 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +10530 1959 PhD Widow 67786 0 0 07-12-2013 0 431 82 441 80 20 102 1 3 6 6 1 0 0 0 0 0 0 3 11 1 +1079 1971 PhD Married 71969 0 1 16-10-2012 59 1000 0 76 0 0 10 3 3 4 9 8 0 1 0 0 0 0 3 11 0 +8920 1967 Master Single 59235 1 0 12-01-2013 4 448 40 469 80 0 91 3 11 2 12 7 0 0 0 0 0 0 3 11 0 +6678 1989 Graduation Together 31928 1 0 28-03-2014 5 33 4 24 4 2 5 2 3 0 4 7 0 0 0 0 0 0 3 11 0 +3852 1961 Master Together 74881 1 1 08-03-2013 48 505 72 270 36 27 54 4 9 2 12 5 0 0 0 0 0 0 3 11 0 +528 1978 Graduation Married 65819 0 0 29-11-2012 99 267 38 701 149 165 63 1 5 4 10 3 0 0 0 0 0 0 3 11 0 +73 1953 PhD Single 51411 1 2 26-05-2013 81 14 0 3 0 0 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +5589 1964 Graduation Divorced 51983 0 1 31-08-2012 95 631 0 115 10 7 30 3 9 2 10 7 0 0 0 0 0 0 3 11 0 +10212 1986 Master Together 42386 1 0 13-01-2013 43 65 4 16 0 4 11 1 3 0 3 8 0 0 0 0 0 0 3 11 0 +6365 1987 2n Cycle Married 30390 0 0 02-09-2013 5 10 12 12 25 1 20 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +5636 1963 Graduation Single 30983 0 0 09-11-2012 50 51 4 50 12 1 49 1 4 0 3 8 0 0 0 0 0 0 3 11 1 +591 1957 Graduation Widow 66033 0 1 20-01-2013 76 293 35 179 46 59 65 2 8 3 7 7 0 0 0 0 0 0 3 11 0 +2217 1975 2n Cycle Married 37284 1 1 29-03-2013 46 11 1 2 2 1 6 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +2544 1951 Master Divorced 57530 0 1 12-10-2013 68 50 1 27 6 7 1 1 1 1 4 1 0 0 0 0 0 0 3 11 0 +7725 1965 2n Cycle Married 76800 0 0 08-03-2014 33 173 26 255 35 71 81 1 4 4 7 1 0 0 0 0 0 0 3 11 0 +8091 1956 Graduation Married 63943 0 1 02-09-2012 50 423 184 368 13 97 21 1 6 4 6 5 0 0 0 0 0 0 3 11 0 +7321 1962 Graduation Together 76081 0 0 23-05-2014 85 292 30 415 63 33 200 1 4 5 4 2 0 0 0 1 0 0 3 11 0 +5462 1974 Graduation Married 67445 0 1 12-08-2012 63 757 80 217 29 80 11 5 9 6 12 6 0 0 0 0 0 0 3 11 0 +7791 1967 Master Married 37054 1 1 15-09-2013 89 12 1 6 0 1 5 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +955 1962 Master Together 47175 1 1 28-10-2012 81 167 2 44 6 2 19 7 4 2 4 8 1 0 0 0 0 0 3 11 1 +4037 1976 Graduation Divorced 31859 1 0 14-06-2013 77 3 1 3 8 0 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +6642 1961 Graduation Divorced 27215 2 1 23-01-2013 50 30 5 22 8 9 28 4 2 1 4 6 0 0 0 0 0 0 3 11 0 +2793 1976 PhD Divorced 70179 0 1 21-07-2013 10 532 88 168 69 44 133 3 7 3 13 5 0 0 0 0 0 0 3 11 0 +5424 1983 Graduation Married 39922 1 0 14-02-2013 30 29 12 59 19 1 36 2 3 0 4 8 0 0 0 0 0 0 3 11 0 +879 1976 Master Married 49681 0 2 04-11-2013 66 411 0 26 0 0 21 6 7 1 7 7 0 0 0 0 0 0 3 11 0 +9530 1988 Graduation Married 24645 1 0 01-11-2012 16 5 3 4 4 1 0 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +4828 1954 Graduation Divorced 79865 0 1 18-06-2014 12 71 99 278 185 121 38 1 5 10 5 1 0 0 0 0 0 0 3 11 0 +10699 1985 Graduation Married 44322 1 0 16-06-2014 30 46 0 40 3 0 3 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +1497 1952 Graduation Single 47958 0 1 19-01-2013 8 268 11 88 15 3 22 2 6 3 5 5 0 0 0 0 0 0 3 11 0 +7476 1964 Master Single 63972 0 1 02-12-2012 93 928 63 254 0 12 12 4 5 4 10 4 0 1 0 0 0 0 3 11 0 +4390 1954 Graduation Together 75315 0 1 15-04-2014 14 459 15 171 142 23 31 2 5 4 12 2 0 0 0 0 0 0 3 11 0 +10478 1950 PhD Married 55517 1 1 27-09-2012 53 483 0 108 0 6 36 5 11 1 6 9 0 0 0 0 0 0 3 11 1 +1081 1957 PhD Married 75283 1 2 27-03-2013 26 733 9 180 12 19 66 11 6 3 5 4 0 0 0 0 0 0 3 11 0 +4261 1946 PhD Single 82800 0 0 24-11-2012 23 1006 22 115 59 68 45 1 7 6 12 3 0 0 1 1 0 0 3 11 1 +9916 1954 Graduation Married 38998 1 1 03-11-2012 92 34 1 14 0 0 5 3 2 0 3 8 0 0 0 0 0 1 3 11 0 +5350 1991 Master Single 90638 0 0 13-02-2014 29 1156 120 915 94 144 96 1 3 4 10 1 0 0 1 0 0 0 3 11 1 +8135 1986 Master Married 27161 1 0 28-10-2013 41 7 4 23 7 0 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +8685 1977 Graduation Married 42014 1 0 17-08-2012 56 244 15 108 4 15 50 6 7 1 6 8 0 0 0 0 0 0 3 11 1 +4967 1960 PhD Together 38201 0 1 29-03-2013 19 233 0 23 0 0 12 4 5 1 5 8 0 0 0 0 0 0 3 11 0 +2130 1982 Graduation Together 45203 2 0 23-03-2014 4 35 3 67 10 8 24 1 3 1 3 6 0 0 0 0 0 0 3 11 1 +9298 1947 PhD Together 81574 0 0 28-04-2014 89 1252 0 465 46 35 0 1 4 5 8 1 0 1 1 0 0 0 3 11 0 +8175 1992 Graduation Married 34935 0 0 21-06-2013 71 34 4 66 3 10 20 1 2 1 4 7 0 0 0 0 0 0 3 11 0 +6257 1976 Master Single 60482 0 1 23-01-2013 81 255 43 134 37 14 24 1 7 2 7 7 0 0 0 0 0 0 3 11 0 +3790 1956 Graduation Together 34633 2 1 23-01-2014 31 8 1 5 0 0 1 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +9952 1947 Master Together 78093 0 0 11-12-2013 53 368 32 639 13 43 10 1 4 7 5 1 0 0 0 0 0 0 3 11 0 +3503 1950 Graduation Divorced 82460 0 0 02-12-2013 78 255 47 573 52 32 15 1 5 3 6 1 0 0 0 0 0 0 3 11 0 +5223 1966 Master Together 45903 0 1 23-04-2014 80 33 8 10 2 10 3 2 2 1 3 4 0 0 0 0 0 0 3 11 0 +4608 1987 Graduation Divorced 81361 0 0 25-02-2014 18 163 23 424 27 65 76 1 3 10 13 1 0 0 0 0 0 0 3 11 1 +1626 1973 PhD Divorced 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 1 +4764 1952 Master Together 40442 1 1 19-08-2012 52 45 12 52 25 22 13 4 3 1 4 7 0 0 0 0 0 0 3 11 1 +2471 1965 Graduation Married 61482 0 0 27-06-2014 39 48 58 68 16 66 43 1 3 2 6 2 0 0 0 0 0 0 3 11 0 +5892 1980 Graduation Married 34968 1 0 10-04-2013 11 158 6 45 8 2 2 7 3 2 5 7 0 0 0 0 0 0 3 11 0 +2612 1987 Graduation Married 75794 0 0 24-12-2013 33 754 160 625 63 32 48 1 7 5 12 3 0 0 0 1 0 0 3 11 0 +4971 1962 PhD Together 31497 0 1 06-12-2012 22 108 1 28 13 1 4 2 3 1 4 8 0 0 0 0 0 0 3 11 0 +5185 1955 Graduation Married 74268 0 0 14-02-2013 83 199 66 315 97 174 41 1 4 3 5 2 0 0 0 0 0 0 3 11 0 +10069 1988 Basic Together 13724 1 0 31-08-2012 43 2 7 5 2 15 27 1 2 0 2 9 1 0 0 0 0 0 3 11 0 +2262 1965 Master Together 45143 0 1 26-08-2013 74 202 5 74 11 5 14 3 6 1 5 7 0 0 0 0 0 0 3 11 0 +1131 1967 PhD Single 52569 0 1 05-04-2014 54 85 0 3 0 0 7 1 2 0 4 3 0 0 0 0 0 0 3 11 0 +1041 1973 PhD Single 48432 0 1 18-10-2012 3 322 3 50 4 3 42 5 7 1 6 8 0 0 0 0 0 0 3 11 1 +24 1960 Master Together 17144 1 1 15-02-2014 96 18 2 19 0 2 6 5 3 0 4 7 0 0 0 0 0 0 3 11 0 +3409 1984 Graduation Single 36108 1 0 15-10-2013 68 141 8 129 3 11 47 3 7 1 4 9 1 0 0 0 0 0 3 11 0 +7022 1971 Graduation Married 76445 1 0 28-09-2012 2 739 107 309 140 80 35 1 2 5 13 6 0 0 0 0 0 0 3 11 0 +7943 1975 PhD Married 36663 1 0 25-04-2014 40 18 0 6 3 3 5 1 1 1 3 2 0 0 0 0 0 0 3 11 0 +5272 1965 Master Married 53843 0 1 27-06-2013 64 378 0 88 19 4 73 4 8 5 3 7 0 0 0 0 0 0 3 11 0 +5453 1956 Master Married 90226 0 0 26-09-2012 26 1083 108 649 253 151 108 1 4 7 12 2 0 0 0 1 0 0 3 11 0 +2565 1955 Master Divorced 70638 0 0 01-06-2013 69 1016 12 215 16 12 63 1 4 5 10 3 0 1 0 0 0 0 3 11 0 +800 1960 Graduation Together 44512 1 1 30-08-2013 57 23 1 6 0 0 2 2 1 0 3 4 0 0 0 0 0 0 3 11 0 +11092 1961 Graduation Married 27116 1 1 02-03-2014 78 12 1 21 2 2 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +5062 1963 PhD Married 54072 1 1 27-07-2013 71 35 0 4 0 0 0 1 2 0 2 8 0 0 0 0 0 0 3 11 0 +8969 1977 Graduation Married 71855 0 1 16-01-2013 59 548 31 422 0 112 28 4 5 5 11 3 0 0 0 0 0 0 3 11 0 +4656 1990 2n Cycle Single 51250 1 0 30-03-2013 28 342 32 230 34 32 40 5 10 5 4 9 1 0 0 0 0 0 3 11 0 +4480 1973 Master Married 60432 0 1 09-03-2014 61 365 3 15 4 3 11 5 7 2 5 6 0 0 0 0 0 0 3 11 0 +9971 1964 PhD Married 65526 0 1 11-04-2014 22 397 19 69 12 0 9 1 4 4 8 2 0 0 0 0 0 0 3 11 0 +6729 1988 Graduation Single 68655 0 0 10-08-2012 95 456 19 832 75 118 38 1 4 5 11 3 0 0 0 0 0 0 3 11 0 +1773 1978 2n Cycle Married 12393 0 0 04-12-2012 38 5 6 15 11 7 13 1 2 0 3 9 0 0 0 0 0 0 3 11 0 +9242 1990 Graduation Single 64509 0 0 17-08-2013 19 836 185 575 24 25 77 1 6 3 9 4 1 0 0 0 0 0 3 11 1 +1764 1975 Graduation Single 33955 1 0 09-08-2013 92 100 2 128 23 7 10 4 5 1 5 8 0 0 0 0 0 0 3 11 0 +6215 1977 Graduation Married 31353 1 1 29-12-2013 24 10 0 10 3 1 7 2 1 1 2 8 0 0 0 0 0 0 3 11 1 +10099 1984 Graduation Married 55434 1 0 05-10-2013 21 238 115 215 169 69 76 3 5 3 13 4 0 0 0 0 0 0 3 11 0 +5423 1983 Graduation Together 28359 1 0 27-10-2013 35 6 0 5 2 1 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +940 1987 Graduation Single 57100 1 0 18-05-2014 9 158 11 99 15 11 17 2 3 2 7 3 0 0 0 0 0 0 3 11 0 +3011 1965 Graduation Married 69139 0 1 27-01-2014 23 86 12 75 33 15 6 1 4 1 5 4 0 0 0 0 0 0 3 11 0 +3298 1956 Master Married 52973 0 1 08-11-2012 92 856 0 76 12 9 199 7 9 6 9 8 0 0 0 0 0 0 3 11 0 +8286 1965 PhD Together 51717 0 1 20-08-2013 55 98 1 17 0 1 5 1 3 0 4 7 0 1 0 0 0 0 3 11 0 +9668 1971 Graduation Married 18793 1 0 12-01-2013 14 4 16 20 0 17 20 3 2 0 4 8 0 0 0 0 0 0 3 11 0 +5120 1982 2n Cycle Together 66664 0 0 25-09-2012 78 398 96 447 220 96 32 1 5 7 6 3 0 0 0 0 0 0 3 11 0 +6097 1959 Graduation Single 50664 1 1 16-01-2013 64 313 8 104 6 4 126 9 8 1 6 9 0 0 0 0 0 0 3 11 0 +7019 1963 Graduation Together 54414 1 1 23-01-2013 49 109 18 16 24 26 18 4 3 1 5 4 0 0 0 0 0 0 3 11 0 +7408 1952 PhD Married 54549 0 1 03-03-2014 8 216 2 6 0 0 9 2 5 1 4 7 0 0 0 0 0 0 3 11 0 +8041 1971 PhD Widow 47111 0 1 08-09-2012 35 595 71 153 120 112 41 6 3 2 10 9 0 0 0 0 0 0 3 11 0 +252 1963 PhD Divorced 41003 0 0 17-03-2013 11 123 133 142 71 44 88 1 6 2 8 6 0 0 0 0 0 0 3 11 0 +9986 1982 Graduation Together 19444 1 0 22-02-2014 8 16 0 23 3 2 10 3 4 1 2 7 0 0 0 0 0 0 3 11 1 +3276 1976 2n Cycle Together 36301 1 0 25-10-2013 53 11 12 35 3 5 12 1 3 0 3 7 0 0 0 0 0 0 3 11 0 +3859 1947 PhD Together 73059 0 1 31-08-2013 36 410 112 420 0 82 71 1 9 3 13 4 0 0 0 0 0 0 3 11 0 +3570 1969 PhD Together 42731 1 0 21-10-2013 64 159 2 51 6 2 24 3 4 1 5 5 0 0 0 0 0 0 3 11 0 +3783 1959 PhD Married 52854 1 1 24-03-2014 43 105 0 10 0 1 0 2 2 1 4 5 0 0 0 0 0 0 3 11 0 +10207 1978 Graduation Together 22775 1 0 19-06-2013 40 5 1 8 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +10906 1948 PhD Together 46681 0 2 08-10-2013 52 269 15 69 15 19 38 2 4 6 4 5 0 0 0 0 0 0 3 11 0 +3427 1955 PhD Married 59821 0 1 12-04-2013 11 629 0 70 0 0 35 6 11 2 7 8 0 0 0 0 0 0 3 11 0 +5209 1954 Graduation Divorced 50002 0 1 17-06-2013 21 443 5 71 21 16 82 2 8 2 7 7 0 0 0 0 0 0 3 11 0 +10711 1945 Graduation Married 69755 0 0 02-10-2013 23 217 77 373 111 23 93 1 3 6 12 1 0 0 0 0 0 0 3 11 0 +10785 1969 Graduation Married 44078 1 1 19-06-2014 17 24 1 10 2 0 4 2 2 0 3 5 0 0 0 0 0 0 3 11 0 +2814 1976 Master Together 30560 1 0 27-06-2013 6 9 1 5 4 5 7 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +6866 1969 Master Together 35924 1 1 23-03-2014 56 8 0 14 2 3 7 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +1665 1964 PhD Divorced 64140 0 2 23-09-2013 71 1459 0 61 0 15 215 5 2 5 6 5 1 0 1 0 1 0 3 11 1 +6575 1981 Graduation Together 56386 1 1 27-10-2012 51 230 48 214 13 32 75 8 9 1 7 9 0 0 0 0 0 0 3 11 0 +3829 1979 Basic Together 24594 1 0 10-12-2013 94 1 3 6 10 0 9 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +3091 1981 2n Cycle Together 75774 1 0 02-05-2014 27 340 21 134 258 14 56 1 7 5 8 4 0 0 0 0 0 0 3 11 0 +10141 1960 Master Divorced 39228 0 0 10-05-2013 1 7 1 6 0 3 3 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +5177 1974 Master Married 58494 0 1 12-12-2013 56 298 7 68 4 0 19 2 6 2 6 6 0 0 0 0 0 0 3 11 0 +7005 1981 Graduation Single 58684 0 0 16-06-2014 71 479 35 179 28 7 85 1 5 3 12 2 0 1 0 0 0 0 3 11 0 +6409 1967 Graduation Divorced 57136 0 0 18-05-2013 18 267 140 599 34 12 127 1 7 5 7 6 0 0 0 0 0 0 3 11 1 +7485 1950 PhD Widow 56551 1 1 07-05-2014 48 67 4 32 17 2 16 3 2 1 4 4 0 0 0 0 0 0 3 11 0 +8079 1982 Graduation Married 22448 1 0 26-02-2014 86 3 1 8 23 2 18 3 2 1 3 3 0 0 0 0 0 0 3 11 0 +8395 1961 Graduation Single 82014 0 0 20-08-2012 48 980 37 265 35 163 31 1 3 6 12 6 0 0 0 0 0 0 3 11 1 +10352 1963 Graduation Widow 34213 1 1 07-09-2012 2 50 4 28 6 3 26 3 3 1 2 9 0 0 0 0 0 0 3 11 1 +4931 1977 Graduation Together 157146 0 0 29-04-2013 13 1 0 1725 2 1 1 0 0 28 0 1 0 0 0 0 0 0 3 11 0 +13 1947 PhD Widow 25358 0 1 22-07-2013 57 19 0 5 0 0 8 2 1 0 3 6 0 0 0 0 0 0 3 11 0 +1834 1978 Master Single 35544 1 0 08-03-2014 77 30 5 23 4 1 4 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +2285 1954 Master Together 36634 0 1 28-05-2013 0 213 9 76 4 3 30 3 5 2 5 7 0 0 0 0 0 0 3 11 0 +2295 1954 PhD Married 62670 0 1 02-02-2014 57 539 30 92 80 46 38 1 5 3 13 3 0 0 0 0 0 0 3 11 0 +1378 1972 2n Cycle Together 50334 0 1 24-07-2013 24 284 16 160 84 16 134 6 7 4 6 6 0 0 0 0 0 0 3 11 0 +2781 1981 Graduation Single 72066 0 0 23-06-2014 55 1003 34 536 134 51 34 1 4 6 6 2 0 0 1 1 0 0 3 11 1 +1165 1958 PhD Single 50729 1 1 02-05-2013 62 239 13 143 45 4 52 9 6 2 7 6 0 0 0 0 0 0 3 11 0 +1404 1968 Graduation Together 34916 2 0 15-05-2013 89 51 23 82 33 0 42 4 5 1 3 9 0 0 0 0 0 0 3 11 0 +6457 1976 Graduation Divorced 64892 0 1 29-05-2014 77 527 24 230 32 24 65 2 6 4 12 4 0 0 0 0 0 0 3 11 0 +2639 1966 Graduation Single 43602 1 1 10-01-2014 45 19 5 12 10 3 19 3 3 1 2 6 0 0 0 0 0 0 3 11 0 +8299 1989 PhD Single 33996 0 0 11-09-2013 46 40 2 15 8 0 6 1 1 1 3 4 0 0 0 0 0 0 3 11 0 +6437 1985 2n Cycle Single 41473 1 0 19-06-2013 80 21 8 20 15 3 9 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +6912 1967 PhD Married 63246 0 2 20-08-2013 60 593 30 91 29 22 7 1 6 3 12 4 0 0 0 0 0 0 3 11 0 +7327 1959 PhD Married 36732 1 1 29-12-2013 71 21 5 3 10 1 7 3 1 1 4 2 0 0 0 0 0 0 3 11 0 +5299 1970 PhD Married 69084 1 0 19-11-2013 43 1181 107 199 39 30 30 2 7 3 13 8 0 0 0 0 0 0 3 11 0 +4127 1967 PhD Married 77766 0 1 22-02-2013 97 1004 59 265 115 59 27 2 11 10 11 6 1 0 0 0 0 0 3 11 1 +8143 1985 PhD Single 37929 0 0 30-07-2013 49 202 2 46 3 2 10 2 4 2 5 7 0 1 0 1 0 0 3 11 1 +1964 1951 Graduation Together 86610 0 0 05-09-2013 66 446 107 768 33 196 53 1 5 6 6 2 0 0 0 0 0 0 3 11 0 +3690 1986 Master Married 80141 0 0 11-01-2013 20 1184 102 673 52 40 40 1 7 4 10 6 0 0 1 0 0 0 3 11 1 +3433 1955 2n Cycle Married 72635 0 0 03-06-2013 54 390 22 323 104 35 107 1 6 8 6 3 0 0 0 1 0 0 3 11 0 +3389 1970 Graduation Married 69016 0 1 22-11-2012 61 726 53 363 123 107 161 4 8 9 13 5 0 0 0 0 0 0 3 11 0 +4712 1991 2n Cycle Together 20193 0 0 28-11-2012 18 8 8 22 24 11 9 1 1 1 4 4 0 0 0 0 0 0 3 11 0 +1170 1975 Graduation Married 27573 1 0 25-03-2013 45 50 15 110 39 15 15 4 5 1 4 8 0 0 0 0 0 0 3 11 0 +6347 1979 Basic Single 15862 1 0 27-06-2013 26 1 1 4 11 9 10 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +4065 1976 PhD Married 49544 1 0 12-02-2013 0 308 0 73 0 0 23 2 5 1 8 7 0 0 0 0 0 0 3 11 0 +8230 1980 Graduation Married 33228 1 0 23-01-2014 28 22 2 31 7 4 5 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +1215 1978 Graduation Together 70440 0 0 08-10-2013 49 690 117 499 76 102 88 1 5 10 7 3 0 0 0 1 0 0 3 11 0 +5939 1971 Graduation Together 38232 1 1 17-01-2014 84 43 5 28 7 6 33 4 3 1 3 5 0 0 0 0 0 0 3 11 0 +2156 1955 PhD Married 22554 1 1 03-11-2012 38 27 0 10 0 0 4 4 2 0 4 5 0 0 0 0 0 0 3 11 0 +7788 1983 PhD Married 23536 1 0 04-06-2014 53 6 0 3 0 0 1 1 0 0 3 3 0 0 0 0 0 0 3 11 0 +10323 1952 Graduation Married 49413 0 1 25-10-2013 88 205 7 41 3 2 46 2 4 2 5 5 0 0 0 0 0 0 3 11 0 +7947 1969 Graduation Married 42231 1 1 25-03-2014 99 24 0 8 0 1 4 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +1891 1980 Master Divorced 78789 0 0 08-08-2012 12 667 50 850 21 83 83 1 4 6 5 2 0 0 0 0 0 0 3 11 1 +2570 1968 Graduation Together 56534 0 1 23-07-2013 35 691 7 61 10 0 46 4 10 4 7 8 0 1 0 0 1 0 3 11 1 +9256 1971 Graduation Single 58350 0 1 04-01-2013 5 493 26 206 116 80 80 4 8 3 12 6 0 0 0 0 0 0 3 11 0 +295 1989 Graduation Single 81217 0 0 19-07-2013 77 493 70 324 146 40 84 1 3 7 11 1 0 0 0 0 0 0 3 11 0 +7397 1951 Graduation Single 49090 0 1 19-07-2013 45 494 5 82 7 0 100 3 7 2 9 7 0 0 0 0 0 0 3 11 0 +6349 1987 Master Divorced 61787 0 0 06-07-2013 71 621 73 414 78 48 85 1 8 4 6 5 0 0 0 0 0 0 3 11 0 +10790 1985 PhD Married 18169 1 0 19-02-2013 40 9 0 5 0 0 7 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +10398 1981 2n Cycle Single 24336 1 0 27-08-2012 82 1 6 2 8 2 12 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +2431 1990 Graduation Married 18222 0 0 31-12-2012 70 12 4 19 12 6 14 1 2 0 3 8 0 0 0 0 0 0 3 11 0 +550 1952 Graduation Divorced 62335 0 1 23-05-2013 87 243 131 217 85 6 26 2 3 3 13 2 0 0 0 0 0 0 3 11 0 +1890 1971 2n Cycle Together 42033 1 1 19-09-2012 95 11 1 4 2 0 7 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +10742 1983 PhD Married 86580 0 0 27-02-2013 72 532 21 127 26 20 20 0 4 2 5 1 0 0 1 0 0 0 3 11 0 +10356 1957 PhD Divorced 41437 1 1 22-09-2012 5 29 0 2 0 0 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +4676 1951 Master Widow 73705 0 2 05-03-2014 86 612 91 520 258 107 107 2 9 6 8 5 0 0 0 0 0 0 3 11 0 +8852 1976 Graduation Married 61064 0 1 31-08-2012 80 387 126 342 0 45 180 5 8 4 11 6 0 0 0 0 0 0 3 11 0 +3565 1955 Master Married 38452 1 1 30-03-2014 62 56 0 14 0 0 2 3 3 0 3 7 0 0 0 0 0 0 3 11 0 +5294 1989 Graduation Single 18358 1 0 20-11-2013 49 6 8 19 16 4 4 3 3 0 4 7 0 0 0 0 0 0 3 11 0 +1958 1973 PhD Together 55012 0 1 21-03-2014 85 582 0 65 0 0 13 6 8 2 9 5 0 0 0 0 0 0 3 11 0 +7349 1973 Basic Together 9722 1 0 02-10-2012 7 6 17 16 6 16 42 4 3 1 3 8 0 0 0 0 0 0 3 11 1 +8799 1984 PhD Married 38175 1 0 23-09-2013 6 70 6 69 2 3 3 3 3 1 4 7 0 0 0 0 0 0 3 11 0 +1351 1956 Master Together 58656 0 1 20-09-2012 25 962 12 194 16 24 12 4 7 8 13 6 0 0 1 0 0 0 3 11 0 +1045 1965 Graduation Together 52117 0 1 16-08-2012 55 112 10 107 30 0 20 2 5 2 4 7 0 0 0 0 0 0 3 11 0 +7732 1978 Graduation Married 64813 1 0 02-01-2014 81 293 0 124 179 97 52 1 7 2 10 5 0 0 0 0 0 0 3 11 0 +8070 1973 PhD Married 54222 0 1 01-03-2014 98 199 12 31 3 12 7 1 3 3 5 3 0 0 0 0 0 0 3 11 0 +477 1986 Graduation Married 83512 0 0 17-06-2014 31 1060 61 835 80 20 101 1 4 7 10 1 1 0 1 1 1 0 3 11 1 +7832 1959 Master Married 77520 0 1 28-08-2013 30 940 44 396 0 88 58 1 8 7 7 4 1 0 1 1 0 0 3 11 1 +2202 1978 Graduation Together 41154 0 1 09-04-2013 98 44 2 11 2 3 7 1 1 0 4 5 0 0 0 0 0 0 3 11 0 +7396 1966 Graduation Married 80398 0 0 10-11-2012 92 342 51 936 207 35 26 1 5 8 12 3 0 0 1 0 0 0 3 11 0 +4055 1992 Basic Single 18746 1 0 29-05-2014 41 2 10 11 12 9 20 2 3 0 3 6 0 0 0 0 0 0 3 11 0 +10340 1984 Graduation Together 35196 1 0 13-11-2012 68 75 12 141 43 39 187 6 6 1 5 8 0 0 0 0 0 0 3 11 0 +10091 1956 Graduation Single 60230 0 1 20-05-2013 78 520 20 367 39 81 40 2 6 3 6 5 0 0 0 0 0 0 3 11 0 +7629 1977 Graduation Married 22108 1 1 08-05-2014 46 5 3 9 6 2 6 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10640 1974 Graduation Together 44392 1 1 05-09-2013 71 87 5 71 7 12 29 5 4 1 4 7 0 0 0 0 0 0 3 11 0 +3498 1976 PhD Married 55424 0 1 25-11-2012 6 462 61 184 10 53 107 4 7 5 9 6 1 0 0 0 0 0 3 11 1 +6742 1979 Graduation Married 17688 1 0 13-01-2013 82 2 2 1 3 1 2 1 1 0 2 8 0 0 0 0 0 1 3 11 0 +1172 1983 PhD Married 92491 0 0 01-05-2013 71 979 44 935 29 25 22 1 7 5 12 3 0 1 1 1 0 0 3 11 1 +569 1991 Graduation Single 90273 0 0 14-12-2013 32 704 129 853 120 74 111 1 5 6 7 2 0 1 1 1 0 0 3 11 1 +4686 1962 PhD Widow 82571 0 0 02-04-2014 28 861 31 558 62 95 79 0 6 5 13 2 0 0 1 0 0 0 3 11 0 +1381 1982 PhD Single 38513 1 0 28-01-2014 20 172 3 115 16 0 18 5 6 1 5 8 0 0 0 0 0 0 3 11 1 +2634 1979 Master Single 16653 1 0 18-04-2014 10 5 7 31 15 4 7 3 2 1 3 6 0 0 0 0 0 0 3 11 1 +10905 1955 Graduation Together 42586 1 1 29-10-2012 7 194 2 56 0 0 0 5 4 1 6 8 0 0 0 0 0 0 3 11 1 +1744 1965 Basic Single 23529 0 1 07-01-2013 67 9 7 13 3 2 20 1 1 1 2 6 0 0 0 0 0 0 3 11 0 +1000 1961 Master Together 74881 1 1 08-03-2013 48 505 72 270 36 27 54 4 9 2 12 5 0 0 0 0 0 0 3 11 0 +3828 1951 Graduation Married 71107 0 1 17-02-2013 61 533 10 217 198 174 195 2 7 6 13 4 0 0 0 0 0 0 3 11 0 +8605 1964 PhD Together 46910 1 1 23-03-2014 36 48 0 14 0 0 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +10304 1959 Graduation Married 18690 0 0 28-12-2012 77 6 1 7 23 4 19 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +4351 1955 Graduation Divorced 37244 1 1 27-04-2013 90 18 2 10 0 0 25 1 1 1 2 7 1 0 0 0 0 0 3 11 0 +10129 1966 Graduation Together 82427 0 0 12-03-2014 35 482 147 509 104 107 107 1 3 5 12 1 0 0 1 0 0 0 3 11 0 +2499 1958 2n Cycle Single 75342 0 1 06-05-2013 38 204 97 97 21 118 26 1 5 2 10 4 0 0 0 0 0 0 3 11 0 +10092 1954 Graduation Divorced 70044 0 1 18-02-2013 46 1073 0 250 153 14 14 4 7 10 5 5 0 0 0 0 0 0 3 11 0 +7500 1967 Graduation Single 79146 1 1 24-04-2014 33 245 16 223 21 43 16 2 8 1 8 6 0 0 0 0 0 0 3 11 0 +5796 1963 Graduation Married 77437 0 0 26-11-2013 70 560 21 442 29 44 29 1 4 5 13 1 0 0 1 0 0 0 3 11 0 +10556 1959 Graduation Married 54984 0 1 24-05-2014 51 173 13 131 32 3 6 4 6 1 6 7 0 0 0 1 0 0 3 11 0 +1064 1971 PhD Married 42403 1 0 11-12-2013 18 22 1 11 0 5 3 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +48 1964 Graduation Together 55761 0 1 24-04-2014 97 136 1 12 0 3 32 2 4 1 3 6 0 1 0 0 0 0 3 11 0 +7610 1983 Graduation Together 37292 1 0 18-04-2013 32 275 0 86 10 23 66 5 6 3 5 8 0 0 0 0 0 0 3 11 0 +263 1945 PhD Single 45576 0 0 28-05-2014 9 56 19 29 2 14 25 1 3 1 3 8 0 0 0 0 0 0 3 11 1 +10814 1947 Graduation Together 70321 0 0 16-01-2013 6 303 23 751 82 26 191 1 6 5 13 4 0 0 0 0 0 0 3 11 1 +9710 1969 PhD Divorced 58086 0 1 20-01-2013 80 708 7 62 0 0 15 2 11 3 7 8 0 0 0 0 0 0 3 11 0 +9292 1952 Graduation Married 81795 0 0 26-10-2012 74 324 132 693 27 118 88 1 4 11 7 2 0 0 0 0 0 0 3 11 0 +10250 1947 Basic Together 28389 0 0 20-11-2012 49 1 5 3 7 4 8 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +7881 1946 Master Married 66835 0 0 28-09-2013 21 620 26 195 34 17 141 1 6 4 13 2 0 0 0 0 0 0 3 11 0 +5847 1969 Graduation Divorced 69901 0 1 29-05-2013 95 312 21 206 102 92 149 3 7 3 10 5 0 0 0 0 0 0 3 11 0 +737 1949 PhD Married 80360 0 0 03-03-2013 56 1493 86 454 112 43 43 2 4 4 5 2 0 1 1 1 0 0 3 11 0 +3571 1961 PhD Together 63342 0 1 16-10-2012 48 918 21 118 13 10 21 3 8 3 5 6 0 1 0 0 0 0 3 11 1 +7807 1974 Graduation Married 44989 0 1 12-09-2012 26 98 0 106 49 10 106 5 5 1 5 6 0 0 0 0 0 0 3 11 0 +3878 1980 2n Cycle Single 31859 1 0 27-02-2014 3 3 4 7 15 8 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +5092 1949 PhD Widow 51569 0 1 12-02-2013 39 380 0 47 6 0 34 4 7 1 7 8 0 1 0 0 0 0 3 11 1 +2154 1971 Graduation Widow 30372 1 1 25-12-2012 33 15 0 12 7 3 7 3 2 0 3 7 0 0 0 0 0 0 3 11 0 +5394 1979 Basic Single 16014 1 1 17-03-2013 42 3 9 4 7 8 7 4 1 1 4 3 0 0 0 0 0 0 3 11 0 +3798 1968 Graduation Married 41120 1 1 06-11-2013 80 24 2 23 0 8 24 3 2 1 3 6 0 0 0 0 0 0 3 11 0 +3524 1971 Master Single 39763 1 0 04-08-2013 9 80 1 60 4 6 16 2 5 1 2 9 0 0 0 0 0 0 3 11 1 +5247 1955 PhD Married 38725 1 1 10-05-2014 52 31 0 6 2 1 5 2 1 0 4 4 0 0 0 0 0 0 3 11 0 +5883 1972 Graduation Married 77981 1 0 26-05-2013 78 138 120 204 16 126 60 3 7 4 7 5 0 0 0 0 0 0 3 11 0 +2118 1964 2n Cycle Married 62905 0 1 10-09-2013 68 166 75 96 119 107 59 3 7 2 8 4 0 0 0 0 0 0 3 11 0 +8812 1979 2n Cycle Divorced 13533 1 0 10-03-2013 45 12 3 8 8 0 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +6616 1975 Graduation Together 59481 0 1 23-10-2013 47 178 3 85 71 66 58 2 3 3 8 2 0 0 0 0 0 0 3 11 0 +2797 1977 Graduation Married 72117 0 1 20-08-2013 34 707 20 171 65 60 50 1 9 7 9 5 0 0 0 0 0 0 3 11 0 +4328 1986 2n Cycle Married 21955 1 0 07-09-2013 81 5 1 7 17 14 11 2 2 1 3 6 0 0 0 0 0 0 3 11 0 +9167 1956 Graduation Married 67131 0 1 26-03-2013 72 465 71 250 93 35 62 3 9 2 12 6 0 0 0 0 0 0 3 11 0 +10560 1980 PhD Single 36802 1 0 16-06-2014 23 16 1 2 0 0 1 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +2631 1982 Graduation Together 71853 0 0 08-05-2013 29 358 108 413 141 97 32 1 2 8 6 1 0 0 0 0 0 0 3 11 0 +8312 1961 Basic Married 28249 0 0 15-06-2014 80 1 9 7 2 14 10 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +5534 1975 Master Married 47808 0 1 20-10-2013 30 123 1 26 2 0 72 2 3 2 3 7 1 0 0 0 0 0 3 11 0 +5093 1974 PhD Divorced 25509 1 0 18-09-2012 15 40 3 30 10 7 11 3 3 0 3 9 0 0 0 0 0 0 3 11 1 +7592 1946 PhD Married 51012 0 0 18-04-2013 86 102 9 63 2 9 24 1 4 1 4 6 0 0 0 0 0 0 3 11 0 +8895 1985 Graduation Single 70596 0 0 05-10-2012 68 347 44 534 17 0 26 1 3 5 12 2 0 0 0 0 0 0 3 11 0 +8584 1952 PhD Together 85431 0 0 08-06-2013 54 376 53 462 168 53 53 1 2 7 7 0 0 0 0 0 0 0 3 11 0 +2694 1967 Graduation Married 42664 0 1 18-03-2014 44 21 0 3 0 0 0 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +8910 1955 Graduation Together 42586 1 1 29-10-2012 7 194 2 56 0 0 0 5 4 1 6 8 0 0 0 0 0 0 3 11 1 +7433 1985 Graduation Single 29760 1 0 29-08-2012 87 64 4 68 7 5 17 4 3 1 4 8 0 0 0 0 0 0 3 11 0 +164 1977 PhD Married 28973 0 0 13-10-2012 59 206 0 46 3 2 12 2 5 1 5 8 0 0 0 0 0 0 3 11 0 +10477 1973 PhD Together 39435 1 0 06-08-2013 16 71 0 18 0 0 13 1 3 1 2 7 0 0 0 0 0 0 3 11 0 +2681 1984 2n Cycle Married 65370 0 0 01-08-2013 1 71 22 112 138 89 29 1 2 3 13 1 0 0 0 0 0 0 3 11 0 +5150 1979 Basic Single 20194 1 0 17-12-2012 64 0 4 7 11 10 15 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +5283 1976 PhD Single 42473 1 1 17-02-2014 72 93 1 21 0 4 25 3 2 1 4 5 0 0 0 0 0 0 3 11 0 +9645 1968 Graduation Married 64590 0 0 14-10-2012 98 920 138 168 36 46 30 1 9 4 10 6 0 0 0 0 0 0 3 11 0 +10678 1959 Graduation Together 71232 0 1 28-11-2013 91 653 17 170 34 26 17 2 11 2 10 7 0 0 0 0 0 0 3 11 0 +7261 1971 Graduation Together 34600 1 1 01-01-2013 8 199 33 60 8 3 15 5 5 2 5 8 0 0 0 0 0 0 3 11 1 +9648 1967 Graduation Single 46904 1 1 03-11-2012 20 153 4 56 0 9 31 4 5 1 4 8 0 0 0 0 0 0 3 11 0 +2870 1973 Graduation Married 49094 0 1 21-09-2012 6 376 0 38 11 8 69 5 6 3 6 6 0 0 0 0 0 0 3 11 0 +8008 1983 Graduation Together 36075 1 0 09-12-2013 54 46 0 30 12 1 30 1 2 0 4 6 0 0 0 0 0 0 3 11 0 +1513 1979 2n Cycle Together 60839 1 1 28-08-2012 72 600 21 128 223 150 128 13 2 2 12 8 0 0 0 0 0 0 3 11 0 +6173 1979 Graduation Together 77298 0 1 02-11-2013 46 425 115 292 23 35 79 1 6 6 11 3 0 0 0 0 0 0 3 11 0 +1419 1950 Graduation Together 34026 1 1 05-08-2013 11 18 6 15 12 8 17 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +9150 1963 PhD Single 48918 1 1 12-04-2014 21 52 0 9 0 0 1 2 1 0 4 4 0 0 0 0 0 0 3 11 0 +7960 1962 2n Cycle Together 82122 0 0 15-08-2013 89 734 22 350 151 25 100 1 3 9 13 1 0 0 1 0 0 0 3 11 0 +1250 1976 Graduation Single 37697 1 0 07-02-2014 82 34 6 21 11 4 8 1 2 1 3 6 0 0 0 0 0 0 3 11 0 +9905 1952 Graduation Together 34074 1 1 13-07-2013 69 135 1 41 10 1 67 5 3 3 3 6 1 0 0 0 0 0 3 11 0 +10691 1960 Master Married 28520 1 1 14-06-2013 55 11 0 10 0 2 20 1 1 1 2 6 0 0 0 0 0 0 3 11 0 +7002 1955 Graduation Single 62535 0 1 03-10-2013 13 163 48 90 0 45 52 1 3 2 8 3 0 0 0 0 0 0 3 11 0 +2952 1977 Master Single 36273 1 0 16-04-2014 80 29 3 30 3 2 9 2 3 0 3 6 0 0 0 0 0 0 3 11 0 +8439 1964 Graduation Together 63404 0 2 06-06-2014 97 734 26 70 11 44 17 2 6 3 4 4 0 0 0 1 0 0 3 11 0 +762 1981 2n Cycle Together 75774 1 0 02-05-2014 27 340 21 134 258 14 56 1 7 5 8 4 0 0 0 0 0 0 3 11 0 +2831 1976 Graduation Together 78416 0 1 27-06-2014 99 453 38 279 188 38 183 2 7 7 10 3 0 0 0 0 0 0 3 11 0 +6977 1974 Graduation Together 75702 0 1 14-10-2012 87 1073 0 629 145 37 37 1 10 5 13 6 0 0 1 0 0 0 3 11 0 +6289 1951 Master Together 59385 1 1 28-04-2013 85 135 0 10 0 4 36 2 3 1 4 5 0 0 0 0 0 0 3 11 0 +4168 1966 Graduation Single 37070 1 1 20-03-2013 30 231 7 137 4 15 39 9 5 1 8 7 0 0 0 0 0 0 3 11 1 +8397 1951 Graduation Married 44689 1 1 10-01-2014 82 18 0 5 0 0 11 2 1 1 2 7 1 0 0 0 0 0 3 11 0 +9284 1958 Graduation Together 53977 0 1 08-06-2013 21 620 16 165 0 24 82 5 5 5 12 5 0 0 0 0 0 0 3 11 0 +6237 1966 PhD Single 7144 0 2 07-12-2013 92 81 4 33 5 2 291 0 23 1 1 0 0 0 0 0 0 0 3 11 0 +3130 1964 Graduation Single 18701 1 1 04-06-2013 95 12 4 2 10 6 10 4 2 0 4 5 0 0 0 0 0 0 3 11 0 +1619 1956 Graduation Married 90369 0 0 28-04-2014 2 292 51 981 224 23 17 1 4 6 6 1 0 0 0 0 0 0 3 11 1 +1990 1974 PhD Single 63159 0 0 05-11-2012 74 965 34 586 89 86 37 1 3 5 8 3 1 0 0 0 0 0 3 11 0 +5513 1966 Graduation Together 37758 1 1 04-10-2012 49 27 2 10 0 0 1 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +269 1963 PhD Single 46757 0 1 16-11-2012 71 777 30 163 0 51 122 6 4 4 7 9 0 0 0 0 0 0 3 11 0 +8093 1969 Master Married 79734 0 0 28-06-2014 72 572 8 232 23 62 17 1 4 3 6 1 0 0 0 1 0 0 3 11 0 +10513 1992 Graduation Together 63207 0 0 20-01-2013 68 438 169 565 91 169 70 1 2 3 6 7 0 0 0 1 0 0 3 11 0 +10177 1954 Graduation Divorced 72071 0 1 14-02-2013 4 531 69 300 150 138 150 3 5 4 8 2 0 0 0 0 0 0 3 11 0 +2549 1983 PhD Together 21840 1 0 21-07-2013 80 17 0 9 0 0 1 1 1 0 3 9 0 0 0 0 0 0 3 11 0 +5782 1982 2n Cycle Together 58582 0 1 28-09-2013 15 402 35 106 101 77 42 2 9 2 9 5 0 1 0 0 0 0 3 11 0 +10057 1951 Graduation Single 72282 0 0 19-07-2013 70 503 27 419 90 139 153 1 5 7 9 7 0 0 0 0 0 0 3 11 1 +10307 1956 Graduation Married 50387 0 2 31-08-2013 91 369 9 87 12 14 34 3 6 2 8 5 0 0 0 0 0 0 3 11 0 +8566 1961 PhD Together 32583 1 1 15-06-2014 10 5 0 3 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +2415 1962 Graduation Together 62568 0 1 07-04-2014 99 362 17 398 80 35 61 3 5 3 5 4 0 0 0 1 0 0 3 11 0 +5684 1971 Master Divorced 44635 1 1 11-10-2013 25 56 0 9 0 0 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +8334 1971 Master Single 33316 1 1 04-10-2013 34 79 1 31 4 4 12 3 2 1 4 6 0 0 0 0 0 0 3 11 0 +9166 1968 Graduation Married 63967 0 1 09-08-2013 57 387 84 141 73 35 162 3 4 4 12 2 0 0 0 0 0 0 3 11 0 +1440 1978 2n Cycle Together 52513 0 0 04-09-2012 84 367 17 241 104 188 232 2 9 5 9 7 0 0 0 0 0 0 3 11 0 +78 1969 Graduation Married 25293 1 0 15-09-2013 51 15 0 11 0 2 9 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +5441 1965 PhD Widow 54111 0 1 25-08-2013 97 267 6 54 8 3 50 2 5 2 6 5 0 0 0 0 0 0 3 11 0 +5302 1986 Graduation Together 78394 0 0 15-02-2013 13 298 27 697 216 24 166 1 4 6 5 2 0 0 0 0 0 0 3 11 1 +4687 1958 Master Married 80739 0 0 23-05-2013 92 674 92 736 39 0 92 1 3 11 9 1 0 0 0 0 0 0 3 11 0 +1087 1975 Master Together 22669 1 0 22-05-2013 30 16 14 36 37 22 48 3 4 1 2 9 0 0 0 0 0 0 3 11 1 +6859 1987 Graduation Single 29236 1 0 08-10-2013 30 37 4 24 16 9 9 2 4 0 3 9 0 0 0 0 0 0 3 11 0 +9860 1959 Graduation Together 44911 0 1 15-03-2013 11 159 0 22 2 1 31 3 4 1 4 7 0 0 0 0 0 0 3 11 0 +7129 1962 PhD Married 54693 0 1 17-02-2013 72 686 17 142 23 26 35 8 6 4 13 6 0 0 0 0 0 0 3 11 0 +5866 1974 Graduation Together 48186 1 0 20-03-2014 39 97 3 66 12 7 34 3 4 1 4 7 0 0 0 0 0 0 3 11 0 +10521 1977 Graduation Married 54809 1 1 11-09-2013 0 63 6 57 13 13 22 4 2 1 5 4 0 0 0 0 0 0 3 11 1 +7393 1978 Graduation Together 41580 1 1 10-12-2012 15 56 5 24 4 0 3 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +7849 1970 PhD Married 80336 0 0 09-09-2013 12 209 19 456 160 142 66 1 2 9 13 1 0 0 0 0 0 0 3 11 0 +332 1957 Graduation Married 47743 0 1 22-03-2013 56 198 2 43 0 12 20 3 4 1 6 6 0 1 0 0 0 0 3 11 0 +9847 1955 2n Cycle Married 62972 0 1 03-08-2012 39 313 15 47 20 0 192 2 7 4 3 6 0 0 0 0 0 0 3 11 0 +531 1954 PhD Divorced 57333 0 1 22-09-2012 55 941 14 397 76 58 176 11 8 5 9 6 0 0 0 0 0 0 3 11 1 +9576 1982 PhD Together 32313 1 0 11-02-2013 60 86 4 56 2 4 7 3 4 0 4 9 0 0 0 0 0 0 3 11 0 +6906 1953 Master Widow 84953 0 0 03-06-2013 73 167 48 602 63 72 72 1 3 10 4 2 0 1 1 1 0 0 3 11 1 +7419 1968 Master Divorced 27071 1 0 23-04-2014 90 8 3 19 0 2 3 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +3170 1957 Master Together 68148 0 0 31-08-2013 86 389 66 408 37 57 85 1 4 4 6 2 0 0 0 0 0 0 3 11 0 +8527 1965 Master Together 65735 1 1 07-12-2013 37 239 7 119 4 15 11 5 6 2 6 7 0 0 0 0 0 0 3 11 0 +7872 1975 PhD Married 86836 0 0 12-09-2012 7 179 21 273 0 21 63 1 6 10 6 5 1 0 1 1 0 0 3 11 1 +9931 1963 PhD Married 4023 1 1 23-06-2014 29 5 0 1 1 1 1 15 0 0 0 19 0 0 0 0 0 0 3 11 0 +10595 1990 Graduation Married 30093 0 0 08-07-2013 19 2 6 28 13 4 16 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +4609 1966 PhD Married 57705 0 1 11-01-2014 14 383 0 53 6 4 40 3 8 1 6 6 0 0 0 0 0 0 3 11 0 +5010 1988 Graduation Single 25008 1 0 02-02-2014 72 2 8 8 6 1 9 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +4427 1995 2n Cycle Single 83257 0 0 18-09-2012 56 536 27 590 38 107 67 1 5 10 12 6 1 0 1 0 0 1 3 11 1 +11148 1975 Graduation Together 22280 1 0 19-05-2013 85 2 1 4 3 1 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +1168 1978 PhD Married 72159 0 0 29-10-2012 62 322 53 899 34 40 53 1 4 6 10 2 0 0 0 0 0 0 3 11 0 +9595 1961 Graduation Together 64260 0 0 11-01-2013 1 539 169 816 20 0 30 1 4 5 4 3 0 0 0 0 0 0 3 11 1 +10163 1984 PhD Single 82733 0 0 10-09-2013 28 712 50 420 65 38 38 1 8 4 7 4 0 0 0 0 0 0 3 11 1 +2886 1971 Master Divorced 74290 0 1 12-08-2013 70 1121 0 72 0 12 12 4 10 8 10 6 0 1 0 1 0 0 3 11 0 +6710 1951 Master Single 58217 2 1 17-11-2012 84 68 1 13 3 5 13 1 2 0 4 6 0 0 0 0 0 0 3 11 0 +5316 1976 Master Together 21024 0 0 04-07-2013 89 36 4 18 6 2 18 1 2 0 4 7 0 0 0 0 0 0 3 11 0 +9029 1972 PhD Married 70116 0 0 26-01-2013 73 707 44 603 95 58 29 1 2 8 12 1 0 0 0 0 0 0 3 11 0 +521 1985 Graduation Together 54006 1 0 18-09-2012 42 174 77 203 6 24 97 2 8 1 7 7 0 0 0 0 0 0 3 11 0 +1459 1966 PhD Married 69063 0 1 07-11-2012 16 666 35 124 69 8 26 1 5 3 5 3 0 0 0 0 0 0 3 11 0 +10241 1975 2n Cycle Divorced 11448 0 0 15-12-2013 16 0 0 0 6 2 6 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +1630 1979 Graduation Single 61825 0 1 07-08-2013 56 162 50 100 55 30 27 1 4 2 8 4 0 0 0 0 0 0 3 11 0 +3254 1971 Graduation Married 70886 1 0 14-10-2013 65 407 70 239 103 88 53 1 5 4 4 2 0 0 0 0 0 0 3 11 0 +9064 1982 Graduation Married 69109 0 0 09-11-2012 10 823 25 459 124 29 95 1 6 6 7 4 0 0 1 0 0 0 3 11 1 +3678 1973 Graduation Widow 60208 1 1 07-10-2012 13 488 23 71 15 0 59 11 8 3 7 7 0 1 0 0 0 0 3 11 1 +4227 1968 Master Together 32889 1 1 06-09-2013 78 28 0 13 4 2 8 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +9467 1984 Graduation Single 34738 1 0 11-05-2014 51 3 2 10 3 0 2 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +8486 1971 Master Together 30538 1 0 01-10-2012 27 284 0 52 8 3 20 4 9 0 4 10 0 0 0 0 0 0 3 11 0 +2186 1977 2n Cycle Together 82326 0 0 10-03-2014 30 938 142 754 159 81 183 1 5 10 6 2 0 1 1 1 0 0 3 11 1 +3286 1967 PhD Divorced 26642 1 0 01-03-2014 71 13 2 15 2 2 8 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +8602 1964 Graduation Divorced 69932 0 1 12-06-2013 97 412 172 153 150 105 57 2 7 6 11 4 0 0 0 0 0 0 3 11 0 +3722 1972 Graduation Single 44503 1 1 16-04-2014 83 31 1 8 0 0 8 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +6715 1948 PhD Single 60200 0 1 02-01-2013 3 502 19 132 0 6 26 6 6 2 11 6 0 0 0 0 0 0 3 11 0 +4796 1952 Graduation Divorced 49638 0 1 19-04-2014 71 18 10 3 3 5 0 1 1 0 3 2 0 0 0 0 0 0 3 11 0 +9612 1987 2n Cycle Single 23830 0 0 07-02-2014 3 1 8 6 4 8 16 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +3766 1959 Master Widow 33051 0 0 16-08-2012 15 100 71 243 108 94 219 3 9 1 8 9 0 0 0 0 0 0 3 11 1 +1399 1958 Graduation Married 72905 0 0 21-01-2014 52 407 114 445 181 165 203 1 3 7 9 1 0 0 0 1 0 0 3 11 0 +1570 1951 PhD Together 69702 0 1 19-02-2013 8 664 9 240 50 19 57 2 7 7 10 4 0 0 0 0 0 0 3 11 0 +3426 1975 Graduation Divorced 70300 1 0 15-07-2013 89 1045 61 338 60 46 46 3 5 5 13 8 0 0 0 0 0 0 3 11 0 +3074 1984 PhD Married 70643 0 0 15-10-2012 66 1218 107 304 23 143 33 1 5 8 4 6 0 0 0 0 0 0 3 11 1 +8341 1969 PhD Married 30396 1 0 30-04-2014 22 15 0 6 0 1 12 2 1 1 2 7 1 0 0 0 0 0 3 11 1 +5180 1968 PhD Divorced 50616 0 1 18-04-2014 56 128 0 16 0 1 4 2 4 0 4 7 0 0 0 0 0 0 3 11 0 +6461 1969 Master Single 62772 0 1 19-05-2013 74 581 49 157 43 8 108 1 5 6 11 2 0 1 0 0 0 0 3 11 0 +7679 1985 PhD Single 30298 0 0 19-05-2014 48 6 3 12 6 1 0 1 1 1 3 3 0 0 0 0 0 0 3 11 0 +10702 1984 Graduation Single 52413 1 0 03-11-2012 67 185 8 133 56 56 12 2 7 1 7 7 0 0 0 0 0 0 3 11 0 +7505 1957 PhD Married 44155 1 1 19-01-2014 24 22 1 9 0 0 14 1 1 1 2 4 0 0 0 0 0 0 3 11 0 +5113 1971 PhD Divorced 86979 0 0 07-11-2013 67 584 100 835 65 83 35 1 5 5 5 2 1 0 0 0 0 0 3 11 1 +10858 1975 Graduation Together 76532 1 1 09-09-2013 38 355 30 177 90 138 30 4 9 5 7 5 0 0 0 0 0 0 3 11 0 +2961 1982 Graduation Married 42081 1 0 26-02-2013 86 175 10 110 54 6 27 2 6 3 4 6 1 0 0 0 0 0 3 11 0 +2747 1988 PhD Married 67546 0 0 31-08-2012 90 864 134 768 150 38 172 1 4 10 5 3 0 0 0 0 0 0 3 11 0 +3010 1989 Master Together 88420 0 0 02-05-2014 87 957 153 612 99 95 153 1 4 7 8 1 1 0 1 1 0 0 3 11 0 +5790 1985 Graduation Married 31158 1 0 27-01-2013 62 25 6 16 20 0 5 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +6892 1968 Graduation Divorced 61671 0 1 03-06-2014 23 641 7 56 0 0 28 8 10 4 6 8 0 1 0 1 0 0 3 11 0 +1743 1974 Graduation Single 69719 0 0 26-05-2014 99 273 86 208 177 14 43 1 2 3 5 1 0 0 0 0 0 0 3 11 0 +3578 1949 Graduation Divorced 49160 0 1 20-10-2013 29 122 21 43 25 10 15 2 3 1 6 6 0 0 0 0 0 0 3 11 0 +8462 1978 Basic Together 24882 1 0 09-09-2012 52 1 4 10 29 0 36 1 1 1 2 6 1 0 0 0 0 0 3 11 0 +5558 1954 PhD Single 90933 0 0 31-03-2014 90 1020 31 430 62 63 79 1 4 6 4 1 0 0 1 0 0 0 3 11 0 +4619 1945 PhD Single 113734 0 0 28-05-2014 9 6 2 3 1 262 3 0 27 0 0 1 0 0 0 0 0 0 3 11 0 +8780 1950 PhD Together 59292 0 1 13-06-2013 71 378 14 68 19 14 14 2 3 5 8 3 0 0 0 0 0 0 3 11 0 +10789 1964 PhD Married 45759 1 1 23-02-2013 13 42 1 18 3 0 4 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +10779 1983 Graduation Single 22148 0 0 13-04-2014 16 15 5 14 0 4 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +5896 1987 Master Married 73395 0 0 18-03-2014 94 272 7 80 20 7 11 1 4 4 6 2 0 0 0 0 0 0 3 11 0 +2337 1971 Graduation Divorced 29819 1 0 24-10-2013 77 9 1 24 2 1 2 3 3 0 3 6 0 0 0 0 0 0 3 11 0 +10951 1968 Graduation Married 45688 0 1 25-01-2014 20 279 0 18 0 0 9 2 3 1 8 4 0 1 0 0 0 0 3 11 0 +544 1954 Graduation Married 62820 0 0 11-05-2013 51 398 61 265 138 61 53 1 3 4 6 1 0 0 0 0 0 0 3 11 0 +17 1971 PhD Married 60491 0 1 06-09-2013 81 637 47 237 12 19 76 4 6 11 7 5 0 0 0 0 0 0 3 11 0 +10680 1986 Graduation Together 33235 1 0 05-02-2014 71 45 0 16 2 1 6 1 3 0 3 7 0 0 0 0 0 0 3 11 0 +3265 1959 Graduation Married 35701 0 0 19-03-2013 36 21 1 9 7 3 5 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +5623 1980 Master Married 31535 1 0 26-09-2013 95 15 4 13 0 0 19 1 1 1 2 7 1 0 0 0 0 0 3 11 0 +5832 1960 2n Cycle Together 92556 0 0 20-04-2014 32 493 183 352 184 23 28 0 3 5 13 0 0 0 0 0 0 0 3 11 0 +5544 1970 Graduation Single 67384 0 1 10-11-2012 32 957 40 175 158 53 107 2 7 8 5 5 0 1 0 0 0 0 3 11 0 +6417 1971 Master Together 80573 0 0 14-10-2012 85 829 138 430 60 92 15 1 4 6 13 2 0 0 0 0 0 0 3 11 0 +5831 1967 Graduation Married 77870 0 1 22-08-2012 93 1017 50 500 65 50 133 3 5 5 5 8 0 1 0 1 0 0 3 11 1 +7101 1963 PhD Widow 52278 0 1 25-01-2013 24 953 0 71 0 0 174 6 10 5 10 8 0 0 0 0 0 0 3 11 0 +10176 1968 Graduation Single 57107 0 1 24-08-2012 44 159 0 120 0 0 137 7 4 4 8 8 0 1 0 0 1 0 3 11 1 +2326 1990 Graduation Married 18929 0 0 16-02-2013 15 32 0 8 23 4 18 1 1 0 4 6 0 0 0 0 0 0 3 11 0 +4385 1981 PhD Single 36038 1 0 31-05-2013 82 23 0 15 0 2 7 2 3 0 3 6 0 0 0 0 0 0 3 11 0 +2929 1976 Graduation Single 20180 0 0 20-02-2013 27 18 42 24 15 20 18 1 2 1 4 7 0 0 0 0 0 0 3 11 0 +10686 1965 PhD Together 34230 1 1 26-12-2012 72 15 0 4 0 0 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +2546 1977 2n Cycle Single 31878 0 1 22-06-2014 7 23 4 5 10 5 23 1 1 0 4 3 0 0 0 0 0 0 3 11 0 +3283 1972 2n Cycle Married 70932 0 1 19-01-2014 57 200 193 100 46 185 185 2 6 2 12 3 0 0 0 0 0 0 3 11 0 +3138 1956 Graduation Single 91249 0 0 20-10-2012 84 1324 27 119 71 108 27 0 7 9 6 4 0 1 1 1 1 0 3 11 1 +4994 1943 Master Single 77598 0 0 01-10-2013 53 1193 33 281 129 66 33 1 7 5 13 3 0 0 1 0 0 0 3 11 0 +7966 1959 Graduation Single 80982 1 1 08-01-2013 48 505 137 401 104 22 22 3 11 5 11 5 0 0 0 0 0 1 3 11 0 +3112 1977 Master Married 22701 1 0 05-09-2013 2 2 4 9 0 4 5 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +10872 1969 PhD Married 55212 0 1 23-11-2012 65 1103 0 45 0 0 34 3 4 2 11 8 0 1 0 0 1 0 3 11 0 +2181 1970 Graduation Married 70617 0 0 23-06-2013 45 353 61 753 40 46 27 1 3 3 7 2 0 0 0 0 0 0 3 11 0 +1867 1957 Graduation Single 64849 0 0 13-11-2012 42 652 48 350 94 84 108 1 9 3 6 5 0 0 0 0 0 0 3 11 1 +1518 1965 Master Married 62694 1 1 17-06-2013 29 379 6 157 25 91 91 5 9 3 7 7 0 0 0 0 0 0 3 11 0 +5734 1974 PhD Married 61917 1 1 20-11-2013 83 46 4 36 2 2 1 1 2 0 4 5 0 0 0 0 0 0 3 11 0 +2878 1947 PhD Married 67472 0 1 28-09-2013 93 162 31 127 8 17 69 2 4 2 7 3 0 0 0 0 0 0 3 11 0 +1458 1982 Master Married 21059 1 0 07-01-2014 40 8 3 19 3 3 8 3 3 0 3 6 0 0 0 0 0 0 3 11 0 +7007 1968 Master Married 29543 2 0 01-04-2014 47 17 3 18 3 4 18 2 3 1 2 7 0 0 0 0 0 0 3 11 0 +6200 1951 Graduation Married 75903 0 1 08-04-2013 50 340 108 185 130 38 100 2 6 6 9 3 0 0 0 0 0 0 3 11 0 +1403 1975 2n Cycle Together 34984 1 1 06-09-2012 40 8 4 15 3 5 3 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +4827 1956 PhD Single 54998 0 1 10-03-2013 3 154 22 202 39 30 8 5 4 2 9 4 0 0 0 0 0 0 3 11 1 +6250 1949 PhD Widow 54356 0 1 19-11-2012 62 710 15 30 20 0 0 3 11 2 8 8 0 0 0 0 0 0 3 11 1 +9291 1959 Master Married 34242 0 1 23-03-2014 25 8 2 4 0 0 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +2478 1973 Graduation Married 25410 1 0 31-08-2013 48 2 2 4 13 13 4 1 1 0 4 4 0 0 0 0 0 0 3 11 0 +1139 1984 PhD Married 73356 0 0 06-02-2014 56 1050 14 322 0 14 112 1 5 11 5 2 1 0 1 1 0 0 3 11 1 +5138 1950 Graduation Together 28320 0 1 14-01-2013 68 19 1 14 3 2 4 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +5393 1977 Graduation Single 23763 1 0 07-08-2012 64 22 0 6 6 2 6 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +10413 1984 Graduation Married 72570 0 0 25-04-2014 67 274 83 216 151 141 224 1 4 6 12 1 0 0 0 0 0 0 3 11 0 +5015 1976 Master Married 34529 1 0 14-09-2012 94 68 6 38 3 6 41 2 2 2 3 7 0 0 0 0 0 0 3 11 0 +10868 1951 Graduation Widow 70792 0 0 06-02-2013 82 344 45 654 104 11 114 2 3 4 10 3 0 0 0 0 0 0 3 11 0 +10676 1982 Graduation Married 63211 0 0 02-11-2012 3 145 193 459 205 26 145 2 3 8 7 2 0 0 0 0 0 0 3 11 1 +2495 1974 Master Married 83891 0 1 20-06-2014 24 217 38 350 111 85 15 1 4 7 10 1 0 0 0 0 0 0 3 11 0 +7842 1968 Graduation Single 36065 1 1 31-03-2013 54 18 7 34 10 2 3 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +9955 1954 Graduation Together 39898 0 1 12-02-2013 20 69 8 26 12 7 12 2 3 0 4 7 0 0 0 0 0 0 3 11 0 +6663 1940 PhD Single 51141 0 0 08-07-2013 96 144 0 7 0 0 6 1 3 1 4 5 0 0 0 0 0 0 3 11 0 +2162 1976 Graduation Married 56939 0 1 18-09-2013 19 256 34 103 90 29 49 2 3 3 10 3 0 0 0 0 0 0 3 11 0 +3434 1951 Graduation Single 80872 0 0 12-05-2014 60 483 72 567 94 12 108 1 4 4 10 1 0 0 0 0 0 0 3 11 0 +7919 1976 PhD Together 72335 0 0 13-08-2012 2 1285 105 653 28 21 0 1 10 4 8 8 0 0 0 0 0 0 3 11 1 +5626 1964 PhD Single 61798 0 0 23-11-2013 13 338 4 89 11 8 13 1 4 2 9 4 0 0 0 0 0 0 3 11 0 +6428 1950 PhD Widow 76842 0 0 03-05-2014 37 605 10 345 84 54 32 1 1 8 7 0 0 0 0 0 0 0 3 11 0 +8514 1976 Graduation Together 29478 1 0 17-01-2014 59 8 0 7 3 1 1 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +10448 1956 Graduation Single 46998 0 1 22-10-2012 55 172 41 86 45 6 27 5 5 3 5 7 1 0 0 0 0 0 3 11 0 +2109 1990 Graduation Single 96843 0 0 23-04-2013 60 448 71 951 40 17 17 1 6 11 10 2 0 0 1 0 0 0 3 11 1 +7530 1950 PhD Widow 56551 1 1 07-05-2014 48 67 4 32 17 2 16 3 2 1 4 4 0 0 0 0 0 0 3 11 0 +8925 1965 Master Married 70053 0 1 03-07-2013 38 512 53 98 81 179 89 3 8 5 10 5 0 0 0 0 0 0 3 11 0 +3009 1962 PhD Widow 71670 0 0 09-07-2013 8 1462 16 128 0 0 160 1 5 3 6 6 0 1 1 0 1 0 3 11 1 +6355 1978 Graduation Married 44359 1 1 17-06-2014 19 20 0 14 7 3 1 3 2 0 4 3 0 0 0 0 0 0 3 11 0 +3517 1952 Graduation Single 40887 1 1 06-05-2013 32 50 4 44 10 10 43 3 3 1 3 9 0 0 0 0 0 0 3 11 1 +1158 1966 Graduation Divorced 48877 0 1 05-01-2014 27 102 1 15 2 0 24 1 3 0 4 7 0 0 0 0 0 0 3 11 0 +6203 1947 Graduation Together 74485 0 0 24-08-2013 58 499 149 815 173 49 49 1 6 7 12 3 0 0 0 0 0 0 3 11 0 +7165 1972 Graduation Together 64474 0 1 22-10-2013 59 381 35 172 56 86 93 2 8 2 10 5 0 0 0 0 0 0 3 11 0 +3595 1963 Graduation Together 77226 0 1 28-02-2014 29 631 43 239 128 76 21 2 6 8 12 3 0 0 0 0 0 0 3 11 0 +8537 1949 Graduation Widow 72643 0 0 27-02-2013 60 526 80 553 123 94 53 1 3 10 7 2 0 0 0 1 0 0 3 11 1 +4331 1978 Master Together 85738 0 0 23-01-2014 41 913 26 376 17 26 13 1 3 6 11 1 0 1 1 0 0 0 3 11 0 +6281 1966 Graduation Divorced 55686 0 1 14-02-2013 27 673 0 199 37 47 26 2 6 3 5 4 1 0 0 0 0 0 3 11 0 +4338 1983 Graduation Single 39062 1 0 25-03-2014 28 23 0 9 0 0 12 1 1 0 3 4 1 0 0 0 0 0 3 11 0 +2452 1971 Graduation Together 34600 1 1 01-01-2013 8 199 33 60 8 3 15 5 5 2 5 8 0 0 0 0 0 0 3 11 1 +9507 1975 Graduation Married 40794 0 1 07-04-2013 18 261 23 73 4 23 50 2 6 3 5 7 0 0 0 0 0 0 3 11 0 +8360 1971 2n Cycle Married 54690 1 1 07-11-2013 76 111 16 37 7 9 18 3 3 1 5 3 0 0 0 0 0 0 3 11 0 +10311 1969 Graduation Married 4428 0 1 05-10-2013 0 16 4 12 2 4 321 0 25 0 0 1 0 0 0 0 0 0 3 11 0 +5117 1963 2n Cycle Married 32632 0 0 02-08-2012 32 63 151 137 153 19 53 2 4 4 8 5 0 0 0 0 0 0 3 11 0 +4867 1968 PhD Single 38236 1 1 20-09-2013 2 58 0 18 2 0 10 4 3 0 4 7 0 0 0 0 0 0 3 11 0 +9289 1979 Graduation Married 36781 1 0 10-04-2014 16 29 1 17 0 3 13 1 2 1 2 8 0 0 0 0 0 0 3 11 1 +10913 1984 Master Single 31385 1 0 05-12-2012 56 3 2 12 0 1 9 1 1 0 2 8 1 0 0 0 0 0 3 11 1 +3032 1984 Graduation Married 24570 1 0 27-02-2013 97 28 34 62 11 14 44 3 4 0 4 9 0 0 0 0 0 0 3 11 0 +8524 1974 PhD Divorced 25509 1 0 18-09-2012 15 40 3 30 10 7 11 3 3 0 3 9 0 0 0 0 0 0 3 11 1 +3334 1951 Graduation Married 94642 0 0 12-02-2014 35 879 143 797 106 143 143 0 5 7 9 1 0 0 1 1 0 0 3 11 0 +4470 1962 Master Married 58646 0 1 10-06-2013 3 62 1 44 6 5 22 1 2 1 4 4 0 0 0 0 0 0 3 11 0 +1406 1975 Graduation Single 53201 1 1 12-02-2013 49 280 7 81 20 0 27 8 6 3 5 7 0 0 0 0 0 0 3 11 0 +8619 1957 Graduation Together 21994 0 1 24-12-2012 4 9 0 6 3 1 3 1 0 0 3 5 0 0 0 0 0 0 3 11 0 +10821 1978 Graduation Married 57113 1 1 06-02-2013 45 182 4 33 0 2 42 6 4 1 5 7 0 0 0 0 0 0 3 11 0 +4552 1991 Graduation Married 51373 0 0 22-06-2013 37 83 2 101 64 26 117 1 3 5 3 4 0 0 0 0 0 0 3 11 0 +898 1986 Graduation Married 23477 1 0 21-10-2013 39 38 15 54 3 8 29 3 3 0 4 8 0 0 0 0 0 0 3 11 0 +9797 1956 Graduation Married 58116 0 1 13-04-2014 38 228 19 130 4 11 51 2 3 3 8 2 0 0 0 0 0 0 3 11 0 +10949 1963 PhD Divorced 72968 0 0 16-12-2013 8 1092 37 592 145 37 55 1 5 5 8 3 0 0 0 1 0 0 3 11 1 +8212 1971 Master Married 39791 0 1 28-03-2013 89 85 15 27 13 13 21 2 3 1 4 7 0 0 0 0 0 0 3 11 0 +6248 1947 Master Single 91712 0 0 17-10-2013 47 1276 24 746 94 29 48 0 9 7 11 3 0 0 1 0 0 0 3 11 1 +10164 1958 Graduation Single 94472 0 1 03-04-2014 75 1017 33 417 108 100 16 1 5 5 5 5 0 1 1 0 0 0 3 11 0 +4547 1960 Graduation Together 13672 1 1 17-04-2013 86 6 2 9 2 1 5 2 1 0 3 8 0 0 0 0 0 0 3 11 0 +6815 1980 2n Cycle Married 96547 0 0 23-05-2014 4 448 21 125 52 101 62 0 7 6 8 2 1 0 1 1 0 0 3 11 1 +4122 1975 Graduation Married 79205 0 0 29-08-2012 73 504 23 117 179 28 44 1 6 5 4 4 0 0 0 1 0 0 3 11 1 +10841 1975 PhD Together 56559 0 1 25-12-2012 46 226 22 133 41 31 31 3 4 3 8 4 0 0 0 0 0 0 3 11 0 +5370 1973 PhD Married 32644 1 0 16-01-2013 38 239 3 141 0 7 23 4 7 1 6 8 1 0 0 0 0 0 3 11 0 +176 1980 2n Cycle Single 67506 0 1 02-01-2014 73 90 38 67 33 36 67 1 4 1 6 3 0 0 0 0 0 0 3 11 0 +4860 1970 Graduation Single 24206 1 0 08-03-2013 66 7 2 8 3 2 3 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +10757 1967 PhD Divorced 28420 1 0 24-12-2013 36 4 2 5 2 0 0 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +4023 1970 Graduation Married 22979 1 0 06-09-2012 29 16 17 19 20 21 22 3 3 2 2 8 0 0 0 0 0 0 3 11 1 +6679 1966 Graduation Single 33279 0 0 12-06-2014 29 10 3 3 0 0 0 1 0 0 3 3 0 0 0 0 0 0 3 11 0 +9923 1972 Master Single 46423 1 1 18-09-2013 6 68 0 16 0 0 8 3 2 0 4 7 0 0 0 0 0 0 3 11 0 +7181 1977 Graduation Married 30368 0 1 07-11-2013 97 35 0 13 2 0 2 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +3599 1970 Graduation Married 63684 0 1 26-11-2012 61 575 80 428 208 93 80 3 8 4 8 5 0 0 0 0 0 0 3 11 0 +405 1964 Graduation Divorced 41638 0 1 13-02-2013 68 315 0 31 4 0 91 4 5 5 3 8 1 0 0 0 0 0 3 11 0 +6870 1959 PhD Divorced 68805 0 1 17-09-2013 73 182 2 49 17 13 20 1 3 1 7 2 0 0 0 0 0 0 3 11 0 +832 1966 PhD Together 65814 0 1 02-03-2014 90 561 14 113 10 14 35 3 8 2 10 5 0 0 0 0 0 0 3 11 0 +2002 1958 Graduation Divorced 71964 0 0 20-05-2013 81 587 51 932 180 34 86 1 5 6 5 3 0 0 0 0 0 0 3 11 0 +3657 1986 Graduation Single 39146 1 0 14-02-2013 1 94 1 33 13 12 12 3 4 0 4 8 0 0 0 0 0 0 3 11 0 +500 1977 Graduation Together 96876 0 0 06-08-2013 79 908 43 735 40 194 21 1 7 7 9 2 0 1 1 1 0 0 3 11 1 +1951 1981 Basic Married 34445 0 0 27-01-2013 92 228 122 122 208 129 30 6 11 2 8 9 0 0 0 0 0 0 3 11 0 +3262 1958 Graduation Single 68281 0 0 07-08-2012 31 995 112 417 42 48 41 1 2 9 13 5 0 0 0 0 0 0 3 11 1 +4102 1975 2n Cycle Married 37284 1 1 29-03-2013 46 11 1 2 2 1 6 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +7042 1983 Graduation Married 36790 0 0 01-03-2013 14 3 3 14 15 21 10 1 2 1 2 9 0 0 0 0 0 0 3 11 1 +10598 1967 Graduation Together 27943 1 1 15-04-2013 89 12 1 16 4 1 3 3 2 0 3 8 0 0 0 0 0 0 3 11 0 +255 1951 Graduation Divorced 22263 1 1 30-03-2014 31 17 0 2 0 0 2 2 1 0 3 6 0 0 0 0 0 1 3 11 0 +2375 1972 Graduation Together 30261 1 2 25-09-2012 75 8 0 5 0 3 6 1 0 0 3 8 0 0 0 0 0 0 3 11 0 +9829 1978 Graduation Together 28587 1 0 12-02-2014 42 22 4 17 12 10 13 3 2 0 4 6 0 0 0 0 0 0 3 11 0 +6214 1982 Master Married 43815 1 0 05-04-2013 53 14 10 29 4 7 15 1 2 0 3 6 0 0 0 0 0 0 3 11 0 +4954 1956 Graduation Married 48195 1 1 21-01-2014 53 106 27 68 52 7 5 6 4 2 5 6 0 0 0 0 0 0 3 11 0 +7861 1952 Master Married 77027 0 1 05-02-2014 23 820 57 242 45 0 11 2 8 3 6 4 0 0 0 0 0 0 3 11 0 +4837 1965 PhD Married 71322 0 1 16-02-2013 57 753 43 226 69 10 204 2 8 5 13 4 0 0 0 0 0 0 3 11 0 +9423 1979 Master Married 32765 1 0 23-02-2014 49 13 3 17 7 3 3 2 2 0 4 5 0 0 0 0 0 0 3 11 0 +4198 1965 Graduation Together 29672 1 1 12-03-2013 6 9 1 3 0 4 8 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +153 1953 Graduation Divorced 23272 0 0 17-10-2013 29 19 3 6 4 2 12 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +9323 1949 Master Together 49912 0 1 07-09-2012 5 520 8 223 32 49 42 4 10 5 7 8 1 0 0 0 0 0 3 11 1 +10001 1985 2n Cycle Together 7500 1 0 01-08-2012 98 5 17 17 13 14 34 4 2 1 3 9 0 0 0 0 0 0 3 11 0 +3945 1947 PhD Widow 68117 0 1 10-03-2013 80 618 44 215 0 17 36 2 11 8 4 6 1 0 0 0 0 0 3 11 1 +3799 1955 Graduation Married 67225 0 1 26-11-2013 4 315 35 322 46 7 143 3 7 2 11 5 0 0 0 0 0 0 3 11 0 +8625 1976 Graduation Married 17649 1 0 12-11-2013 70 15 1 23 0 5 1 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +3491 1975 Graduation Together 55914 0 1 29-04-2013 32 384 60 364 119 101 232 4 11 6 8 7 0 0 0 0 0 0 3 11 0 +983 1984 Graduation Married 40059 1 0 28-09-2013 82 110 29 92 28 10 145 1 6 2 3 8 1 0 0 0 0 0 3 11 0 +9119 1950 Graduation Together 60905 0 1 05-12-2013 27 208 17 76 36 17 38 2 3 3 7 2 0 0 0 0 0 0 3 11 0 +4786 1977 Graduation Married 75330 1 1 04-10-2012 94 555 82 257 93 61 61 4 10 3 12 6 0 0 0 0 0 0 3 11 0 +5872 1951 Graduation Single 60689 0 1 01-06-2013 23 240 90 216 63 6 24 4 4 4 10 3 0 0 0 0 0 0 3 11 0 +6568 1984 Graduation Married 38680 1 0 28-03-2013 97 11 0 36 15 5 12 1 2 0 3 7 0 0 0 0 0 0 3 11 0 +5628 1982 Graduation Together 61416 0 0 08-02-2013 25 848 154 323 201 61 78 1 10 3 10 6 1 0 0 0 0 0 3 11 0 +5631 1991 Graduation Single 49767 0 0 02-05-2013 92 202 47 197 55 42 149 1 5 4 8 4 0 0 0 0 0 0 3 11 0 +4974 1970 Graduation Single 83273 1 2 25-09-2012 98 433 89 650 16 102 102 10 4 6 9 7 0 0 0 0 0 0 3 11 0 +8416 1981 Graduation Married 29009 1 0 29-11-2013 19 6 6 15 10 5 2 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +5454 1979 Master Married 45057 1 0 01-12-2013 80 37 0 7 3 0 3 1 2 0 3 5 0 0 0 0 0 0 3 11 0 +4095 1971 Graduation Married 37150 1 0 11-09-2012 80 167 37 64 49 34 116 8 4 3 6 7 0 0 0 0 0 0 3 11 0 +5474 1970 Graduation Single 43020 1 0 30-11-2013 79 45 7 99 4 25 43 3 4 1 4 6 0 0 0 0 0 0 3 11 0 +4268 1959 Graduation Married 53154 0 1 09-06-2014 50 129 0 21 0 1 7 1 3 1 4 4 0 0 0 0 0 0 3 11 0 +10701 1973 Graduation Married 65308 0 0 11-09-2013 60 713 0 264 120 80 34 1 7 8 12 4 0 0 1 1 0 0 3 11 0 +3507 1970 Graduation Single 76467 1 0 17-08-2012 44 676 161 426 210 44 58 2 2 5 5 6 0 0 0 0 0 0 3 11 1 +2079 1947 2n Cycle Married 81044 0 0 27-12-2013 0 450 26 535 73 98 26 1 5 6 10 1 0 0 0 0 0 0 3 11 0 +626 1951 Graduation Married 32871 1 1 09-03-2013 28 22 2 12 0 2 5 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +4426 1975 Graduation Single 55801 1 1 22-09-2013 35 367 4 51 6 4 95 6 7 2 6 7 0 0 0 1 0 0 3 11 0 +2591 1959 Graduation Widow 76320 0 1 22-06-2014 49 526 35 214 69 53 35 2 6 3 4 2 0 0 0 0 0 0 3 11 0 +10509 1955 Master Single 36927 1 1 02-06-2014 46 51 0 16 0 0 4 2 3 0 3 8 0 0 0 0 0 0 3 11 0 +6382 1953 Graduation Together 48794 1 1 26-06-2014 97 25 0 11 3 0 15 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +6673 1965 Graduation Single 23478 0 0 19-03-2013 51 28 6 27 12 17 39 1 3 0 3 8 0 0 0 0 0 0 3 11 0 +7441 1973 Graduation Divorced 71128 1 0 06-10-2012 80 958 159 447 20 0 31 3 2 10 12 7 0 0 0 0 0 0 3 11 0 +1071 1976 PhD Divorced 70179 0 1 21-07-2013 10 532 88 168 69 44 133 3 7 3 13 5 0 0 0 0 0 0 3 11 0 +10061 1950 Graduation Married 59462 0 1 05-01-2013 29 724 17 143 0 8 196 2 9 2 12 7 0 0 0 0 0 0 3 11 0 +7187 1969 Master Together 1 1 18-05-2013 52 375 42 48 94 66 96 7 4 10 4 3 0 0 0 0 0 0 3 11 0 +8775 1969 Graduation Together 38361 1 0 27-12-2013 74 39 0 56 20 8 14 3 3 1 3 7 0 0 0 0 0 0 3 11 0 +1612 1981 PhD Single 1 0 31-05-2013 82 23 0 15 0 2 7 2 3 0 3 6 0 0 0 0 0 0 3 11 0 +2345 1982 PhD Together 70038 0 0 25-10-2013 54 587 54 348 71 54 130 1 4 4 8 2 0 0 0 0 0 0 3 11 0 +322 1978 Graduation Together 42554 1 1 12-01-2013 93 29 1 11 0 0 0 2 2 0 3 4 0 0 0 0 0 0 3 11 0 +10897 1974 Graduation Married 67445 0 1 12-08-2012 63 757 80 217 29 80 11 5 9 6 12 6 0 0 0 0 0 0 3 11 0 +123 1951 Graduation Widow 67046 0 1 06-01-2013 92 544 35 133 23 151 107 2 4 5 4 2 0 0 0 0 0 0 3 11 0 +6103 1948 Graduation Married 42192 0 0 06-09-2013 40 40 15 15 17 6 7 1 2 1 3 4 0 0 0 0 0 0 3 11 0 +7899 1952 PhD Married 77610 0 1 29-10-2012 70 1245 33 332 21 33 16 2 4 7 4 7 0 0 0 0 0 0 3 11 0 +10500 1984 Graduation Married 31761 1 0 05-04-2014 96 19 1 20 16 14 28 2 3 0 4 5 0 0 0 0 0 0 3 11 0 +1655 1979 Graduation Together 34350 1 0 19-10-2013 81 16 3 15 2 1 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +2406 1949 Graduation Together 54591 0 1 05-08-2013 63 376 4 94 12 9 24 3 6 2 8 5 0 0 0 0 0 0 3 11 0 +2712 1956 Graduation Married 71866 0 1 25-12-2013 85 184 178 178 103 39 33 1 6 3 10 3 0 0 0 0 0 0 3 11 0 +5517 1969 Graduation Married 25293 1 0 15-09-2013 51 15 0 11 0 2 9 1 1 1 2 8 0 0 0 0 0 0 3 11 0 +10643 1987 PhD Single 42000 0 0 10-01-2013 23 124 83 267 85 59 35 2 5 2 11 5 0 0 0 0 0 0 3 11 1 +2254 1983 Graduation Married 69520 0 0 07-07-2013 95 627 120 414 121 80 93 1 9 6 5 5 0 0 0 0 0 0 3 11 0 +10281 1970 Graduation Divorced 64713 1 0 07-02-2014 11 180 60 241 13 54 54 2 5 5 7 4 0 0 0 0 0 0 3 11 1 +6958 1977 Master Married 27889 1 0 05-07-2013 42 14 0 4 0 0 8 1 1 1 2 6 0 0 0 0 0 0 3 11 0 +954 1960 Basic Widow 22123 0 0 27-03-2014 77 3 3 24 34 7 31 1 2 1 3 5 0 0 0 0 0 0 3 11 0 +5079 1971 Graduation Married 1 1 03-03-2013 82 71 1 16 0 0 9 4 2 1 3 8 0 0 0 0 0 0 3 11 0 +10339 1954 Master Together 0 1 23-06-2013 83 161 0 22 0 0 24 2 4 1 4 6 0 0 0 0 0 0 3 11 0 +4643 1973 Graduation Married 27803 1 0 26-08-2012 40 8 26 46 38 9 49 2 3 0 4 8 0 0 0 0 0 0 3 11 0 +3117 1955 Graduation Single 0 1 18-10-2013 95 264 0 21 12 6 147 3 6 1 5 7 0 0 0 0 0 0 3 11 0 +6497 1960 Graduation Married 51651 0 1 07-11-2012 32 293 6 23 13 6 92 4 6 2 5 8 0 0 0 0 0 0 3 11 0 +5396 1988 Graduation Married 68487 0 0 13-01-2013 48 758 12 385 33 89 89 1 9 7 13 4 0 0 0 0 0 0 3 11 0 +5250 1943 Master Widow 0 0 30-10-2013 75 532 126 490 164 126 126 1 5 5 11 1 0 0 1 0 0 0 3 11 1 +1052 1969 Graduation Married 56796 0 1 16-02-2013 24 656 38 161 62 47 37 3 8 9 7 7 0 0 0 0 0 0 3 11 0 +2802 1992 2n Cycle Married 87000 0 0 15-12-2012 61 196 25 607 67 17 49 1 4 6 7 2 0 0 0 0 0 0 3 11 0 +6343 1959 Graduation Married 79823 0 1 31-03-2014 6 835 73 380 114 73 43 1 6 9 7 2 0 1 0 0 0 0 3 11 0 +6507 1980 Graduation Single 30828 1 0 04-10-2013 16 16 11 15 2 0 12 2 1 1 4 3 0 0 0 0 0 0 3 11 0 +7901 1971 Master Married 34109 0 1 06-11-2013 39 9 1 5 2 1 4 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +4865 1974 Master Divorced 53367 1 1 31-08-2013 2 229 7 140 10 3 11 7 5 1 8 7 0 0 0 0 0 0 3 11 1 +2686 1969 Basic Together 22390 0 0 21-10-2013 49 0 1 4 15 1 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +3107 1976 Graduation Together 71322 0 1 02-05-2014 31 121 24 124 24 15 42 1 4 1 7 2 0 0 0 0 0 0 3 11 0 +7734 1993 Graduation Absurd 79244 0 0 19-12-2012 58 471 102 125 212 61 245 1 4 10 7 1 0 0 1 1 0 0 3 11 1 +1146 1949 Master Together 49912 0 1 07-09-2012 5 520 8 223 32 49 42 4 10 5 7 8 1 0 0 0 0 0 3 11 1 +11031 1950 PhD Married 48699 1 1 21-05-2013 90 26 1 10 2 0 1 1 1 0 3 5 0 0 0 0 0 0 3 11 0 +7428 1975 Graduation Together 80144 0 0 30-09-2013 47 240 132 445 250 192 108 1 3 7 8 1 0 0 0 0 0 0 3 11 0 +975 1956 Graduation Single 54252 1 1 28-05-2013 25 178 4 26 8 4 44 5 4 1 5 6 0 0 0 0 0 0 3 11 0 +1103 1976 Master Married 81929 1 0 29-09-2012 60 1486 55 278 49 0 185 2 4 4 10 6 1 0 1 0 0 0 3 11 1 +3422 1975 Graduation Married 76068 0 1 29-11-2012 67 1115 12 128 33 12 76 1 2 3 4 6 0 1 0 0 1 0 3 11 0 +1055 1976 Master Married 53204 1 1 20-03-2014 40 29 0 8 2 0 6 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +6544 1949 PhD Together 67911 0 1 22-05-2014 63 529 0 356 63 28 0 3 6 7 11 3 0 0 0 0 0 0 3 11 0 +1241 1984 2n Cycle Married 14796 1 0 17-09-2012 1 13 3 8 7 4 16 2 1 0 3 9 0 0 0 0 0 0 3 11 1 +2909 1974 PhD Married 78128 0 1 19-02-2014 89 934 24 230 16 24 36 2 8 4 6 3 0 1 1 0 0 0 3 11 0 +5802 1972 Basic Married 14188 0 0 28-02-2013 40 2 7 11 16 12 27 1 2 0 4 6 0 0 0 0 0 0 3 11 0 +1407 1986 Basic Married 20425 1 0 29-10-2012 5 4 12 5 3 16 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +6183 1962 Master Married 58646 0 1 10-06-2013 3 62 1 44 6 5 22 1 2 1 4 4 0 0 0 0 0 0 3 11 0 +340 1970 Graduation Divorced 72967 0 1 15-12-2012 1 158 35 179 0 0 125 2 7 2 8 5 1 0 0 0 0 0 3 11 1 +5991 1949 Master Married 48150 0 1 08-06-2013 24 173 2 39 3 2 47 3 5 1 4 7 0 0 0 0 0 0 3 11 0 +3104 1961 Graduation Single 82332 0 0 17-09-2012 89 830 59 968 51 79 19 1 5 3 12 2 0 0 1 0 0 0 3 11 1 +9729 1955 Graduation Widow 58275 1 1 02-06-2013 48 189 10 253 56 43 64 6 8 2 7 7 0 0 0 0 0 0 3 11 0 +1008 1981 PhD Together 44953 0 0 21-12-2012 31 728 17 133 11 8 124 1 7 3 13 6 1 0 0 0 0 0 3 11 0 +11091 1953 Graduation Together 34587 1 1 16-05-2014 68 7 2 9 2 0 2 2 1 0 3 4 0 0 0 0 0 0 3 11 0 +3969 1974 Master Together 43018 0 1 01-11-2013 46 35 4 17 7 6 64 1 2 2 2 5 0 0 0 0 0 0 3 11 0 +1916 1954 Master Married 45736 0 1 24-07-2013 92 188 3 180 20 3 43 5 7 1 6 7 0 0 0 0 0 0 3 11 0 +9907 1969 Master Together 66476 0 1 04-12-2013 80 742 28 152 25 9 57 2 6 8 10 4 0 0 0 0 0 0 3 11 0 +87 1981 2n Cycle Married 27733 1 0 26-08-2013 16 0 7 5 26 2 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +8659 1952 PhD Together 69805 0 1 21-01-2014 50 750 71 174 13 10 20 2 6 8 11 2 0 0 0 0 0 0 3 11 0 +6262 1962 Master Single 72217 0 0 10-04-2013 93 816 42 450 55 56 154 1 3 10 8 2 0 0 0 0 0 0 3 11 0 +6147 1971 Graduation Divorced 25818 1 0 18-10-2012 51 5 2 8 2 2 9 1 0 1 2 7 0 0 0 0 0 0 3 11 0 +8832 1976 Master Together 37509 1 0 12-09-2012 24 37 5 56 12 8 5 2 3 0 4 7 0 0 0 0 0 0 3 11 0 +10067 1976 2n Cycle Together 25176 1 1 10-08-2013 79 4 0 4 0 0 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +7532 1980 Graduation Married 43586 0 1 30-08-2012 26 99 2 11 4 0 16 3 3 0 4 8 0 0 0 0 0 0 3 11 0 +4915 1956 2n Cycle Married 53230 0 1 03-08-2012 86 176 72 98 136 21 229 4 5 2 12 5 0 0 0 0 0 0 3 11 0 +2115 1957 Graduation Together 50116 1 1 20-06-2014 68 54 0 10 0 0 2 2 1 0 4 5 0 1 0 0 0 0 3 11 0 +2088 1972 Graduation Together 84906 0 0 04-10-2013 98 997 15 414 99 30 76 1 5 6 12 2 0 1 1 0 1 0 3 11 0 +2493 1966 Graduation Married 61286 0 1 02-08-2013 34 356 0 107 19 9 117 2 7 1 8 5 0 0 0 0 0 0 3 11 0 +6292 1986 PhD Married 82333 0 0 30-03-2013 60 1311 0 359 46 89 17 1 4 3 10 2 0 0 1 0 0 0 3 11 1 +1631 1965 PhD Together 65220 0 0 03-09-2012 3 890 63 292 0 25 12 4 8 4 7 6 0 0 0 0 0 0 3 11 1 +10104 1974 Graduation Together 33590 2 1 03-11-2013 65 4 0 2 0 0 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +3006 1976 Graduation Divorced 30992 1 0 22-04-2013 83 17 0 14 7 3 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +3919 1976 Master Single 72309 0 0 11-03-2013 64 960 0 883 50 38 0 1 5 6 8 3 0 0 0 1 0 0 3 11 1 +11181 1949 PhD Married 156924 0 0 29-08-2013 85 2 1 2 1 1 1 0 0 0 0 0 0 0 0 0 0 0 3 11 0 +642 1980 Basic Married 16005 1 0 14-08-2012 69 1 3 2 20 30 47 3 2 1 2 8 0 0 0 0 0 0 3 11 0 +4369 1957 Master Absurd 65487 0 0 10-01-2014 48 240 67 500 199 0 163 3 3 5 6 2 0 0 0 0 0 0 3 11 0 +10127 1965 Graduation Married 58692 0 1 06-04-2014 21 301 11 61 4 7 11 1 8 2 4 7 0 0 0 0 0 0 3 11 0 +271 1969 Graduation Widow 40590 1 1 02-10-2013 30 154 0 50 6 11 37 5 3 4 3 6 1 0 0 0 0 0 3 11 0 +4973 1970 Graduation Single 20587 1 0 11-05-2014 39 2 3 6 4 1 9 1 1 1 2 7 0 0 0 0 0 0 3 11 0 +2948 1954 Master Divorced 62637 0 1 01-03-2014 76 104 12 48 4 12 5 1 2 2 5 2 0 0 0 0 0 0 3 11 0 +2715 1966 Master Divorced 29435 1 1 06-08-2012 11 70 3 37 4 2 64 4 3 2 2 9 0 0 0 0 0 0 3 11 1 +10432 1974 Graduation Divorced 19346 1 0 30-01-2014 26 2 0 9 3 6 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 +9216 1971 Graduation Married 35788 1 1 23-01-2014 34 23 2 11 3 1 4 2 2 0 3 6 0 0 0 0 0 0 3 11 0 +7124 1968 Graduation Divorced 36997 1 1 01-02-2013 72 43 4 12 8 0 27 5 2 1 4 5 0 0 0 0 0 0 3 11 0 +9727 1957 Graduation Married 23539 0 0 28-02-2014 13 4 24 11 16 1 25 1 2 0 4 6 0 0 0 0 0 0 3 11 0 +5136 1973 Graduation Single 65333 0 1 17-01-2014 58 654 7 92 0 15 30 7 9 4 8 6 0 1 1 0 0 0 3 11 0 +9790 1957 Graduation Single 78499 0 0 23-11-2013 12 912 72 170 47 36 97 1 11 3 4 4 0 0 1 0 0 0 3 11 1 +1818 1971 PhD Together 29732 1 0 25-03-2014 23 25 0 8 0 1 4 1 2 0 2 9 0 0 0 0 0 0 3 11 0 +1100 1960 Master Together 41275 1 2 24-03-2014 33 24 4 22 0 2 9 4 3 1 3 5 0 0 0 0 0 0 3 11 0 +7873 1973 PhD Together 63516 1 1 06-07-2013 30 141 11 114 15 14 5 4 4 1 7 5 0 0 0 0 0 0 3 11 0 +10609 1962 PhD Married 42769 0 1 12-10-2013 15 71 0 13 3 1 0 2 1 1 4 4 0 0 0 0 0 0 3 11 0 +6950 1958 Master Married 49572 1 1 15-12-2013 25 35 1 16 0 1 1 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +7233 1972 Graduation Married 69209 0 0 17-09-2012 4 496 32 849 229 48 128 2 5 3 6 4 0 0 0 1 0 0 3 11 0 +9481 1976 Graduation Married 17148 1 0 28-01-2014 80 9 9 11 13 10 16 4 3 1 3 8 0 0 0 0 0 0 3 11 0 +7699 1969 Graduation Widow 40590 1 1 02-10-2013 30 154 0 50 6 11 37 5 3 4 3 6 1 0 0 0 0 0 3 11 0 +2711 1976 Master Together 30560 1 0 27-06-2013 6 9 1 5 4 5 7 1 1 0 3 7 0 0 0 0 0 0 3 11 0 +8933 1983 2n Cycle Married 32146 1 0 12-05-2014 16 26 3 23 4 7 3 2 2 0 4 6 0 0 0 0 0 0 3 11 0 +8726 1964 2n Cycle Divorced 41713 1 1 29-04-2014 57 77 8 44 10 10 25 5 3 1 4 6 0 0 0 0 0 0 3 11 0 +1515 1975 Master Together 34176 0 1 22-01-2014 9 11 2 7 4 2 2 1 1 0 3 3 0 0 0 0 0 0 3 11 0 +5186 1955 PhD Married 58482 0 1 12-03-2014 59 576 7 115 19 7 7 2 7 4 9 6 0 1 0 0 0 0 3 11 0 +10157 1965 Graduation Single 59686 0 1 25-01-2014 78 89 15 89 34 42 5 1 4 1 6 4 0 0 0 0 0 0 3 11 0 +5667 1964 PhD Married 60896 0 1 11-10-2012 90 1013 30 399 60 46 153 3 9 10 4 6 0 0 0 0 0 0 3 11 1 +902 1980 Graduation Together 62994 1 0 04-03-2014 74 224 12 48 4 12 12 1 6 2 4 6 0 0 0 0 0 0 3 11 0 +977 1957 Graduation Together 47320 0 1 01-08-2013 10 200 19 111 50 15 19 6 5 1 8 6 0 0 0 0 0 0 3 11 0 +7313 1949 2n Cycle Widow 74859 0 0 03-06-2013 63 570 73 614 133 102 73 1 6 5 11 3 0 0 0 1 0 0 3 11 0 +7600 1992 Basic Single 15253 1 0 28-10-2013 13 1 3 3 8 1 13 2 1 0 3 7 0 0 0 0 0 0 3 11 0 +9706 1974 PhD Single 31560 1 0 24-06-2013 98 62 1 20 4 0 7 2 2 1 3 8 0 0 0 0 0 0 3 11 0 +2429 1954 Graduation Divorced 72071 0 1 14-02-2013 4 531 69 300 150 138 150 3 5 4 8 2 0 0 0 0 0 0 3 11 0 +3520 1990 Master Single 91172 0 0 27-03-2013 94 162 28 818 0 28 56 0 4 3 7 3 1 0 1 1 1 0 3 11 1 +10394 1984 Graduation Married 90000 0 0 23-12-2013 91 675 144 133 94 192 241 1 4 8 5 1 1 0 1 1 0 0 3 11 0 +4548 1981 Graduation Single 41967 1 1 23-11-2013 66 23 4 10 0 2 15 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +9362 1965 Graduation Single 69263 0 1 05-03-2014 14 492 5 32 13 5 21 1 9 1 7 6 0 1 0 0 0 0 3 11 0 +3968 1970 2n Cycle Divorced 65706 0 0 28-06-2013 77 918 10 129 13 0 129 1 11 3 12 7 0 1 1 0 1 0 3 11 1 +4084 1975 Graduation Together 60934 0 1 17-01-2014 41 224 155 155 192 93 54 2 6 4 11 4 0 0 0 0 0 0 3 11 0 +6721 1951 Graduation Married 71965 0 1 29-07-2013 21 572 19 286 50 38 248 3 6 3 5 3 0 0 0 0 0 0 3 11 0 +2829 1955 Graduation Married 65210 0 1 10-03-2014 25 626 0 70 0 7 28 2 9 3 8 6 0 1 0 1 0 0 3 11 0 +1772 1975 PhD Married 79174 0 0 11-01-2013 2 1074 37 518 193 92 129 1 5 6 7 2 0 0 1 1 0 0 3 11 1 +1544 1967 Master Divorced 81380 0 0 22-12-2012 51 741 68 689 224 68 103 1 4 2 10 2 0 0 0 0 0 0 3 11 0 +492 1973 PhD YOLO 48432 0 1 18-10-2012 3 322 3 50 4 3 42 5 7 1 6 8 0 0 0 0 0 0 3 11 0 +4377 1971 Graduation Married 52914 0 1 07-01-2013 32 254 10 44 30 10 227 2 7 3 3 7 1 0 0 0 0 0 3 11 0 +4541 1955 Graduation Together 38946 0 1 24-10-2013 84 116 6 82 6 6 41 2 3 1 6 5 0 0 0 0 0 0 3 11 0 +1321 1974 Graduation Married 26067 1 0 04-11-2013 49 22 2 18 0 2 12 3 3 0 3 8 0 0 0 0 0 0 3 11 0 +8858 1972 PhD Married 44325 0 1 07-03-2013 69 516 0 21 0 0 5 4 8 2 7 8 0 1 0 0 0 0 3 11 0 +3266 1964 Graduation Married 42523 0 0 23-04-2014 96 14 36 11 3 26 35 1 1 1 4 2 0 0 0 0 0 0 3 11 0 +11187 1978 Basic Single 26487 1 0 20-05-2013 23 2 8 10 12 14 23 3 2 1 3 5 0 0 0 0 0 0 3 11 0 +8207 1957 2n Cycle Married 53233 0 1 18-03-2014 18 28 0 9 3 0 0 1 1 0 3 4 0 0 0 0 0 0 3 11 0 +9723 1960 Graduation Married 67716 0 1 10-01-2013 8 530 142 217 62 9 56 4 7 4 13 5 0 1 0 0 0 0 3 11 0 +2666 1972 Master Married 76234 0 1 06-02-2014 21 519 50 167 130 0 41 1 8 3 11 3 0 1 0 0 0 0 3 11 0 +5721 1956 PhD Married 84117 0 0 11-05-2014 60 611 76 749 59 45 26 1 7 10 6 2 0 0 1 0 0 0 3 11 0 +10652 1957 Master Together 65487 0 0 10-01-2014 48 240 67 500 199 0 163 3 3 5 6 2 0 0 0 0 0 0 3 11 0 +1646 1972 Basic Married 25224 1 0 16-03-2014 36 4 9 12 11 2 8 2 1 1 3 3 0 0 0 0 0 0 3 11 0 +4418 1983 Master Single 89616 0 0 25-02-2013 36 671 47 655 145 111 15 1 7 5 12 2 0 0 0 0 0 0 3 11 1 +2656 1971 Graduation Divorced 40851 1 1 21-02-2013 63 23 1 7 0 4 24 1 1 1 2 7 0 0 0 0 0 0 3 11 0 +7990 1947 Graduation Married 27469 0 0 02-08-2012 2 9 1 2 3 2 0 1 0 0 3 6 0 0 0 0 0 0 3 11 0 +8722 1957 2n Cycle Married 82347 0 0 06-11-2012 38 556 54 845 202 133 63 1 7 7 10 3 1 0 0 1 0 0 3 11 1 +7118 1957 Graduation Married 73803 0 1 01-08-2012 61 833 80 363 52 26 174 2 9 5 6 6 1 0 0 0 0 0 3 11 1 +2980 1952 Master Single 8820 1 1 22-03-2013 52 12 0 13 4 2 4 4 3 0 3 8 0 0 0 0 0 0 3 11 0 +1839 1974 Graduation Single 43322 0 0 21-04-2014 25 56 7 48 10 2 18 1 3 0 4 7 0 0 0 0 0 0 3 11 0 +10722 1973 Graduation Together 55593 0 1 21-08-2013 63 293 8 124 11 4 106 2 6 6 3 6 1 0 0 0 0 0 3 11 0 +2632 1954 Graduation Married 50501 1 1 18-06-2013 10 297 0 38 13 0 152 7 5 4 4 6 1 0 0 0 0 0 3 11 1 +9014 1975 Graduation Married 37085 1 1 26-06-2014 65 39 1 16 2 0 3 4 3 0 3 8 0 0 0 0 0 0 3 11 0 +7620 1990 Basic Single 16185 1 0 05-08-2013 71 5 11 16 21 8 45 2 2 2 2 8 0 0 0 0 0 0 3 11 0 +10968 1969 Graduation Single 57731 0 1 23-11-2012 0 266 21 300 65 8 44 4 8 8 6 6 0 0 0 0 0 0 3 11 0 +11133 1973 PhD YOLO 48432 0 1 18-10-2012 3 322 3 50 4 3 42 5 7 1 6 8 0 0 0 0 0 0 3 11 1 +2736 1978 Graduation Married 73807 0 1 02-01-2013 88 366 124 156 71 78 54 2 5 5 11 2 0 0 0 0 0 0 3 11 0 +1876 1990 Graduation Married 18929 0 0 16-02-2013 15 32 0 8 23 4 18 1 1 0 4 6 0 0 0 0 0 0 3 11 0 +5959 1968 Graduation Single 35893 1 1 15-10-2012 80 158 0 23 0 0 18 6 3 1 5 8 0 0 0 0 0 0 3 11 0 +1092 1980 Graduation Married 61014 0 1 11-08-2012 17 269 129 495 182 43 29 4 9 3 4 7 0 0 0 0 0 0 3 11 0 +4333 1954 Graduation Together 32144 1 1 23-03-2014 76 41 0 10 0 0 3 4 2 1 3 7 0 1 0 0 0 0 3 11 0 +3850 1963 Basic Together 14918 0 1 07-12-2012 52 3 3 3 15 4 15 1 1 0 3 6 0 0 0 0 0 0 3 11 0 +6168 1963 Graduation Divorced 45146 1 1 15-07-2013 28 33 0 5 0 0 15 2 1 1 2 4 0 0 0 0 0 0 3 11 0 +607 1955 2n Cycle Divorced 41769 0 1 13-02-2013 31 302 29 131 32 0 27 6 8 1 7 8 0 0 0 0 0 0 3 11 0 +10469 1981 Graduation Together 88325 0 0 05-02-2014 42 519 71 860 93 27 53 1 6 2 9 2 0 0 0 0 0 0 3 11 0 +6983 1950 Master Divorced 38054 1 1 01-05-2014 24 23 2 17 2 1 0 2 2 0 3 7 0 0 0 0 0 0 3 11 0 +3661 1995 2n Cycle Single 80617 0 0 12-10-2012 42 594 51 631 72 55 32 1 4 6 8 2 0 0 0 0 0 0 3 11 0 +9303 1976 Graduation Married 5305 0 1 30-07-2013 12 12 4 7 1 3 5 0 1 0 0 13 0 0 0 0 0 0 3 11 0 +692 1954 Graduation Together 36807 1 1 20-12-2012 88 4 2 5 0 0 5 1 1 0 2 6 0 0 0 0 0 0 3 11 0 +736 1983 Graduation Together 28427 1 0 21-03-2013 67 18 3 19 3 3 6 2 2 0 3 8 0 0 0 0 0 0 3 11 0 +9589 1948 PhD Widow 82032 0 0 05-04-2014 54 332 194 377 149 125 57 0 4 6 7 1 0 0 0 0 0 0 3 11 0 +4838 1978 Graduation Together 22775 1 0 19-06-2013 40 5 1 8 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 +9246 1985 Master Together 40101 1 0 14-10-2012 73 171 3 129 26 24 62 4 6 1 6 7 0 0 0 0 0 0 3 11 0 +6261 1979 Graduation Married 58025 0 1 26-11-2013 81 270 31 88 11 48 22 3 3 2 10 4 0 0 0 0 0 0 3 11 0 +7366 1982 Master Single 75777 0 0 04-07-2013 12 712 26 538 69 13 80 1 3 6 11 1 0 1 1 0 0 0 3 11 1 +10659 1979 2n Cycle Together 7500 1 0 07-05-2013 7 2 8 11 3 8 21 4 3 2 2 7 0 0 0 0 0 0 3 11 0 +1448 1963 Master Married 33562 1 2 25-06-2014 33 21 12 12 0 3 3 3 2 0 4 4 0 0 0 0 0 0 3 11 0 +4286 1970 PhD Single 57642 0 1 09-01-2014 24 580 6 58 8 0 27 3 7 6 6 4 1 0 0 0 0 0 3 11 0 +4749 1968 Graduation Together 58554 1 1 26-09-2012 55 368 24 68 38 0 88 6 8 2 6 7 0 0 0 0 0 0 3 11 0 +4478 1979 Graduation Married 63777 1 1 24-03-2013 87 457 5 106 15 17 53 8 11 1 6 8 0 0 0 0 0 0 3 11 0 +4201 1962 Graduation Single 57967 0 1 03-03-2013 39 229 7 137 4 0 91 5 4 2 8 5 0 0 0 0 0 0 3 11 0 +8720 1978 2n Cycle Together 0 0 12-08-2012 53 32 2 1607 12 4 22 0 0 0 1 0 0 1 0 0 0 0 3 11 0 +10084 1972 Graduation Married 24434 2 0 18-05-2014 9 3 2 8 20 0 17 2 2 1 2 7 0 0 0 0 0 0 3 11 0 +7004 1984 Graduation Single 11012 1 0 16-03-2013 82 24 3 26 7 1 23 3 3 1 2 9 1 0 0 0 0 0 3 11 0 +9817 1970 Master Single 44802 0 0 21-08-2012 71 853 10 143 13 10 20 2 9 4 12 8 0 0 0 0 0 0 3 11 0 +8080 1986 Graduation Single 26816 0 0 17-08-2012 50 5 1 6 3 4 3 1 0 0 3 4 0 0 0 0 0 0 3 11 0 +9432 1977 Graduation Together 666666 1 0 02-06-2013 23 9 14 18 8 1 12 4 3 1 3 6 0 0 0 0 0 0 3 11 0 +8372 1974 Graduation Married 34421 1 0 01-07-2013 81 3 3 7 6 2 9 1 1 0 2 7 0 0 0 0 0 0 3 11 0 +10870 1967 Graduation Married 61223 0 1 13-06-2013 46 709 43 182 42 118 247 2 9 3 4 5 0 0 0 0 0 0 3 11 0 +4001 1946 PhD Together 64014 2 1 10-06-2014 56 406 0 30 0 0 8 7 8 2 5 7 0 0 0 1 0 0 3 11 0 +7270 1981 Graduation Divorced 56981 0 0 25-01-2014 91 908 48 217 32 12 24 1 2 3 13 6 0 1 0 0 0 0 3 11 0 +8235 1956 Master Together 69245 0 1 24-01-2014 8 428 30 214 80 30 61 2 6 5 10 3 0 0 0 0 0 0 3 11 0 +9405 1954 PhD Married 52869 1 1 15-10-2012 40 84 3 61 2 1 21 3 3 1 4 7 0 0 0 0 0 0 3 11 1 diff --git a/lab3/lab3.ipynb b/lab3/lab3.ipynb new file mode 100644 index 0000000..1cc4c0c --- /dev/null +++ b/lab3/lab3.ipynb @@ -0,0 +1,837 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Лабораторная работа 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Определить две бизнес-цели

\n", + "Во-первых, у нас есть в датасете есть столбец NumWebPurchases — количество покупок через интернет.
Ставим первую бизнес цель: Увеличение продаж через интернет-магазин. А еще у нас имеется столбец Response — отклик на текущую кампанию. Ставим вторую бизнес цель: Анализ отклика на предыдущие кампании для повышения их эффективности." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2. Определить цели технического проекта

\n", + "\n", + "Для увеличения интернет-продаж:\n", + "\n", + "Разработать модели сегментации клиентов на основе их характеристик (доход, покупки).\n", + "Создать прогнозные модели для определения вероятности веб-покупок.\n", + "\n", + "Для оптимизации кампаний:\n", + "\n", + "Провести анализ данных об откликах клиентов на прошлые кампании.\n", + "Сформировать рекомендации по улучшению таргетирования на основе анализа успешных кампаний." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "4. Выполнить разбиение каждого набора данных \n" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((1329, 16), (443, 16), (444, 16))" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "import pandas as pd\n", + "dataset = pd.read_csv(\".//datasetlab1//marketing_campaign.csv\", sep=\"\\t\")\n", + "\n", + "# Удаление неинформативных столбцов и выбор целевых данных для бизнес-целей\n", + "columns_to_use = [\n", + " \"Income\", \"Kidhome\", \"Teenhome\", \"NumWebPurchases\", \"MntWines\", \n", + " \"MntFruits\", \"MntMeatProducts\", \"MntFishProducts\", \"MntSweetProducts\",\n", + " \"MntGoldProds\", \"AcceptedCmp1\", \"AcceptedCmp2\", \"AcceptedCmp3\", \n", + " \"AcceptedCmp4\", \"AcceptedCmp5\", \"Response\", \"Recency\"\n", + "]\n", + "\n", + "# Очистка данных от пропусков и выбор только необходимых столбцов\n", + "filtered_data = dataset[columns_to_use].dropna()\n", + "\n", + "# Разделение данных на признаки (X) и целевую переменную (y) для оптимизации кампаний\n", + "X = filtered_data.drop(columns=[\"Response\"])\n", + "y = filtered_data[\"Response\"]\n", + "\n", + "# Разбиение на обучающую (60%), контрольную (20%) и тестовую (20%) выборки\n", + "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42, stratify=y)\n", + "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42, stratify=y_temp)\n", + "\n", + "# Проверка размера выборок\n", + "X_train.shape, X_val.shape, X_test.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "5. Оценить сбалансированность выборок

\n", + "\n", + "За 0 берем не отклик, за 1 - отклик клиента на рекламу." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение классов в обучающей выборке (в процентах):\n", + "Response\n", + "0 84.951091\n", + "1 15.048909\n", + "Name: proportion, dtype: float64\n" + ] + } + ], + "source": [ + "# Импорт необходимых библиотек\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Функция для визуализации распределения классов\n", + "def plot_class_distribution(y, title):\n", + " sns.countplot(x=y_train, color='orange')\n", + " plt.title(title)\n", + " plt.xlabel(\"Response (Целевой признак)\")\n", + " plt.ylabel(\"Количество записей\")\n", + " plt.show()\n", + "\n", + "# Оценка сбалансированности классов в выборках\n", + "plot_class_distribution(y_train, \"Распределение классов в обучающей выборке\")\n", + "plot_class_distribution(y_val, \"Распределение классов в контрольной выборке\")\n", + "plot_class_distribution(y_test, \"Распределение классов в тестовой выборке\")\n", + "\n", + "# Проверка пропорций классов в обучающей выборке\n", + "class_distribution_train = y_train.value_counts(normalize=True) * 100\n", + "print(\"Распределение классов в обучающей выборке (в процентах):\")\n", + "print(class_distribution_train)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Для второй бизнес цели\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размеры выборок для второй цели:\n", + "Обучающая: (1329, 15), Контрольная: (443, 15), Тестовая: (444, 15)\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Целевой признак для второй бизнес-цели\n", + "target_col_2 = 'NumWebPurchases'\n", + "\n", + "# Разделение данных на обучающую, контрольную и тестовую выборки\n", + "X_train_2, X_temp_2, y_train_2, y_temp_2 = train_test_split(\n", + " X.drop(columns=[target_col_2]), # Все признаки, кроме целевого\n", + " X[target_col_2], # Целевой признак\n", + " test_size=0.4, # 40% на контрольную и тестовую выборки\n", + " random_state=42\n", + ")\n", + "\n", + "X_val_2, X_test_2, y_val_2, y_test_2 = train_test_split(\n", + " X_temp_2,\n", + " y_temp_2,\n", + " test_size=0.5, # 50% от оставшихся данных для тестовой выборки\n", + " random_state=42\n", + ")\n", + "\n", + "# Проверим размеры выборок\n", + "print(\"Размеры выборок для второй цели:\")\n", + "print(f\"Обучающая: {X_train_2.shape}, Контрольная: {X_val_2.shape}, Тестовая: {X_test_2.shape}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Оценка:" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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LS6xbt07ttv/Lly9L9QwMDFCtWjWEh4drvPSb/75/0+/WwcEB169fh7e3d4H1rl+/rvJ5eNO5NN+bPuOFPc6lHZOdUq5p06Yqd2O96uuvv8aUKVMwePBgzJw5EzY2NjAwMMC4ceNKRPaeH8PcuXPRoEEDjXVe/gOTk5OD5ORktGvX7o3tKhQK7Ny5U2Wug6Y2ASAlJQUA4Ojo+No27e3tC7zL4tUkxNvbG19++aVK2bfffovt27dr3P/SpUtYtWoV1q5dq3Huj1KpRN26dTF//nyN+7/Ns1muXr2KRo0aYcGCBejfvz9Wr16t8aT3NsfjyJEj6Nq1K1q1aoXvvvsOTk5OKFu2LKKiotQmQ+qDg4OD9BC3tLQ0rFy5Eh06dMDRo0dRt27dItv3bRQ0x0KTAQMGYO7cudi2bRv69u2L9evXS89uyde1a1cMHjwYc+fOLXC0DgBGjx6NqKgojBs3Dj4+PtLzX/r06aPxfPDNN9/Aw8MD3bp10+4FFoK254J8X3zxBTw8PBASEvLWk8jzRUdHA3gxsXjLli3o3bs3duzYoXJ+cXNzww8//ADgxZycxYsXo3///qhSpYra50Ob32tRedNnvLDHubRjsiNzmzdvRuvWrbFixQqV8tTUVNjZ2UnrVatWxYkTJ5Cbm6uTSbb58v+LyCeEwNWrV1GvXj2pX+DFf1UBAQFvbO/cuXPIzc19bYKX364QAu7u7qhevfob27148SIUCsVrJyZWrVoVe/fuha+v71ud1Ozs7NRe0+smEYeFhaFBgwb44IMPCuz/3LlzaNu2baEvLeYPezs4OGD79u2YOHEiOnbsqJaovc3x2LJlC0xMTLB7926Vy11RUVFqcSuVSly8eLHAk2v++yA+Ph7VqlXTWMfV1RUAcOXKFenSXb4rV65I2/OZmJioHP+uXbvCxsYG3377Lb7//vsCX1dh9305vlddvnwZdnZ20qiOu7t7gfUAqNylVKdOHTRs2BDr1q1DpUqVcOPGDSxZskRt3xUrVmDq1Km4du2a9Aft1X8KNm/ejJCQEMybN08qe/bsmTSS9yovLy/4+fnB3Nz8reMtLG3PBQBw9uxZbNiwAdu2bdP4T82bvNxPt27dcOLECXzzzTcqx83MzEylXsuWLVGxYkXs2bMHAwYMUGnPzs7urY+Vq6vra+u9+n5+07k035s+44U5znLAOTsyZ2hoqDJUDbyY+/Hqrbo9e/bEgwcP8O2336q18er+2vjpp5+QkZEhrW/evBnJyckICgoC8OJkWrVqVXzzzTfIzMxU2//+/ftqsRsaGmq8rftlPXr0kB469mr8QgjprgkAeP78ObZs2YKmTZu+9j+a3r17Iy8vDzNnzlTb9vz58wL/YLyNmJgYbN++HbNmzSowkenduzdu374t/Zf5sqdPn77V9+5Ur15dutywZMkSKJVKtVub3/Z4GBoaQqFQqFwaTUpKUkvounfvDgMDA8yYMUNt9CD/dxMYGAgLCwtERESozWvKr9O4cWPY29tj2bJlKpfMdu7ciUuXLqnc/aVJTk4Onj9//la36RdmXycnJzRo0ACrV69WeS/Ex8djz549KncwduzYESdPnsRff/0llT179gxLly6Fo6MjvLy8VNru378/9uzZg4ULF8LW1lb6/LzK1dUVbdq0QUBAgMY/ZJrOB0uWLFH5Hb5KoVAgMDAQu3fvVrmF/tGjR1i9ejUaN26skye2a3suAF48hdrX1xddu3Z95/7z8vKQk5PzxvdH/ntYU3JlYGCADh06YPv27dLjPwDNxyr/PRATEyPVy8rKwvLly+Hm5qZ22fdN59J8b/qMF+Y4ywFHdmSuc+fOmDFjBgYNGoTmzZvjwoULWLduHapUqaJSb8CAAfjpp58wYcIEnDx5Ei1btkRWVhb27t2Ljz/+uNDD2DY2NmjRogUGDRqEu3fvYuHChahWrRqGDh0K4MXJ4ccff0RQUBBq166NQYMGoWLFirh9+zYOHDgAS0tL/P7778jKykJkZCQWL16M6tWrqzxHI/8De/78ecTExMDHxwdVq1bFl19+ibCwMCQlJaF79+6wsLBAYmIitm7dimHDhuGTTz7B3r17MWXKFJw/fx6///77a1+Ln58fhg8fjoiICMTFxSEwMBBly5ZFQkICNm3ahEWLFuH9998v1HHas2cP2rVr99r/tPr3749ffvkFI0aMwIEDB+Dr64u8vDxcvnwZv/zyC3bv3v3GEa+XOTo6Yu7cufjoo4/w4YcfomPHjlodj06dOmH+/Pno0KED+vXrh3v37iEyMhLVqlXD+fPnpXrVqlXDF198gZkzZ6Jly5bo0aMHjI2NcerUKTg7OyMiIgKWlpZYsGABPvroIzRp0gT9+vVD+fLlce7cOTx58gSrV69G2bJlMXv2bAwaNAh+fn7o27evdOu5m5sbxo8frxJfVlaWyqWoNWvW4NmzZ2q39GpS2H3nzp2LoKAg+Pj4YMiQIdKt51ZWVirPmfn000+xbt06BAUFYcyYMbCzs8PatWtx8eJFrFu3Tm3uXL9+/fDpp59i69atGDlyZKFHXzt37ow1a9bAysoKtWrVQkxMDPbu3asyf0+TmTNnYvfu3fDz88Po0aOlW89TU1M1PlcpJiYGDx48AACkp6cDeHF55eWvcrh//z6ePn2KXbt2oUOHDm99LnjZnj173unZMPm/46ysLGzbtg1JSUkYN26cSp3MzEwp7kePHmHx4sUoW7Zsgcn1jBkzsGvXLrRo0QIff/wxjI2N8cMPPyAtLU1lRO3zzz/Hzz//LL0HbGxssHr1aiQmJmLLli1qk/nfdC7VRNNnvDDHWRb0cxMYvStNt3hq8uzZMzFx4kTh5OQkTE1Nha+vr4iJiVG5RTHfkydPxBdffCHc3d1F2bJlhaOjo3j//ffFtWvXhBCFu/X8559/FmFhYcLe3l6YmpqKTp06ievXr6vtf/bsWdGjRw9ha2srjI2Nhaurq+jdu7fYt2+fSt9vWkJCQlTa3bJli2jRooUwMzMTZmZmombNmiI0NFRcuXJFCCHE6NGjRatWrcSuXbvUYtJ0e6oQL25D9vLyEqampsLCwkLUrVtXfPrpp+LOnTtSHW1vPVcoFCI2NlalXNPvKCcnR8yePVvUrl1bGBsbi/LlywsvLy8xffp0kZaWptbfm9oTQog2bdqIypUri4yMDK2Px4oVK4SHh4cwNjYWNWvWFFFRUQUet5UrV4qGDRtKcfv5+Yno6GiVOr/99pto3ry5MDU1FZaWlqJp06bi559/VqmzceNGqR0bGxsRHBwsPWohX0hIiMr7wtzcXDRq1EisWbPmtcfoXfcVQoi9e/cKX19f6TV06dJFXLx4Ua3etWvXxPvvvy+srKyEiYmJaNKkidi2bVuB7Xbs2FEAEH/99ddbxSGE+q3njx8/FoMGDRJ2dnbC3NxctG/fXly+fFm4urqqfHZevfVcCCFiY2NFYGCgMDc3F+XKlROtWrUShw4dUukv/7yk7fKyN50LhPi/92K3bt1U9tUUtyb5++cvpqamolatWmLBggUqt2P7+fmp1LO2tha+vr7SowBevfU835kzZ0T79u2FmZmZKFeunPD391d7ZIQQ//cesLa2FiYmJqJp06Zix44dGl/T25xL3+Yznu9tjrOc8OsiqEgcPHgQrVu3xqZNmwo92vGypKQkuLu7IzExscD5AdOmTUNSUpL0NFMiOXnvvfdw4cIFXL16Vd+h6Ez+55p/hgqm63PpfxXn7BARlXDJycn4448/0L9/f32HQlQqcc4OlQrm5uYIDg5+7YTZevXqSV9/QSQHiYmJOHbsGH788UeULVsWw4cP13dIOmVqaor27dvrOwz6D2CyQ6VC/gTO1+nRo0cxRUNUPA4dOoRBgwahcuXKWL169Wufe1QaOTg4qExaJioqnLNDREREssY5O0RERCRrTHaIiIhI1jhnBy+eiHnnzh1YWFi80zd8ExERUfERQiAjIwPOzs5qD2J8GZMdAHfu3HmrL1EkIiKikufmzZuoVKlSgduZ7ACwsLAA8OJgWVpa6jkaIiIiehvp6elwcXGR/o4XhMkOIF26srS0ZLJDRERUyrxpCgonKBMREZGsMdkhIiIiWWOyQ0RERLLGZIeIiIhkjckOERERyRqTHSIiIpI1JjtEREQka0x2iIiISNaY7BAREZGsMdkhIiIiWWOyQ0RERLLGZIeIiIhkjckOERERyRqTHSIiIpI1JjtEREQka2X0HQC9WdIK92Ltz21IYrH2R0REVJQ4skNERESyxmSHiIiIZI3JDhEREckakx0iIiKSNSY7REREJGu8G4u0wjvDiIiotOHIDhEREckakx0iIiKSNSY7REREJGtMdoiIiEjWmOwQERGRrDHZISIiIlljskNERESyptdkJyIiAk2aNIGFhQXs7e3RvXt3XLlyRaXOs2fPEBoaCltbW5ibm6Nnz564e/euSp0bN26gU6dOKFeuHOzt7TFp0iQ8f/68OF8KERERlVB6TXYOHTqE0NBQHD9+HNHR0cjNzUVgYCCysrKkOuPHj8fvv/+OTZs24dChQ7hz5w569Oghbc/Ly0OnTp2Qk5ODv/76C6tXr8aqVaswdepUfbwkIiIiKmEUQgih7yDy3b9/H/b29jh06BBatWqFtLQ0VKhQAevXr8f7778PALh8+TI8PT0RExODZs2aYefOnejcuTPu3LkDBwcHAMCyZcvw2Wef4f79+zAyMnpjv+np6bCyskJaWhosLS2L9DUWRkl6anFJioWIiP7b3vbvd4mas5OWlgYAsLGxAQDExsYiNzcXAQEBUp2aNWuicuXKiImJAQDExMSgbt26UqIDAO3bt0d6ejr+/vtvjf1kZ2cjPT1dZSEiIiJ5KjHJjlKpxLhx4+Dr64s6deoAAFJSUmBkZARra2uVug4ODkhJSZHqvJzo5G/P36ZJREQErKyspMXFxUXHr4aIiIhKihKT7ISGhiI+Ph4bNmwo8r7CwsKQlpYmLTdv3izyPomIiEg/SsS3no8aNQo7duzA4cOHUalSJanc0dEROTk5SE1NVRnduXv3LhwdHaU6J0+eVGkv/26t/DqvMjY2hrGxsY5fBREREZVEeh3ZEUJg1KhR2Lp1K/bv3w93d9XJr15eXihbtiz27dsnlV25cgU3btyAj48PAMDHxwcXLlzAvXv3pDrR0dGwtLRErVq1iueFEBERUYml15Gd0NBQrF+/Htu3b4eFhYU0x8bKygqmpqawsrLCkCFDMGHCBNjY2MDS0hKjR4+Gj48PmjVrBgAIDAxErVq10L9/f8yZMwcpKSmYPHkyQkNDOXpDRERE+k12li5dCgDw9/dXKY+KisLAgQMBAAsWLICBgQF69uyJ7OxstG/fHt99951U19DQEDt27MDIkSPh4+MDMzMzhISEYMaMGcX1MoiIiKgE02uy8zaP+DExMUFkZCQiIyMLrOPq6oo///xTl6ERERGRTJSYu7GIiIiIikKJuBuLqDCK+2nOAJ/oTERUGnFkh4iIiGSNyQ4RERHJGpMdIiIikjUmO0RERCRrTHaIiIhI1pjsEBERkawx2SEiIiJZY7JDREREssZkh4iIiGSNyQ4RERHJGpMdIiIikjUmO0RERCRrTHaIiIhI1pjsEBERkawx2SEiIiJZY7JDREREssZkh4iIiGSNyQ4RERHJGpMdIiIikjUmO0RERCRrTHaIiIhI1pjsEBERkawx2SEiIiJZY7JDREREssZkh4iIiGSNyQ4RERHJGpMdIiIikjUmO0RERCRrTHaIiIhI1vSa7Bw+fBhdunSBs7MzFAoFtm3bprJdoVBoXObOnSvVcXNzU9s+a9asYn4lREREVFLpNdnJyspC/fr1ERkZqXF7cnKyyrJy5UooFAr07NlTpd6MGTNU6o0ePbo4wiciIqJSoIw+Ow8KCkJQUFCB2x0dHVXWt2/fjtatW6NKlSoq5RYWFmp1iYiIiIBSNGfn7t27+OOPPzBkyBC1bbNmzYKtrS0aNmyIuXPn4vnz569tKzs7G+np6SoLERERyZNeR3a0sXr1alhYWKBHjx4q5WPGjEGjRo1gY2ODv/76C2FhYUhOTsb8+fMLbCsiIgLTp08v6pDpPyZphXux9uc2JLFY+yMiKq1KTbKzcuVKBAcHw8TERKV8woQJ0s/16tWDkZERhg8fjoiICBgbG2tsKywsTGW/9PR0uLi4FE3gREREpFelItk5cuQIrly5go0bN76xrre3N54/f46kpCTUqFFDYx1jY+MCEyEiIiKSl1IxZ2fFihXw8vJC/fr131g3Li4OBgYGsLe3L4bIiIiIqKTT68hOZmYmrl69Kq0nJiYiLi4ONjY2qFy5MoAXl5g2bdqEefPmqe0fExODEydOoHXr1rCwsEBMTAzGjx+PDz/8EOXLly+210FEREQll16TndOnT6N169bSev48mpCQEKxatQoAsGHDBggh0LdvX7X9jY2NsWHDBkybNg3Z2dlwd3fH+PHjVebjEBER0X+bXpMdf39/CCFeW2fYsGEYNmyYxm2NGjXC8ePHiyI0IiIikolSMWeHiIiIqLCY7BAREZGsMdkhIiIiWWOyQ0RERLLGZIeIiIhkjckOERERyRqTHSIiIpI1JjtEREQka0x2iIiISNaY7BAREZGsMdkhIiIiWWOyQ0RERLLGZIeIiIhkjckOERERyRqTHSIiIpI1JjtEREQka0x2iIiISNaY7BAREZGsMdkhIiIiWWOyQ0RERLLGZIeIiIhkjckOERERyRqTHSIiIpI1JjtEREQka0x2iIiISNaY7BAREZGsMdkhIiIiWWOyQ0RERLJWRtsdbGxsXrv90aNHhQ6GiIiISNfeKtnp3bs3xowZgxYtWkAIAaVSifHjx8Pd3b2o4yMiIiJ6J291GSskJARdunRBbm4url27hpCQEMybNw/x8fHo3r07QkJCpEUbhw8fRpcuXeDs7AyFQoFt27apbB84cCAUCoXK0qFDB5U6jx49QnBwMCwtLWFtbY0hQ4YgMzNTqziIiIhIvt4q2enYsSOysrLw6NEj2NjYYPHixYiNjcXVq1dRrVo1LFmyBHl5eVp3npWVhfr16yMyMrLAOh06dEBycrK0/Pzzzyrbg4OD8ffffyM6Oho7duzA4cOHMWzYMK1jISIiInl6q8tYw4cPR4MGDeDg4CCVVa9eHVu3bsXhw4cxceJEfPvtt5g9eza6d+/+1p0HBQUhKCjotXWMjY3h6OiocdulS5ewa9cunDp1Co0bNwYALFmyBB07dsQ333wDZ2fnt46FiIiI5Omtkp2uXbti8eLFAIAePXqoba9YsSIuX76Mnj17FmqE53UOHjwIe3t7lC9fHm3atMGXX34JW1tbAEBMTAysra2lRAcAAgICYGBggBMnTuC9997T2GZ2djays7Ol9fT0dJ3GTERERCXHWyU7nTt3ln62srLSWOf999/XTUQv6dChA3r06AF3d3dcu3YN//vf/xAUFISYmBgYGhoiJSUF9vb2KvuUKVMGNjY2SElJKbDdiIgITJ8+XefxEhERUcmj9a3nUVFRRRGHRn369JF+rlu3LurVq4eqVavi4MGDaNu2baHbDQsLw4QJE6T19PR0uLi4vFOsREREVDIV6qGCz58/x969e/H9998jIyMDAHDnzp0ivwuqSpUqsLOzw9WrVwEAjo6OuHfvnlpsjx49KnCeD/BiHpClpaXKQkRERPKk9cjO9evX0aFDB9y4cQPZ2dlo164dLCwsMHv2bGRnZ2PZsmVFEScA4NatW3j48CGcnJwAAD4+PkhNTUVsbCy8vLwAAPv374dSqYS3t3eRxUFERESlh9YjO2PHjkXjxo3x+PFjmJqaSuXvvfce9u3bp1VbmZmZiIuLQ1xcHAAgMTERcXFxuHHjBjIzMzFp0iQcP34cSUlJ2LdvH7p164Zq1aqhffv2AABPT0906NABQ4cOxcmTJ3Hs2DGMGjUKffr04Z1YREREBKAQIztHjhzBX3/9BSMjI5VyNzc33L59W6u2Tp8+jdatW0vr+fNoQkJCsHTpUpw/fx6rV69GamoqnJ2dERgYiJkzZ8LY2FjaZ926dRg1ahTatm0LAwMD9OzZU7pzjIiIiEjrZEepVGq8vfzWrVuwsLDQqi1/f38IIQrcvnv37je2YWNjg/Xr12vVLxEREf13aH0ZKzAwEAsXLpTWFQoFMjMzER4ejo4dO+oyNiIiIqJ3pvXIzrx589C+fXvUqlULz549Q79+/ZCQkAA7Ozu1r3IgIiIi0jetk51KlSrh3Llz2LhxI86dO4fMzEwMGTIEwcHBKhOWiYiIiEoCrZMd4MVTioODgxEcHKzreIiIiIh0Sus5OxEREVi5cqVa+cqVKzF79mydBEVERESkK1onO99//z1q1qypVl67du0ifaAgERERUWFoneykpKRITzB+WYUKFZCcnKyToIiIiIh0Retkx8XFBceOHVMrP3bsGJ9aTERERCWO1hOUhw4dinHjxiE3Nxdt2rQBAOzbtw+ffvopJk6cqPMAiYiIiN6F1snOpEmT8PDhQ3z88cfIyckBAJiYmOCzzz5DWFiYzgMkIiIiehdaJzsKhQKzZ8/GlClTcOnSJZiamsLDw0Pl+6qIiIiISopCPWcHAMzNzdGkSRNdxkJERESkc1onOz169Hjt9l9//bXQwRARERHpmtbJzrZt22BhYYFu3brB0NCwKGIiIiIi0hmtk53o6GhMnDgRsbGxmDNnDjp16lQUcRERERHphNbP2Wnbti3Onj2LTz75BMOHD0dAQADOnz9fFLERERERvTOtkx3gxR1ZgwYNQkJCAlq1aoVWrVph8ODBuHPnjq7jIyIiInonWl/GWrx4scq6tbU1RowYgcjISGzatAkZGRk6C46ICidphXux9+k2JLHY+yQiehtaJzsLFizQWG5nZ/fOwRARERHpmtbJTmIi/3sjIiKi0qNQc3aIiIiISgutR3YmTJjw2u3z588vdDBEREREuqZ1srNw4UL4+PjAyMhIbZtCodBJUERERES6Uqjvxtq6dSvs7e11HQsRERGRznHODhEREckakx0iIiKStUJdxtq9ezesrKw0buvates7BURERESkS4VKdkJCQjSWKxQK5OXlvVNARERERLqkdbKjVCqLIg4iIiKiIsE5O0RERCRrhbqMlZWVhUOHDuHGjRvIyclR2TZmzBidBEZERESkC1qP7Jw9exbVqlVD3759MWrUKHz55ZcYN24c/ve//2HhwoVatXX48GF06dIFzs7OUCgU2LZtm7QtNzcXn332GerWrQszMzM4OztjwIABuHPnjkobbm5uUCgUKsusWbO0fVlEREQkU1onO+PHj0eXLl3w+PFjmJqa4vjx47h+/Tq8vLzwzTffaNVWVlYW6tevj8jISLVtT548wZkzZzBlyhScOXMGv/76K65cuaLxbq8ZM2YgOTlZWkaPHq3tyyIiIiKZ0voyVlxcHL7//nsYGBjA0NAQ2dnZqFKlCubMmYOQkBD06NHjrdsKCgpCUFCQxm1WVlaIjo5WKfv222/RtGlT3LhxA5UrV5bKLSws4OjoqO1LISIiov8ArUd2ypYtCwODF7vZ29vjxo0bAF4kJzdv3tRtdK9IS0uDQqGAtbW1SvmsWbNga2uLhg0bYu7cuXj+/Plr28nOzkZ6errKQkRERPKk9chOw4YNcerUKXh4eMDPzw9Tp07FgwcPsGbNGtSpU6coYgQAPHv2DJ999hn69u0LS0tLqXzMmDFo1KgRbGxs8NdffyEsLAzJycmv/fb1iIgITJ8+vchiJSIiopJD62Tn66+/RkZGBgDgq6++woABAzBy5Eh4eHhg5cqVOg8QeDFZuXfv3hBCYOnSpSrbJkyYIP1cr149GBkZYfjw4YiIiICxsbHG9sLCwlT2S09Ph4uLS5HETkRERPqldbLTuHFj6Wd7e3vs2rVLpwG9Kj/RuX79Ovbv368yqqOJt7c3nj9/jqSkJNSoUUNjHWNj4wITISIiIpKXQj1UMDc3F0+ePJF+PnPmjDTao0v5iU5CQgL27t0LW1vbN+4TFxcHAwMD2Nvb6zweIiIiKn20TnZ27doFa2trODg4YM+ePWjcuDEaN26MSpUq4dixY1q1lZmZibi4OMTFxQEAEhMTERcXhxs3biA3Nxfvv/8+Tp8+jXXr1iEvLw8pKSlISUmRHmQYExODhQsX4ty5c/j333+xbt06jB8/Hh9++CHKly+v7UsjIiIiGdL6MtbkyZMxZswYVKlSBf369UPv3r1x5MgRTJw4EZMnT8aBAwfeuq3Tp0+jdevW0nr+PJqQkBBMmzYNv/32GwCgQYMGKvsdOHAA/v7+MDY2xoYNGzBt2jRkZ2fD3d0d48ePV5mPQ0RERP9tWic7Fy9exObNm+Hm5oZRo0ZhxIgRsLS0xLhx49CyZUut2vL394cQosDtr9sGAI0aNcLx48e16pOIiIj+W7S+jGVkZIS8vDwAgIeHh3S5qFy5csjNzdVtdERERETvSOtkp0aNGvj7778BAPHx8dIt2xcvXoSHh4duoyMiIiJ6R1pfxtqzZw+MjIzUyitWrKjxO66IiIiI9EnrZMfKykpj+auTiImIiIhKgkI9Z4eIiIiotGCyQ0RERLLGZIeIiIhkjckOERERyZrWE5QBIC8vD9u2bcOlS5cAALVr10bXrl1haGio0+CIiIiI3pXWyc7Vq1fRqVMn3Lp1S/pW8YiICLi4uOCPP/5A1apVdR4kERERUWFpfRkr/3uxbt68iTNnzuDMmTO4ceMG3N3dMWbMmKKIkYiIiKjQtB7ZOXToEI4fPw4bGxupzNbWFrNmzYKvr69OgyMiIiJ6V1onO8bGxsjIyFArz8zM1PhkZSKipBXuxdqf25DEYu2PiEo2rS9jde7cGcOGDcOJEycghIAQAsePH8eIESPQtWvXooiRiIiIqNC0TnYWL16MqlWrwsfHByYmJjAxMYGvry+qVauGRYsWFUWMRERERIWm9WUsa2trbN++HQkJCbh8+TIAwNPTE9WqVdN5cERERETvqlDP2QEADw8PeHh4AHjx3B0iIiKikkjry1iJiYno27cvRo4cicePH6Nr164wNjZGjRo1cP78+aKIkYiIiKjQtE52hg8fjkuXLiE+Ph5t2rRBTk4Otm/fjlq1amHcuHFFECIRERFR4Wl9GevEiRM4cuQIXF1dYWNjg1OnTqFRo0aoVq0avL29iyJGIiIiokLTemQnIyMDTk5OsLKyQrly5WBtbQ3gxcRlTc/fISIiItKnQk1Q3rVrF6ysrKBUKrFv3z7Ex8cjNTVVx6ERERERvbtCJTshISHSz8OHD5d+VigU7x4RERERkQ5pnewolcqiiIOIiIioSGg9Z+enn35CdnZ2UcRCREREpHNaJzuDBg1CWlpaUcRCREREpHNaJztCiKKIg4iIiKhIFGqC8i+//AJLS0uN2wYMGPBOARERERHpUqGSnTlz5sDQ0FCtXKFQMNkhIiKiEqVQyc7p06dhb2+v61iIiIiIdE7rOTtEREREpYnWyY6rq6vGS1iFcfjwYXTp0gXOzs5QKBTYtm2bynYhBKZOnQonJyeYmpoiICAACQkJKnUePXqE4OBgWFpawtraGkOGDEFmZqZO4iMiIqLST+tkJzExEba2tjrpPCsrC/Xr10dkZKTG7XPmzMHixYuxbNkynDhxAmZmZmjfvj2ePXsm1QkODsbff/+N6Oho7NixA4cPH8awYcN0Eh8RERGVflrP2RkzZgyqVauGMWPGqJR/++23uHr1KhYuXPjWbQUFBSEoKEjjNiEEFi5ciMmTJ6Nbt24AXjzQ0MHBAdu2bUOfPn1w6dIl7Nq1C6dOnULjxo0BAEuWLEHHjh3xzTffwNnZWduXR0RERDKj9cjOli1b4Ovrq1bevHlzbN68WSdBAS9GkFJSUhAQECCVWVlZwdvbGzExMQCAmJgYWFtbS4kOAAQEBMDAwAAnTpwosO3s7Gykp6erLERERCRPWic7Dx8+hJWVlVq5paUlHjx4oJOgACAlJQUA4ODgoFLu4OAgbUtJSVG7K6xMmTKwsbGR6mgSEREBKysraXFxcdFZ3ERERFSyaJ3sVKtWDbt27VIr37lzJ6pUqaKToIpaWFgY0tLSpOXmzZv6DomIiIiKiNZzdiZMmIBRo0bh/v37aNOmDQBg3759mDdvnlbzdd7E0dERAHD37l04OTlJ5Xfv3kWDBg2kOvfu3VPZ7/nz53j06JG0vybGxsYwNjbWWaxERERUcmmd7AwePBjZ2dn46quvMHPmTACAm5sbli5dqtOnJ7u7u8PR0RH79u2Tkpv09HScOHECI0eOBAD4+PggNTUVsbGx8PLyAgDs378fSqUS3t7eOouFiIiISq9CPUF55MiRGDlyJO7fvw9TU1OYm5sXqvPMzExcvXpVWk9MTERcXBxsbGxQuXJljBs3Dl9++SU8PDzg7u6OKVOmwNnZGd27dwcAeHp6okOHDhg6dCiWLVuG3NxcjBo1Cn369OGdWERERASgkMnO8+fPcfDgQVy7dg39+vUDANy5cweWlpZaJT6nT59G69atpfUJEyYAAEJCQrBq1Sp8+umnyMrKwrBhw5CamooWLVpg165dMDExkfZZt24dRo0ahbZt28LAwAA9e/bE4sWLC/OyiIiISIa0TnauX7+ODh064MaNG8jOzka7du1gYWGB2bNnIzs7G8uWLXvrtvz9/SGEKHC7QqHAjBkzMGPGjALr2NjYYP369Vq9BiIiIvrv0PpurLFjx6Jx48Z4/PgxTE1NpfL33nsP+/bt02lwRERERO9K65GdI0eO4K+//oKRkZFKuZubG27fvq2zwIiIiIh0QeuRHaVSiby8PLXyW7duwcLCQidBEREREemK1slOYGCgyvN0FAoFMjMzER4ejo4dO+oyNiIiIqJ3pvVlrHnz5qF9+/aoVasWnj17hn79+iEhIQF2dnb4+eefiyJGIiIiokLTOtmpVKkSzp07hw0bNuD8+fPIzMzEkCFDEBwcrDJhmYiIiKgkKNRzdsqUKYMPP/xQ17EQERER6ZzWyc5vv/322u1du3YtdDBEREREuqZ1spP/VQ35FAqF9GBAhUKh8U4tIiIiIn0p1K3nLy/lypXD1atXC7wlnYiIiEiftE52XqVQKHQRBxEREVGReKdkJykpCVlZWXyYIBEREZVYWs/Z6dGjBwDg6dOnOH78ONq2bYsKFSroPDAiIiIiXdA62bGysgIAODo6okuXLhg8eLDOgyIiIiLSFa2TnaioqKKIg4iIiKhIaJ3spKenv3a7paVloYMhIiIi0jWtkx1ra2uNd2AJIficHSIq8ZJWuBd7n25DEou9TyL6P1onO1WqVMG9e/fw+eefw9fXtyhiIiIiItIZrZOdS5cuYcmSJfjqq69w9uxZzJkzB+7uxf+fEhEREdHb0Po5O2XLlsWECROQkJCAihUrol69epg4cSJSU1OLIDwiIiKid1Pohwra2Nhg4cKFOHv2LJKSklCtWjUsXLhQh6ERERERvTutL2M1bNhQbYKyEALZ2dmYOHEixo0bp6vYiIiIiN7ZO3/rOREREVFJpnWyEx4eXhRxEBERERUJPlSQiIiIZI0PFSQiIiJZ0zrZAYDNmzfDxsZG17EQERER6Vyhkh1fX1/Y29vrOhYiIiIinStUsnPx4kU8fPgQZmZmcHR0hJGRka7jIiIiItKJQj1UsG3btqhduzbc3d1hZmaGunXrYsGCBbqOjYiIiOidaT2yk5iYCCEEcnNzkZ6ejjt37uDkyZOYMmUKnj9/jkmTJhVFnERERESFovXIjqurK9zc3ODh4QEvLy906dIFM2fOxNKlS7F8+XKdB+jm5gaFQqG2hIaGAgD8/f3Vto0YMULncRAREVHpVKg5O5r06dMHtWvX1lVzklOnTqnczh4fH4927dqhV69eUtnQoUMxY8YMab1cuXI6j4OIiIhKp0InO7Gxsbh06RIAoFatWmjUqBEaNWqks8DyVahQQWV91qxZqFq1Kvz8/KSycuXKwdHRUed9ExERUemndbJz79499OnTBwcPHoS1tTUAIDU1Fa1bt8aGDRvUkhNdysnJwdq1azFhwgSVBxuuW7cOa9euhaOjI7p06YIpU6a8dnQnOzsb2dnZ0vqbngpNREREpZfWc3ZGjx6NjIwM/P3333j06BEePXqE+Ph4pKenY8yYMUURo2Tbtm1ITU3FwIEDpbJ+/fph7dq1OHDgAMLCwrBmzRp8+OGHr20nIiICVlZW0uLi4lKkcRMREZH+aD2ys2vXLuzduxeenp5SWa1atRAZGYnAwECdBveqFStWICgoCM7OzlLZsGHDpJ/r1q0LJycntG3bFteuXUPVqlU1thMWFoYJEyZI6+np6Ux4iIiIZErrZEepVKJs2bJq5WXLloVSqdRJUJpcv34de/fuxa+//vraet7e3gCAq1evFpjsGBsbw9jYWOcxEhERUcmj9WWsNm3aYOzYsbhz545Udvv2bYwfPx5t27bVaXAvi4qKgr29PTp16vTaenFxcQAAJyenIouFiIiISg+tR3a+/fZbdO3aFW5ubtKln5s3b6JOnTpYu3atzgMEXowmRUVFISQkBGXK/F/I165dw/r169GxY0fY2tri/PnzGD9+PFq1aoV69eoVSSxERERUumid7Li4uODMmTPYu3cvLl++DADw9PREQECAzoPLt3fvXty4cQODBw9WKTcyMsLevXuxcOFCZGVlwcXFBT179sTkyZOLLBYiIiIqXd462cnIyICFhQUAQKFQoF27dmjXrp1KnVOnTqFJkya6jRBAYGAghBBq5S4uLjh06JDO+yMiIiL5eOs5O4GBgcjMzNS47fnz55g8eTJ8fX11FhgRERGRLrx1spORkYGAgAC1B/DFx8ejSZMmWLVqFbZt26br+IiIiIjeyVsnOwcOHEBWVhbatWuH9PR0CCEwe/ZsNG7cGJ6enrhw4QI6duxYlLESERERae2t5+xUqFAB+/fvR0BAANq0aQNjY2MkJCRg7dq1eP/994syRiIiIqJC0+purAoVKmDfvn0ICAhAfHw84uLiULNmzaKKjYiIiOidaf1QQTs7O+zfvx+1atVCv3798Pjx46KIi4iIiEgn3npkp0ePHirrlpaWOHz4MJo2bYq6detK5W/6OgciIiKi4vTWyY6VlZXauru7u84DIiIiItKlt052oqKiijIOIqL/pKQVxftPo9uQxGLtj6gk0HrODhEREVFpwmSHiIiIZI3JDhEREckakx0iIiKSNSY7REREJGtMdoiIiEjWmOwQERGRrDHZISIiIlljskNERESyxmSHiIiIZI3JDhEREckakx0iIiKSNSY7REREJGtMdoiIiEjWmOwQERGRrDHZISIiIlljskNERESyxmSHiIiIZI3JDhEREckakx0iIiKSNSY7REREJGslOtmZNm0aFAqFylKzZk1p+7NnzxAaGgpbW1uYm5ujZ8+euHv3rh4jJiIiopKmRCc7AFC7dm0kJydLy9GjR6Vt48ePx++//45Nmzbh0KFDuHPnDnr06KHHaImIiKikKaPvAN6kTJkycHR0VCtPS0vDihUrsH79erRp0wYAEBUVBU9PTxw/fhzNmjUr7lCJiIioBCrxyU5CQgKcnZ1hYmICHx8fREREoHLlyoiNjUVubi4CAgKkujVr1kTlypURExPz2mQnOzsb2dnZ0np6enqRvgYiotIgaYV7sfbnNiSxWPuj/64SfRnL29sbq1atwq5du7B06VIkJiaiZcuWyMjIQEpKCoyMjGBtba2yj4ODA1JSUl7bbkREBKysrKTFxcWlCF8FERER6VOJHtkJCgqSfq5Xrx68vb3h6uqKX375BaampoVuNywsDBMmTJDW09PTmfAQERHJVIke2XmVtbU1qlevjqtXr8LR0RE5OTlITU1VqXP37l2Nc3xeZmxsDEtLS5WFiIiI5KlUJTuZmZm4du0anJyc4OXlhbJly2Lfvn3S9itXruDGjRvw8fHRY5RERERUkpToy1iffPIJunTpAldXV9y5cwfh4eEwNDRE3759YWVlhSFDhmDChAmwsbGBpaUlRo8eDR8fH96JRURERJISnezcunULffv2xcOHD1GhQgW0aNECx48fR4UKFQAACxYsgIGBAXr27Ins7Gy0b98e3333nZ6jJiIiopKkRCc7GzZseO12ExMTREZGIjIyspgiIiIiotKmVM3ZISIiItIWkx0iIiKSNSY7REREJGtMdoiIiEjWmOwQERGRrDHZISIiIlljskNERESyxmSHiIiIZI3JDhEREckakx0iIiKSNSY7REREJGtMdoiIiEjWmOwQERGRrDHZISIiIlljskNERESyxmSHiIiIZI3JDhEREckakx0iIiKSNSY7REREJGtMdoiIiEjWyug7ACIiopIuaYV7sfbnNiSxWPuTO47sEBERkawx2SEiIiJZY7JDREREssZkh4iIiGSNyQ4RERHJGpMdIiIikjXeeq5Bcd9iCPA2QyIioqLCkR0iIiKSNSY7REREJGtMdoiIiEjWSnSyExERgSZNmsDCwgL29vbo3r07rly5olLH398fCoVCZRkxYoSeIiYiIqKSpkQnO4cOHUJoaCiOHz+O6Oho5ObmIjAwEFlZWSr1hg4diuTkZGmZM2eOniImIiKikqZE3421a9culfVVq1bB3t4esbGxaNWqlVRerlw5ODo6Fnd4REREVAqU6JGdV6WlpQEAbGxsVMrXrVsHOzs71KlTB2FhYXjy5Mlr28nOzkZ6errKQkRERPJUokd2XqZUKjFu3Dj4+vqiTp06Unm/fv3g6uoKZ2dnnD9/Hp999hmuXLmCX3/9tcC2IiIiMH369OIIm4iIiPSs1CQ7oaGhiI+Px9GjR1XKhw0bJv1ct25dODk5oW3btrh27RqqVq2qsa2wsDBMmDBBWk9PT4eLi0vRBE5ERER6VSqSnVGjRmHHjh04fPgwKlWq9Nq63t7eAICrV68WmOwYGxvD2NhY53ESERFRyVOikx0hBEaPHo2tW7fi4MGDcHd/89c4xMXFAQCcnJyKODoiIiIqDUp0shMaGor169dj+/btsLCwQEpKCgDAysoKpqamuHbtGtavX4+OHTvC1tYW58+fx/jx49GqVSvUq1dPz9ETERFRSVCik52lS5cCePHgwJdFRUVh4MCBMDIywt69e7Fw4UJkZWXBxcUFPXv2xOTJk/UQLRER6Qq/kJl0qUQnO0KI1253cXHBoUOHiikaIiIiKo1K1XN2iIiIiLTFZIeIiIhkjckOERERyRqTHSIiIpI1JjtEREQka0x2iIiISNaY7BAREZGsMdkhIiIiWWOyQ0RERLLGZIeIiIhkjckOERERyRqTHSIiIpI1JjtEREQka0x2iIiISNaY7BAREZGsMdkhIiIiWWOyQ0RERLLGZIeIiIhkjckOERERyRqTHSIiIpI1JjtEREQka0x2iIiISNaY7BAREZGsMdkhIiIiWWOyQ0RERLLGZIeIiIhkjckOERERyRqTHSIiIpI1JjtEREQka0x2iIiISNaY7BAREZGsySbZiYyMhJubG0xMTODt7Y2TJ0/qOyQiIiIqAWSR7GzcuBETJkxAeHg4zpw5g/r166N9+/a4d++evkMjIiIiPSuj7wB0Yf78+Rg6dCgGDRoEAFi2bBn++OMPrFy5Ep9//rmeoyMiItKdpBXuxd6n25DEArcVdzyvi6UgpT7ZycnJQWxsLMLCwqQyAwMDBAQEICYmRuM+2dnZyM7OltbT0tIAAOnp6QCAjKfKIoxYs/y+NSnueBhLwUpSPCUpFqBkxVOSYgFKVjyMpWAlKZ6SFAtQsuJ5OZb8n4UQr99JlHK3b98WAMRff/2lUj5p0iTRtGlTjfuEh4cLAFy4cOHChQsXGSw3b958ba5Q6kd2CiMsLAwTJkyQ1pVKJR49egRbW1soFIpCtZmeng4XFxfcvHkTlpaWugq10EpSPCUplpIWT0mKpaTFw1hKRzwlKZaSFk9JiqWkxaOrWIQQyMjIgLOz82vrlfpkx87ODoaGhrh7965K+d27d+Ho6KhxH2NjYxgbG6uUWVtb6yQeS0tLvb+JXlaS4ilJsQAlK56SFAtQsuJhLAUrSfGUpFiAkhVPSYoFKFnx6CIWKyurN9Yp9XdjGRkZwcvLC/v27ZPKlEol9u3bBx8fHz1GRkRERCVBqR/ZAYAJEyYgJCQEjRs3RtOmTbFw4UJkZWVJd2cRERHRf5cskp0PPvgA9+/fx9SpU5GSkoIGDRpg165dcHBwKLYYjI2NER4ernZ5TF9KUjwlKRagZMVTkmIBSlY8jKVgJSmekhQLULLiKUmxACUrnuKORSHEm+7XIiIiIiq9Sv2cHSIiIqLXYbJDREREssZkh4iIiGSNyQ4RERHJGpMdHYmMjISbmxtMTEzg7e2NkydP6iWOw4cPo0uXLnB2doZCocC2bdv0EgcAREREoEmTJrCwsIC9vT26d++OK1eu6CWWpUuXol69etIDrHx8fLBz5069xPKqWbNmQaFQYNy4cXrpf9q0aVAoFCpLzZo19RJLvtu3b+PDDz+Era0tTE1NUbduXZw+fbrY43Bzc1M7NgqFAqGhocUeS15eHqZMmQJ3d3eYmpqiatWqmDlz5pu/E6gIZWRkYNy4cXB1dYWpqSmaN2+OU6dOFXm/bzrPCSEwdepUODk5wdTUFAEBAUhISNBbPL/++isCAwOlp/THxcUVWSxvc94dPnw4qlatClNTU1SoUAHdunXD5cuXiz2WpKQkjZ8vhUKBTZs26TQWJjs6sHHjRkyYMAHh4eE4c+YM6tevj/bt2+PevXvFHktWVhbq16+PyMjIYu/7VYcOHUJoaCiOHz+O6Oho5ObmIjAwEFlZWcUeS6VKlTBr1izExsbi9OnTaNOmDbp164a///672GN52alTp/D999+jXr16eo2jdu3aSE5OlpajR4/qLZbHjx/D19cXZcuWxc6dO3Hx4kXMmzcP5cuXL/ZYTp06pXJcoqOjAQC9evUq9lhmz56NpUuX4ttvv8WlS5cwe/ZszJkzB0uWLCn2WPJ99NFHiI6Oxpo1a3DhwgUEBgYiICAAt2/fLtJ+33SemzNnDhYvXoxly5bhxIkTMDMzQ/v27fHs2TO9xJOVlYUWLVpg9uzZRdL/y97mvOvl5YWoqChcunQJu3fvhhACgYGByMvLK9ZYXFxcVD5fycnJmD59OszNzREUFKTTWEr9F4GWBE2bNhWhoaHSel5ennB2dhYRERF6jEoIAGLr1q16jeFl9+7dEwDEoUOH9B2KEEKI8uXLix9//FFv/WdkZAgPDw8RHR0t/Pz8xNixY/USR3h4uKhfv75e+tbks88+Ey1atNB3GBqNHTtWVK1aVSiVymLvu1OnTmLw4MEqZT169BDBwcHFHosQQjx58kQYGhqKHTt2qJQ3atRIfPHFF8UWx6vnOaVSKRwdHcXcuXOlstTUVGFsbCx+/vnnYo/nZYmJiQKAOHv2bJHHke9tzrvnzp0TAMTVq1f1HkuDBg3U3ue6wJGdd5STk4PY2FgEBARIZQYGBggICEBMTIweIyt50tLSAAA2NjZ6jSMvLw8bNmxAVlaWXr9SJDQ0FJ06dVJ57+hLQkICnJ2dUaVKFQQHB+PGjRt6i+W3335D48aN0atXL9jb26Nhw4b44Ycf9BZPvpycHKxduxaDBw8u9BcGv4vmzZtj3759+OeffwAA586dw9GjR3X/H/Bbev78OfLy8mBiYqJSbmpqqteRwcTERKSkpKh8rqysrODt7f2fPCe/6byblZWFqKgouLu7w8XFRa+xxMbGIi4uDkOGDNF530x23tGDBw+Ql5en9rRmBwcHpKSk6CmqkkepVGLcuHHw9fVFnTp19BLDhQsXYG5uDmNjY4wYMQJbt25FrVq19BLLhg0bcObMGUREROil/5d5e3tj1apV2LVrF5YuXYrExES0bNkSGRkZeonn33//xdKlS+Hh4YHdu3dj5MiRGDNmDFavXq2XePJt27YNqampGDhwoF76//zzz9GnTx/UrFkTZcuWRcOGDTFu3DgEBwfrJR4LCwv4+Phg5syZuHPnDvLy8rB27VrExMQgOTlZLzEBkM67PCe//rz73XffwdzcHObm5ti5cyeio6NhZGSkl1jyrVixAp6enmjevLnO+5fF10VQyRcaGor4+Hi9/sdXo0YNxMXFIS0tDZs3b0ZISAgOHTpU7AnPzZs3MXbsWERHR6v9V6wPL48M1KtXD97e3nB1dcUvv/xSJP9hvYlSqUTjxo3x9ddfAwAaNmyI+Ph4LFu2DCEhIcUeT74VK1YgKCgIzs7Oeun/l19+wbp167B+/XrUrl0bcXFxGDduHJydnfV2XNasWYPBgwejYsWKMDQ0RKNGjdC3b1/ExsbqJR5S9brzbnBwMNq1a4fk5GR888036N27N44dO1Zk56Q3/Q14+vQp1q9fjylTphRJ/xzZeUd2dnYwNDTE3bt3Vcrv3r0LR0dHPUVVsowaNQo7duzAgQMHUKlSJb3FYWRkhGrVqsHLywsRERGoX78+Fi1aVOxxxMbG4t69e2jUqBHKlCmDMmXK4NChQ1i8eDHKlCmj80mC2rK2tkb16tVx9epVvfTv5OSkloB6enrq9dLa9evXsXfvXnz00Ud6i2HSpEnS6E7dunXRv39/jB8/Xq+jg1WrVsWhQ4eQmZmJmzdv4uTJk8jNzUWVKlX0FlP+efe/fk5+03nXysoKHh4eaNWqFTZv3ozLly9j69ateokFADZv3ownT55gwIABRRIDk513ZGRkBC8vL+zbt08qUyqV2Ldvn17ng5QEQgiMGjUKW7duxf79++Hu7q7vkFQolUpkZ2cXe79t27bFhQsXEBcXJy2NGzdGcHAw4uLiYGhoWOwxvSwzMxPXrl2Dk5OTXvr39fVVu1X2n3/+gaurq17iAYCoqCjY29ujU6dOeovhyZMnMDBQPWUbGhpCqVTqKaL/Y2ZmBicnJzx+/Bi7d+9Gt27d9BaLu7s7HB0dVc7J6enpOHHixH/inFyY864QAkIInZ8PtYllxYoV6Nq1KypUqKDTGPLxMpYOTJgwASEhIWjcuDGaNm2KhQsXIisrC4MGDSr2WDIzM1X+I09MTERcXBxsbGxQuXLlYo0lNDQU69evx/bt22FhYSFdL7eysoKpqWmxxhIWFoagoCBUrlwZGRkZWL9+PQ4ePIjdu3cXaxzAi7kOr16zNjMzg62trV7mM33yySfo0qULXF1dcefOHYSHh8PQ0BB9+/Yt9lgAYPz48WjevDm+/vpr9O7dGydPnsTy5cuxfPlyvcSjVCoRFRWFkJAQlCmjv1Nmly5d8NVXX6Fy5cqoXbs2zp49i/nz52Pw4MF6iyn/tuUaNWrg6tWrmDRpEmrWrFnk5743nefGjRuHL7/8Eh4eHnB3d8eUKVPg7OyM7t276yWeR48e4caNG7hz5w4ASMm8o6Ojzkeb3nTe/ffff7Fx40YEBgaiQoUKuHXrFmbNmgVTU1N07NixWGPJd/XqVRw+fBh//vmnTvtXofP7u/6jlixZIipXriyMjIxE06ZNxfHjx/USx4EDBwQAtSUkJKTYY9EUBwARFRVV7LEMHjxYuLq6CiMjI1GhQgXRtm1bsWfPnmKPoyD6vPX8gw8+EE5OTsLIyEhUrFhRfPDBB0V+C+qb/P7776JOnTrC2NhY1KxZUyxfvlxvsezevVsAEFeuXNFbDEIIkZ6eLsaOHSsqV64sTExMRJUqVcQXX3whsrOz9RbTxo0bRZUqVYSRkZFwdHQUoaGhIjU1tcj7fdN5TqlUiilTpggHBwdhbGws2rZtW6S/vzfFExUVpXF7eHi4zmN503n39u3bIigoSNjb24uyZcuKSpUqiX79+onLly8Xeyz5wsLChIuLi8jLy9N5DPkU/z8gIiIiIlninB0iIiKSNSY7REREJGtMdoiIiEjWmOwQERGRrDHZISIiIlljskNERESyxmSHiIiIZI3JDlEJNXDgwCJ74uu78vf3x7hx4/QdhtamTJmCYcOG6TuMIpeeno4GDRogMzMTt27dQrVq1fQdUonz4MED2Nvb49atW/oOhYoBkx0q9QYOHAiFQoFZs2aplG/btg0KhaLI+2/WrBlGjBihUrZs2TIoFAqsWrVKpXzgwIFo2bKlzvrOf+0KhUL6otMZM2bg+fPnOutDLlJSUrBo0SJ88cUXUllBCeXBgwehUCiQmppafAHqkKWlJVq0aAFra2u4ublh5MiR+g6pxLGzs8OAAQMQHh6u71CoGDDZIVkwMTHB7Nmz8fjx42Lvu3Xr1jh48KBK2YEDB+Di4qJWfvDgQbRp00an/Xfo0AHJyclISEjAxIkTMW3aNMydO7fQ7eXk5OgwupLjxx9/RPPmzfX6haLF6dtvv8W9e/fw6NEjTJw4Ud/hlEiDBg3CunXr8OjRI32HQkWMyQ7JQkBAABwdHREREVFgnWnTpqFBgwYqZQsXLoSbm5u0nv+f/tdffw0HBwdYW1tLIyWTJk2CjY0NKlWqhKioKGmf1q1b48qVK9KX3AHAoUOH8Pnnn6skO4mJibh+/Tpat24NALh58yZ69+4Na2tr2NjYoFu3bkhKSlKLe/r06ahQoQIsLS0xYsQItWTE2NgYjo6OcHV1xciRIxEQEIDffvsNgObLTd27d8fAgQOldTc3N8ycORMDBgyApaWldJnn2LFj8Pf3R7ly5VC+fHm0b99eJZlUKpX49NNPYWNjA0dHR0ybNk2ln/nz56Nu3bowMzODi4sLPv74Y2RmZkrbr1+/ji5duqB8+fIwMzND7dq1Vb4IMD4+HkFBQTA3N4eDgwP69++PBw8eSNs3b96MunXrwtTUFLa2tggICEBWVpba8cu3YcMGdOnSpcDtb5KamoqPPvpI+l20adMG586dU6mTlJQkjbS9vLw8QrR9+3Y0atQIJiYmqFKlCqZPn64yEvfyfpaWlmjXrh2uXbsmbX/8+DEGDBiA8uXLo1y5cggKCkJCQoK0fdWqVbC2tgYA2NjYwNLSEq1atYJCoUBcXFyBr8/NzU1j7C+PfPn7+2PUqFEYNWoUrKysYGdnhylTpuDlbx1yc3PDwoULpfV9+/aptdO/f3/Y29vD2NgYVapUwTfffKMx/lePa378eXl5GDJkCNzd3WFqaooaNWpg0aJFKvu8Omq3c+dOmJubY+fOnVJZ7dq14ezsjK1btxZ4XEgemOyQLBgaGuLrr7/GkiVL3vka/P79+3Hnzh0cPnwY8+fPR3h4ODp37ozy5cvjxIkTGDFiBIYPHy714+vri7Jly+LAgQMAgIsXL+Lp06cYMmQIHj58iMTERAAvRntMTEzg4+OD3NxctG/fHhYWFjhy5AiOHTsGc3NzdOjQQSWZ2bdvHy5duoSDBw/i559/xq+//orp06e/Nn5TU1OtR2e++eYb1K9fH2fPnsWUKVMQFxeHtm3bolatWoiJicHRo0fRpUsX5OXlSfusXr0aZmZmOHHiBObMmYMZM2YgOjpa2m5gYIDFixfj77//xurVq7F//358+umn0vbQ0FBkZ2fj8OHDuHDhAmbPng1zc3MALxKLNm3aoGHDhjh9+jR27dqFu3fvonfv3gCA5ORk9O3bF4MHD5aOT48ePVDQV/09evQIFy9eROPGjbU6Li/r1asX7t27h507dyI2NhaNGjVC27ZtVUYF8vvfu3cvkpOTsWXLFpU2jhw5ggEDBmDs2LG4ePEivv/+e6xatQpfffWVSr2oqCgkJyfj8OHDuHfvHv73v/9J2wYOHIjTp0/jt99+Q0xMDIQQ6NixI3JzczXG/euvv+Ls2bNv9RpnzJiB5ORkack/3i9bvXo1ypQpg5MnT2LRokWYP38+fvzxR43tKZVKTJw4Ufq95uvTpw/27t2LhIQEfPXVVwgLC8Phw4ffKsb8ditVqoRNmzbh4sWLmDp1Kv73v//hl19+0Vj/yJEj6N27N1asWIGgoCCVbU2bNsWRI0feum8qpYrsK0aJiklISIjo1q2bEEKIZs2aicGDBwshhNi6dat4+S0eHh4u6tevr7LvggULhKurq0pbrq6uKt++W6NGDdGyZUtp/fnz58LMzEz8/PPPUpmvr68YNmyYEEKIyMhI0bFjRyGEEIGBgWLlypVCCCH69+8vWrduLYQQYs2aNaJGjRpCqVRKbWRnZwtTU1Oxe/duKRYbGxuRlZUl1Vm6dKkwNzeX4nv5tSuVShEdHS2MjY3FJ598IoTQ/G3q3bp1k76NWQghXF1dRffu3VXq9O3bV/j6+oqC+Pn5iRYtWqiUNWnSRHz22WcF7rNp0yZha2srrdetW1dMmzZNY92ZM2eKwMBAlbKbN29K3z4eGxsrAIikpKQC+3vZ2bNnBQBx48YNlfKXj9/L8r/F+vHjx0IIIY4cOSIsLS3Fs2fPVOpVrVpVfP/999L6lStXBAARHx+vsZ22bduKr7/+WqWNNWvWCCcnJ2kdgNi6dasQQojU1FTh6+srhg4dKoQQ4p9//hEAxLFjx6T6Dx48EKampuKXX34RQrz4hm0rKyshhBA5OTmiWrVqYubMmQKAOHv2bIHHyNXVVSxYsOC1x8fPz094enqqvG8/++wz4enpqbGdlStXipo1a4rg4GCNx1mIF78bExMTsX//frX48yUmJr4x/tDQUNGzZ0+12GNjY4WVlZXK7+ll48ePF/7+/gW2S/LAkR2SldmzZ2P16tW4dOlSoduoXbs2DAz+76Ph4OCAunXrSuuGhoawtbXFvXv3pDJ/f3/pktXBgwfh7+8PAPDz81Mpz7+Ede7cOVy9ehUWFhYwNzeHubk5bGxs8OzZM5VLFvXr10e5cuWkdR8fH2RmZuLmzZtS2Y4dO2Bubg4TExMEBQXhgw8+ULuk9Cavjnjkj+y8Tr169VTWnZycVI7J3r170bZtW1SsWBEWFhbo378/Hj58iCdPngAAxowZgy+//BK+vr4IDw/H+fPnpX3PnTuHAwcOSMfG3NwcNWvWBABcu3YN9evXR9u2bVG3bl306tULP/zww2vnaz19+hTAi7ldhXHu3DlkZmbC1tZWJabExESV31d6ejoAwMzMrMB2ZsyYodLG0KFDkZycLB0XAOjbty/Mzc1Rvnx5ZGRkSJdnL126hDJlysDb21uqa2trixo1amh8z0dGRsLKygrBwcGFet2aNGvWTGXiv4+PDxISElRG/QDgyZMnmDx5MubMmYMyZcqotTNixAiYmpqicePGmDJlivTZAIC0tDSVY1S7dm2Nr83LywsVKlSAubk5li9fjhs3bqjUSUxMRPv27fHs2TPpM/kqU1NTlWNP8sRkh2SlVatWaN++PcLCwtS2GRgYqF3m0DT0X7ZsWZV1hUKhsUypVErrrVu3xj///IPbt2/j4MGD8PPzA/B/yc61a9dw8+ZNaXJyZmYmvLy8EBcXp7L8888/6Nevn1avuXXr1oiLi0NCQgKePn0qXV7S5jW/+sfZ1NT0jf2+7pgkJSWhc+fOqFevHrZs2YLY2FhERkYC+L8J0B999BH+/fdf9O/fHxcuXEDjxo2xZMkSAC+OT5cuXdSOT0JCAlq1agVDQ0NER0dj586dqFWrFpYsWYIaNWpIlwxfZWdnBwCFnsCemZkJJycntXiuXLmCSZMmSfXu3LkDAwMDODo6FtjO9OnTVdq4cOECEhISVBKxBQsWIC4uDidPnoSjo6PKHKu39fjxY8ycORPz588vlrsSXzV37lzUqFGjwHlSM2bMQGxsLBYuXIj58+erJGsWFhYqx+jluVzAi/lXn3zyCYYMGYI9e/YgLi4OgwYNUrt8e/78eXz00UcIDg7G4MGDVT6z+R49eoQKFSro4BVTSaaebhOVcrNmzUKDBg1Qo0YNlfIKFSogJSUFQgjp5P+6CZvaaN68OYyMjPDdd9/h2bNn8PLyAgA0adIE9+/fx8qVK2FmZoamTZsCABo1aoSNGzfC3t4elpaWBbZ77tw5PH36VEo+jh8/DnNzc7i4uEh1zMzMCnyOSoUKFZCcnCyt5+XlIT4+XuW/aE3q1auHffv2vXF+UEFiY2OhVCoxb948aZRM03wKFxcXjBgxAiNGjEBYWBh++OEHjB49Go0aNcKWLVvg5uamcVQAeJFc+fr6wtfXF1OnToWrqyu2bt2KCRMmqNWtWrUqLC0tcfHiRVSvXl3r19OoUSOkpKSgTJkyKhPaX3Xq1CnUrFmzwBGkRo0a4cqVK2987o2jo6NUZ/To0ejatStyc3Ph6emJ58+f48SJE2jevDkA4OHDh7hy5Qpq1aql0sbMmTPRsmVLtGrVSuPE98I6ceKEyvrx48fh4eEBQ0NDqSw5ORlLly7FoUOHCmzH3t4e9vb2qFWrFlasWIE//vgDnp6eAF4k6S8fo1ffA8eOHUPz5s3x8ccfS2Uvj7Dla9WqFSIiIpCWloY6depg0aJFGD9+vEqd+Pj4Akd9SD44skOyU7duXQQHB2Px4sUq5f7+/rh//z7mzJmDa9euITIyUuXOjHdhamqKZs2aYcmSJfD19ZVO/EZGRirl+aMhwcHBsLOzQ7du3XDkyBEkJibi4MGDGDNmjMoE65ycHAwZMgQXL17En3/+ifDwcIwaNUrlMtvrtGnTBn/88Qf++OMPXL58GSNHjnyrZ8eEhYXh1KlT+Pjjj3H+/HlcvnwZS5cuVbkb6nWqVauG3NxcLFmyBP/++y/WrFmDZcuWqdQZN24cdu/ejcTERJw5cwYHDhyQ/tiFhobi0aNH6Nu3L06dOoVr165h9+7dGDRoEPLy8nDixAl8/fXXOH36NG7cuIFff/0V9+/fl/Z/lYGBAQICAnD06FG1bWlpaWojNlevXgUAXLhwAZmZmQgICICPjw+6d++OPXv2ICkpCX/99Re++OILnD59Gjk5OVizZg3mz5+PQYMGFXhcpk6dip9++gnTp0/H33//jUuXLmHDhg2YPHmySr3U1FSkpKTgypUrWLFiBapUqYKyZcvCw8MD3bp1w9ChQ3H06FGcO3cOH374ISpWrIhu3bpJ+z958gTLly/HnDlz3ur3pY0bN25gwoQJuHLlCn7++WcsWbIEY8eOVakTGRmJ9957Dw0bNlTbPzU1FatWrcLly5fx77//YvHixbhw4YLGugXx8PDA6dOnsXv3bvzzzz+YMmUKTp06pVavfPnyAAArKyssX74ckydPVrlz7cmTJ4iNjUVgYOBb902lE5MdkqUZM2aoDVl7enriu+++Q2RkJOrXr4+TJ0/ik08+0VmfrVu3RkZGhtp/iX5+fsjIyFAZTSlXrhwOHz6MypUro0ePHvD09MSQIUPw7NkzlZGetm3bwsPDA61atcIHH3yArl27ajUfZ/DgwQgJCcGAAQPg5+eHKlWqvHFUBwCqV6+OPXv24Ny5c2jatCl8fHywffv2AkdZXlW/fn3Mnz8fs2fPRp06dbBu3Tq1xwLk5eUhNDQUnp6e6NChA6pXr47vvvsOAODs7Ixjx44hLy8PgYGBqFu3LsaNGwdra2sYGBjA0tIShw8fRseOHVG9enVMnjwZ8+bNU7vT5mUfffQRNmzYoPa+OHjwIBo2bKiyDB06FMCLkYHTp09DoVDgzz//RKtWrTBo0CBUr14dffr0wfXr1+Hg4IALFy5g2rRpmDJlisaRpXzt27fHjh07sGfPHjRp0gTNmjXDggUL1J79M2jQIDg5OaFJkyZ4/PgxNm/eLG2LioqCl5cXOnfuDB8fHwgh8Oeff6pcVszNzZXi1LUBAwbg6dOnaNq0KUJDQzF27Fi1p1IrlUq1O8zyCSGwatUq+Pj4oE6dOli+fDmWLl36xjliLxs+fDh69OiBDz74AN7e3nj48KHKKI8mQUFB6NOnj8rlrO3bt6Ny5co6fdAnlUwK8eoFfSIiGRJCwNvbG+PHj0ffvn3fah83NzesWrWKlzn+P39/fzRo0EDlOTqlWbNmzTBmzBit58lR6cORHSL6T1AoFFi+fLlWX6VRq1YttWfEkDw8ePAAPXr0eOvEl0o3juwQEdFbkdvIDv13MNkhIiIiWeNlLCIiIpI1JjtEREQka0x2iIiISNaY7BAREZGsMdkhIiIiWWOyQ0RERLLGZIeIiIhkjckOERERyRqTHSIiIpK1/wcpNp3iRcpvdAAAAABJRU5ErkJggg==", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение классов в обучающей выборке (в процентах):\n", + "NumWebPurchases\n", + "1 15.876599\n", + "2 15.575621\n", + "3 14.672686\n", + "4 13.167795\n", + "5 10.233258\n", + "6 8.577878\n", + "7 6.471031\n", + "8 4.966140\n", + "9 3.837472\n", + "11 2.558315\n", + "0 2.257336\n", + "10 1.655380\n", + "23 0.075245\n", + "27 0.075245\n", + "Name: proportion, dtype: float64\n" + ] + } + ], + "source": [ + "# Функция для визуализации распределения классов\n", + "def plot_class_distribution(y, title):\n", + " sns.countplot(x=y, color='orange')\n", + " plt.title(title)\n", + " plt.xlabel(\"NumWebPurchases (Целевой признак)\")\n", + " plt.ylabel(\"Количество записей\")\n", + " plt.show()\n", + "\n", + "# Оценка сбалансированности классов в выборках\n", + "plot_class_distribution(y_train_2, \"Распределение классов в обучающей выборке\")\n", + "plot_class_distribution(y_val_2, \"Распределение классов в контрольной выборке\")\n", + "plot_class_distribution(y_test_2, \"Распределение классов в тестовой выборке\")\n", + "\n", + "# Проверка пропорций классов в обучающей выборке\n", + "class_distribution_train_2 = y_train_2.value_counts(normalize=True) * 100\n", + "print(\"Распределение классов в обучающей выборке (в процентах):\")\n", + "print(class_distribution_train_2)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "6.

\n", + "\n", + "Наблюдаем несбалансированность, для Второй бизнес цели выполним Upsampling (увеличение выборки для редких классов). Делаем покупки больше." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение классов после SMOTE (в процентах):\n", + "Response\n", + "0 50.0\n", + "1 50.0\n", + "Name: proportion, dtype: float64\n" + ] + } + ], + "source": [ + "from imblearn.over_sampling import SMOTE\n", + "\n", + "# Применение SMOTE к обучающей выборке\n", + "smote = SMOTE(random_state=42)\n", + "X_train_balanced, y_train_balanced = smote.fit_resample(X_train, y_train)\n", + "\n", + "# Проверим распределение после аугментации\n", + "plot_class_distribution(y_train_balanced, \"Распределение классов после SMOTE (обучающая выборка)\")\n", + "\n", + "# Проверим процентное распределение\n", + "balanced_distribution = y_train_balanced.value_counts(normalize=True) * 100\n", + "print(\"Распределение классов после SMOTE (в процентах):\")\n", + "print(balanced_distribution)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Для первой бизнес цели:" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размерность выборки после RandomOverSampler:\n", + "X_train_res: (2954, 15)\n", + "y_train_res: (2954,)\n", + "\n", + "Распределение классов после балансировки (в процентах):\n", + "NumWebPurchases\n", + "2 7.142857\n", + "5 7.142857\n", + "1 7.142857\n", + "8 7.142857\n", + "9 7.142857\n", + "3 7.142857\n", + "11 7.142857\n", + "7 7.142857\n", + "6 7.142857\n", + "4 7.142857\n", + "0 7.142857\n", + "10 7.142857\n", + "23 7.142857\n", + "27 7.142857\n", + "Name: proportion, dtype: float64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from imblearn.over_sampling import RandomOverSampler\n", + "import pandas as pd\n", + "\n", + "# Применение RandomOverSampler для балансировки классов\n", + "ros = RandomOverSampler(random_state=42)\n", + "X_train_res, y_train_res = ros.fit_resample(X_train_2, y_train_2)\n", + "\n", + "# Выводим новые размеры выборки\n", + "print(f\"Размерность выборки после RandomOverSampler:\")\n", + "print(f\"X_train_res: {X_train_res.shape}\")\n", + "print(f\"y_train_res: {y_train_res.shape}\")\n", + "\n", + "# Распределение классов в обучающей выборке после балансировки\n", + "class_distribution_res = pd.Series(y_train_res).value_counts(normalize=True) * 100\n", + "print(\"\\nРаспределение классов после балансировки (в процентах):\")\n", + "print(class_distribution_res)\n", + "\n", + "# Для визуализации можно использовать график\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Функция для визуализации распределения классов\n", + "def plot_class_distribution(y, title):\n", + " sns.countplot(x=y, color=\"orange\")\n", + " plt.title(title)\n", + " plt.xlabel(\"Response (Целевой признак)\")\n", + " plt.ylabel(\"Количество записей\")\n", + " plt.show()\n", + "\n", + "# Построение графика распределения классов\n", + "plot_class_distribution(y_train_res, \"Распределение классов после балансировки\")\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "7-8. Делаем конструирование признаков" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Income Kidhome Teenhome MntWines MntFruits \\\n", + "customer_id \n", + "0 -0.263557 1 1 68 0 \n", + "1 -1.102440 1 0 18 3 \n", + "2 0.633408 0 1 225 162 \n", + "3 1.135917 1 0 739 107 \n", + "4 1.299116 0 0 395 183 \n", + "\n", + " MntMeatProducts MntFishProducts MntSweetProducts MntGoldProds \\\n", + "customer_id \n", + "0 16 0 0 8 \n", + "1 19 3 3 6 \n", + "2 387 106 36 29 \n", + "3 309 140 80 35 \n", + "4 565 166 141 28 \n", + "\n", + " AcceptedCmp1 AcceptedCmp2 AcceptedCmp3 AcceptedCmp4 \\\n", + "customer_id \n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 0 0 0 0 \n", + "\n", + " AcceptedCmp5 Recency Income_binned \n", + "customer_id \n", + "0 0 6 1.0 \n", + "1 0 67 0.0 \n", + "2 0 77 1.0 \n", + "3 0 2 2.0 \n", + "4 0 19 2.0 \n", + "Размерность выборки после RandomOverSampler:\n", + "X_train_res: (2954, 17)\n", + "y_train_res: (2954,)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\study\\3_course\\aim\\aimenv\\Lib\\site-packages\\featuretools\\entityset\\entityset.py:1733: UserWarning: index customer_id not found in dataframe, creating new integer column\n", + " warnings.warn(\n", + "d:\\study\\3_course\\aim\\aimenv\\Lib\\site-packages\\featuretools\\synthesis\\deep_feature_synthesis.py:169: UserWarning: Only one dataframe in entityset, changing max_depth to 1 since deeper features cannot be created\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.preprocessing import KBinsDiscretizer, MinMaxScaler, StandardScaler\n", + "import featuretools as ft\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "\n", + "\n", + "# 1. One-hot encoding для категориальных признаков\n", + "X_train_2 = pd.get_dummies(X_train_2, drop_first=True)\n", + "X_test_2 = pd.get_dummies(X_test_2, drop_first=True)\n", + "\n", + "# 2. Дискретизация числовых признаков\n", + "discretizer = KBinsDiscretizer(n_bins=5, encode='ordinal', strategy='uniform')\n", + "X_train_2['Income_binned'] = discretizer.fit_transform(X_train_2[['Income']])\n", + "X_test_2['Income_binned'] = discretizer.transform(X_test_2[['Income']])\n", + "\n", + "# 3. Масштабирование признаков\n", + "scaler_minmax = MinMaxScaler()\n", + "X_train_2[['Income']] = scaler_minmax.fit_transform(X_train_2[['Income']])\n", + "X_test_2[['Income']] = scaler_minmax.transform(X_test_2[['Income']])\n", + "\n", + "# Стандартизация признаков\n", + "scaler_standard = StandardScaler()\n", + "X_train_2[['Income']] = scaler_standard.fit_transform(X_train_2[['Income']])\n", + "X_test_2[['Income']] = scaler_standard.transform(X_test_2[['Income']])\n", + "\n", + "# 4. Применение Featuretools для создания признаков\n", + "es = ft.EntitySet(id=\"data\")\n", + "\n", + "# Мы добавляем данные в EntitySet с помощью метода add_dataframe\n", + "es = es.add_dataframe(\n", + " dataframe_name=\"customer_data\",\n", + " dataframe=X_train_2,\n", + " index=\"customer_id\" \n", + ")\n", + "\n", + "# Применяем Featuretools для создания признаков\n", + "# Изменения: теперь указываем `target_dataframe_name` вместо `target_entity`\n", + "features, feature_names = ft.dfs(entityset=es, target_dataframe_name=\"customer_data\")\n", + "\n", + "print(features.head())\n", + "\n", + "# 5. Балансировка выборки с помощью RandomOverSampler\n", + "ros = RandomOverSampler(random_state=42)\n", + "X_train_res, y_train_res = ros.fit_resample(X_train_2, y_train_2)\n", + "\n", + "print(f\"Размерность выборки после RandomOverSampler:\")\n", + "print(f\"X_train_res: {X_train_res.shape}\")\n", + "print(f\"y_train_res: {y_train_res.shape}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Прилетает ошибка - UserWarning: Only one dataframe in entityset, changing max_depth to 1 since deeper features cannot be created\n", + " warnings.warn. Она значит, что EntitySet состоит из одного DataFrame. Т.е. только одна сущность.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Следующая бизнес-цель" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Income Kidhome Teenhome NumWebPurchases MntWines \\\n", + "customer_id \n", + "0 0.739837 0 1 6 522 \n", + "1 -0.203068 1 1 1 22 \n", + "2 0.160233 0 1 7 479 \n", + "3 1.049812 0 0 4 594 \n", + "4 0.119182 1 2 6 416 \n", + "\n", + " MntFruits MntMeatProducts MntFishProducts MntSweetProducts \\\n", + "customer_id \n", + "0 0 522 227 120 \n", + "1 2 10 6 4 \n", + "2 5 82 7 17 \n", + "3 51 631 72 55 \n", + "4 0 26 0 0 \n", + "\n", + " MntGoldProds AcceptedCmp1 AcceptedCmp2 AcceptedCmp3 \\\n", + "customer_id \n", + "0 134 0 0 0 \n", + "1 34 0 0 0 \n", + "2 171 0 0 1 \n", + "3 32 0 0 0 \n", + "4 4 0 0 0 \n", + "\n", + " AcceptedCmp4 AcceptedCmp5 Recency Income_binned \n", + "customer_id \n", + "0 0 0 28 0.0 \n", + "1 0 0 84 0.0 \n", + "2 0 0 30 0.0 \n", + "3 0 0 42 0.0 \n", + "4 1 0 11 0.0 \n", + "Размерность выборки после RandomOverSampler для первой бизнес-цели:\n", + "X_train_res_1: (2258, 18)\n", + "y_train_res_1: (2258,)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\study\\3_course\\aim\\aimenv\\Lib\\site-packages\\featuretools\\entityset\\entityset.py:1733: UserWarning: index customer_id not found in dataframe, creating new integer column\n", + " warnings.warn(\n", + "d:\\study\\3_course\\aim\\aimenv\\Lib\\site-packages\\featuretools\\synthesis\\deep_feature_synthesis.py:169: UserWarning: Only one dataframe in entityset, changing max_depth to 1 since deeper features cannot be created\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "# 1. One-hot encoding для категориальных признаков\n", + "X_train = pd.get_dummies(X_train, drop_first=True)\n", + "X_test = pd.get_dummies(X_test, drop_first=True)\n", + "\n", + "# 2. Дискретизация числовых признаков\n", + "discretizer = KBinsDiscretizer(n_bins=5, encode='ordinal', strategy='uniform')\n", + "X_train['Income_binned'] = discretizer.fit_transform(X_train[['Income']])\n", + "X_test['Income_binned'] = discretizer.transform(X_test[['Income']])\n", + "\n", + "# 3. Масштабирование признаков\n", + "scaler_minmax = MinMaxScaler()\n", + "X_train[['Income']] = scaler_minmax.fit_transform(X_train[['Income']])\n", + "X_test[['Income']] = scaler_minmax.transform(X_test[['Income']])\n", + "\n", + "# Стандартизация признаков\n", + "scaler_standard = StandardScaler()\n", + "X_train[['Income']] = scaler_standard.fit_transform(X_train[['Income']])\n", + "X_test[['Income']] = scaler_standard.transform(X_test[['Income']])\n", + "\n", + "# 4. Применение Featuretools для создания признаков\n", + "es = ft.EntitySet(id=\"data\")\n", + "es = es.add_dataframe(dataframe_name=\"customer_data\", dataframe=X_train, index=\"customer_id\")\n", + "\n", + "# Применяем deep feature synthesis для создания новых признаков\n", + "features, feature_names = ft.dfs(entityset=es, target_dataframe_name=\"customer_data\", max_depth=2)\n", + "\n", + "\n", + "print(features.head())\n", + "\n", + "# 5. Балансировка выборки с помощью RandomOverSampler\n", + "ros = RandomOverSampler(random_state=42)\n", + "X_train_res_1, y_train_res_1 = ros.fit_resample(X_train, y_train)\n", + "\n", + "print(f\"Размерность выборки после RandomOverSampler для первой бизнес-цели:\")\n", + "print(f\"X_train_res_1: {X_train_res_1.shape}\")\n", + "print(f\"y_train_res_1: {y_train_res_1.shape}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "9. Оценить качество каждого набора признаков

Настраиваем модель" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train columns: Index(['Income', 'Kidhome', 'Teenhome', 'NumWebPurchases', 'MntWines',\n", + " 'MntFruits', 'MntMeatProducts', 'MntFishProducts', 'MntSweetProducts',\n", + " 'MntGoldProds', 'AcceptedCmp1', 'AcceptedCmp2', 'AcceptedCmp3',\n", + " 'AcceptedCmp4', 'AcceptedCmp5', 'Recency', 'Income_binned'],\n", + " dtype='object')\n", + "X_test columns: Index(['Income', 'Kidhome', 'Teenhome', 'NumWebPurchases', 'MntWines',\n", + " 'MntFruits', 'MntMeatProducts', 'MntFishProducts', 'MntSweetProducts',\n", + " 'MntGoldProds', 'AcceptedCmp1', 'AcceptedCmp2', 'AcceptedCmp3',\n", + " 'AcceptedCmp4', 'AcceptedCmp5', 'Recency', 'Income_binned'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "X_train = X_train.drop(columns=['customer_id'], errors='ignore')\n", + "print(\"X_train columns:\", X_train.columns)\n", + "print(\"X_test columns:\", X_test.columns)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.8761261261261262\n", + "ROC-AUC: 0.8519339641315966\n", + "Время обучения модели: 0.2374 секунд\n", + "Время предсказания: 0.0086 секунд\n", + "Средняя точность по кросс-валидации: 0.8736\n", + "Корреляция признаков с целевой переменной:\n", + "Response 1.000000\n", + "AcceptedCmp5 0.323374\n", + "AcceptedCmp1 0.297345\n", + "AcceptedCmp3 0.254005\n", + "MntWines 0.246299\n", + "MntMeatProducts 0.237746\n", + "AcceptedCmp4 0.180205\n", + "AcceptedCmp2 0.169294\n", + "NumWebPurchases 0.151431\n", + "MntGoldProds 0.140332\n", + "Income 0.133047\n", + "MntFruits 0.122443\n", + "MntSweetProducts 0.116170\n", + "MntFishProducts 0.108145\n", + "Kidhome -0.077909\n", + "Teenhome -0.153901\n", + "Recency -0.199766\n", + "Name: Response, dtype: float64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.89 0.98 0.93 377\n", + " 1 0.70 0.31 0.43 67\n", + "\n", + " accuracy 0.88 444\n", + " macro avg 0.79 0.64 0.68 444\n", + "weighted avg 0.86 0.88 0.86 444\n", + "\n" + ] + } + ], + "source": [ + "import time\n", + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.model_selection import train_test_split, cross_val_score\n", + "from sklearn.metrics import accuracy_score, roc_auc_score, classification_report\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# 1. Оценка предсказательной способности (Accuracy и ROC-AUC для бинарной классификации)\n", + "model = RandomForestClassifier(random_state=42)\n", + "\n", + "start_time = time.perf_counter()\n", + "model.fit(X_train, y_train)\n", + "end_time = time.perf_counter()\n", + "\n", + "train_time = end_time - start_time\n", + "\n", + "y_pred = model.predict(X_test)\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "roc_auc = roc_auc_score(y_test, model.predict_proba(X_test)[:, 1])\n", + "\n", + "print(f\"Accuracy: {accuracy}\")\n", + "print(f\"ROC-AUC: {roc_auc}\")\n", + "print(f\"Время обучения модели: {train_time:.4f} секунд\")\n", + "\n", + "# 2. Оценка скорости вычисления (время предсказания)\n", + "start_time = time.perf_counter()\n", + "y_pred = model.predict(X_test)\n", + "end_time = time.perf_counter()\n", + "predict_time = end_time - start_time\n", + "\n", + "print(f\"Время предсказания: {predict_time:.4f} секунд\")\n", + "\n", + "# 3. Оценка надежности модели с помощью перекрестной проверки\n", + "cv_scores = cross_val_score(model, X, y, cv=5, scoring='accuracy')\n", + "mean_cv_score = np.mean(cv_scores)\n", + "print(f\"Средняя точность по кросс-валидации: {mean_cv_score:.4f}\")\n", + "\n", + "# 4. Оценка корреляции признаков с целевой переменной\n", + "correlation_matrix = pd.concat([X, y], axis=1).corr()\n", + "correlation_with_target = correlation_matrix['Response'].sort_values(ascending=False)\n", + "print(\"Корреляция признаков с целевой переменной:\")\n", + "print(correlation_with_target)\n", + "\n", + "# Визуализация корреляции\n", + "plt.figure(figsize=(10, 8))\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f')\n", + "plt.title('Корреляционная матрица признаков')\n", + "plt.show()\n", + "\n", + "# Дополнительная информация о модели\n", + "print(classification_report(y_test, y_pred))\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} -- 2.25.1 From 7b9726be6c550482fc80b0d32ab9cd33d05d5c56 Mon Sep 17 00:00:00 2001 From: Anton Date: Sat, 7 Dec 2024 09:28:53 +0400 Subject: [PATCH 2/3] lab3 done --- lab3/datasetlab1/marketing_campaign.csv | 2241 ----------------------- 1 file changed, 2241 deletions(-) delete mode 100644 lab3/datasetlab1/marketing_campaign.csv diff --git a/lab3/datasetlab1/marketing_campaign.csv b/lab3/datasetlab1/marketing_campaign.csv deleted file mode 100644 index ecf0643..0000000 --- a/lab3/datasetlab1/marketing_campaign.csv +++ /dev/null @@ -1,2241 +0,0 @@ -ID Year_Birth Education Marital_Status Income Kidhome Teenhome Dt_Customer Recency MntWines MntFruits MntMeatProducts MntFishProducts MntSweetProducts MntGoldProds NumDealsPurchases NumWebPurchases NumCatalogPurchases NumStorePurchases NumWebVisitsMonth AcceptedCmp3 AcceptedCmp4 AcceptedCmp5 AcceptedCmp1 AcceptedCmp2 Complain Z_CostContact Z_Revenue Response -5524 1957 Graduation Single 58138 0 0 04-09-2012 58 635 88 546 172 88 88 3 8 10 4 7 0 0 0 0 0 0 3 11 1 -2174 1954 Graduation Single 46344 1 1 08-03-2014 38 11 1 6 2 1 6 2 1 1 2 5 0 0 0 0 0 0 3 11 0 -4141 1965 Graduation Together 71613 0 0 21-08-2013 26 426 49 127 111 21 42 1 8 2 10 4 0 0 0 0 0 0 3 11 0 -6182 1984 Graduation Together 26646 1 0 10-02-2014 26 11 4 20 10 3 5 2 2 0 4 6 0 0 0 0 0 0 3 11 0 -5324 1981 PhD Married 58293 1 0 19-01-2014 94 173 43 118 46 27 15 5 5 3 6 5 0 0 0 0 0 0 3 11 0 -7446 1967 Master Together 62513 0 1 09-09-2013 16 520 42 98 0 42 14 2 6 4 10 6 0 0 0 0 0 0 3 11 0 -965 1971 Graduation Divorced 55635 0 1 13-11-2012 34 235 65 164 50 49 27 4 7 3 7 6 0 0 0 0 0 0 3 11 0 -6177 1985 PhD Married 33454 1 0 08-05-2013 32 76 10 56 3 1 23 2 4 0 4 8 0 0 0 0 0 0 3 11 0 -4855 1974 PhD Together 30351 1 0 06-06-2013 19 14 0 24 3 3 2 1 3 0 2 9 0 0 0 0 0 0 3 11 1 -5899 1950 PhD Together 5648 1 1 13-03-2014 68 28 0 6 1 1 13 1 1 0 0 20 1 0 0 0 0 0 3 11 0 -1994 1983 Graduation Married 1 0 15-11-2013 11 5 5 6 0 2 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -387 1976 Basic Married 7500 0 0 13-11-2012 59 6 16 11 11 1 16 1 2 0 3 8 0 0 0 0 0 0 3 11 0 -2125 1959 Graduation Divorced 63033 0 0 15-11-2013 82 194 61 480 225 112 30 1 3 4 8 2 0 0 0 0 0 0 3 11 0 -8180 1952 Master Divorced 59354 1 1 15-11-2013 53 233 2 53 3 5 14 3 6 1 5 6 0 0 0 0 0 0 3 11 0 -2569 1987 Graduation Married 17323 0 0 10-10-2012 38 3 14 17 6 1 5 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -2114 1946 PhD Single 82800 0 0 24-11-2012 23 1006 22 115 59 68 45 1 7 6 12 3 0 0 1 1 0 0 3 11 1 -9736 1980 Graduation Married 41850 1 1 24-12-2012 51 53 5 19 2 13 4 3 3 0 3 8 0 0 0 0 0 0 3 11 0 -4939 1946 Graduation Together 37760 0 0 31-08-2012 20 84 5 38 150 12 28 2 4 1 6 7 0 0 0 0 0 0 3 11 0 -6565 1949 Master Married 76995 0 1 28-03-2013 91 1012 80 498 0 16 176 2 11 4 9 5 0 0 0 1 0 0 3 11 0 -2278 1985 2n Cycle Single 33812 1 0 03-11-2012 86 4 17 19 30 24 39 2 2 1 3 6 0 0 0 0 0 0 3 11 0 -9360 1982 Graduation Married 37040 0 0 08-08-2012 41 86 2 73 69 38 48 1 4 2 5 8 0 0 0 0 0 0 3 11 0 -5376 1979 Graduation Married 2447 1 0 06-01-2013 42 1 1 1725 1 1 1 15 0 28 0 1 0 0 0 0 0 0 3 11 0 -1993 1949 PhD Married 58607 0 1 23-12-2012 63 867 0 86 0 0 19 3 2 3 9 8 0 1 0 0 0 0 3 11 0 -4047 1954 PhD Married 65324 0 1 11-01-2014 0 384 0 102 21 32 5 3 6 2 9 4 0 0 0 0 0 0 3 11 0 -1409 1951 Graduation Together 40689 0 1 18-03-2013 69 270 3 27 39 6 99 7 7 1 5 8 0 0 0 0 0 0 3 11 0 -7892 1969 Graduation Single 18589 0 0 02-01-2013 89 6 4 25 15 12 13 2 2 1 3 7 0 0 0 0 0 0 3 11 0 -2404 1976 Graduation Married 53359 1 1 27-05-2013 4 173 4 30 3 6 41 4 5 1 4 7 0 0 0 0 0 0 3 11 0 -5255 1986 Graduation Single 1 0 20-02-2013 19 5 1 3 3 263 362 0 27 0 0 1 0 0 0 0 0 0 3 11 0 -9422 1989 Graduation Married 38360 1 0 31-05-2013 26 36 2 42 20 21 10 2 2 1 4 3 0 0 0 0 0 0 3 11 0 -1966 1965 PhD Married 84618 0 0 22-11-2013 96 684 100 801 21 66 0 1 6 9 10 2 0 0 1 0 0 0 3 11 0 -6864 1989 Master Divorced 10979 0 0 22-05-2014 34 8 4 10 2 2 4 2 3 0 3 5 0 0 0 0 0 0 3 11 0 -3033 1963 Master Together 38620 0 0 11-05-2013 56 112 17 44 34 22 89 1 2 5 3 3 0 0 0 0 0 0 3 11 0 -5710 1970 Graduation Together 40548 0 1 10-10-2012 31 110 0 5 2 0 3 2 2 1 4 5 0 1 0 0 0 0 3 11 0 -7373 1952 PhD Divorced 46610 0 2 29-10-2012 8 96 12 96 33 22 43 6 4 1 6 6 0 0 0 0 0 0 3 11 1 -8755 1946 Master Married 68657 0 0 20-02-2013 4 482 34 471 119 68 22 1 3 5 9 7 0 0 0 0 0 0 3 11 0 -10738 1951 Master Single 49389 1 1 29-08-2013 55 40 0 19 2 1 3 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -4339 1970 PhD Married 67353 0 1 31-12-2013 37 702 17 151 0 8 35 5 5 6 12 2 0 0 0 0 0 0 3 11 0 -10755 1976 2n Cycle Married 23718 1 0 02-09-2013 76 6 3 14 15 7 36 3 3 1 2 7 0 0 0 0 0 0 3 11 0 -8595 1973 Graduation Widow 42429 0 1 11-02-2014 99 55 0 6 2 0 4 2 1 1 3 5 0 0 0 0 0 0 3 11 0 -2968 1943 PhD Divorced 48948 0 0 01-02-2013 53 437 8 206 160 49 42 2 7 10 5 6 1 0 0 0 0 0 3 11 1 -8601 1980 Graduation Married 80011 0 1 29-04-2013 3 421 76 536 82 178 102 2 8 6 5 4 0 0 0 0 0 0 3 11 0 -503 1985 Master Married 20559 1 0 12-03-2013 88 13 1 29 3 0 7 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -8430 1957 Graduation Together 21994 0 1 24-12-2012 4 9 0 6 3 1 3 1 0 0 3 5 0 0 0 0 0 0 3 11 0 -7281 1959 PhD Single 0 0 05-11-2013 80 81 11 50 3 2 39 1 1 3 4 2 0 0 0 0 0 0 3 11 0 -2139 1975 Master Married 7500 1 0 02-10-2013 19 3 1 10 3 2 12 3 2 0 3 5 0 0 0 0 0 0 3 11 0 -1371 1976 Graduation Single 79941 0 0 28-06-2014 72 123 164 266 227 30 174 1 2 4 9 1 0 0 0 0 0 0 3 11 0 -9909 1996 2n Cycle Married 7500 0 0 09-11-2012 24 3 18 14 15 22 50 3 3 1 3 9 0 0 0 0 0 0 3 11 1 -7286 1968 Graduation Together 41728 1 0 24-05-2013 92 13 6 15 3 5 13 1 2 0 2 10 0 0 0 0 0 0 3 11 0 -7244 1951 Graduation Single 2 1 01-01-2014 96 48 5 48 6 10 7 3 2 1 4 6 0 0 0 0 0 0 3 11 0 -6566 1954 PhD Married 72550 1 1 08-11-2012 39 826 50 317 50 38 38 9 5 2 12 8 0 0 0 0 0 0 3 11 0 -8614 1957 Graduation Widow 65486 0 1 12-05-2014 29 245 19 125 37 67 14 1 4 2 10 2 0 0 0 0 0 0 3 11 0 -4114 1964 Master Married 79143 0 0 11-08-2012 2 650 37 780 27 167 32 1 6 9 13 3 0 0 0 0 0 0 3 11 0 -1331 1977 Graduation Single 35790 1 0 02-01-2013 54 12 6 20 30 1 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -2225 1977 Graduation Divorced 82582 0 0 07-06-2014 54 510 120 550 156 40 241 1 4 9 7 1 1 0 0 1 0 0 3 11 1 -9381 1978 Graduation Married 66373 1 1 12-06-2013 57 328 9 124 12 24 109 7 4 2 10 3 0 0 0 0 0 0 3 11 0 -6260 1955 Master Together 82384 0 0 19-11-2012 55 984 51 432 180 120 190 1 3 10 13 1 0 0 1 0 0 0 3 11 1 -10383 1966 Graduation Divorced 70287 0 0 02-04-2013 30 295 35 482 121 120 40 1 5 5 10 3 0 0 0 0 0 0 3 11 1 -7437 1988 Graduation Single 27938 1 0 28-04-2014 31 13 0 8 2 1 5 1 1 0 4 3 0 0 0 0 0 0 3 11 0 -8557 1982 Graduation Single 1 0 17-06-2013 57 11 3 22 2 2 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -8375 1968 PhD Married 55954 0 1 03-03-2014 63 447 0 28 0 0 43 3 8 2 6 7 0 0 0 0 0 0 3 11 0 -6853 1982 Master Single 75777 0 0 04-07-2013 12 712 26 538 69 13 80 1 3 6 11 1 0 1 1 0 0 0 3 11 1 -3076 1975 Graduation Together 66653 1 1 07-09-2012 18 452 18 102 16 18 6 4 4 2 12 3 0 0 0 0 0 0 3 11 0 -1012 1952 Graduation Single 61823 0 1 18-02-2013 26 523 7 134 37 14 169 4 8 2 10 7 0 0 0 0 0 0 3 11 0 -6518 1951 PhD Widow 67680 0 1 11-06-2013 8 546 0 48 0 6 6 1 7 3 8 5 0 0 0 0 0 0 3 11 0 -4137 1948 Graduation Together 70666 0 0 06-12-2013 29 398 40 367 119 122 30 1 7 4 4 4 0 0 0 0 0 0 3 11 0 -8082 1971 Graduation Married 25721 1 0 21-05-2013 75 1 3 6 3 6 15 1 1 1 2 7 0 0 0 0 0 0 3 11 1 -1386 1967 Graduation Together 32474 1 1 11-05-2014 0 10 0 1 0 0 0 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -9369 1979 2n Cycle Single 88194 0 1 19-03-2014 19 688 14 309 201 24 38 1 11 10 10 5 1 0 0 1 0 0 3 11 1 -4477 1958 Graduation Together 69096 0 1 27-09-2013 4 247 49 159 7 82 109 1 5 2 10 4 0 0 0 0 0 0 3 11 0 -1357 1970 Graduation Together 74854 1 2 08-04-2013 90 856 59 487 58 29 73 7 2 5 5 5 0 0 0 0 0 0 3 11 0 -1402 1954 Master Married 66991 0 0 11-09-2012 1 496 36 460 189 60 12 3 4 8 6 3 0 0 0 0 0 0 3 11 0 -10629 1973 2n Cycle Married 1 0 14-09-2012 25 25 3 43 17 4 17 3 3 0 3 8 0 0 0 0 0 0 3 11 0 -6312 1959 Graduation Married 65031 0 1 17-03-2013 29 258 107 291 84 37 86 4 10 3 13 7 0 0 0 0 0 0 3 11 0 -8132 1975 PhD Married 60631 1 1 05-04-2013 88 565 6 65 0 6 19 5 9 2 8 7 0 1 0 0 0 0 3 11 0 -1050 1952 Graduation Married 28332 0 0 30-04-2014 58 14 10 13 4 15 9 1 2 1 4 2 0 0 0 0 0 0 3 11 0 -5846 1977 Graduation Divorced 40246 1 0 19-12-2012 68 2 1 6 2 1 1 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -1859 1972 Master Married 75251 0 0 27-08-2012 34 721 111 925 97 18 18 1 7 6 5 5 0 0 0 0 0 0 3 11 1 -7503 1976 Graduation Single 75825 0 0 12-10-2012 40 1032 105 779 137 105 51 0 5 8 9 4 1 0 0 0 0 0 3 11 1 -10401 1976 2n Cycle Together 26326 0 0 04-09-2013 12 1 0 5 0 3 9 1 0 0 3 3 0 0 0 0 0 1 3 11 0 -1618 1965 Graduation Together 56046 0 0 02-01-2013 9 577 0 64 0 0 51 2 10 1 8 8 1 0 0 0 0 0 3 11 1 -3332 1985 Graduation Single 29760 1 0 29-08-2012 87 64 4 68 7 5 17 4 3 1 4 8 0 0 0 0 0 0 3 11 0 -2261 1969 Graduation Married 26304 1 0 23-06-2013 5 4 1 5 2 0 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -5346 1973 2n Cycle Married 23559 1 0 03-07-2013 87 25 5 19 7 0 23 3 3 0 3 7 0 0 0 0 0 0 3 11 0 -4119 1963 Master Together 38620 0 0 11-05-2013 56 112 17 44 34 22 89 1 2 5 3 3 0 0 0 0 0 0 3 11 0 -535 1987 Graduation Divorced 81361 0 0 25-02-2014 18 163 23 424 27 65 76 1 3 10 13 1 0 0 0 0 0 0 3 11 0 -5268 1960 Graduation Married 29440 1 1 11-08-2013 95 17 8 14 10 4 3 2 1 0 4 7 0 0 0 0 0 0 3 11 0 -273 1970 Master Married 36138 1 1 16-07-2013 48 130 0 16 0 0 5 5 3 1 4 7 0 1 0 0 0 0 3 11 0 -4452 1957 Graduation Single 50388 0 1 28-05-2014 3 292 6 37 0 3 34 4 6 1 6 7 0 1 0 1 0 0 3 11 1 -8504 1973 Graduation Married 79593 0 0 12-05-2014 70 350 60 568 110 133 145 1 5 6 7 2 0 0 1 0 0 0 3 11 0 -771 1967 Graduation Together 54178 0 1 21-01-2014 79 135 9 39 4 0 7 1 2 2 5 2 0 0 0 0 0 0 3 11 0 -8996 1957 PhD Married 2 1 19-11-2012 4 230 42 192 49 37 53 12 7 2 8 9 0 0 0 0 0 0 3 11 0 -9235 1957 Graduation Single 1 1 27-05-2014 45 7 0 8 2 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -5798 1973 Master Together 0 0 23-11-2013 87 445 37 359 98 28 18 1 2 4 8 1 0 0 0 0 0 0 3 11 0 -11178 1972 Master Single 42394 1 0 23-03-2014 69 15 2 10 0 1 4 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -2230 1970 PhD Married 23626 1 0 24-05-2014 84 27 2 14 0 0 0 3 3 1 3 5 0 0 0 0 0 0 3 11 0 -7516 1983 Graduation Married 30096 1 0 22-05-2014 30 5 3 11 12 5 9 1 2 0 3 6 0 0 0 0 0 0 3 11 0 -7247 1960 Graduation Widow 47916 0 1 22-11-2012 72 505 0 26 0 0 75 5 7 4 6 6 0 1 0 0 0 0 3 11 0 -11100 1972 Graduation Divorced 51813 1 1 11-04-2013 37 51 2 7 0 1 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -4646 1951 2n Cycle Married 78497 0 0 01-12-2013 44 207 26 447 75 0 223 1 5 7 12 2 0 0 0 1 0 0 3 11 0 -3037 1983 PhD Married 50150 0 0 20-06-2013 32 135 46 92 65 61 11 2 5 2 7 5 0 0 0 0 0 0 3 11 0 -1473 1960 2n Cycle Single 47823 0 1 23-07-2013 0 53 1 5 2 1 10 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -1016 1959 PhD Single 34554 0 1 30-03-2014 43 41 1 6 2 0 5 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -4518 1979 Graduation Together 85693 0 1 20-04-2013 59 386 172 183 185 132 111 2 9 5 11 5 0 0 0 0 0 0 3 11 0 -9370 1945 PhD Married 65846 0 0 17-05-2013 68 562 81 276 80 40 81 1 6 3 6 4 0 0 0 0 0 0 3 11 0 -8908 1959 Graduation Married 87195 0 0 08-05-2014 35 217 76 690 50 26 38 1 3 11 5 1 0 0 0 0 0 0 3 11 1 -8373 1979 Basic Together 24594 1 0 10-12-2013 94 1 3 6 10 0 9 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -7533 1964 Graduation Married 49096 1 1 24-09-2013 15 144 1 32 2 1 7 4 4 1 4 7 0 0 0 0 0 0 3 11 0 -2683 1969 Graduation Married 52413 0 2 02-02-2013 56 295 106 271 75 98 65 4 6 4 12 6 0 0 0 0 0 0 3 11 0 -3629 1978 Graduation Single 38557 1 0 19-12-2012 17 76 3 31 4 4 27 2 3 1 3 7 0 0 0 0 0 0 3 11 0 -10991 1960 Master Married 89058 0 0 07-12-2012 18 454 194 106 31 22 43 1 5 4 4 2 0 0 0 0 0 0 3 11 0 -5077 1979 Graduation Together 77298 0 1 02-11-2013 46 425 115 292 23 35 79 1 6 6 11 3 0 0 0 0 0 0 3 11 0 -7431 1991 PhD Single 68126 0 0 10-11-2012 40 1332 17 311 23 51 86 1 7 4 5 9 0 1 0 0 0 0 3 11 1 -3267 1963 Master Together 57288 0 1 25-06-2014 27 527 0 21 0 0 60 3 8 1 8 6 0 1 0 0 0 0 3 11 0 -999 1991 Graduation Single 86037 0 0 02-01-2013 95 490 44 125 29 20 22 1 6 7 11 3 0 1 1 0 0 0 3 11 1 -9215 1980 PhD Married 43974 1 0 12-12-2012 19 378 0 101 0 0 72 5 6 4 6 7 0 0 0 0 0 0 3 11 0 -2286 1962 Graduation Single 50785 1 1 10-09-2013 27 64 1 21 0 1 27 2 2 1 3 6 0 0 0 0 0 0 3 11 0 -1592 1970 Graduation Married 90765 0 0 24-01-2014 25 547 99 812 151 82 33 0 4 6 5 1 0 0 1 1 0 0 3 11 0 -367 1978 2n Cycle Married 36550 1 0 19-02-2013 74 47 90 94 123 103 120 5 9 1 5 9 0 0 0 0 0 0 3 11 0 -5234 1967 2n Cycle Together 30753 1 1 11-07-2013 85 12 5 25 0 9 30 2 1 1 3 5 0 0 0 0 0 0 3 11 0 -9862 1969 Graduation Together 21918 1 0 14-11-2013 37 1 6 7 11 5 3 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -9805 1953 Master Together 56129 0 1 20-06-2013 65 320 48 133 39 72 48 4 6 2 10 4 0 0 0 0 0 0 3 11 0 -6205 1967 Master Single 32557 1 0 24-02-2014 13 34 3 29 0 4 10 3 2 1 3 5 0 0 0 0 0 0 3 11 1 -8442 1985 Master Married 19510 2 0 04-09-2013 63 9 0 7 3 4 7 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -7386 1976 Graduation Divorced 30992 1 0 22-04-2013 83 17 0 14 7 3 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -7215 1983 Graduation Single 101970 0 0 12-03-2013 69 722 27 102 44 72 168 0 6 8 13 2 0 1 1 1 0 0 3 11 1 -1491 1965 2n Cycle Together 71488 0 0 18-02-2013 87 162 33 124 40 28 172 2 3 4 7 1 0 0 0 0 0 0 3 11 0 -11071 1984 Graduation Single 79607 0 0 21-04-2013 37 450 133 951 173 0 216 1 3 6 6 1 0 0 0 0 0 0 3 11 1 -3381 1953 Master Married 54348 1 1 08-06-2014 51 70 0 16 0 0 4 2 2 0 4 6 0 0 0 0 0 0 3 11 0 -8268 1961 PhD Married 0 1 11-07-2013 23 352 0 27 10 0 15 3 6 1 7 6 0 0 0 0 0 0 3 11 0 -11051 1956 PhD Together 77376 1 1 10-05-2014 72 492 19 110 16 12 12 4 6 3 10 4 0 0 0 0 0 0 3 11 0 -8026 1952 Graduation Married 62998 0 1 30-09-2013 10 120 58 73 65 89 58 5 5 4 5 5 0 0 0 0 0 0 3 11 0 -433 1958 Master Alone 61331 1 1 10-03-2013 42 534 5 47 0 5 41 5 11 1 6 8 0 0 0 0 0 0 3 11 0 -9597 1969 Graduation Married 73448 0 0 10-02-2014 10 236 106 189 23 41 130 1 7 2 9 4 0 0 0 0 0 0 3 11 0 -1295 1963 Graduation Married 0 1 11-08-2013 96 231 65 196 38 71 124 1 6 5 7 4 0 0 0 0 0 0 3 11 0 -5290 1964 PhD Married 41551 1 1 14-08-2013 51 220 0 33 3 0 23 5 5 1 5 8 0 0 0 0 0 0 3 11 0 -1685 1967 PhD Together 62981 0 0 17-03-2013 21 796 14 590 38 44 0 1 4 5 13 3 0 1 0 0 0 0 3 11 0 -5342 1976 Basic Divorced 9548 1 0 08-08-2012 31 0 1 3 10 6 9 2 1 0 3 8 0 0 0 0 0 0 3 11 0 -9579 1959 PhD Married 33762 2 1 07-07-2013 61 53 1 34 2 0 16 3 2 2 2 8 0 0 0 0 0 0 3 11 0 -7660 1973 PhD Alone 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 1 -1461 1965 PhD Divorced 36921 1 1 28-07-2013 74 17 1 12 3 1 4 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -821 1992 Master Single 92859 0 0 19-10-2012 46 962 61 921 52 61 20 1 5 4 12 2 0 0 0 0 0 0 3 11 0 -11084 1976 Master Together 65104 0 1 14-11-2013 4 738 0 232 13 20 50 2 3 5 7 7 0 0 0 0 0 0 3 11 1 -8690 1962 Graduation Married 86111 0 0 19-04-2013 73 399 28 756 36 40 126 1 5 7 10 2 0 0 0 0 0 0 3 11 0 -2937 1974 PhD Single 68352 0 1 28-08-2013 47 614 16 132 43 33 33 3 8 5 9 6 0 0 0 0 0 0 3 11 0 -9701 1988 Graduation Together 41883 1 0 19-03-2013 13 32 34 41 73 16 116 3 4 2 3 7 0 0 0 0 0 0 3 11 0 -9949 1976 Graduation Married 59809 0 2 18-10-2012 36 598 16 141 32 41 49 3 3 3 6 8 0 0 0 0 0 0 3 11 0 -10837 1975 Graduation Married 23957 1 0 28-10-2012 47 2 1 18 20 11 16 1 2 0 3 6 0 0 0 0 0 0 3 11 1 -3120 1981 Graduation Together 38547 1 0 28-08-2013 49 6 1 10 0 1 4 1 1 0 2 8 0 0 0 0 0 1 3 11 0 -5885 1973 2n Cycle Married 35688 2 1 22-08-2012 94 73 3 90 12 1 32 7 4 1 4 8 0 0 0 0 0 0 3 11 0 -4050 1966 Master Married 49605 0 0 21-06-2014 65 42 16 29 12 20 8 1 2 1 4 3 0 0 0 0 0 0 3 11 0 -3830 1953 Master Married 59354 0 2 24-04-2014 59 295 21 78 39 13 13 1 4 4 7 3 0 0 0 0 0 0 3 11 0 -7987 1969 Graduation Married 65747 0 1 07-03-2014 96 346 17 48 23 13 13 4 8 1 6 6 0 1 0 0 0 0 3 11 0 -7798 1972 2n Cycle Together 46344 0 1 14-12-2012 28 233 20 57 8 20 91 4 7 1 5 7 0 0 0 0 0 0 3 11 0 -92 1988 Graduation Alone 34176 1 0 12-05-2014 12 5 7 24 19 14 20 4 3 0 4 6 0 0 0 0 0 0 3 11 0 -7055 1952 PhD Together 61010 0 1 09-10-2012 57 888 0 57 0 0 76 2 8 5 11 5 0 0 0 0 0 0 3 11 0 -10240 1949 Graduation Together 69372 0 0 19-02-2013 10 997 26 269 34 13 42 1 10 4 6 4 0 1 1 0 0 0 3 11 1 -3025 1958 Graduation Single 49967 0 1 08-07-2013 4 212 6 69 4 12 3 3 6 1 5 7 0 0 0 0 0 0 3 11 0 -9283 1978 Graduation Single 60199 1 2 12-09-2013 49 8 1 7 2 0 0 1 0 0 3 4 0 0 0 0 0 0 3 11 0 -9970 1977 Graduation Together 55375 0 1 17-10-2013 3 42 11 57 10 28 14 1 1 1 6 2 0 0 0 0 0 0 3 11 0 -2730 1955 Graduation Single 80317 0 0 20-08-2013 64 536 11 387 149 91 57 1 3 4 10 1 0 0 0 0 0 0 3 11 0 -2795 1958 Master Single 30523 2 1 01-07-2013 0 5 0 3 0 0 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -9260 1945 PhD Married 70356 0 0 05-11-2012 20 1349 16 249 43 16 33 2 10 6 9 6 0 0 0 0 0 0 3 11 0 -8182 1984 Graduation Married 23228 1 0 05-01-2014 91 53 3 49 7 4 5 4 3 0 4 8 0 0 0 0 0 0 3 11 0 -10095 1975 PhD Divorced 74165 0 0 01-05-2013 9 1001 12 240 16 12 12 1 5 4 10 2 0 0 0 0 0 0 3 11 0 -8475 1973 PhD Married 157243 0 1 01-03-2014 98 20 2 1582 1 2 1 15 0 22 0 0 0 0 0 0 0 0 3 11 0 -4370 1966 Graduation Together 43482 2 1 13-11-2013 83 18 1 32 6 3 28 3 2 0 4 6 0 0 0 0 0 0 3 11 0 -10573 1953 Graduation Divorced 62551 0 0 18-11-2013 27 125 16 98 134 21 27 1 6 7 4 3 1 0 0 0 0 0 3 11 0 -3712 1959 Graduation Divorced 52332 0 0 28-08-2013 63 212 5 33 7 0 2 1 3 2 6 4 0 1 0 0 0 0 3 11 0 -6637 1988 Graduation Single 66951 0 0 02-11-2013 46 277 162 305 173 76 124 1 3 4 7 1 0 0 0 0 0 0 3 11 0 -3152 1957 Graduation Together 26091 1 1 25-02-2014 84 15 10 19 8 17 20 3 2 1 3 5 0 0 0 0 0 0 3 11 0 -5610 1965 Graduation Together 33456 1 1 21-04-2014 58 7 3 10 8 1 7 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -6460 1982 Graduation Married 28718 1 0 13-07-2013 78 12 4 6 11 8 16 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -1349 1970 Graduation Married 50447 2 0 21-04-2014 4 85 7 24 2 3 27 1 3 1 3 6 0 0 0 0 0 0 3 11 0 -1880 1959 PhD Together 53537 1 1 30-01-2014 17 81 0 6 0 0 6 2 2 1 3 5 0 0 0 0 0 0 3 11 0 -641 1967 Graduation Single 52074 0 1 04-04-2014 77 59 0 12 0 0 48 1 2 2 2 4 1 0 0 0 0 0 3 11 0 -8717 1975 PhD Married 80427 0 1 12-09-2012 56 1149 71 449 69 71 26 1 11 8 8 5 0 0 0 0 0 0 3 11 0 -10314 1948 PhD Married 83837 0 0 16-12-2012 79 847 66 119 86 89 111 1 9 10 5 4 0 1 0 1 0 0 3 11 1 -10854 1970 PhD Married 38853 1 1 23-05-2014 90 29 0 14 0 0 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -10492 1959 Graduation Together 38285 2 1 24-06-2014 96 2 0 5 2 0 1 1 0 0 3 2 0 0 0 0 0 0 3 11 0 -6935 1951 2n Cycle Married 78497 0 0 01-12-2013 44 207 26 447 75 0 223 1 5 7 12 2 0 0 0 1 0 0 3 11 0 -7698 1976 PhD Married 51650 0 1 11-05-2014 81 152 3 22 2 5 7 1 4 1 4 5 0 0 0 0 0 0 3 11 0 -3559 1988 2n Cycle Married 16248 1 0 10-05-2014 77 12 11 10 3 12 9 3 2 1 3 6 0 0 0 0 0 0 3 11 0 -10562 1946 Master Married 66835 0 0 28-09-2013 21 620 26 195 34 17 141 1 6 4 13 2 0 0 0 0 0 0 3 11 0 -10796 1984 Master Married 30477 1 0 22-01-2014 16 47 1 6 0 0 12 1 1 1 3 6 0 0 0 0 0 0 3 11 0 -2563 1961 Basic Married 28249 0 0 15-06-2014 80 1 9 7 2 14 10 1 2 0 3 6 0 0 0 0 0 0 3 11 0 -3518 1983 Graduation Married 25271 1 0 05-12-2012 45 10 1 18 10 4 7 1 1 1 2 9 0 0 0 0 0 0 3 11 0 -5823 1970 PhD Single 32303 0 1 08-03-2014 63 35 0 2 0 0 2 2 1 0 4 5 0 0 0 0 0 0 3 11 0 -3934 1966 Graduation Married 61286 0 1 02-08-2013 34 356 0 107 19 9 117 2 7 1 8 5 0 0 0 0 0 0 3 11 0 -6982 1976 Graduation Married 74068 0 0 19-03-2013 14 783 30 537 140 76 15 1 4 10 9 2 0 0 0 0 0 0 3 11 0 -6431 1964 PhD Married 45759 1 1 23-02-2013 13 42 1 18 3 0 4 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -9733 1978 Basic Together 24882 1 0 09-09-2012 52 1 4 10 29 0 36 1 1 1 2 6 1 0 0 0 0 0 3 11 0 -5602 1989 PhD Together 66973 0 0 17-05-2013 98 466 22 432 147 113 102 1 8 7 12 3 0 0 0 0 0 0 3 11 0 -7829 1900 2n Cycle Divorced 36640 1 0 26-09-2013 99 15 6 8 7 4 25 1 2 1 2 5 0 0 0 0 0 1 3 11 0 -1324 1988 Graduation Married 38872 1 0 30-05-2013 93 23 3 21 3 19 22 2 3 0 3 8 0 0 0 0 0 0 3 11 0 -326 1973 Graduation Married 51148 1 1 18-02-2013 38 235 6 45 8 9 12 4 5 1 6 6 0 0 0 0 0 0 3 11 0 -7224 1977 Graduation Married 31353 1 1 29-12-2013 24 10 0 10 3 1 7 2 1 1 2 8 0 0 0 0 0 0 3 11 0 -6999 1980 Master Married 69661 0 0 13-05-2014 80 656 16 106 32 16 8 1 7 3 12 3 0 0 0 0 0 0 3 11 0 -9938 1954 Graduation Married 80067 0 0 19-09-2013 82 519 17 813 27 173 51 1 4 6 6 2 0 0 1 0 0 0 3 11 0 -6422 1954 Graduation Married 86718 0 0 17-01-2013 20 344 189 482 50 33 172 1 5 6 5 2 0 0 0 0 0 0 3 11 0 -3182 1973 PhD Single 46854 1 1 31-03-2014 81 96 1 79 7 1 79 6 5 1 3 8 1 0 0 0 0 0 3 11 1 -7300 1952 Graduation Divorced 69142 0 1 29-06-2014 50 448 4 34 6 4 39 3 8 1 7 5 0 1 0 0 0 0 3 11 0 -10424 1968 Graduation Single 75922 0 0 09-12-2013 60 265 138 553 224 23 92 1 4 4 9 1 0 0 0 0 0 0 3 11 0 -8727 1978 Graduation Divorced 63693 0 1 14-10-2013 63 587 43 337 42 87 54 3 11 6 9 6 0 0 0 0 0 0 3 11 0 -2798 1977 PhD Together 102160 0 0 02-11-2012 54 763 29 138 76 176 58 0 7 9 10 4 0 1 1 1 0 0 3 11 1 -1030 1965 PhD Single 40637 1 1 17-07-2013 72 22 0 13 0 0 3 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -624 1984 Master Single 18890 0 0 10-11-2012 5 6 4 1 7 2 15 1 0 1 2 6 1 0 0 0 0 0 3 11 1 -5176 1988 Graduation Together 29604 1 0 08-12-2013 88 7 6 13 7 6 14 1 1 0 3 9 1 0 0 0 0 0 3 11 0 -5552 1963 Master Divorced 48721 1 1 13-05-2013 50 81 18 113 47 13 21 6 4 2 5 6 0 0 0 0 0 0 3 11 0 -868 1966 Graduation Married 44794 0 1 08-06-2014 99 54 0 7 0 0 4 1 2 0 3 6 0 0 0 0 0 0 3 11 0 -380 1954 Graduation Divorced 64497 0 1 10-09-2012 17 1170 48 320 42 32 192 5 11 4 9 8 1 0 0 0 0 0 3 11 1 -2677 1956 Graduation Together 46097 0 1 31-03-2013 11 72 24 68 65 4 8 5 3 1 6 4 0 0 0 0 0 0 3 11 0 -6521 1954 Graduation Together 77972 0 0 18-03-2014 18 613 22 319 33 102 12 1 4 6 9 1 0 0 0 0 0 0 3 11 0 -6927 1968 PhD Married 44377 1 1 05-10-2012 70 224 0 30 0 0 10 8 5 1 5 8 0 0 0 0 0 0 3 11 0 -2877 1974 Master Together 46014 1 1 21-01-2013 21 410 0 59 19 9 44 10 7 1 8 7 0 0 0 0 0 0 3 11 0 -0 1985 Graduation Married 70951 0 0 04-05-2013 66 239 10 554 254 87 54 1 3 4 9 1 0 0 0 0 0 0 3 11 0 -1584 1977 Graduation Married 41443 1 0 01-04-2014 79 171 7 171 25 19 89 6 8 1 5 8 0 0 0 0 0 0 3 11 0 -7264 1978 2n Cycle Single 52195 2 1 12-05-2014 2 12 0 4 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -6274 1948 Master Married 83790 0 0 15-11-2013 81 1076 16 417 42 48 16 1 8 10 6 3 0 1 1 0 0 0 3 11 0 -1377 1954 Master Widow 44551 0 1 31-08-2013 24 182 4 33 0 0 66 2 4 1 5 7 0 0 0 0 0 0 3 11 0 -454 1980 Graduation Together 69508 1 0 14-11-2012 48 824 32 162 42 32 43 2 11 4 11 6 0 0 0 0 0 0 3 11 0 -1755 1988 2n Cycle Together 45204 1 0 11-04-2014 93 30 11 25 29 1 18 1 1 1 4 3 0 0 0 0 0 0 3 11 0 -2075 1969 Graduation Married 72460 0 0 14-11-2013 56 377 10 540 80 30 10 1 3 5 7 1 0 0 0 0 0 0 3 11 0 -4785 1970 PhD Together 77622 0 2 14-04-2014 3 520 7 154 19 0 14 2 6 3 11 3 0 0 0 0 0 0 3 11 0 -9076 1980 PhD Married 30732 1 0 05-01-2013 44 155 1 25 0 1 3 4 4 1 4 8 0 0 0 0 0 0 3 11 0 -7079 1962 Graduation Divorced 63887 0 1 08-09-2012 38 897 23 207 15 11 92 5 9 6 12 6 0 0 0 0 0 0 3 11 0 -4653 1978 Graduation Together 42011 1 0 26-03-2013 46 131 0 16 2 1 39 4 3 1 4 8 0 0 0 0 0 0 3 11 0 -7375 1976 Graduation Together 51369 0 1 25-10-2012 84 297 7 79 0 11 182 2 8 2 4 8 0 0 0 0 0 0 3 11 0 -709 1952 Graduation Divorced 51537 0 1 09-12-2012 27 787 20 204 0 0 92 3 2 2 11 8 0 0 0 0 0 0 3 11 0 -460 1972 PhD Married 79930 0 0 08-08-2012 72 792 86 740 67 51 17 1 3 5 8 2 0 0 0 0 0 0 3 11 0 -3726 1986 PhD Together 34320 1 0 16-02-2014 66 4 1 9 3 0 0 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -6798 1966 Graduation Single 37070 1 1 20-03-2013 30 231 7 137 4 15 39 9 5 1 8 7 0 0 0 0 0 0 3 11 1 -5341 1962 2n Cycle Divorced 81975 0 1 05-01-2013 2 983 76 184 180 138 27 1 6 3 4 7 0 0 1 0 0 0 3 11 0 -1606 1971 Graduation Together 38590 1 0 15-05-2013 65 3 1 8 4 3 3 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -9617 1951 Graduation Single 15033 0 0 16-04-2014 37 0 4 5 6 0 4 1 1 0 3 3 0 0 0 0 0 0 3 11 0 -3233 1965 PhD Married 62745 0 1 23-03-2013 89 562 21 464 28 10 32 3 7 8 11 5 0 0 0 0 0 0 3 11 0 -89 1975 2n Cycle Married 22212 1 0 09-12-2013 49 5 9 20 6 8 21 2 2 0 4 6 0 0 0 0 0 0 3 11 0 -2936 1982 Master Together 23661 1 0 04-12-2013 46 18 0 4 0 0 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -9449 1958 PhD Single 79761 0 1 04-10-2013 32 415 5 124 15 35 11 1 5 2 11 3 0 0 0 0 0 0 3 11 0 -7297 1973 Graduation Single 7500 1 0 26-12-2013 54 5 3 10 12 7 20 4 3 1 3 7 0 0 0 0 0 0 3 11 0 -11004 1893 2n Cycle Single 60182 0 1 17-05-2014 23 8 0 5 7 0 2 1 1 0 2 4 0 0 0 0 0 0 3 11 0 -313 1968 Graduation Widow 73455 0 0 28-10-2013 98 901 61 757 186 163 20 1 6 5 10 3 0 1 0 0 0 0 3 11 0 -9940 1958 Graduation Together 64961 0 1 23-12-2012 97 382 114 276 75 124 38 2 6 4 4 3 0 0 0 0 0 0 3 11 0 -10735 1971 Graduation Single 22804 1 0 31-07-2013 75 14 1 7 2 1 1 1 2 0 2 9 0 0 0 0 0 0 3 11 0 -9529 1990 Graduation Married 73687 0 0 28-11-2013 8 559 153 503 218 13 181 1 3 9 9 2 0 0 0 1 0 0 3 11 1 -6439 1958 Graduation Married 61074 0 1 17-08-2012 37 789 0 133 0 28 152 7 11 5 8 7 0 0 0 0 0 0 3 11 0 -7411 1964 PhD Married 31686 1 1 05-06-2014 31 11 0 5 0 0 1 2 1 0 3 6 0 0 0 0 0 0 3 11 0 -2176 1972 Graduation Married 80134 1 0 20-05-2013 40 1218 16 272 104 0 80 2 5 3 6 6 0 1 1 1 0 0 3 11 1 -9265 1953 Graduation Married 75027 0 1 09-01-2013 74 925 64 179 133 12 77 2 9 4 6 5 0 0 0 0 0 0 3 11 0 -8867 1988 PhD Married 67546 0 0 31-08-2012 90 864 134 768 150 38 172 1 4 10 5 3 0 0 0 0 0 0 3 11 0 -8932 1969 Master Together 65176 0 1 29-10-2012 57 960 28 183 220 70 70 4 9 6 6 6 0 0 0 0 0 0 3 11 0 -10236 1975 Master Single 31160 1 0 16-09-2013 59 16 3 25 6 1 13 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -6340 1985 Graduation Single 29938 1 0 27-10-2013 52 3 3 7 0 2 11 2 1 0 3 6 0 0 0 0 0 0 3 11 0 -10089 1974 Graduation Divorced 102692 0 0 05-04-2013 5 168 148 444 32 172 148 1 6 9 13 2 0 1 1 1 1 0 3 11 1 -2227 1958 2n Cycle Together 26490 0 0 22-09-2012 92 45 47 52 21 20 25 2 3 1 5 6 0 0 0 0 0 0 3 11 0 -10992 1967 Graduation Together 75702 1 1 29-08-2012 77 650 28 353 45 42 30 5 4 6 11 8 0 0 0 0 0 0 3 11 0 -5304 1974 PhD Single 30899 1 0 13-10-2012 35 24 0 8 0 0 1 2 1 0 3 6 0 0 0 0 0 0 3 11 0 -309 1961 PhD Together 63342 0 1 16-10-2012 48 918 21 118 13 10 21 3 8 3 5 6 0 1 0 0 0 0 3 11 0 -3406 1964 Graduation Single 45989 0 1 22-10-2012 97 138 33 87 28 24 12 4 3 2 7 3 0 0 0 0 0 0 3 11 0 -2661 1964 Graduation Single 18701 1 1 04-06-2013 95 12 4 2 10 6 10 4 2 0 4 5 0 0 0 0 0 0 3 11 0 -3153 1957 PhD Single 40737 2 1 08-12-2013 24 11 0 4 0 0 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -10264 1979 Graduation Divorced 15287 1 0 10-10-2012 60 1 2 8 4 3 13 2 1 1 2 7 1 0 0 0 0 0 3 11 1 -1184 1968 PhD Divorced 69674 0 2 22-05-2013 46 554 41 215 11 0 24 3 10 2 10 5 0 0 0 0 0 0 3 11 0 -4200 1970 Master Married 44159 1 0 17-06-2014 85 167 2 62 24 13 7 4 4 1 6 5 0 0 0 0 0 0 3 11 0 -9396 1978 PhD Married 37717 1 0 23-11-2012 31 9 0 6 4 1 5 1 1 0 2 9 0 0 0 0 0 0 3 11 0 -2387 1952 Master Together 43776 1 1 03-02-2013 9 177 2 71 3 2 20 6 5 2 4 8 0 0 0 0 0 0 3 11 1 -6690 1966 Master Married 38179 1 1 14-03-2013 30 38 4 22 4 2 20 4 3 1 3 7 0 0 0 0 0 0 3 11 0 -1225 1963 Graduation Married 80124 0 0 26-06-2014 47 483 84 398 205 84 241 1 3 7 8 1 1 0 0 0 0 0 3 11 0 -9703 1970 PhD Married 38097 1 1 15-10-2012 70 77 2 35 0 1 69 4 3 2 2 7 1 0 0 0 0 0 3 11 1 -291 1970 Graduation Married 72940 0 0 19-06-2013 13 182 74 298 162 149 116 1 3 3 6 1 0 0 0 0 0 0 3 11 0 -4557 1970 Graduation Together 22070 1 0 04-10-2013 11 10 7 19 8 2 21 2 2 2 2 6 0 0 0 0 0 0 3 11 0 -2379 1953 Graduation Single 69267 0 0 22-09-2012 31 778 44 499 95 73 146 2 3 4 5 7 0 0 0 0 0 0 3 11 1 -5726 1983 Master Single 31788 1 0 20-03-2014 15 16 7 23 0 8 6 3 3 0 4 5 0 0 0 0 0 1 3 11 0 -3066 1975 PhD Together 61905 0 1 04-02-2014 2 167 0 43 6 2 13 2 4 2 4 5 0 0 0 0 0 0 3 11 0 -6336 1960 Graduation Married 29315 1 1 06-04-2014 55 13 2 14 8 7 4 4 2 0 4 6 0 0 0 0 0 0 3 11 0 -10967 1963 Graduation Divorced 33378 1 1 06-02-2013 38 33 6 40 3 7 10 3 2 0 4 7 0 0 0 0 0 0 3 11 0 -2304 1963 PhD Together 66313 0 1 16-09-2013 86 625 7 99 10 22 7 2 6 3 12 4 0 0 0 0 0 0 3 11 0 -3445 1956 Graduation Single 60714 0 0 17-01-2013 56 216 162 224 101 92 162 2 7 4 10 5 0 0 0 0 0 0 3 11 1 -7828 1981 Master Together 77882 0 0 30-04-2014 29 68 129 396 188 22 15 1 3 3 5 1 0 0 0 0 0 0 3 11 0 -3762 1986 PhD Single 69867 0 0 02-04-2013 30 196 0 512 33 130 54 1 3 5 8 1 0 0 0 1 0 0 3 11 1 -4391 1968 Master Divorced 63841 0 1 21-04-2013 64 635 15 100 20 7 131 1 9 3 9 6 0 0 0 0 0 0 3 11 0 -4669 1981 Basic Married 24480 1 0 11-02-2013 46 4 19 9 28 25 17 3 3 0 4 7 0 0 0 0 0 0 3 11 0 -10144 1976 Graduation Together 51369 0 1 25-10-2012 84 297 7 79 0 11 182 2 8 2 4 8 0 0 0 0 0 0 3 11 0 -8652 1946 Graduation Together 37760 0 0 31-08-2012 20 84 5 38 150 12 28 2 4 1 6 7 0 0 0 0 0 0 3 11 0 -1672 1974 PhD Together 65640 0 1 01-03-2014 74 204 7 149 20 15 66 1 5 1 8 2 0 0 0 0 0 0 3 11 0 -8962 1975 Master Married 44319 1 1 17-04-2014 18 26 0 8 0 0 3 2 2 0 3 5 0 0 0 0 0 0 3 11 0 -9974 1974 Graduation Married 30631 1 0 12-07-2013 75 15 6 20 4 5 20 1 3 1 2 7 0 0 0 0 0 0 3 11 0 -10983 1952 Graduation Together 75278 0 0 29-01-2013 17 304 98 230 150 74 74 1 6 3 13 3 0 0 0 0 0 0 3 11 0 -8148 1956 Master Together 50898 1 1 08-01-2013 88 285 28 242 55 114 135 13 6 2 12 5 0 0 0 0 0 0 3 11 0 -10102 1966 Graduation Widow 79946 0 0 12-05-2014 19 395 183 565 166 141 28 1 5 11 5 3 0 0 0 0 0 0 3 11 0 -4697 1949 Master Divorced 35416 0 0 13-06-2013 62 248 3 81 4 3 51 3 7 1 5 8 0 0 0 0 0 0 3 11 0 -9262 1984 2n Cycle Together 32414 0 0 04-07-2013 11 20 6 5 0 9 12 1 1 0 3 7 1 0 0 0 0 0 3 11 0 -7254 1969 Graduation Together 38361 1 0 27-12-2013 74 39 0 56 20 8 14 3 3 1 3 7 0 0 0 0 0 0 3 11 0 -4543 1980 Graduation Married 82497 0 0 31-10-2012 32 777 129 573 216 21 203 1 2 7 9 4 0 0 1 0 0 0 3 11 0 -4927 1971 Graduation Together 16626 2 0 15-01-2014 76 8 3 22 21 1 13 3 3 0 3 9 0 0 0 0 0 0 3 11 0 -10451 1965 Graduation Together 29672 1 1 12-03-2013 6 9 1 3 0 4 8 1 0 0 3 6 0 0 0 0 0 0 3 11 0 -2926 1952 Master Together 55951 0 1 23-08-2012 62 1241 0 80 0 13 40 3 3 6 11 8 0 1 0 0 1 0 3 11 0 -2874 1988 2n Cycle Divorced 35388 1 0 07-03-2013 20 6 4 7 4 3 8 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -9738 1986 Master Together 42386 1 0 13-01-2013 43 65 4 16 0 4 11 1 3 0 3 8 0 0 0 0 0 0 3 11 0 -7119 1982 Graduation Single 68627 0 0 12-01-2013 45 395 15 263 60 54 38 1 2 3 6 1 0 0 0 0 0 0 3 11 0 -3924 1965 PhD Divorced 57912 0 1 17-03-2014 34 801 0 80 0 0 35 5 8 3 12 5 0 1 0 0 0 0 3 11 0 -5827 1958 Graduation Divorced 35246 1 1 16-04-2014 53 36 0 12 2 2 10 4 3 1 3 5 0 0 0 0 0 0 3 11 0 -5596 1956 2n Cycle Together 58821 0 1 12-10-2013 44 513 14 154 19 0 28 1 9 2 9 6 0 0 0 0 0 0 3 11 0 -10812 1978 PhD Married 46377 1 0 01-03-2014 89 37 0 46 4 3 0 1 2 1 3 4 0 0 0 0 0 0 3 11 0 -1717 1988 Graduation Single 39747 1 0 13-04-2014 43 80 15 93 20 13 52 3 5 1 4 8 0 0 0 0 0 0 3 11 0 -9491 1984 Graduation Together 23976 1 0 27-12-2013 68 14 1 21 2 3 25 3 3 1 3 7 0 0 0 0 0 0 3 11 0 -9274 1961 Master Married 80950 0 0 28-03-2013 44 525 147 112 219 147 63 1 6 7 9 2 0 0 0 1 0 0 3 11 0 -6609 1966 Graduation Widow 27038 0 0 18-09-2012 64 1 26 25 17 23 15 1 3 0 3 9 0 0 0 0 0 0 3 11 1 -6963 1947 Graduation Single 77457 0 0 05-03-2014 85 675 11 400 15 45 11 1 2 5 10 1 0 0 1 0 0 0 3 11 0 -4440 1964 Master Married 64100 0 1 10-09-2013 93 509 0 27 0 0 10 1 8 3 6 7 0 1 0 0 0 0 3 11 0 -1379 1992 Master Together 42670 0 0 27-04-2013 12 154 2 46 20 4 15 1 4 2 4 4 0 0 0 0 0 0 3 11 0 -10032 1976 Graduation Divorced 12571 1 0 18-01-2014 86 3 5 14 2 12 17 4 3 1 3 6 0 0 0 0 0 0 3 11 0 -2826 1967 Graduation Married 22574 2 1 28-10-2013 28 25 0 8 2 0 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -2437 1989 Graduation Married 0 0 03-06-2013 69 861 138 461 60 30 61 1 6 5 12 3 0 1 0 1 0 0 3 11 0 -6320 1976 Master Single 70893 0 0 06-02-2013 42 768 44 561 77 44 14 1 6 6 10 3 0 0 0 0 0 0 3 11 0 -3050 1966 Graduation Married 54198 1 1 17-12-2013 13 185 0 28 3 2 17 6 3 1 6 4 0 0 0 0 0 0 3 11 0 -231 1956 Master Together 28839 1 1 11-03-2014 86 24 0 7 0 0 1 2 2 0 3 5 0 0 0 0 0 0 3 11 0 -2392 1972 Graduation Married 40321 1 1 29-07-2013 59 44 4 21 6 0 27 2 3 0 3 7 0 0 0 0 0 0 3 11 0 -9478 1985 Graduation Single 66503 1 0 14-08-2012 30 91 64 128 65 3 50 2 4 3 6 3 0 0 0 0 0 0 3 11 0 -113 1951 Graduation Married 30833 1 1 16-07-2013 33 11 0 7 3 1 6 2 1 0 3 5 0 0 0 0 0 0 3 11 0 -2863 1970 Graduation Single 1 2 23-08-2013 67 738 20 172 52 50 20 6 2 3 10 7 0 1 0 1 0 0 3 11 0 -1802 1971 Graduation Married 64795 0 1 17-01-2013 23 412 5 119 38 29 77 3 3 3 12 2 0 0 0 0 0 0 3 11 0 -520 1974 Graduation Married 34421 1 0 01-07-2013 81 3 3 7 6 2 9 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -8275 1965 PhD Divorced 47025 1 1 09-02-2014 6 16 0 3 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -9750 1961 PhD Divorced 64325 0 1 07-02-2013 41 731 60 353 78 12 73 5 10 3 5 7 0 0 0 0 0 0 3 11 0 -2607 1953 Graduation Single 40464 0 1 11-01-2013 78 424 17 118 7 23 41 6 8 2 8 8 0 0 0 0 0 0 3 11 0 -7214 1957 Graduation Married 62187 0 0 05-07-2013 49 792 0 275 45 45 126 1 4 8 5 3 0 0 0 0 0 0 3 11 0 -5835 1976 PhD Divorced 14849 1 0 02-07-2013 39 21 2 28 3 2 9 3 2 0 4 8 0 0 0 0 0 0 3 11 0 -3896 1984 Graduation Married 27255 1 0 07-11-2013 3 22 1 11 0 1 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -10350 1950 PhD Married 54432 2 1 09-05-2013 37 33 0 5 0 0 0 1 1 0 3 4 0 0 0 0 0 0 3 11 0 -7786 1986 PhD Single 29999 1 0 13-02-2013 22 68 7 59 10 5 11 4 3 1 4 8 0 0 0 0 0 0 3 11 0 -2861 1983 Graduation Single 24072 1 0 16-04-2013 79 9 1 6 3 0 4 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -663 1989 PhD Single 33996 0 0 11-09-2013 46 40 2 15 8 0 6 1 1 1 3 4 0 0 0 0 0 0 3 11 0 -10675 1956 PhD Married 66334 0 1 03-04-2013 82 909 11 218 0 0 23 2 9 3 5 5 0 0 0 0 0 0 3 11 1 -2521 1971 Master Married 35178 1 0 10-01-2013 10 23 1 13 2 2 18 1 1 1 2 7 1 0 0 0 0 0 3 11 1 -9592 1983 Graduation Together 22010 1 0 30-06-2013 51 11 2 9 3 0 8 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -10151 1960 Graduation Divorced 62204 0 2 12-09-2012 38 317 46 247 151 46 139 1 4 5 12 3 0 0 0 0 0 0 3 11 0 -7381 1968 Graduation Divorced 75693 0 0 06-12-2012 10 797 153 293 72 97 30 1 11 4 6 4 0 1 1 1 0 0 3 11 1 -4099 1972 Graduation Married 30675 1 0 12-11-2012 14 10 2 16 11 2 21 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -9560 1965 Graduation Together 83003 0 0 03-03-2013 18 856 61 570 40 25 122 1 7 6 8 3 0 0 1 0 0 0 3 11 1 -1150 1899 PhD Together 83532 0 0 26-09-2013 36 755 144 562 104 64 224 1 4 6 4 1 0 0 1 0 0 0 3 11 0 -10172 1988 Graduation Single 68655 0 0 10-08-2012 95 456 19 832 75 118 38 1 4 5 11 3 0 0 0 0 0 0 3 11 0 -11191 1986 Graduation Divorced 41411 0 0 07-12-2013 11 37 32 38 11 3 18 1 2 1 4 6 0 0 0 0 0 0 3 11 0 -9707 1969 PhD Married 55212 0 1 23-11-2012 65 1103 0 45 0 0 34 3 4 2 11 8 0 1 0 0 1 0 3 11 0 -6245 1950 PhD Together 59292 0 1 13-06-2013 71 378 14 68 19 14 14 2 3 5 8 3 0 0 0 0 0 0 3 11 0 -8234 1973 Basic Together 27190 1 0 15-08-2013 13 1 6 7 0 1 3 1 1 0 2 8 1 0 0 0 0 0 3 11 1 -1411 1952 Graduation Divorced 82623 0 0 10-11-2013 58 204 34 204 172 153 173 1 2 9 4 1 0 0 0 0 0 0 3 11 0 -8553 1965 Graduation Married 44300 1 1 23-06-2013 65 30 0 9 0 0 3 2 1 0 3 6 0 0 0 0 0 0 3 11 0 -1826 1970 Graduation Divorced 84835 0 0 16-06-2014 0 189 104 379 111 189 218 1 4 4 6 1 0 0 0 0 0 0 3 11 1 -8842 1971 Graduation Widow 30372 1 1 25-12-2012 33 15 0 12 7 3 7 3 2 0 3 7 0 0 0 0 0 0 3 11 0 -11030 1976 Master Married 33181 1 0 03-01-2014 90 9 0 3 0 0 4 1 1 0 2 6 1 0 0 0 0 0 3 11 0 -2579 1957 Graduation Married 71113 0 1 17-12-2013 95 495 33 255 11 33 8 4 6 7 9 4 0 0 0 0 0 0 3 11 0 -175 1986 Graduation Married 71952 1 0 10-01-2013 93 656 80 455 52 107 93 2 8 4 8 4 1 0 1 0 0 0 3 11 0 -9185 1966 PhD Single 69759 0 0 28-10-2013 38 452 20 514 13 30 0 3 4 6 5 3 0 0 0 0 0 0 3 11 1 -11056 1974 Graduation Married 72099 0 0 27-10-2012 18 546 91 410 119 0 22 1 3 4 10 1 0 0 0 0 0 0 3 11 0 -9365 1976 PhD Single 60000 0 1 22-12-2012 57 1048 0 217 0 0 12 5 11 3 5 6 0 0 0 0 0 0 3 11 0 -6201 1978 Graduation Single 38643 1 1 29-11-2013 45 22 2 14 0 1 10 2 2 0 3 7 0 0 0 0 0 1 3 11 0 -2061 1955 Graduation Married 50737 0 1 11-05-2013 61 78 0 11 0 0 10 1 2 0 4 6 0 1 0 0 0 0 3 11 0 -6184 1969 PhD Married 68462 0 0 12-12-2012 6 561 64 785 84 128 48 1 3 3 8 1 0 0 0 0 0 0 3 11 0 -6142 1943 Master Married 65073 0 0 20-08-2013 65 629 17 177 69 0 8 1 5 3 5 2 0 0 0 0 0 1 3 11 0 -4107 1948 PhD Together 46681 0 2 08-10-2013 52 269 15 69 15 19 38 2 4 6 4 5 0 0 0 0 0 0 3 11 0 -7274 1957 Graduation Married 78618 0 0 28-09-2012 87 736 163 818 212 163 61 1 4 7 10 2 0 1 0 0 0 0 3 11 0 -9336 1969 PhD Widow 62187 0 1 22-03-2014 38 512 0 83 0 0 41 3 6 2 10 4 0 0 0 0 0 0 3 11 0 -2958 1978 Graduation Married 28442 2 0 24-02-2014 53 19 3 10 11 8 6 3 2 1 4 4 0 0 0 0 0 0 3 11 0 -933 1978 PhD Married 37717 1 0 23-11-2012 31 9 0 6 4 1 5 1 1 0 2 9 0 0 0 0 0 0 3 11 0 -5837 1967 Graduation Married 51479 1 1 28-12-2012 67 247 8 160 6 8 65 7 6 3 6 7 0 0 0 0 0 0 3 11 0 -10704 1969 Graduation Single 54803 0 1 21-08-2012 65 404 0 92 28 27 142 2 6 2 9 4 0 0 0 0 0 0 3 11 0 -5125 1960 Graduation Married 79530 0 0 17-05-2013 64 333 0 815 129 42 29 1 4 10 11 2 0 0 0 0 0 0 3 11 0 -4432 1976 Graduation Divorced 31615 1 0 16-03-2013 82 2 3 20 6 11 9 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -5955 1962 Graduation Together 72025 0 0 17-11-2012 27 833 33 549 151 133 233 1 4 3 8 3 0 0 0 0 0 0 3 11 0 -2928 1975 PhD Single 52614 0 1 01-12-2012 63 789 0 142 12 9 38 2 2 4 8 8 0 0 0 0 0 0 3 11 0 -5680 1984 2n Cycle Married 35684 1 0 22-04-2014 66 10 4 7 0 6 3 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -10313 1975 Graduation Married 48178 1 1 28-10-2012 69 159 4 45 6 2 38 6 5 1 4 8 0 0 0 0 0 0 3 11 0 -2557 1970 Master Single 29548 1 0 29-08-2013 52 7 1 6 3 1 11 1 1 1 2 4 1 0 0 0 0 0 3 11 0 -1245 1966 Graduation Single 63810 0 1 11-11-2012 45 977 12 253 16 12 101 4 4 3 12 8 0 1 0 0 0 0 3 11 0 -1519 1972 PhD Single 38578 1 1 22-06-2013 2 38 4 22 3 3 3 3 3 0 3 8 0 0 0 0 0 0 3 11 1 -10703 1975 Master Single 46098 1 1 18-08-2012 86 57 0 27 0 0 36 4 3 2 2 8 0 0 0 0 0 0 3 11 0 -1726 1970 Graduation Single 22585 0 0 18-03-2013 23 3 9 15 13 2 39 1 1 1 2 9 1 0 0 0 0 0 3 11 1 -4459 1989 Graduation Single 30279 1 0 30-12-2012 13 10 4 14 4 4 1 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -1729 1961 PhD Together 66426 0 1 02-10-2013 14 1043 24 97 32 24 157 2 3 5 10 6 0 0 0 0 0 0 3 11 0 -1517 1969 Graduation Single 30822 1 0 14-06-2013 92 3 9 13 2 12 12 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -2098 1969 PhD Married 33581 2 0 08-01-2013 38 11 0 5 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -9543 1985 Graduation Married 19986 1 0 14-11-2013 74 3 6 5 0 2 6 1 0 0 3 7 0 0 0 0 0 0 3 11 0 -6878 1954 Graduation Widow 27421 0 0 12-12-2012 14 43 12 96 78 40 55 3 4 1 6 7 0 0 0 0 0 0 3 11 0 -3310 1973 2n Cycle Married 35688 2 1 22-08-2012 94 73 3 90 12 1 32 7 4 1 4 8 0 0 0 0 0 0 3 11 0 -2724 1981 Master Single 36143 1 0 30-03-2014 33 12 0 1 0 0 6 1 0 1 2 3 0 0 0 0 0 0 3 11 0 -948 1971 Graduation Single 10245 1 0 15-05-2013 32 4 7 7 6 4 13 3 1 2 2 5 0 0 0 0 0 0 3 11 0 -6720 1968 Master Together 43795 0 1 16-10-2013 11 314 11 53 4 3 107 3 7 3 4 7 0 1 0 0 0 0 3 11 1 -6202 1960 Graduation Together 63381 0 1 05-10-2012 78 571 50 142 33 50 159 4 4 5 13 2 0 0 0 0 0 0 3 11 0 -2066 1949 Graduation Together 38823 0 1 30-08-2012 56 70 0 11 2 8 23 1 2 1 3 6 0 0 0 0 0 0 3 11 0 -9799 1968 PhD Divorced 83664 1 1 08-05-2013 57 866 21 151 28 21 86 3 2 2 12 5 0 0 0 0 0 0 3 11 0 -8318 1979 Graduation Together 90300 0 0 03-01-2014 7 594 134 786 33 134 57 0 5 6 8 1 0 0 1 0 0 0 3 11 0 -5642 1979 Master Together 62499 1 0 09-12-2013 0 140 4 61 0 13 4 2 3 1 6 4 0 0 0 0 0 0 3 11 0 -2669 1993 Graduation Single 74293 0 0 04-05-2014 66 375 152 335 93 91 81 1 5 4 6 2 0 0 0 0 0 0 3 11 0 -455 1946 PhD Married 51012 0 0 18-04-2013 86 102 9 63 2 9 24 1 4 1 4 6 0 0 0 0 0 0 3 11 0 -7683 1968 Master Married 70777 0 1 25-02-2014 80 554 35 113 0 7 78 3 5 3 12 3 0 0 0 0 0 0 3 11 0 -3428 1991 PhD Together 68682 0 0 06-10-2013 56 919 0 505 99 30 45 1 4 9 10 2 0 0 0 0 0 0 3 11 0 -7414 1971 Graduation Married 43824 1 1 15-09-2012 18 96 1 42 12 3 32 4 3 1 4 8 0 0 0 0 0 0 3 11 0 -6354 1984 Graduation Together 15345 1 0 31-08-2012 51 5 2 16 3 2 19 2 1 1 2 8 0 0 0 0 0 0 3 11 1 -798 1987 Graduation Single 23442 1 0 24-12-2012 71 2 0 6 8 6 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -8213 1980 2n Cycle Together 14515 1 0 09-11-2012 71 6 4 9 6 36 35 4 2 2 3 7 0 0 0 0 0 0 3 11 1 -2488 1956 2n Cycle Divorced 31395 1 1 23-03-2013 80 23 1 25 0 8 7 4 2 1 3 6 0 0 0 0 0 0 3 11 0 -9999 1965 Graduation Together 75276 0 0 27-09-2012 2 610 105 125 137 42 21 1 9 4 9 5 0 0 0 0 0 0 3 11 0 -7617 1974 Graduation Single 42373 1 1 15-08-2013 83 67 5 61 3 8 19 5 2 1 5 5 0 0 0 0 0 0 3 11 0 -615 1960 Graduation Together 30507 0 0 11-03-2013 29 65 36 74 38 20 110 1 5 1 4 7 0 0 0 0 0 0 3 11 0 -2552 1955 PhD Single 55521 1 2 22-10-2013 11 416 0 26 0 0 4 9 6 3 6 7 0 1 0 0 0 0 3 11 1 -194 1965 Graduation Married 48006 1 1 09-06-2014 55 23 0 11 3 2 2 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -3645 1972 PhD Single 27213 1 0 30-08-2012 19 19 3 26 10 9 3 3 2 0 4 8 0 0 0 0 0 0 3 11 1 -8890 1971 PhD Divorced 65808 1 1 30-05-2014 1 155 7 80 13 7 10 3 5 1 5 6 0 0 0 0 0 0 3 11 0 -5049 1974 PhD Together 30351 1 0 06-06-2013 19 14 0 24 3 3 2 1 3 0 2 9 0 0 0 0 0 0 3 11 0 -9973 1963 Graduation Married 50437 0 2 17-10-2012 28 370 9 92 6 9 4 3 7 1 8 7 0 0 0 0 0 0 3 11 0 -7301 1982 2n Cycle Single 23616 1 0 17-11-2012 76 4 22 11 3 7 32 2 3 0 3 8 0 0 0 0 0 0 3 11 1 -10882 1976 Graduation Married 53858 0 1 09-11-2012 50 407 53 221 58 150 26 4 4 3 6 4 0 0 0 0 0 0 3 11 0 -7030 1955 PhD Married 66465 0 1 30-03-2013 1 1200 0 204 38 29 14 3 11 9 12 6 0 0 0 1 0 0 3 11 0 -7422 1987 Graduation Single 46923 1 0 22-08-2012 90 85 44 54 102 78 6 3 5 1 7 7 0 0 0 0 0 0 3 11 0 -3523 1962 Graduation Together 75072 0 1 23-01-2013 83 583 34 309 0 22 125 2 5 4 8 3 0 0 0 0 0 0 3 11 0 -7106 1943 PhD Married 75865 0 0 31-03-2014 73 483 0 591 156 0 12 1 3 5 10 1 0 0 0 0 0 0 3 11 0 -6504 1975 2n Cycle Together 19789 1 0 20-11-2013 24 2 5 9 28 6 28 3 2 1 3 5 1 0 0 0 0 0 3 11 0 -5067 1994 Graduation Together 80134 0 0 14-02-2014 11 966 26 282 52 26 26 1 2 7 11 5 0 1 1 1 1 0 3 11 0 -4216 1981 Graduation Single 91065 0 0 22-02-2013 33 822 114 108 179 137 114 1 7 9 9 3 0 0 1 1 0 0 3 11 1 -8581 1971 Master Married 49505 1 1 05-03-2013 4 604 0 100 19 0 28 9 10 2 8 8 0 0 0 0 0 0 3 11 0 -5929 1973 PhD Married 37401 1 0 06-05-2014 14 19 3 19 3 1 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -3129 1983 Graduation Married 30096 1 0 22-05-2014 30 5 3 11 12 5 9 1 2 0 3 6 0 0 0 0 0 0 3 11 0 -6528 1982 Master Together 18492 1 0 05-06-2014 75 2 2 2 2 1 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -1361 1974 Master Married 82584 0 0 04-06-2013 26 1076 68 103 29 91 68 1 3 4 8 1 0 1 1 0 0 0 3 11 1 -6932 1941 PhD Married 93027 0 0 13-04-2013 77 1285 42 716 55 0 21 0 7 10 5 2 0 0 1 0 0 0 3 11 0 -7284 1953 Graduation Married 48686 1 2 04-12-2013 8 10 0 7 2 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -1340 1986 Graduation Married 92910 0 0 24-04-2014 42 551 137 792 179 103 33 1 6 7 13 1 0 1 1 1 0 0 3 11 0 -8746 1989 Graduation Married 75433 1 0 05-04-2014 28 800 0 297 0 34 57 2 2 5 10 6 0 1 0 1 0 0 3 11 0 -5987 1989 2n Cycle Together 10404 1 0 04-05-2014 52 2 2 11 10 6 12 2 1 0 4 5 0 0 0 0 0 0 3 11 0 -3767 1968 Graduation Married 61314 0 1 25-04-2013 1 378 0 189 97 172 172 2 5 5 12 3 0 0 0 0 0 0 3 11 0 -3725 1961 PhD Single 84865 0 0 09-05-2013 1 1248 16 349 43 16 16 1 2 4 9 4 0 1 1 1 1 0 3 11 1 -4324 1989 Graduation Married 42387 1 0 29-10-2012 42 235 0 235 19 4 191 5 8 1 7 8 0 0 0 0 0 0 3 11 0 -238 1967 2n Cycle Together 67309 1 1 23-01-2013 76 515 47 181 149 95 95 15 9 6 9 7 0 0 0 0 0 0 3 11 0 -6694 1964 Graduation Married 75236 0 1 25-11-2013 27 438 66 400 12 38 114 1 8 3 13 4 0 0 0 0 0 0 3 11 0 -498 1970 Graduation Single 30015 1 0 02-02-2014 28 25 0 22 2 3 5 2 1 0 4 5 0 0 0 0 0 0 3 11 0 -9347 1956 Master Together 50943 0 1 21-06-2013 49 31 0 7 2 0 6 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -9699 1966 Graduation Divorced 67272 0 1 21-12-2013 12 357 35 271 28 28 14 3 6 2 12 5 0 0 0 0 0 0 3 11 0 -10664 1949 Master Widow 51529 0 1 07-09-2013 14 400 4 35 6 0 22 2 9 1 5 8 0 0 0 0 0 0 3 11 0 -5455 1971 PhD Married 32011 1 0 22-08-2013 89 99 0 15 2 1 5 3 2 1 4 7 0 0 0 0 0 0 3 11 0 -456 1986 2n Cycle Married 7500 1 0 07-02-2013 96 1 11 5 4 6 9 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -5012 1989 Graduation Married 28691 1 0 04-07-2013 56 5 4 13 8 0 4 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -7495 1948 PhD Married 56223 0 1 20-12-2013 72 77 28 31 16 0 4 2 2 1 5 4 0 0 0 0 0 0 3 11 0 -5029 1946 Graduation Married 18100 0 0 06-08-2013 14 3 1 2 4 3 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 -10642 1989 Graduation Single 30279 1 0 30-12-2012 13 10 4 14 4 4 1 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -2106 1974 2n Cycle Married 20130 0 0 17-03-2014 99 0 6 3 7 6 12 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -10364 1959 Graduation Divorced 23295 0 0 13-07-2013 72 0 0 1 2 12 5 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -5954 1972 Master Divorced 42618 1 0 09-10-2013 92 76 14 74 13 5 10 2 5 0 4 8 0 0 0 0 0 0 3 11 0 -1137 1964 Graduation Single 81246 0 0 29-12-2013 87 398 190 537 61 156 37 1 4 5 7 1 1 0 0 1 0 0 3 11 0 -2541 1976 Graduation Married 24027 1 0 09-06-2013 7 14 7 11 11 0 5 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -1142 1953 PhD Married 55707 0 1 22-12-2013 91 208 7 82 30 66 35 2 3 2 9 3 0 0 0 0 0 0 3 11 0 -2276 1955 Graduation Single 57959 0 1 02-05-2013 71 430 16 322 43 24 33 5 4 7 11 3 0 0 0 0 0 0 3 11 0 -2807 1969 Graduation Married 56796 0 1 16-02-2013 24 656 38 161 62 47 37 3 8 9 7 7 0 0 0 0 0 0 3 11 0 -6471 1971 Master Single 36230 1 0 17-10-2013 17 14 2 30 8 2 3 1 2 0 4 5 0 0 0 0 0 0 3 11 0 -6131 1980 2n Cycle Married 70829 1 1 01-12-2013 87 141 70 106 72 19 23 2 4 2 8 3 0 0 0 0 0 0 3 11 0 -6233 1976 Graduation Married 65991 0 1 07-09-2012 21 507 19 364 25 47 9 3 9 5 10 7 0 0 0 0 0 0 3 11 0 -4148 1972 Graduation Married 38988 1 2 20-08-2012 90 164 24 103 12 3 42 7 5 1 6 8 0 0 0 0 0 0 3 11 0 -4947 1966 2n Cycle Single 89572 0 0 15-09-2012 44 606 24 974 197 194 64 1 7 7 9 4 0 1 0 1 0 0 3 11 1 -3225 1984 Master Married 42207 1 0 01-04-2013 71 116 11 72 3 17 46 4 4 1 5 6 1 0 0 0 0 0 3 11 1 -7540 1952 Graduation Married 50300 0 1 25-05-2014 52 143 15 60 24 23 5 2 2 1 8 2 0 0 0 0 0 0 3 11 0 -10648 1982 2n Cycle Together 66664 0 0 25-09-2012 78 398 96 447 220 96 32 1 5 7 6 3 0 0 0 0 0 0 3 11 0 -1992 1964 Graduation Married 60597 0 1 01-01-2014 2 522 0 257 32 16 66 4 2 2 8 7 0 0 0 1 0 0 3 11 1 -7851 1949 Graduation Widow 70165 0 0 22-09-2013 60 161 0 253 199 191 122 1 3 7 11 1 0 0 0 0 0 0 3 11 0 -8594 1958 PhD Widow 50520 0 1 28-01-2014 25 112 0 6 2 1 14 2 3 1 3 6 0 0 0 0 0 0 3 11 0 -7059 1963 Graduation Married 80124 0 0 26-06-2014 47 483 84 398 205 84 241 1 3 7 8 1 1 0 0 0 0 0 3 11 0 -2815 1975 Graduation Married 33183 1 0 24-02-2014 46 7 5 39 17 15 37 2 4 0 3 7 0 0 0 0 0 0 3 11 0 -2416 1969 PhD Single 66582 0 0 03-03-2014 83 789 25 420 16 38 0 1 2 8 9 1 0 0 0 0 0 0 3 11 0 -7999 1955 PhD Together 75261 0 0 23-04-2013 17 1239 17 413 23 34 17 1 5 6 5 2 0 1 1 0 0 0 3 11 1 -9213 1970 Graduation Widow 31880 1 0 31-10-2012 13 4 1 5 2 0 3 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -9697 1951 Graduation Married 53790 0 2 06-03-2014 86 335 42 127 28 5 5 3 7 2 8 6 0 0 0 0 0 0 3 11 0 -3916 1971 PhD Together 49269 1 0 15-08-2012 92 639 8 166 11 8 58 3 7 3 12 7 0 0 0 0 0 0 3 11 0 -2021 1975 Graduation Married 61456 0 1 27-03-2013 47 563 76 384 84 192 89 4 6 10 13 4 0 0 0 0 0 0 3 11 0 -1581 1980 Graduation Married 37406 1 0 10-10-2013 18 2 0 8 2 2 3 1 1 0 2 8 0 0 0 0 0 0 3 11 1 -564 1981 PhD Together 56937 1 0 04-08-2012 81 746 8 125 11 8 8 7 8 6 9 6 0 1 0 0 0 0 3 11 1 -6619 1978 Graduation Married 38415 1 1 02-01-2013 91 22 1 13 4 0 4 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -9081 1988 Graduation Single 20518 1 0 18-05-2014 58 4 1 6 4 1 9 1 1 1 2 5 0 0 0 0 0 0 3 11 0 -178 1956 Graduation Married 62503 0 1 18-02-2013 40 478 0 193 110 75 117 4 8 3 11 5 0 0 0 0 0 0 3 11 0 -916 1972 PhD Single 41644 1 1 09-05-2014 67 20 3 4 2 0 2 2 1 0 3 3 0 0 0 0 0 0 3 11 0 -5512 1977 Master Married 55842 0 1 23-05-2014 19 451 0 39 0 4 24 1 7 1 8 5 0 0 0 0 0 0 3 11 0 -8970 1972 PhD Married 62010 0 1 23-10-2012 93 371 22 39 6 0 92 4 6 2 7 5 0 0 0 0 0 0 3 11 0 -10581 1977 Graduation Married 41124 1 0 31-10-2012 41 281 7 84 15 0 119 7 7 3 4 8 0 0 0 0 0 0 3 11 0 -5300 1973 Master Married 38961 1 0 30-12-2013 60 19 7 19 0 1 24 1 2 1 2 7 0 0 0 0 0 0 3 11 0 -5154 1972 Master Divorced 37760 1 0 11-08-2013 54 26 3 13 2 10 0 1 2 0 3 6 0 0 0 0 0 0 3 11 0 -8346 1974 Graduation Single 32233 1 0 19-08-2012 26 138 15 35 25 11 72 2 6 2 2 9 1 0 0 0 0 0 3 11 1 -1676 1975 Graduation Married 43057 0 1 30-10-2013 30 213 2 44 0 2 5 4 4 2 5 5 0 0 0 0 0 0 3 11 0 -9286 1960 Master Together 83151 0 0 10-10-2012 93 407 28 100 120 74 18 1 5 9 4 3 0 0 0 0 0 0 3 11 0 -2426 1964 PhD Divorced 78825 0 0 14-09-2012 35 483 74 114 169 37 18 1 5 10 13 3 0 0 0 0 0 0 3 11 1 -5172 1976 Master Together 65104 0 1 14-11-2013 4 738 0 232 13 20 50 2 3 5 7 7 0 0 0 0 0 0 3 11 0 -5562 1974 Graduation Married 60093 0 1 26-06-2013 92 502 12 109 16 6 90 2 7 2 10 6 0 0 0 0 0 0 3 11 0 -3436 1969 Graduation Married 14045 1 0 26-01-2014 24 11 0 5 2 1 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -3921 1952 2n Cycle Widow 28457 0 0 28-10-2012 96 24 1 108 29 29 14 1 4 1 4 8 0 0 0 0 0 0 3 11 0 -3403 1958 PhD Together 78952 0 1 24-09-2012 11 1170 19 594 99 76 134 2 2 5 12 6 0 0 0 0 0 0 3 11 0 -22 1976 Graduation Divorced 46310 1 0 03-12-2012 99 185 2 88 15 5 14 2 6 1 5 8 0 0 0 0 0 0 3 11 0 -10965 1955 Graduation Together 76005 0 0 22-02-2013 72 983 20 389 240 50 40 1 3 5 13 6 0 0 0 1 0 0 3 11 0 -9426 1964 Master Single 58308 0 1 12-01-2013 77 691 0 69 10 0 130 4 2 6 3 8 0 0 0 0 0 0 3 11 0 -6605 1944 PhD Divorced 55614 0 0 27-11-2013 85 504 13 131 8 0 26 1 9 4 6 7 0 1 0 0 0 0 3 11 0 -3136 1962 Master Divorced 59432 0 1 13-04-2013 88 317 25 265 25 19 12 3 5 3 11 5 0 0 0 0 0 0 3 11 0 -8737 1978 Graduation Divorced 55563 0 1 05-04-2014 22 29 1 9 2 0 2 1 2 0 3 3 0 0 0 0 0 0 3 11 0 -11088 1971 PhD Together 78642 0 1 21-04-2013 83 1396 0 322 46 35 17 1 4 9 4 6 0 0 0 0 0 0 3 11 0 -716 1949 PhD Together 67911 0 1 22-05-2014 63 529 0 356 63 28 0 3 6 7 11 3 0 0 0 0 0 0 3 11 0 -466 1944 Graduation Married 65275 0 0 03-04-2013 9 388 14 218 91 14 21 1 4 3 13 2 0 0 0 0 0 0 3 11 0 -9135 1950 Graduation Together 27203 1 1 06-08-2012 92 13 2 21 4 0 24 2 1 1 2 8 0 0 0 0 0 0 3 11 0 -10623 1961 Master Together 48330 0 1 15-11-2013 2 28 0 4 0 0 0 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -8151 1990 Basic Married 24279 0 0 29-12-2012 6 16 36 21 20 62 108 1 4 1 3 8 0 0 0 0 0 0 3 11 0 -5140 1985 PhD Married 64355 1 0 24-08-2012 66 1047 0 140 67 38 153 2 4 3 12 8 0 0 0 0 0 0 3 11 0 -10160 1956 Master Together 50943 0 1 21-06-2013 49 31 0 7 2 0 6 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -4945 1953 Graduation Widow 53653 0 0 07-11-2012 29 815 10 239 28 10 108 2 10 4 12 6 0 0 0 0 0 0 3 11 0 -10584 1976 Graduation Married 65665 0 1 02-12-2013 77 225 162 387 106 36 29 1 5 10 8 3 0 0 0 0 0 0 3 11 0 -6071 1989 Graduation Single 81217 0 0 19-07-2013 77 493 70 324 146 40 84 1 3 7 11 1 0 0 0 0 0 0 3 11 0 -3386 1992 Graduation Married 34935 0 0 21-06-2013 71 34 4 66 3 10 20 1 2 1 4 7 0 0 0 0 0 0 3 11 0 -8939 1959 Graduation Divorced 61250 0 1 16-12-2012 49 382 138 65 60 26 59 6 5 2 12 5 0 0 0 0 0 0 3 11 0 -9925 1981 PhD Together 39665 1 0 25-05-2013 97 127 1 56 0 1 31 3 4 2 3 7 1 0 0 0 0 0 3 11 0 -4320 1979 Graduation Single 60152 0 1 28-03-2013 6 325 83 300 86 58 91 1 6 4 12 3 0 0 0 0 0 0 3 11 0 -5389 1964 Graduation Married 48920 0 2 20-10-2013 93 238 17 68 8 10 6 3 6 2 5 7 0 1 0 0 0 0 3 11 0 -6036 1959 Master Together 89120 0 0 17-03-2014 78 1168 92 408 72 129 55 1 5 6 7 1 0 0 1 0 0 0 3 11 0 -182 1946 PhD Together 44124 0 1 11-05-2013 62 284 0 55 0 6 52 4 6 2 5 8 0 0 0 0 0 0 3 11 0 -203 1975 Master Single 81169 0 0 14-04-2013 47 1288 20 613 80 61 27 1 5 7 9 2 0 0 0 0 0 0 3 11 0 -11025 1961 Graduation Married 36443 1 1 03-02-2013 9 65 0 46 4 3 20 4 3 1 3 8 0 0 0 0 0 0 3 11 0 -10203 1990 Graduation Single 26095 1 0 30-06-2013 77 11 7 9 3 1 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -4607 1959 Graduation Together 71367 0 0 23-08-2013 24 227 23 389 42 21 75 1 4 5 7 2 0 0 0 0 0 0 3 11 0 -3711 1944 Master Married 80184 0 0 01-03-2014 19 1035 134 670 25 38 0 1 6 3 10 3 0 0 1 1 0 0 3 11 0 -3696 1965 Graduation Divorced 30630 1 1 27-01-2014 67 27 1 12 2 0 10 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -2532 1987 Master Single 73454 0 0 01-03-2014 95 982 73 351 56 14 175 1 2 4 6 5 1 0 0 0 0 0 3 11 0 -9214 1991 Graduation Married 42691 0 0 16-08-2013 48 179 2 64 38 17 58 1 5 1 6 5 0 0 0 0 0 0 3 11 0 -4943 1953 Graduation Married 70503 0 0 30-09-2012 73 1379 33 216 0 33 66 1 2 4 9 6 0 1 1 0 0 0 3 11 0 -35 1987 Graduation Married 25545 1 0 08-09-2012 35 32 1 64 16 12 85 3 2 2 3 6 0 0 0 0 0 0 3 11 1 -2258 1986 Graduation Married 32880 1 0 04-12-2012 76 8 4 15 7 6 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -4322 1958 PhD Together 77863 0 0 27-11-2013 20 881 38 319 16 25 12 1 4 5 10 2 0 0 0 0 0 0 3 11 0 -713 1977 Master Married 50353 0 0 08-06-2014 72 141 15 153 67 31 35 1 4 4 6 3 0 0 0 0 0 0 3 11 0 -4702 1964 Graduation Single 61839 0 0 12-08-2012 20 1000 155 379 224 17 120 1 4 8 4 8 0 0 0 0 0 0 3 11 0 -3281 1960 PhD Married 49154 1 1 03-11-2013 69 206 10 67 30 27 71 6 4 1 8 6 0 0 0 0 0 0 3 11 0 -702 1975 2n Cycle Widow 47682 0 1 15-02-2013 80 162 61 83 97 57 61 4 4 3 8 5 0 0 0 0 0 0 3 11 0 -2004 1969 Graduation Single 72679 0 1 18-09-2013 65 619 54 260 127 54 54 1 4 7 5 1 0 0 0 0 0 0 3 11 0 -4769 1977 Master Together 57954 1 1 18-06-2014 52 456 4 24 0 0 9 7 8 2 6 7 0 1 0 0 0 0 3 11 0 -4437 1962 Graduation Married 65316 1 1 24-04-2013 65 112 6 92 3 9 38 2 3 2 5 4 0 0 0 0 0 0 3 11 0 -8724 1982 Graduation Single 28567 1 0 17-06-2013 57 11 3 22 2 2 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -10741 1951 Master Together 47352 0 1 11-04-2013 70 172 12 112 8 0 15 4 6 1 5 7 0 0 0 0 0 0 3 11 0 -1991 1967 Graduation Together 44931 0 1 18-01-2014 0 78 0 11 0 0 7 1 2 1 3 5 0 0 0 0 0 0 3 11 0 -6931 1967 Graduation Divorced 76982 0 0 15-02-2014 19 464 151 292 65 60 30 1 8 3 4 4 0 0 1 0 0 0 3 11 1 -11096 1952 2n Cycle Together 57247 0 1 08-08-2013 50 99 4 32 37 54 6 2 2 1 7 2 0 0 0 0 0 0 3 11 0 -304 1981 Master Single 22944 1 0 23-12-2013 67 19 3 19 4 5 26 3 3 0 3 7 0 0 0 0 0 0 3 11 0 -3665 1977 2n Cycle Together 25315 1 0 07-11-2013 46 1 9 8 11 3 22 3 3 0 3 8 0 0 0 0 0 0 3 11 0 -10591 1969 Graduation Widow 43638 0 1 06-08-2012 37 63 10 83 7 19 19 2 4 1 4 7 0 0 0 0 0 0 3 11 0 -5036 1984 PhD Single 42710 1 0 28-11-2012 38 252 3 42 4 3 102 2 4 5 3 6 0 0 0 0 0 0 3 11 0 -5547 1982 PhD Married 84169 0 0 07-08-2013 9 1478 19 403 0 19 0 1 7 6 6 3 0 1 1 0 0 0 3 11 1 -7822 1976 Graduation Together 54058 0 1 04-06-2013 56 198 18 252 32 108 54 2 4 6 8 3 0 0 0 0 0 0 3 11 0 -8541 1990 2n Cycle Married 24683 1 0 08-03-2014 98 8 4 10 6 7 6 2 2 0 4 5 0 0 0 0 0 0 3 11 0 -10955 1964 Graduation Widow 85620 0 0 07-01-2014 68 416 46 925 60 107 46 1 3 6 4 1 0 0 0 0 0 0 3 11 1 -4368 1980 Graduation Married 47850 1 0 03-12-2013 72 42 7 43 20 12 10 1 3 0 4 6 0 0 0 0 0 0 3 11 0 -9671 1968 Graduation Married 19514 1 1 26-01-2014 47 14 3 21 2 1 28 4 3 1 2 8 1 0 0 0 0 0 3 11 1 -2256 1973 Master Married 27159 1 1 29-03-2014 33 17 0 3 0 0 1 2 1 0 3 6 0 0 0 0 0 0 3 11 0 -4279 1963 2n Cycle Single 39548 1 1 31-03-2014 87 15 4 10 3 4 18 2 1 1 3 3 0 0 0 0 0 0 3 11 0 -5371 1989 Graduation Single 21474 1 0 08-04-2014 0 6 16 24 11 0 34 2 3 1 2 7 1 0 0 0 0 0 3 11 1 -9240 1971 PhD Single 60504 0 1 07-02-2014 73 458 0 24 6 4 34 2 6 2 8 6 0 0 0 0 0 0 3 11 0 -9460 1963 Graduation Married 22419 0 0 18-04-2013 74 30 3 47 19 21 42 1 3 2 2 8 0 0 0 0 0 0 3 11 0 -9504 1949 Master Married 81698 0 0 06-11-2013 4 179 28 520 111 123 47 1 3 8 13 1 0 0 0 0 0 0 3 11 1 -8692 1952 Graduation Together 43462 1 1 12-09-2012 50 90 17 97 15 6 15 6 4 1 5 8 0 0 0 0 0 0 3 11 0 -448 1978 PhD Single 54880 1 0 01-03-2013 57 308 85 137 102 45 118 2 6 2 11 5 0 0 0 0 0 0 3 11 0 -8314 1982 Graduation Married 79908 0 0 05-04-2013 30 557 129 761 29 185 111 1 5 6 7 2 0 0 1 0 0 0 3 11 0 -8420 1970 2n Cycle Married 15315 0 0 03-08-2013 27 7 4 13 15 8 17 2 2 0 4 5 0 0 0 0 0 0 3 11 0 -3174 1959 Graduation Together 87771 0 1 22-05-2013 61 1492 38 287 50 57 33 1 5 10 4 6 0 1 1 1 1 0 3 11 1 -7685 1978 Graduation Married 33039 1 0 09-09-2013 4 30 8 12 8 8 12 1 2 0 4 5 0 0 0 0 0 0 3 11 0 -3179 1980 Graduation Single 81741 0 0 16-06-2013 75 249 153 940 58 134 38 0 6 6 7 2 0 0 0 0 0 0 3 11 0 -9780 1971 Master Together 71499 0 1 25-06-2013 12 465 25 132 136 0 37 2 8 3 13 4 0 0 0 0 0 0 3 11 0 -10681 1970 2n Cycle Married 62466 0 1 15-01-2014 13 129 129 259 168 121 83 5 6 3 12 4 0 0 0 0 0 0 3 11 0 -10232 1963 PhD Divorced 48799 0 1 05-11-2013 9 174 18 81 28 6 24 3 3 2 7 3 0 0 0 0 0 0 3 11 0 -4184 1950 PhD Together 52157 0 1 07-06-2014 48 189 2 29 3 2 40 2 3 2 5 4 0 0 0 0 0 0 3 11 0 -9120 1962 Graduation Single 66565 0 1 05-12-2012 80 747 10 161 65 40 42 4 4 2 9 8 0 0 0 0 0 0 3 11 0 -891 1951 Master Together 29298 1 1 07-09-2013 60 6 0 2 2 0 1 1 1 0 2 5 0 0 0 0 0 0 3 11 0 -10381 1979 Graduation Single 47691 0 1 05-07-2013 43 14 0 3 0 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -3525 1970 Graduation Together 38200 1 1 07-12-2012 19 12 0 4 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -6818 1974 Graduation Married 44989 0 1 12-09-2012 26 98 0 106 49 10 106 5 5 1 5 6 0 0 0 0 0 0 3 11 0 -3526 1968 PhD Married 38443 1 1 27-01-2014 58 32 0 5 0 0 1 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -8181 1978 2n Cycle Single 38593 1 0 13-09-2013 42 51 12 49 17 24 24 3 4 1 3 8 0 0 0 0 0 0 3 11 0 -1029 1970 PhD Together 64413 0 1 01-08-2013 27 200 5 44 0 10 20 1 5 1 5 5 0 0 0 0 0 0 3 11 0 -7369 1981 Master Married 36959 1 0 02-10-2013 56 25 6 25 6 0 0 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -2574 1977 PhD Married 61996 0 1 31-01-2013 27 1050 12 144 0 0 24 3 6 4 8 5 0 1 0 1 1 0 3 11 1 -8159 1968 Graduation Married 51287 1 1 01-04-2014 10 117 0 22 13 0 30 3 4 1 3 7 0 0 0 0 0 0 3 11 0 -1160 1970 Graduation Married 13260 1 1 23-08-2013 48 9 4 17 10 2 7 4 3 0 3 8 0 0 0 0 0 0 3 11 0 -10242 1966 PhD Together 47472 1 1 16-09-2013 39 56 0 11 0 0 8 2 2 0 4 5 0 0 0 0 0 0 3 11 0 -5253 1956 Master Together 54603 1 1 09-07-2013 85 145 13 46 17 2 4 6 4 2 4 7 0 0 0 0 0 0 3 11 0 -5966 1974 PhD Married 45207 1 1 10-11-2012 64 203 0 10 0 0 2 5 3 1 6 6 0 1 0 0 0 0 3 11 0 -5314 1951 Graduation Together 40689 0 1 18-03-2013 69 270 3 27 39 6 99 7 7 1 5 8 0 0 0 0 0 0 3 11 0 -5081 1967 2n Cycle Together 47821 1 1 20-10-2013 54 9 0 16 6 6 10 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -5123 1951 Master Married 27450 0 0 15-04-2013 57 37 12 23 8 11 52 1 2 1 3 7 0 0 0 0 0 0 3 11 0 -5756 1983 Graduation Together 39453 1 0 03-04-2014 64 46 0 7 0 0 2 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -8036 1971 2n Cycle Together 26850 1 1 18-04-2014 10 31 1 13 7 2 9 4 2 1 4 4 0 0 0 0 0 0 3 11 0 -9058 1955 Graduation Widow 79800 0 0 23-09-2012 65 1060 21 530 32 0 224 1 5 11 5 3 1 0 1 1 0 0 3 11 1 -5057 1961 Master Married 61794 0 1 14-09-2013 74 264 47 188 54 47 11 2 4 4 10 2 0 0 0 0 0 0 3 11 0 -254 1955 Graduation Together 53863 0 1 17-05-2014 4 399 4 30 6 4 30 3 7 1 7 7 0 1 0 0 0 0 3 11 0 -4179 1959 Graduation Together 24221 0 0 20-08-2013 94 8 9 9 2 5 22 1 1 1 3 4 0 0 0 0 0 0 3 11 0 -3710 1984 PhD Single 39684 1 0 12-10-2012 41 19 0 35 6 4 17 2 2 1 2 7 0 0 0 0 0 1 3 11 1 -7627 1975 Master Married 92163 0 0 12-12-2012 25 817 183 797 106 163 20 0 5 11 5 2 0 0 1 1 0 0 3 11 1 -4501 1965 Master Single 69882 0 0 10-11-2013 94 292 127 635 132 127 165 1 3 7 9 1 0 0 0 0 0 0 3 11 0 -6424 1977 Graduation Together 33178 1 0 30-01-2014 9 12 6 2 11 2 16 1 1 0 3 4 0 0 0 0 0 0 3 11 0 -3075 1972 PhD Married 59973 0 0 11-09-2013 47 130 30 168 20 34 0 1 3 4 7 1 0 0 0 0 0 0 3 11 0 -4992 1975 Master Together 17459 1 0 19-09-2013 12 6 4 16 3 10 30 3 3 1 2 7 0 0 0 0 0 0 3 11 1 -5252 1969 Graduation Divorced 23910 1 0 26-10-2012 80 16 12 18 7 1 13 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -7444 1969 Master Married 42169 1 1 19-10-2013 20 19 0 9 0 0 2 2 1 0 3 8 0 0 0 0 0 0 3 11 0 -6919 1978 2n Cycle Married 26224 1 0 04-06-2013 39 4 7 15 13 9 15 3 2 1 3 6 0 0 0 0 0 0 3 11 0 -3537 1981 Graduation Together 31089 1 0 17-08-2012 57 31 3 31 2 8 4 3 3 0 4 8 0 0 0 0 0 0 3 11 0 -10277 1961 Graduation Single 30081 0 1 21-02-2013 27 36 0 2 0 0 4 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -2453 1960 Graduation Together 62807 0 1 31-08-2012 83 526 28 135 10 21 99 3 5 3 12 5 0 0 0 0 0 0 3 11 0 -7972 1955 Graduation Single 72906 0 0 17-09-2013 79 400 32 519 71 75 54 1 3 4 9 1 0 0 0 0 0 0 3 11 0 -895 1948 PhD Married 61467 0 2 09-12-2012 69 410 16 114 0 5 49 3 5 2 10 5 0 0 0 0 0 0 3 11 0 -1177 1966 Master Together 49618 1 1 26-01-2013 77 80 3 26 4 2 14 4 3 1 3 7 0 0 0 0 0 0 3 11 0 -7141 1986 Master Single 21888 1 0 29-12-2012 15 88 10 46 2 3 64 4 5 1 2 10 0 0 0 0 0 0 3 11 1 -7232 1973 Graduation Widow 42429 0 1 11-02-2014 99 55 0 6 2 0 4 2 1 1 3 5 0 0 0 0 0 0 3 11 0 -8477 1956 Graduation Divorced 26150 2 1 11-03-2013 61 5 1 13 3 5 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -2457 1975 Basic Married 30801 0 1 26-10-2012 23 8 4 5 15 2 11 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -988 1965 Graduation Married 81168 0 0 07-05-2014 84 410 0 592 147 22 22 1 6 4 7 3 0 0 0 1 0 0 3 11 0 -7930 1969 Master Single 26877 0 0 19-08-2013 74 101 13 76 20 18 40 2 3 1 6 6 0 0 0 0 0 0 3 11 0 -4587 1944 Master Widow 45006 0 0 18-07-2013 90 162 25 53 16 0 10 1 3 1 7 3 0 0 0 0 0 0 3 11 0 -6682 1973 Basic Married 18978 1 0 11-12-2012 41 2 8 1 4 7 15 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -6222 1967 Graduation Married 22574 2 1 28-10-2013 28 25 0 8 2 0 2 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -10299 1969 PhD Single 48240 0 0 09-11-2012 73 389 91 248 64 49 41 3 6 3 13 5 0 0 0 0 0 0 3 11 1 -3083 1974 Graduation Married 45837 1 1 26-07-2013 88 215 13 87 17 17 24 5 6 2 5 7 0 0 0 0 0 0 3 11 0 -8953 1965 Master Single 35791 2 1 06-05-2013 94 27 0 5 0 0 3 2 1 0 3 8 0 0 0 0 0 0 3 11 0 -1503 1976 PhD Together 162397 1 1 03-06-2013 31 85 1 16 2 1 2 0 0 0 1 1 0 0 0 0 0 0 3 11 0 -8650 1978 Graduation Widow 54162 1 1 18-03-2013 31 5 6 10 6 5 10 1 1 0 3 4 0 0 0 0 0 0 3 11 0 -10862 1960 Master Married 30522 0 1 17-08-2012 6 179 8 83 19 11 26 5 1 2 9 2 0 0 0 0 0 0 3 11 0 -2782 1961 PhD Married 54456 0 1 11-07-2013 23 352 0 27 10 0 15 3 6 1 7 6 0 0 0 0 0 0 3 11 0 -6941 1971 Graduation Single 31632 0 0 14-07-2013 92 17 8 12 11 15 32 1 2 1 2 7 0 0 0 0 0 0 3 11 0 -10972 1949 Graduation Widow 72298 0 0 10-03-2014 52 625 35 169 58 17 35 1 4 3 6 1 0 1 1 0 0 0 3 11 0 -10708 1978 2n Cycle Single 36975 1 0 28-12-2013 50 10 6 11 0 4 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -6583 1955 2n Cycle Married 72635 0 0 03-06-2013 54 390 22 323 104 35 107 1 6 8 6 3 0 0 0 1 0 0 3 11 0 -3641 1976 Graduation Married 13624 1 0 20-01-2013 93 10 2 15 2 1 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -10156 1975 Graduation Single 84196 0 1 03-06-2013 56 215 63 507 231 31 190 1 8 4 7 3 0 0 0 0 0 0 3 11 0 -4299 1960 Graduation Together 70971 0 1 21-09-2012 28 1001 17 572 93 125 17 7 11 11 5 7 0 0 0 0 0 0 3 11 1 -3469 1977 PhD Divorced 34487 1 1 06-09-2012 94 19 18 33 24 1 8 3 3 0 3 9 0 0 0 0 0 0 3 11 0 -5063 1977 Graduation Single 28769 1 0 18-12-2012 76 41 5 129 10 3 3 3 4 1 4 9 0 0 0 0 0 0 3 11 0 -10727 1970 PhD Married 69084 1 0 19-11-2013 43 1181 107 199 39 30 30 2 7 3 13 8 0 0 0 0 0 0 3 11 0 -9624 1958 PhD Together 65488 0 0 13-06-2014 46 603 45 207 36 18 54 1 3 4 6 1 0 0 0 0 0 0 3 11 0 -5156 1970 2n Cycle Married 62466 0 1 15-01-2014 13 129 129 259 168 121 83 5 6 3 12 4 0 0 0 0 0 0 3 11 0 -4376 1960 2n Cycle Single 32218 0 0 15-02-2014 27 10 24 15 13 1 30 1 2 1 3 7 1 0 0 0 0 0 3 11 1 -8923 1973 Graduation Single 83917 0 0 18-04-2013 12 514 22 732 42 198 79 1 6 7 7 3 0 0 0 0 0 0 3 11 1 -8461 1962 Graduation Divorced 46102 2 1 10-03-2014 3 14 0 1 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -6945 1952 Graduation Single 84574 0 0 04-06-2013 72 387 20 713 38 54 163 1 9 11 11 5 0 0 0 0 0 0 3 11 0 -944 1962 Graduation Married 56181 0 1 08-01-2013 6 121 103 69 8 44 48 1 4 2 7 4 0 0 0 0 0 0 3 11 0 -1907 1950 Master Divorced 63120 0 1 28-09-2012 53 965 69 279 54 41 69 5 8 4 9 7 0 0 0 0 0 0 3 11 1 -701 1971 Graduation Married 73691 0 1 06-11-2013 58 707 21 250 85 43 73 2 6 2 8 2 1 0 0 0 0 0 3 11 0 -3856 1960 Graduation Together 63381 0 1 05-10-2012 78 571 50 142 33 50 159 4 4 5 13 2 0 0 0 0 0 0 3 11 0 -4149 1948 PhD Together 76140 0 0 13-05-2014 57 586 66 653 17 0 26 1 5 9 6 2 0 0 0 0 0 0 3 11 0 -2131 1959 PhD Divorced 62859 0 1 30-12-2012 37 1063 89 102 16 12 25 4 9 4 6 6 0 0 0 0 0 0 3 11 0 -2942 1964 Graduation Single 45906 0 1 07-05-2013 20 305 3 27 4 3 144 2 5 4 4 5 1 0 0 0 0 0 3 11 0 -1173 1947 Master Together 77632 0 0 10-03-2013 73 1200 105 758 0 42 147 1 4 2 6 2 0 1 1 0 0 0 3 11 1 -4381 1971 PhD Married 46463 1 1 18-08-2013 56 163 2 40 8 11 11 7 3 1 6 6 0 0 0 0 0 0 3 11 0 -4611 1970 Graduation Together 105471 0 0 21-01-2013 36 1009 181 104 202 21 207 0 9 8 13 3 0 0 1 1 0 0 3 11 1 -3376 1970 Master Divorced 55282 1 0 13-12-2013 9 125 6 73 8 4 19 1 3 1 6 4 0 0 0 0 0 0 3 11 0 -4679 1977 Master Married 78710 0 1 23-05-2014 42 721 0 152 119 50 50 3 7 6 12 4 0 0 0 0 0 0 3 11 0 -10928 1958 Graduation Together 66886 0 1 16-09-2013 28 315 4 62 41 31 146 2 7 1 7 5 0 0 0 0 0 0 3 11 0 -4248 1960 Master Single 98777 0 0 17-02-2014 23 1000 19 711 125 115 38 0 4 6 9 1 0 1 0 0 0 0 3 11 0 -6728 1985 Graduation Together 29103 1 0 27-08-2012 38 16 0 17 6 3 6 2 1 0 3 9 0 0 0 0 0 0 3 11 0 -6661 1974 Graduation Married 67445 0 1 12-08-2012 63 757 80 217 29 80 11 5 9 6 12 6 0 0 0 0 0 0 3 11 0 -4725 1950 PhD Together 50616 0 1 13-04-2014 71 30 2 25 0 1 9 1 1 1 4 2 0 0 0 0 0 0 3 11 0 -3277 1955 Graduation Divorced 49431 0 1 03-08-2012 9 219 3 100 26 0 17 2 7 1 5 8 0 0 0 0 0 0 3 11 0 -5555 1975 Graduation Divorced 153924 0 0 07-02-2014 81 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 3 11 0 -2564 1953 Graduation Together 61278 0 1 04-01-2014 87 111 3 28 2 6 15 2 3 1 4 6 0 0 0 0 0 0 3 11 0 -946 1958 2n Cycle Together 26490 0 0 22-09-2012 92 45 47 52 21 20 25 2 3 1 5 6 0 0 0 0 0 0 3 11 0 -3867 1947 PhD Together 73059 0 1 31-08-2013 36 410 112 420 0 82 71 1 9 3 13 4 0 0 0 0 0 0 3 11 0 -6940 1966 PhD Single 46734 1 2 21-10-2013 86 100 1 39 6 1 76 4 3 2 3 6 1 0 0 0 0 0 3 11 0 -55 1963 Graduation Together 56253 0 1 07-12-2012 83 509 0 65 7 11 5 4 7 2 9 6 0 0 0 0 0 0 3 11 0 -7093 1985 Graduation Married 19986 1 0 14-11-2013 74 3 6 5 0 2 6 1 0 0 3 7 0 0 0 0 0 0 3 11 0 -5084 1975 Graduation Widow 58330 0 1 25-12-2013 87 445 53 213 104 98 151 1 6 4 13 4 0 0 0 0 0 0 3 11 0 -1777 1980 Basic Married 25965 0 0 07-09-2012 29 2 2 11 41 7 11 1 2 0 3 8 0 0 0 0 0 0 3 11 0 -8162 1956 Master Together 14661 0 0 01-01-2013 88 4 1 11 6 2 2 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -10826 1959 Graduation Married 18690 0 0 28-12-2012 77 6 1 7 23 4 19 1 1 1 2 8 0 0 0 0 0 0 3 11 0 -8754 1974 PhD Together 45068 0 1 16-05-2013 25 14 0 3 0 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -1987 1987 Basic Single 21063 1 0 25-09-2013 34 1 10 11 19 3 15 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -11007 1968 PhD Married 29187 1 0 09-05-2013 43 26 0 6 0 0 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -7426 1971 2n Cycle Married 54690 1 1 07-11-2013 76 111 16 37 7 9 18 3 3 1 5 3 0 0 0 0 0 0 3 11 0 -9153 1964 PhD Married 59304 0 1 29-07-2013 81 418 61 428 80 51 10 3 7 8 10 5 0 0 0 0 0 0 3 11 0 -10379 1962 Master Single 59247 0 2 08-11-2013 87 327 9 122 19 14 83 5 5 2 9 6 0 0 0 0 0 0 3 11 0 -9204 1970 Graduation Widow 66731 0 1 12-09-2012 33 371 159 194 58 106 141 4 4 3 6 3 0 0 0 0 0 0 3 11 0 -3197 1980 Graduation Married 77353 0 1 16-12-2013 38 275 59 107 69 101 59 2 6 4 8 4 0 0 0 0 0 0 3 11 0 -2920 1975 PhD Single 52614 0 1 01-12-2012 63 789 0 142 12 9 38 2 2 4 8 8 0 0 0 0 0 0 3 11 0 -6961 1974 Graduation Married 26751 2 0 22-05-2014 26 1 1 5 0 3 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -4673 1963 PhD Married 81300 0 1 30-10-2012 17 1004 12 145 32 12 36 3 10 3 5 5 0 0 0 1 0 0 3 11 1 -9937 1979 Graduation Single 70337 0 0 02-01-2014 75 187 81 149 25 43 91 1 2 2 12 1 0 0 0 0 0 0 3 11 0 -8779 1985 2n Cycle Married 36145 1 0 16-06-2013 13 56 4 76 17 1 18 4 4 1 3 9 1 0 0 0 0 0 3 11 1 -9596 1980 PhD Single 65295 0 0 23-12-2013 19 365 32 117 34 110 6 1 3 3 13 2 0 0 0 0 0 0 3 11 0 -2891 1963 Graduation Divorced 68118 0 1 18-10-2013 51 595 23 123 10 23 154 2 8 9 4 6 0 0 0 0 0 0 3 11 0 -4910 1967 Graduation Divorced 68743 0 0 30-08-2012 81 1132 134 384 175 134 115 1 11 5 13 7 0 0 0 0 0 0 3 11 0 -75 1982 2n Cycle Together 41039 0 0 25-07-2013 32 34 11 137 179 61 45 1 8 1 5 8 0 0 0 0 0 0 3 11 0 -10120 1955 Graduation Together 38946 0 1 24-10-2013 84 116 6 82 6 6 41 2 3 1 6 5 0 0 0 0 0 0 3 11 0 -6327 1967 Graduation Together 65777 0 0 19-12-2013 87 565 32 435 28 32 54 1 2 8 6 1 0 0 0 0 0 0 3 11 0 -10142 1976 PhD Divorced 66476 0 1 07-03-2013 99 372 18 126 47 48 78 2 5 2 11 4 0 0 0 0 0 0 3 11 0 -9826 1972 PhD Single 86857 0 0 12-09-2012 96 899 102 838 133 102 40 1 5 6 10 2 0 0 0 0 0 0 3 11 1 -1501 1982 PhD Married 160803 0 0 04-08-2012 21 55 16 1622 17 3 4 15 0 28 1 0 0 0 0 0 0 0 3 11 0 -10767 1989 PhD Together 77845 0 0 16-05-2014 40 760 40 480 0 40 26 1 3 5 12 1 0 0 1 1 0 0 3 11 0 -7279 1969 PhD Together 69476 0 0 30-09-2013 3 260 86 559 63 9 67 1 4 6 4 2 0 0 0 0 0 0 3 11 0 -7230 1960 PhD Divorced 50611 0 1 04-10-2012 98 459 0 24 6 0 4 6 4 5 7 6 0 1 0 0 0 0 3 11 1 -143 1970 Graduation Single 61209 0 0 25-08-2013 73 466 0 224 119 49 99 1 5 3 4 2 0 0 0 0 0 0 3 11 0 -450 1958 Master Together 42315 0 1 12-07-2013 90 67 15 80 17 11 80 3 1 4 4 3 0 0 0 0 0 0 3 11 0 -9316 1952 Basic Together 13084 0 0 02-11-2013 29 2 0 7 3 7 10 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -6379 1949 Master Widow 47570 1 1 29-05-2013 3 67 1 20 0 2 31 3 2 2 2 7 0 0 0 0 0 0 3 11 1 -9239 1961 Master Married 61923 0 2 26-07-2013 94 92 4 18 3 3 6 1 2 1 4 3 0 0 0 0 0 0 3 11 0 -8315 1995 Graduation Single 34824 0 0 26-03-2014 65 4 2 11 2 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -2868 1949 PhD Single 26518 1 1 08-04-2013 33 20 1 28 3 3 2 3 2 0 3 8 0 0 0 0 0 0 3 11 1 -10888 1961 Graduation Single 45938 0 0 03-11-2013 46 273 11 178 62 83 29 2 8 4 6 6 0 0 0 0 0 0 3 11 0 -1277 1960 Graduation Together 78468 0 0 09-04-2014 29 434 22 388 104 22 34 1 10 7 10 4 0 0 0 1 0 0 3 11 0 -9977 1973 Graduation Divorced 78901 0 1 17-09-2013 99 321 11 309 33 26 34 3 9 3 5 4 0 0 0 0 0 0 3 11 0 -10196 1978 Graduation Married 71427 2 0 12-03-2014 26 212 123 177 15 64 23 2 8 2 8 4 0 0 0 0 0 0 3 11 0 -6384 1978 Graduation Divorced 71022 0 1 11-02-2014 30 909 12 278 0 12 242 3 5 2 11 8 1 0 0 0 0 0 3 11 0 -8029 1988 Master Single 90247 0 0 29-04-2014 27 1184 32 352 21 16 16 1 3 4 7 1 0 1 1 1 0 0 3 11 1 -968 1968 Master Divorced 41335 1 0 26-12-2013 24 112 19 21 16 14 5 3 4 1 4 7 0 0 0 0 0 0 3 11 0 -6988 1986 Graduation Married 71952 1 0 10-01-2013 93 656 80 455 52 107 93 2 8 4 8 4 1 0 1 0 0 0 3 11 0 -4472 1970 PhD Divorced 35682 1 0 27-06-2014 34 23 0 8 6 2 18 1 1 1 3 2 0 0 0 0 0 0 3 11 0 -6991 1951 Graduation Divorced 43185 0 1 10-04-2013 88 537 6 42 16 6 30 2 9 3 6 8 0 0 0 0 0 0 3 11 0 -3336 1948 PhD Together 66375 0 1 21-11-2013 96 712 0 45 0 0 191 3 2 4 5 7 1 0 0 0 0 0 3 11 0 -4301 1971 Master Married 35178 1 0 10-01-2013 10 23 1 13 2 2 18 1 1 1 2 7 1 0 0 0 0 0 3 11 1 -1940 1986 Graduation Married 25252 1 0 12-07-2013 26 1 3 4 2 2 6 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -1272 1965 Master Single 55250 0 1 21-10-2012 49 664 58 83 32 0 66 4 7 5 10 5 0 0 0 0 0 0 3 11 0 -1388 1975 Graduation Single 33249 1 0 20-02-2013 11 6 10 21 19 14 42 2 2 1 3 6 0 0 0 0 0 0 3 11 0 -1044 1953 Graduation Together 58398 0 0 14-05-2013 44 299 5 201 21 21 49 3 5 4 8 4 0 0 0 0 0 0 3 11 0 -6969 1982 Graduation Together 50272 1 0 07-08-2013 75 99 13 66 43 8 4 3 4 1 5 7 0 0 0 0 0 0 3 11 0 -10479 1975 PhD Married 76618 0 0 07-12-2012 64 749 40 294 121 160 147 1 3 2 5 1 0 0 0 0 0 0 3 11 0 -3619 1960 2n Cycle Divorced 87305 0 0 23-09-2012 19 345 25 501 63 138 80 1 5 3 8 2 0 0 1 0 0 0 3 11 1 -1715 1978 Graduation Together 25851 1 0 11-02-2013 45 9 4 18 7 5 5 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -10159 1970 Graduation Divorced 58710 0 1 31-03-2013 77 440 81 368 0 122 174 6 11 5 9 6 0 0 0 0 0 0 3 11 0 -1463 1958 Graduation Single 45160 1 1 29-03-2014 9 8 2 5 3 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -5114 1965 Master Married 74806 0 1 19-12-2012 1 670 9 249 0 28 9 2 5 4 5 4 0 0 0 0 0 0 3 11 0 -4990 1954 Graduation Married 59111 0 0 02-05-2013 90 524 0 134 28 28 155 1 11 1 8 7 0 0 0 0 0 0 3 11 0 -4329 1984 PhD Married 18988 1 0 23-05-2014 43 6 0 6 2 1 1 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -10936 1965 Graduation Married 72190 0 0 13-02-2013 79 597 166 597 172 166 249 1 5 6 4 3 0 0 0 0 0 0 3 11 0 -4692 1976 Graduation Married 7500 1 0 01-08-2012 19 7 0 12 13 7 32 5 4 1 2 9 1 0 0 0 0 0 3 11 1 -7212 1966 Graduation Married 44794 0 1 08-06-2014 99 54 0 7 0 0 4 1 2 0 3 6 0 0 0 0 0 0 3 11 0 -6086 1955 Graduation Married 80395 0 0 23-11-2013 62 445 25 706 80 76 48 1 6 5 12 2 0 0 0 1 0 0 3 11 0 -437 1976 Master Divorced 75012 0 0 25-01-2014 41 294 142 218 164 58 151 1 3 8 11 1 0 0 0 0 0 0 3 11 0 -11171 1965 Master Married 56962 2 1 11-10-2013 60 292 3 77 10 3 26 7 6 3 5 7 0 0 0 0 0 0 3 11 0 -11101 1991 Graduation Together 89891 0 0 15-04-2013 17 412 22 132 59 28 183 1 11 6 8 4 0 0 1 0 0 0 3 11 0 -5329 1949 PhD Divorced 35946 1 1 27-09-2013 24 8 0 3 0 0 0 1 0 0 3 5 0 0 0 0 0 0 3 11 0 -610 1953 PhD Together 53593 1 1 07-08-2012 60 349 4 78 6 0 43 8 7 2 6 8 0 0 0 0 0 0 3 11 0 -9384 1978 Graduation Married 66373 1 1 12-06-2013 57 328 9 124 12 24 109 7 4 2 10 3 0 0 0 0 0 0 3 11 0 -5956 1948 PhD Divorced 45072 1 2 16-10-2013 74 144 2 99 7 2 30 5 6 1 4 8 0 0 0 0 0 0 3 11 0 -10430 1973 Graduation Divorced 89694 1 1 09-10-2013 22 1126 28 211 37 28 42 3 4 3 4 5 0 1 1 1 0 0 3 11 0 -7875 1949 Graduation Married 72025 0 0 29-04-2014 46 967 0 617 43 50 0 1 4 8 13 2 0 1 1 1 0 0 3 11 1 -7072 1973 Graduation Married 67432 0 1 29-03-2013 69 432 79 341 177 136 170 2 8 5 4 4 0 0 0 0 0 0 3 11 0 -6255 1952 Master Together 70545 0 1 03-06-2014 29 138 39 63 55 18 21 1 4 1 7 2 0 0 0 0 0 0 3 11 0 -6516 1989 Basic Married 17487 1 0 18-03-2013 37 0 0 1 7 4 6 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -5564 1969 Graduation Together 62882 0 1 09-08-2012 26 509 133 497 78 24 97 2 7 5 6 4 0 0 0 0 0 0 3 11 0 -5682 1953 PhD Single 64108 0 1 23-03-2013 8 948 10 86 13 21 21 4 6 9 11 5 0 0 0 0 0 0 3 11 0 -7458 1956 Master Together 34941 1 1 06-03-2013 26 39 2 25 4 3 24 2 3 0 3 8 0 0 0 0 0 0 3 11 0 -5237 1950 PhD Single 48767 1 2 01-01-2014 79 28 1 21 3 0 10 3 2 1 3 5 0 0 0 0 0 0 3 11 0 -7761 1978 2n Cycle Together 38702 1 0 01-08-2013 71 13 11 24 13 8 40 2 3 0 4 6 0 0 0 0 0 0 3 11 0 -5278 1964 Graduation Married 82224 0 0 25-01-2014 83 307 26 360 138 31 40 1 6 9 5 3 0 0 0 1 0 0 3 11 0 -3560 1952 Graduation Together 83844 0 0 12-05-2013 57 901 31 345 75 31 191 1 4 4 11 1 0 0 1 0 0 0 3 11 0 -7235 1975 2n Cycle Married 17003 1 0 09-12-2013 37 2 5 12 4 8 7 3 2 0 4 5 0 0 0 0 0 0 3 11 0 -10548 1995 Graduation Single 71163 0 0 09-03-2014 30 283 17 372 138 106 44 1 3 8 12 1 0 0 0 0 0 0 3 11 0 -2281 1970 Graduation Single 33697 1 0 15-09-2013 34 4 3 7 0 3 11 1 1 0 2 7 1 0 0 0 0 0 3 11 0 -4073 1954 2n Cycle Married 63564 0 0 29-01-2014 0 769 80 252 15 34 65 1 10 10 7 6 1 0 0 0 0 0 3 11 1 -6974 1972 PhD Together 83443 0 0 31-12-2013 89 518 42 742 55 56 84 1 6 10 5 2 0 0 0 0 0 0 3 11 0 -7938 1958 PhD Together 51518 0 1 03-10-2013 92 350 8 66 17 4 4 2 3 2 10 3 0 0 0 0 0 0 3 11 0 -7094 1975 Graduation Widow 58330 0 1 25-12-2013 87 445 53 213 104 98 151 1 6 4 13 4 0 0 0 0 0 0 3 11 0 -3667 1969 Graduation Married 80952 0 0 28-02-2013 20 778 178 689 41 27 44 1 8 5 11 8 0 1 1 1 0 0 3 11 1 -7723 1979 Graduation Together 75507 0 0 02-05-2014 56 709 93 374 104 80 80 1 8 6 6 3 0 0 0 0 0 0 3 11 0 -3870 1978 2n Cycle Together 63855 0 0 09-02-2013 28 359 35 314 93 116 89 1 7 3 13 4 0 0 0 0 0 0 3 11 0 -4012 1972 PhD Together 62220 0 1 11-08-2012 55 799 12 375 16 12 12 5 7 6 5 6 0 0 0 0 0 0 3 11 1 -5909 1964 Graduation Married 58512 0 1 19-09-2013 25 895 10 101 13 0 152 5 3 4 8 8 0 0 0 0 0 0 3 11 0 -10470 1979 Master Married 40662 1 0 15-03-2013 0 40 2 23 0 4 23 2 2 1 3 4 0 0 0 0 0 0 3 11 0 -6488 1959 PhD Married 38829 0 1 06-04-2014 86 76 0 7 0 0 16 1 3 2 2 5 0 0 0 0 0 0 3 11 0 -10270 1981 2n Cycle Married 35523 1 0 03-10-2013 8 11 5 22 12 5 11 2 3 0 3 7 0 0 0 0 0 0 3 11 0 -6887 1967 Graduation Single 79146 1 1 24-04-2014 33 245 16 223 21 43 16 2 8 1 8 6 0 0 0 0 0 0 3 11 0 -6406 1988 Master Married 78285 0 0 28-10-2013 13 647 107 391 175 67 40 1 6 4 10 3 0 0 0 0 0 0 3 11 0 -7573 1978 PhD Single 31626 1 0 10-05-2013 12 39 1 9 2 1 34 1 2 1 2 7 1 0 0 0 0 0 3 11 1 -4508 1952 Graduation Single 75127 0 0 22-05-2014 92 203 35 305 46 17 227 1 2 11 5 1 0 0 0 0 0 0 3 11 0 -221 1955 Graduation Married 48726 0 1 27-04-2013 90 138 3 38 4 0 59 3 3 2 4 6 0 0 0 0 0 0 3 11 0 -5331 1977 Graduation Married 74985 0 0 11-09-2012 8 587 51 898 247 0 86 1 3 6 7 2 0 0 0 0 0 0 3 11 0 -1911 1987 Graduation Together 67430 0 0 05-09-2012 6 595 97 291 127 133 121 1 11 5 12 6 0 0 0 0 0 0 3 11 0 -20 1965 2n Cycle Married 46891 0 1 01-09-2013 91 43 12 23 29 15 61 1 2 1 4 4 0 0 0 0 0 0 3 11 0 -8786 1956 Master Married 62058 0 1 26-05-2013 52 301 7 74 10 0 58 4 6 1 7 6 0 0 0 0 0 0 3 11 0 -10582 1979 Graduation Married 72063 0 1 03-07-2013 3 180 32 348 76 32 90 2 5 2 12 2 0 0 0 0 0 0 3 11 0 -1915 1951 PhD Married 78939 0 0 12-12-2013 57 794 115 243 150 0 205 1 8 5 6 3 0 0 0 0 0 0 3 11 0 -8897 1965 Graduation Single 42720 1 1 24-04-2013 9 392 5 91 28 26 112 8 7 3 7 8 0 0 0 0 0 0 3 11 1 -2371 1972 Graduation Married 33622 1 1 13-04-2013 22 39 1 22 3 4 12 3 2 0 4 7 0 0 0 0 0 0 3 11 0 -4303 1957 PhD Together 6835 0 1 08-12-2012 76 107 2 12 2 2 12 0 0 0 1 20 0 0 0 0 0 0 3 11 0 -6825 1953 Graduation Together 41452 1 1 06-03-2013 86 13 0 3 0 0 0 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -1072 1965 PhD Single 40760 0 1 30-08-2013 64 70 0 17 0 0 6 2 2 1 3 6 0 0 0 0 0 0 3 11 0 -4964 1958 PhD Together 74250 0 0 26-01-2014 90 680 11 392 75 0 0 1 2 11 4 1 0 0 0 0 0 0 3 11 0 -2461 1955 Master Single 51124 1 1 18-12-2013 79 26 1 11 0 1 4 2 1 0 3 3 0 0 0 0 0 0 3 11 0 -10736 1971 Graduation Single 72258 0 1 12-09-2013 28 522 0 522 227 120 134 2 6 9 5 2 0 0 0 0 0 0 3 11 0 -3194 1974 PhD Single 71466 0 0 05-04-2014 86 412 12 546 78 182 0 1 4 4 10 1 0 0 0 0 0 0 3 11 0 -10839 1976 Graduation Together 36283 1 1 14-04-2014 42 6 5 5 8 0 5 2 1 0 3 4 0 0 0 0 0 0 3 11 0 -49 1970 Graduation Single 20587 1 0 11-05-2014 39 2 3 6 4 1 9 1 1 1 2 7 0 0 0 0 0 0 3 11 0 -4290 1972 Graduation Married 30467 1 0 19-03-2014 8 1 3 8 2 5 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -10219 1972 Graduation Together 31590 1 0 18-06-2013 40 6 2 15 6 6 3 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -4211 1986 Basic Married 20425 1 0 29-10-2012 5 4 12 5 3 16 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -1135 1960 Master Together 17144 1 1 15-02-2014 96 18 2 19 0 2 6 5 3 0 4 7 0 0 0 0 0 0 3 11 0 -6299 1968 PhD Divorced 42564 0 1 02-01-2013 28 324 48 186 39 18 198 6 6 8 4 7 1 0 0 0 0 0 3 11 1 -10846 1978 Master Married 43783 1 0 29-05-2014 22 327 9 125 25 4 139 6 7 1 8 7 1 0 0 0 0 0 3 11 0 -347 1976 Graduation Divorced 40780 0 1 08-09-2012 30 229 27 71 13 3 34 4 7 1 5 9 0 0 0 0 0 0 3 11 0 -6543 1945 Master Together 62847 0 0 15-01-2013 45 521 168 706 80 76 61 1 3 6 4 2 0 0 0 0 0 0 3 11 0 -10446 1957 PhD Married 82017 0 0 07-11-2012 58 184 23 446 30 23 23 1 5 4 7 2 0 1 1 1 0 0 3 11 1 -3479 1950 Graduation Single 16813 0 0 19-07-2013 49 4 8 11 12 2 13 1 2 0 3 7 1 0 0 0 0 0 3 11 0 -11075 1978 Graduation Married 51267 1 1 29-10-2013 37 183 2 64 7 2 12 4 3 3 5 4 0 0 0 0 0 0 3 11 0 -4442 1961 Graduation Single 46524 0 1 05-04-2013 70 31 19 35 26 14 52 2 1 1 5 3 0 0 0 0 0 0 3 11 0 -199 1962 Master Single 45183 0 0 20-01-2013 33 219 3 60 12 9 12 1 4 1 7 7 0 1 0 0 0 0 3 11 0 -6722 1954 PhD Married 70421 0 1 28-06-2014 98 479 28 136 75 14 35 3 10 3 7 6 0 0 0 0 0 0 3 11 0 -796 1965 2n Cycle Divorced 60161 0 1 23-10-2012 17 584 44 212 46 8 177 3 11 4 8 8 0 0 0 0 0 0 3 11 0 -3749 1973 Graduation Together 73926 0 0 02-03-2013 54 627 91 597 159 91 15 1 6 5 12 3 0 0 0 0 0 0 3 11 0 -8523 1968 Graduation Married 19329 1 0 14-12-2013 39 24 1 16 12 2 5 3 4 0 3 8 0 0 0 0 0 0 3 11 0 -310 1970 Master Married 61872 0 1 13-12-2013 81 330 5 159 36 27 16 4 4 4 9 4 0 0 0 0 0 0 3 11 0 -8629 1956 Graduation Widow 46984 1 1 26-03-2013 71 19 1 10 2 1 8 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -236 1951 Graduation Married 34838 1 1 19-01-2013 62 28 23 29 29 14 47 3 2 1 4 6 0 0 0 0 0 0 3 11 0 -9930 1944 PhD Single 82716 0 0 05-11-2013 8 606 148 228 15 148 22 1 6 8 13 2 0 0 0 0 0 0 3 11 0 -3483 1958 Graduation Married 48192 0 0 06-04-2013 76 1039 43 204 153 58 29 3 2 8 12 8 0 1 0 1 1 0 3 11 1 -4599 1976 Master Married 49681 0 2 04-11-2013 66 411 0 26 0 0 21 6 7 1 7 7 0 0 0 0 0 0 3 11 0 -7326 1971 Master Married 56850 0 1 23-03-2014 83 34 1 19 2 7 0 1 1 1 3 2 0 0 0 0 0 0 3 11 0 -7352 1957 Graduation Married 55267 0 1 21-10-2013 28 161 28 136 32 3 45 4 3 4 6 3 0 0 0 0 0 0 3 11 0 -2350 1972 Graduation Married 59666 1 1 22-03-2013 87 623 53 178 23 17 133 7 3 2 8 8 0 1 0 0 0 0 3 11 0 -9145 1972 Graduation Single 72504 0 1 06-04-2013 43 604 26 470 123 161 94 2 5 9 6 2 0 0 0 0 0 0 3 11 0 -2964 1981 Graduation Married 26872 0 0 16-10-2013 0 3 10 8 3 16 32 1 1 1 2 6 0 0 0 0 0 0 3 11 0 -5585 1972 Graduation Single 21359 1 0 20-04-2013 1 12 2 17 6 1 10 2 2 0 3 8 0 0 0 0 0 0 3 11 1 -9687 1975 Graduation Single 73170 0 0 31-05-2014 1 184 174 256 50 30 32 1 5 4 6 2 0 0 0 0 0 0 3 11 0 -3732 1955 Master Married 52750 0 1 04-02-2013 72 393 0 239 90 69 69 6 5 7 9 4 0 0 0 0 0 0 3 11 0 -6303 1986 PhD Together 91820 0 0 23-11-2013 72 410 73 747 76 161 30 0 5 5 12 1 0 0 0 0 0 0 3 11 0 -11176 1970 PhD Together 65968 0 1 12-05-2014 12 376 9 83 19 4 4 2 5 4 7 3 0 0 0 0 0 0 3 11 0 -2986 1976 Graduation Married 30772 1 1 12-03-2014 89 7 2 4 2 1 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -7462 1954 Graduation Single 22507 0 0 24-11-2012 67 68 0 226 51 157 68 3 10 2 4 9 0 0 0 0 0 0 3 11 0 -3900 1972 Graduation Married 65685 0 1 29-03-2014 54 642 14 49 0 7 57 1 9 2 9 5 0 0 0 0 0 0 3 11 0 -7034 1978 2n Cycle Married 25804 1 0 01-09-2013 34 8 7 9 13 6 12 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -9493 1980 PhD Single 76412 0 0 05-05-2013 15 840 53 804 23 71 17 1 5 4 8 3 0 0 1 1 0 0 3 11 1 -1143 1972 Graduation Married 22063 1 0 08-08-2013 43 7 10 13 3 11 11 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -1 1961 Graduation Single 57091 0 0 15-06-2014 0 464 5 64 7 0 37 1 7 3 7 5 0 0 0 0 1 0 3 11 1 -3855 1963 Graduation Married 22419 0 0 18-04-2013 74 30 3 47 19 21 42 1 3 2 2 8 0 0 0 0 0 0 3 11 0 -5536 1959 Graduation Together 87771 0 1 22-05-2013 61 1492 38 287 50 57 33 1 5 10 4 6 0 1 1 1 1 0 3 11 1 -5989 1959 2n Cycle Divorced 78353 0 1 16-04-2013 51 752 122 476 39 153 34 1 10 2 11 8 0 0 0 0 0 0 3 11 0 -9499 1954 Graduation Married 93404 1 2 07-05-2013 97 1279 15 287 20 0 15 3 3 4 7 5 0 1 1 0 0 0 3 11 0 -6768 1962 Graduation Divorced 37859 1 2 12-01-2013 75 22 1 8 2 1 2 2 1 0 3 8 0 0 0 0 0 0 3 11 0 -2150 1958 PhD Widow 80995 0 1 11-05-2013 83 860 28 409 73 56 56 1 8 9 4 4 0 0 0 0 0 0 3 11 0 -6646 1984 Graduation Together 16529 1 0 01-03-2014 23 3 0 5 13 0 1 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -4887 1976 PhD Divorced 55412 1 1 22-11-2013 65 10 5 28 11 1 8 1 2 0 3 5 0 0 0 0 0 0 3 11 0 -8560 1992 Graduation Single 48789 0 0 10-09-2012 94 351 16 156 7 5 145 1 6 4 7 6 0 0 0 0 0 0 3 11 0 -3321 1967 PhD Together 56575 0 2 05-05-2013 42 421 5 90 0 16 10 3 7 3 7 5 0 0 0 0 0 0 3 11 0 -11003 1980 2n Cycle Together 25130 1 0 02-10-2013 10 2 5 7 0 18 18 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -10402 1967 Graduation Married 35441 1 1 14-02-2013 94 25 1 9 2 1 1 2 1 0 3 8 0 0 0 0 0 0 3 11 0 -9904 1956 Graduation Married 71391 0 1 29-03-2013 50 336 123 274 46 123 141 5 6 5 12 3 0 0 0 0 0 0 3 11 0 -6141 1972 Master Single 49494 1 0 25-04-2013 46 191 9 97 0 6 82 2 6 1 5 7 0 0 0 0 0 0 3 11 0 -5687 1980 Graduation Divorced 81702 0 0 23-09-2012 98 563 50 774 28 31 187 1 7 7 12 3 0 0 0 0 0 0 3 11 0 -10856 1980 2n Cycle Single 45889 0 1 02-07-2013 42 31 0 6 0 1 8 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -5121 1977 Graduation Single 56628 0 1 21-03-2014 30 479 5 82 7 17 171 2 7 6 5 5 1 0 0 0 0 0 3 11 0 -4186 1950 Graduation Together 34026 1 1 05-08-2013 11 18 6 15 12 8 17 3 2 1 3 5 0 0 0 0 0 0 3 11 0 -368 1974 Graduation Married 40049 0 1 29-11-2012 61 91 65 52 10 44 28 3 3 2 6 5 0 0 0 0 0 0 3 11 0 -3312 1988 Graduation Single 34176 1 0 12-05-2014 12 5 7 24 19 14 20 4 3 0 4 6 0 0 0 0 0 0 3 11 0 -11121 1981 Graduation Married 19419 1 0 10-11-2012 76 2 14 28 16 3 7 4 4 0 3 9 0 0 0 0 0 0 3 11 0 -5332 1960 2n Cycle Married 82504 0 0 27-07-2013 2 362 50 431 134 35 54 1 3 6 7 1 0 0 0 0 0 0 3 11 0 -5848 1970 Graduation Together 81205 0 0 13-01-2014 43 724 74 929 97 55 130 1 5 6 7 2 1 0 1 0 1 0 3 11 1 -10343 1991 2n Cycle Single 61618 0 0 29-09-2012 27 605 91 399 0 45 205 2 3 6 8 3 0 0 0 0 0 0 3 11 0 -5935 1956 Master Single 55284 0 1 24-12-2012 60 547 7 140 0 7 63 3 7 5 8 5 0 0 0 0 0 0 3 11 0 -2895 1963 Graduation Single 49980 0 1 23-10-2013 79 104 1 54 13 9 14 2 3 1 5 5 0 0 0 0 0 0 3 11 0 -10262 1980 Graduation Married 15072 2 0 10-05-2013 96 8 2 15 0 10 18 4 3 1 3 5 0 0 0 0 0 0 3 11 0 -7848 1974 Graduation Single 49166 0 1 13-06-2013 17 224 2 25 7 0 110 2 5 3 3 6 0 0 0 0 0 0 3 11 0 -9477 1954 PhD Married 65324 0 1 11-01-2014 0 384 0 102 21 32 5 3 6 2 9 4 0 0 0 0 0 0 3 11 0 -4856 1957 2n Cycle Married 82347 0 0 06-11-2012 38 556 54 845 202 133 63 1 7 7 10 3 1 0 0 1 0 0 3 11 0 -7186 1966 PhD Together 30843 1 1 26-05-2014 43 24 0 2 0 0 9 2 1 1 2 5 1 0 0 0 0 0 3 11 0 -5794 1974 PhD Married 46374 0 1 17-03-2014 1 408 0 21 0 0 17 3 7 1 7 8 0 1 0 1 0 0 3 11 1 -1456 1979 Graduation Single 60474 0 1 01-04-2013 25 265 199 303 234 9 170 7 10 2 12 7 0 0 0 0 0 0 3 11 0 -4877 1973 Master Married 38576 0 1 04-03-2014 2 34 0 7 0 0 0 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -425 1985 Graduation Married 55357 2 0 19-02-2013 66 374 64 116 84 25 64 3 6 2 11 5 0 0 0 0 0 0 3 11 0 -3007 1966 Graduation Together 37758 1 1 04-10-2012 49 27 2 10 0 0 1 2 1 0 3 8 0 0 0 0 0 0 3 11 0 -1031 1989 2n Cycle Married 85710 0 0 05-05-2013 5 600 20 350 29 30 33 1 6 9 10 2 0 0 1 0 0 0 3 11 0 -4297 1969 Graduation Together 23228 1 0 26-01-2014 71 13 2 18 6 1 0 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -807 1969 Master Together 44602 1 1 15-02-2014 35 167 2 89 0 0 34 6 6 1 4 8 0 0 0 0 0 0 3 11 0 -9553 1987 Graduation Married 7500 0 0 09-01-2013 94 0 2 3 4 1 5 1 0 0 3 6 0 0 0 0 0 0 3 11 0 -4271 1989 2n Cycle Together 38683 1 0 04-10-2012 80 46 35 69 84 41 66 6 4 1 6 7 0 0 0 0 0 0 3 11 0 -4120 1975 2n Cycle Single 49514 1 0 17-12-2013 61 88 39 78 58 13 93 2 6 1 4 7 0 0 0 0 0 0 3 11 0 -2036 1973 PhD Together 57906 0 1 11-06-2013 29 243 11 119 10 3 15 3 4 2 8 4 0 0 0 0 0 0 3 11 0 -115 1966 Master Single 43456 0 1 26-03-2013 0 275 11 68 25 7 7 3 5 1 8 5 0 0 0 0 0 0 3 11 0 -4259 1986 Master Single 19485 2 0 24-09-2013 80 6 0 4 0 0 0 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -8687 1978 Graduation Together 53172 0 1 06-05-2013 54 121 62 90 68 20 125 3 2 3 8 3 0 0 0 0 0 0 3 11 0 -2447 1979 Graduation Together 30545 1 0 17-10-2012 71 4 12 15 19 7 12 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -10140 1983 PhD Together 70123 0 0 28-09-2013 27 1308 0 396 23 0 0 1 5 7 4 3 0 1 0 0 1 0 3 11 0 -9353 1959 Graduation Single 62450 0 1 06-01-2014 61 515 47 267 62 66 38 2 5 5 4 3 0 1 0 0 0 0 3 11 0 -3623 1976 Graduation Together 21675 1 0 11-06-2014 55 4 0 16 17 4 4 3 4 0 3 7 0 0 0 0 0 0 3 11 0 -738 1981 2n Cycle Single 42395 1 1 04-04-2014 35 48 13 57 24 15 25 4 3 1 4 7 0 0 0 0 0 0 3 11 0 -7631 1978 Master Together 61346 1 0 06-10-2013 34 562 58 168 43 16 142 1 5 7 10 3 0 0 0 0 0 0 3 11 0 -4789 1953 Graduation Together 80812 0 0 17-09-2013 95 769 22 500 210 143 33 1 4 8 5 2 1 0 1 1 0 0 3 11 0 -773 1971 Master Divorced 42835 1 1 30-06-2013 64 379 4 93 12 9 98 7 6 6 4 6 0 0 0 0 0 0 3 11 0 -10602 1983 Graduation Married 39922 1 0 14-02-2013 30 29 12 59 19 1 36 2 3 0 4 8 0 0 0 0 0 0 3 11 0 -1446 1956 Master Single 86424 0 0 05-04-2014 12 387 68 569 89 45 68 1 6 9 12 1 0 0 0 0 0 0 3 11 0 -3270 1978 2n Cycle Together 17117 1 0 17-01-2013 96 12 23 38 30 18 7 4 3 1 3 9 0 0 0 0 0 0 3 11 0 -8443 1972 Graduation Single 24762 1 0 10-02-2014 16 6 10 12 3 15 40 3 3 1 2 8 1 0 0 0 0 0 3 11 1 -9653 1975 Graduation Married 35797 0 1 16-10-2012 16 27 1 14 4 1 21 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -8916 1975 Graduation Divorced 36627 2 0 23-07-2013 78 9 1 5 0 0 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 -8017 1981 2n Cycle Married 51111 1 1 19-06-2014 83 22 0 19 6 5 3 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -5830 1972 PhD Single 86857 0 0 12-09-2012 96 899 102 838 133 102 40 1 5 6 10 2 0 0 0 0 0 0 3 11 1 -4597 1970 PhD Together 82072 0 0 02-07-2013 67 889 55 685 168 92 129 1 3 2 13 1 0 0 0 0 0 0 3 11 0 -7023 1953 PhD Single 46231 2 1 26-11-2012 87 189 2 55 0 5 12 4 6 1 4 9 0 0 0 0 0 0 3 11 0 -8086 1959 Graduation Married 42243 1 1 11-12-2013 34 48 0 2 0 0 5 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -8825 1962 Graduation Together 51195 1 1 01-04-2013 46 230 14 156 82 24 58 8 9 2 5 8 0 0 0 0 0 0 3 11 0 -2930 1978 Master Single 68092 0 0 16-12-2013 7 852 60 207 78 36 48 2 2 6 10 5 0 0 0 0 0 0 3 11 0 -1928 1973 Graduation Married 31814 1 0 09-02-2013 73 35 3 20 4 1 20 2 2 0 3 9 1 0 0 0 0 0 3 11 0 -7108 1965 Master Widow 51390 1 1 08-09-2012 54 205 20 47 23 2 56 6 5 2 5 5 0 0 0 0 0 0 3 11 0 -10925 1983 Graduation Married 76630 0 0 14-01-2014 93 255 31 446 40 56 175 1 3 10 11 1 0 0 0 0 0 0 3 11 0 -9960 1991 Basic Single 26868 1 0 30-04-2014 52 0 0 1 8 3 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -8800 1943 PhD Divorced 48948 0 0 01-02-2013 53 437 8 206 160 49 42 2 7 10 5 6 1 0 0 0 0 0 3 11 1 -9224 1972 PhD Single 55260 0 1 12-12-2012 81 825 8 53 11 0 242 2 8 10 5 6 0 0 0 0 0 0 3 11 0 -5519 1956 Graduation Together 64090 0 1 07-08-2013 8 316 58 161 76 51 135 1 6 9 4 5 0 0 0 0 0 0 3 11 1 -5046 1958 Graduation Divorced 78331 0 1 23-01-2014 97 756 138 354 160 169 61 2 10 6 7 4 0 0 0 0 0 0 3 11 0 -7037 1974 PhD Married 37087 1 0 11-08-2013 50 194 55 134 15 0 3 3 4 2 8 6 0 0 0 0 0 0 3 11 0 -905 1986 Graduation Divorced 21846 1 0 22-10-2013 38 7 17 18 6 10 26 4 4 0 3 8 0 0 0 0 0 0 3 11 0 -8624 1958 Graduation Married 81320 0 0 06-02-2013 61 183 33 493 59 103 57 1 4 3 10 2 0 0 0 0 0 0 3 11 0 -8945 1970 Graduation Divorced 54137 0 1 16-08-2013 46 171 0 11 0 1 20 2 4 1 4 6 0 0 0 0 0 0 3 11 0 -6445 1967 Graduation Together 66825 0 0 14-07-2013 73 243 101 405 29 40 40 1 4 5 6 2 0 0 0 0 0 0 3 11 0 -2727 1973 Graduation Together 57100 0 0 04-12-2013 19 181 21 69 39 3 96 1 3 3 6 3 0 0 0 0 0 0 3 11 0 -6404 1969 Graduation Together 58917 1 2 24-03-2013 10 151 7 89 0 7 28 5 4 1 6 5 0 0 0 0 0 0 3 11 0 -11074 1977 Graduation Single 85072 0 0 09-04-2014 94 494 92 391 194 11 241 1 3 4 10 0 0 0 0 0 0 0 3 11 0 -10150 1961 Graduation Single 86429 0 0 21-11-2013 10 464 28 873 29 18 37 0 7 4 7 2 0 0 0 1 0 0 3 11 1 -1968 1971 Graduation Widow 45684 1 0 02-12-2013 37 5 1 5 10 0 7 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -6534 1974 Graduation Together 47889 1 0 04-01-2014 94 29 0 29 0 5 4 1 2 0 3 5 0 0 0 0 0 0 3 11 0 -9485 1986 PhD Married 45921 0 0 10-03-2014 23 102 9 49 24 3 12 1 2 1 6 4 0 0 0 0 0 0 3 11 0 -7053 1966 PhD Single 78420 0 0 29-06-2013 75 604 28 674 91 28 28 1 3 10 8 1 0 0 0 0 0 0 3 11 0 -4654 1992 Graduation Together 75114 0 0 07-11-2013 40 571 12 523 63 60 24 1 3 10 5 2 0 0 0 0 0 0 3 11 0 -9760 1963 PhD Widow 52278 0 1 25-01-2013 24 953 0 71 0 0 174 6 10 5 10 8 0 0 0 0 0 0 3 11 1 -1048 1972 Master Married 35641 1 0 14-07-2013 11 63 3 67 8 9 28 2 3 1 4 7 0 0 0 0 0 0 3 11 1 -10619 1994 Graduation Single 95529 0 0 03-12-2012 29 770 29 890 250 27 24 1 7 3 7 3 0 0 1 0 0 0 3 11 1 -9308 1954 Graduation Married 62820 0 0 11-05-2013 51 398 61 265 138 61 53 1 3 4 6 1 0 0 0 0 0 0 3 11 0 -10505 1960 Master Together 73113 0 0 26-12-2013 86 741 19 154 50 9 28 1 3 4 7 2 0 0 0 0 0 0 3 11 0 -8362 1982 PhD Married 84169 0 0 07-08-2013 9 1478 19 403 0 19 0 1 7 6 6 3 0 1 1 0 0 0 3 11 1 -2625 1954 2n Cycle Single 42607 0 1 17-11-2013 30 156 29 56 30 32 47 2 3 2 7 3 0 0 0 0 0 0 3 11 0 -4637 1954 PhD Single 74637 0 0 18-05-2013 73 960 64 464 146 0 16 1 6 9 9 3 0 0 0 1 0 0 3 11 0 -9972 1955 PhD Together 46015 1 1 13-04-2014 25 38 0 2 0 0 6 1 1 0 3 7 1 0 0 0 1 0 3 11 0 -4483 1993 Graduation Single 72354 0 0 17-04-2013 67 315 26 473 220 12 182 1 2 10 6 1 0 0 0 0 0 0 3 11 0 -4487 1969 Master Single 39858 1 0 24-01-2013 67 15 20 25 2 7 26 1 2 0 4 6 0 0 0 0 0 0 3 11 1 -4988 1948 PhD Married 34469 1 1 04-05-2014 58 19 6 20 0 5 12 3 1 1 4 4 0 0 0 0 0 0 3 11 0 -8931 1986 Graduation Together 83033 1 0 18-05-2014 82 812 99 431 237 149 33 1 11 4 10 5 0 0 0 1 0 0 3 11 0 -5871 1979 Master Together 24401 0 0 31-08-2012 98 73 28 217 10 24 115 3 6 1 6 8 0 0 0 0 0 0 3 11 0 -2008 1978 Graduation Married 77583 0 0 10-02-2014 93 372 23 384 250 12 108 1 4 5 9 2 0 0 0 1 0 0 3 11 0 -3139 1982 2n Cycle Single 74116 0 0 30-12-2013 53 871 111 704 145 55 166 1 4 4 10 2 0 1 0 0 0 0 3 11 0 -10037 1993 Graduation Single 74293 0 0 04-05-2014 66 375 152 335 93 91 81 1 5 4 6 2 0 0 0 0 0 0 3 11 0 -10673 1976 PhD Married 68397 0 1 17-11-2013 6 760 80 466 17 13 80 1 6 9 5 3 0 0 0 0 0 0 3 11 0 -5303 1974 PhD Together 79632 0 0 08-04-2014 42 471 0 510 99 21 12 1 6 4 9 2 0 0 0 0 0 0 3 11 0 -538 1989 Graduation Single 46107 1 0 10-02-2014 78 31 9 27 16 9 33 1 1 1 4 3 0 0 0 0 0 0 3 11 0 -7922 1951 PhD Single 64950 0 1 12-08-2012 29 819 0 72 12 0 63 2 11 2 10 7 0 1 0 0 0 0 3 11 0 -5692 1989 Basic Married 25443 1 0 22-12-2012 82 1 4 3 8 9 7 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -4843 1952 Graduation Single 75127 0 0 22-05-2014 92 203 35 305 46 17 227 1 2 11 5 1 0 0 0 0 0 0 3 11 0 -6383 1971 PhD Together 32892 1 0 25-05-2014 78 26 0 15 2 1 2 2 3 0 3 8 0 0 0 0 0 0 3 11 0 -1628 1971 Graduation Together 71796 0 0 24-10-2013 54 354 21 311 167 75 32 1 9 3 4 4 0 0 0 0 0 0 3 11 0 -1204 1970 PhD Married 67536 0 1 22-05-2013 45 1253 0 447 23 71 35 3 11 5 11 8 0 0 0 1 0 0 3 11 0 -3673 1971 Graduation Single 55239 0 1 14-07-2013 59 371 17 238 23 24 106 3 7 5 11 5 0 0 0 0 0 0 3 11 0 -760 1975 PhD Divorced 60554 1 0 09-08-2013 8 588 7 76 110 15 15 2 8 4 9 6 0 0 0 0 0 0 3 11 0 -8957 1952 2n Cycle Single 64831 1 1 10-06-2013 51 480 86 249 75 86 144 8 6 3 5 6 0 0 0 0 0 0 3 11 0 -4128 1962 PhD Together 56067 0 1 20-07-2013 51 517 12 54 16 6 120 2 7 4 7 5 0 0 0 0 0 0 3 11 0 -6810 1983 Graduation Divorced 82025 0 0 28-05-2013 76 267 98 606 48 70 98 1 3 2 6 1 0 0 1 0 0 0 3 11 1 -5386 1953 Graduation Together 94384 0 0 04-03-2013 62 1111 24 790 160 45 172 0 5 8 5 2 0 1 1 1 0 0 3 11 1 -8700 1986 Basic Single 14906 0 0 22-12-2012 86 7 7 14 7 16 15 3 2 1 3 7 0 0 0 0 0 0 3 11 0 -3202 1987 PhD Married 51563 0 0 01-10-2012 60 1166 0 48 0 0 36 1 4 4 10 8 0 1 1 0 0 0 3 11 0 -1328 1982 2n Cycle Married 57937 0 1 16-02-2014 56 261 42 144 55 48 133 3 4 4 9 3 0 0 0 0 0 0 3 11 0 -8405 1979 Graduation Divorced 68274 1 1 30-09-2013 83 135 25 51 23 25 46 2 4 2 5 3 0 0 0 0 0 0 3 11 0 -6515 1977 Graduation Together 39771 1 0 06-12-2013 92 6 2 18 2 8 14 1 2 0 3 4 0 0 0 0 0 0 3 11 0 -2882 1975 2n Cycle Divorced 67893 0 1 01-10-2012 31 711 28 142 49 18 47 2 3 2 9 8 0 0 0 0 0 0 3 11 0 -7574 1979 PhD Together 27922 1 0 10-05-2014 80 11 0 13 2 4 11 1 2 0 3 4 0 0 0 0 0 0 3 11 0 -6387 1976 PhD Together 52190 1 1 08-05-2014 39 42 0 17 0 0 18 3 2 1 3 5 1 0 0 0 0 0 3 11 0 -5320 1973 Master Divorced 44051 1 1 29-01-2013 20 79 7 58 6 3 18 4 3 1 4 6 0 0 0 0 0 0 3 11 1 -5048 1971 PhD Single 42767 2 0 11-05-2013 53 20 6 43 19 5 38 1 3 1 2 8 0 0 0 0 0 0 3 11 0 -8146 1976 Master Together 46106 1 1 11-05-2014 84 30 0 8 2 0 14 1 1 1 2 6 0 0 0 0 0 0 3 11 0 -10031 1976 PhD Married 16927 1 1 10-02-2013 50 20 2 23 3 1 4 5 3 0 4 8 0 0 0 0 0 0 3 11 0 -5748 1965 Graduation Married 59754 0 1 01-12-2012 96 115 27 44 4 146 139 3 5 2 6 5 0 0 0 0 0 0 3 11 1 -2134 1952 Graduation Single 53700 0 1 17-08-2012 94 263 5 233 69 41 83 4 5 5 8 5 0 0 0 0 0 0 3 11 0 -1523 1973 Graduation Married 59041 1 1 07-05-2014 25 69 2 15 2 2 6 2 2 0 4 5 0 0 0 0 0 0 3 11 0 -9665 1957 PhD Divorced 54237 0 1 27-04-2013 48 267 3 30 4 0 57 4 5 2 5 6 0 0 0 0 0 0 3 11 0 -4640 1967 Graduation Divorced 70647 0 1 21-09-2012 65 561 85 171 25 123 114 2 4 7 13 2 0 0 0 0 0 0 3 11 0 -3635 1962 PhD Single 52597 0 1 07-05-2014 69 492 0 37 7 0 42 3 6 3 8 5 0 0 0 0 0 0 3 11 0 -3547 1969 Master Together 41021 1 0 30-12-2012 12 14 7 9 6 16 12 2 2 0 3 6 0 0 0 0 0 0 3 11 1 -2456 1975 PhD Married 40233 0 1 14-10-2013 84 80 4 46 0 17 2 5 2 1 5 6 0 0 0 0 0 0 3 11 0 -5633 1980 Graduation Married 50183 1 1 25-06-2014 47 97 12 84 13 10 15 7 3 1 6 5 0 0 0 0 0 0 3 11 0 -7801 1959 Graduation Together 54753 0 1 12-09-2013 87 197 107 227 7 59 131 3 5 2 11 4 0 0 0 0 0 0 3 11 0 -10489 1973 Graduation Married 92955 0 0 19-08-2013 35 693 21 925 31 24 84 1 6 7 9 2 0 0 1 1 0 0 3 11 1 -7011 1973 Graduation Married 33471 1 0 12-10-2012 47 43 2 27 0 9 12 3 3 0 4 7 0 0 0 0 0 0 3 11 0 -2620 1974 PhD Married 34596 1 0 13-04-2013 48 14 0 2 0 0 7 1 1 0 2 8 0 0 0 0 0 0 3 11 1 -3933 1980 Graduation Together 44010 1 0 13-10-2012 46 186 36 234 86 72 48 6 10 2 6 9 0 0 0 0 0 0 3 11 0 -10981 1988 Graduation Married 84219 0 0 02-02-2014 27 434 137 400 45 137 45 1 3 4 10 1 0 0 0 0 0 0 3 11 0 -1734 1968 PhD Together 40706 2 1 17-01-2013 37 59 0 11 4 2 5 4 3 0 4 7 0 0 0 0 0 0 3 11 0 -10995 1988 2n Cycle Married 15716 1 0 12-11-2012 8 16 5 30 8 7 26 3 3 0 4 8 0 0 0 0 0 1 3 11 0 -6357 1959 2n Cycle Divorced 59052 0 1 17-11-2013 29 230 35 75 63 57 31 3 7 1 7 5 0 0 0 0 0 0 3 11 0 -9209 1971 Master Together 80573 0 0 14-10-2012 85 829 138 430 60 92 15 1 4 6 13 2 0 0 0 0 0 0 3 11 0 -10286 1962 Graduation Married 83715 0 0 03-02-2014 2 318 8 407 150 35 8 1 2 8 13 0 0 0 0 0 0 0 3 11 0 -2611 1959 Master Together 82576 0 0 01-08-2012 66 1206 55 445 168 18 18 1 2 4 12 1 0 0 1 0 0 0 3 11 0 -1600 1965 Master Married 56962 2 1 11-10-2013 60 292 3 77 10 3 26 7 6 3 5 7 0 0 0 0 0 0 3 11 0 -3308 1952 Graduation Married 35704 1 1 03-01-2014 54 30 9 12 2 11 30 3 2 0 4 4 0 0 0 0 0 0 3 11 0 -5407 1954 Graduation Together 53103 0 1 12-09-2013 70 729 17 133 11 0 195 5 10 6 7 7 1 0 0 0 0 0 3 11 0 -2166 1960 2n Cycle Widow 46779 1 1 12-07-2013 55 12 1 3 0 0 7 1 0 1 2 4 0 0 0 0 0 0 3 11 0 -3955 1965 Graduation Divorced 4861 0 0 22-06-2014 20 2 1 1 1 0 1 0 0 0 0 14 0 0 0 0 0 0 3 11 0 -6634 1979 Master Divorced 33462 1 0 07-08-2013 78 22 3 18 0 0 11 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -3056 1978 Graduation Divorced 63693 0 1 14-10-2013 63 587 43 337 42 87 54 3 11 6 9 6 0 0 0 0 0 0 3 11 0 -5718 1950 Graduation Married 80763 0 0 15-08-2013 17 674 168 108 192 42 231 1 5 11 6 3 0 0 1 1 0 0 3 11 1 -6872 1974 PhD Married 65352 0 1 21-08-2013 43 284 3 84 4 7 23 2 4 2 8 4 0 0 0 0 0 0 3 11 0 -8164 1978 PhD Married 82170 0 0 25-11-2013 13 1023 93 651 49 55 37 1 5 6 7 2 0 0 0 0 0 0 3 11 0 -4580 1969 Graduation Married 75759 0 0 25-10-2013 46 1394 22 708 89 91 182 1 9 7 9 5 1 0 1 1 0 0 3 11 1 -9305 1976 2n Cycle Single 79689 0 0 12-05-2013 65 311 26 640 180 37 121 1 4 9 13 2 0 0 0 0 0 0 3 11 0 -453 1956 PhD Widow 35340 1 1 29-06-2014 1 27 0 12 0 1 5 2 2 0 3 5 0 0 0 0 0 0 3 11 0 -8545 1954 Graduation Divorced 85683 0 0 21-03-2014 6 1296 17 311 45 69 51 1 2 4 10 1 0 1 1 1 1 0 3 11 1 -9850 1972 2n Cycle Married 24884 1 0 29-11-2012 32 3 6 7 0 0 3 1 0 0 3 7 0 0 0 0 0 0 3 11 0 -7378 1981 Master Together 42021 1 0 31-08-2012 34 393 5 136 7 5 27 5 10 1 6 9 1 0 0 0 0 0 3 11 0 -7646 1989 Graduation Single 64449 1 0 18-02-2014 70 218 63 282 137 35 70 4 5 3 12 4 0 0 0 0 0 0 3 11 0 -1640 1954 Graduation Divorced 64587 1 1 22-06-2014 49 66 0 16 0 6 20 2 1 1 4 3 0 0 0 0 0 0 3 11 0 -5184 1995 Graduation Single 34824 0 0 26-03-2014 65 4 2 11 2 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -8492 1978 Graduation Together 75437 0 0 09-11-2013 25 795 0 545 95 58 0 1 8 4 10 6 0 0 0 1 0 0 3 11 0 -11188 1957 Graduation Together 26091 1 1 25-02-2014 84 15 10 19 8 17 20 3 2 1 3 5 0 0 0 0 0 0 3 11 0 -1212 1973 Graduation Married 52845 1 0 13-08-2013 7 384 25 292 130 41 64 3 8 8 6 6 1 0 0 0 0 0 3 11 0 -9097 1956 Graduation Divorced 46086 0 1 03-11-2013 34 244 8 32 7 2 50 4 3 1 8 4 0 0 0 0 0 0 3 11 0 -10473 1956 PhD Widow 78028 0 1 10-09-2012 38 158 19 288 25 0 38 1 6 4 9 7 0 1 1 0 0 0 3 11 1 -7962 1987 PhD Single 95169 0 0 09-10-2013 1 1285 21 449 106 20 20 1 4 3 4 1 0 0 1 1 0 0 3 11 1 -9984 1981 2n Cycle Married 56337 1 1 27-03-2013 25 349 16 144 28 5 182 5 8 5 4 8 1 0 0 1 0 0 3 11 1 -5527 1987 Graduation Together 22434 1 0 13-02-2013 25 4 12 11 3 13 15 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -6374 1954 PhD Married 36930 0 1 17-05-2013 50 223 2 31 0 2 39 5 5 2 4 8 0 0 0 0 0 0 3 11 0 -7453 1954 Graduation Single 36130 0 1 02-02-2013 46 157 43 127 68 56 37 6 3 8 4 4 1 0 0 0 0 0 3 11 1 -8952 1953 Master Married 65569 0 1 05-11-2012 96 397 46 288 20 38 70 2 6 5 10 3 0 0 0 0 0 0 3 11 0 -241 1952 Graduation Together 83844 0 0 12-05-2013 57 901 31 345 75 31 191 1 4 4 11 1 0 0 1 0 0 0 3 11 0 -8975 1968 Graduation Married 19514 1 1 26-01-2014 47 14 3 21 2 1 28 4 3 1 2 8 1 0 0 0 0 0 3 11 0 -6119 1963 PhD Single 36736 1 1 10-05-2013 52 10 0 3 0 0 4 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -5236 1979 Graduation Together 77568 0 1 25-08-2012 30 1230 0 396 232 178 158 1 10 2 8 5 0 1 1 1 0 0 3 11 0 -5723 1976 PhD Together 49187 0 1 11-01-2014 63 81 1 31 2 1 0 1 1 1 5 2 0 0 0 0 0 0 3 11 0 -1710 1978 Graduation Single 30168 1 0 07-03-2013 51 154 20 66 0 12 27 7 6 1 4 9 0 0 0 0 0 0 3 11 0 -1970 1968 Master Together 34053 0 1 10-09-2012 14 63 0 21 7 0 12 1 3 0 3 8 0 0 0 0 0 0 3 11 0 -5313 1971 Master Married 38196 1 1 18-04-2014 20 30 0 11 0 0 3 3 2 0 4 5 0 0 0 0 0 0 3 11 0 -10634 1951 Master Married 59412 0 0 19-04-2014 56 90 67 165 30 43 11 1 4 2 8 3 0 0 0 0 0 0 3 11 0 -7010 1965 2n Cycle Married 70924 0 0 07-04-2014 41 635 114 254 132 152 76 1 6 6 7 3 0 0 1 0 0 0 3 11 0 -8562 1969 Graduation Together 54165 0 0 28-05-2013 72 127 4 73 15 6 11 1 2 1 7 2 0 0 0 0 0 0 3 11 0 -3158 1973 Graduation Married 32300 1 0 03-01-2013 1 13 3 6 6 5 6 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -4436 1976 Graduation Single 20180 0 0 20-02-2013 27 18 42 24 15 20 18 1 2 1 4 7 0 0 0 0 0 0 3 11 0 -5287 1973 Graduation Married 34961 1 0 19-06-2014 77 45 2 26 4 1 1 3 3 1 3 7 0 0 0 0 0 0 3 11 0 -2445 1974 PhD Together 28440 1 0 07-07-2013 87 38 1 24 0 0 0 1 2 0 3 8 0 0 0 0 0 0 3 11 0 -6059 1953 PhD Together 64504 1 2 04-03-2013 81 986 36 168 16 0 108 7 11 3 4 7 0 0 0 0 0 0 3 11 1 -4550 1966 Master Together 33564 0 1 24-06-2014 51 61 0 3 0 0 7 1 1 1 3 5 0 0 0 0 0 0 3 11 0 -4240 1978 Graduation Married 17345 1 0 03-11-2012 79 4 9 16 17 0 12 2 2 1 2 8 0 0 0 0 0 0 3 11 0 -8911 1967 PhD Married 56320 0 1 08-04-2013 11 201 53 172 116 77 83 3 5 4 9 4 0 0 0 0 0 0 3 11 0 -3706 1978 Graduation Single 28647 1 0 21-08-2013 54 19 8 29 0 12 26 1 2 2 2 7 1 0 0 0 0 0 3 11 1 -3628 1987 Basic Single 15038 1 0 29-01-2013 93 4 8 11 19 12 26 2 2 1 2 9 0 0 0 0 0 0 3 11 0 -10175 1958 PhD Divorced 32173 0 1 01-08-2013 0 18 0 2 0 0 2 1 1 0 3 4 0 0 0 0 0 0 3 11 0 -8985 1964 2n Cycle Together 68316 0 1 04-11-2012 54 806 80 161 120 11 33 5 10 7 10 6 0 0 0 0 0 0 3 11 0 -5204 1971 Graduation Together 74538 0 0 29-06-2013 21 380 98 733 110 112 28 1 8 8 5 3 0 0 1 0 0 0 3 11 1 -9220 1971 Graduation Single 91700 0 0 17-01-2013 58 576 172 961 125 115 19 1 8 6 5 3 0 0 0 0 0 0 3 11 1 -9888 1969 Graduation Together 68695 0 0 25-06-2014 3 458 81 356 106 50 40 1 4 4 7 2 0 0 0 0 0 0 3 11 0 -5263 1977 2n Cycle Married 31056 1 0 22-01-2013 99 5 10 13 3 8 16 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -1020 1973 Graduation Married 79593 0 0 12-05-2014 70 350 60 568 110 133 145 1 5 6 7 2 0 0 1 0 0 0 3 11 0 -9503 1980 Graduation Single 28071 0 0 29-08-2012 65 39 33 130 41 26 44 2 5 1 5 8 0 0 0 0 0 0 3 11 0 -10613 1958 PhD Together 37334 1 1 26-02-2014 44 26 1 16 2 2 15 4 3 0 4 4 0 0 0 0 0 0 3 11 0 -67 1972 Master Single 46423 1 1 18-09-2013 6 68 0 16 0 0 8 3 2 0 4 7 0 0 0 0 0 0 3 11 0 -6019 1971 PhD Married 37126 1 0 30-03-2014 9 45 3 9 4 4 7 1 1 2 2 6 1 0 0 0 0 0 3 11 1 -5863 1953 Graduation Married 47703 0 1 29-05-2013 95 359 0 134 13 26 123 4 6 3 8 5 0 0 0 0 0 0 3 11 0 -3717 1959 Graduation Married 61180 0 1 23-04-2014 70 403 24 29 6 24 218 2 5 5 6 3 1 0 0 0 0 0 3 11 0 -6730 1954 Graduation Married 38998 1 1 03-11-2012 92 34 1 14 0 0 5 3 2 0 3 8 0 0 0 0 0 1 3 11 0 -10749 1991 Graduation Single 8028 0 0 18-09-2012 62 73 18 66 7 12 2 15 0 1 0 19 0 0 0 0 0 0 3 11 0 -4998 1962 Graduation Together 76081 0 0 23-05-2014 85 292 30 415 63 33 200 1 4 5 4 2 0 0 0 1 0 0 3 11 0 -6287 1986 Graduation Together 34728 1 0 30-07-2013 2 14 0 16 0 0 6 1 1 1 2 6 0 0 0 0 0 0 3 11 1 -5985 1965 Master Single 33168 0 1 13-10-2012 0 80 1 37 0 1 3 3 2 1 4 7 0 0 0 0 0 0 3 11 0 -4754 1966 Master Married 33585 0 1 25-09-2013 91 30 11 33 13 6 29 1 2 0 4 4 0 0 0 0 0 0 3 11 0 -4002 1960 PhD Married 77037 0 1 13-10-2013 3 463 96 333 168 53 10 1 7 7 12 3 0 0 0 0 0 0 3 11 0 -8870 1984 Graduation Together 35196 1 0 13-11-2012 68 75 12 141 43 39 187 6 6 1 5 8 0 0 0 0 0 0 3 11 1 -966 1966 Graduation Married 44529 0 1 05-07-2013 98 538 13 91 17 6 26 6 6 2 11 5 0 1 0 0 0 0 3 11 0 -4767 1965 2n Cycle Married 70924 0 0 07-04-2014 41 635 114 254 132 152 76 1 6 6 7 3 0 0 1 0 0 0 3 11 0 -9725 1966 PhD Together 28764 1 1 05-06-2014 16 8 0 3 0 0 1 1 1 0 2 8 1 0 0 0 0 0 3 11 0 -4475 1949 PhD Married 69098 0 0 16-02-2013 82 1315 22 780 145 0 178 1 7 8 9 5 0 0 0 0 0 0 3 11 0 -5740 1970 2n Cycle Divorced 25959 1 1 14-02-2013 1 4 2 12 7 5 26 2 1 2 2 6 0 0 0 0 0 0 3 11 1 -5731 1983 Master Married 27100 1 0 05-04-2013 64 12 0 13 2 0 10 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -7290 1985 Graduation Single 70596 0 0 05-10-2012 68 347 44 534 17 0 26 1 3 5 12 2 0 0 0 0 0 0 3 11 0 -3846 1974 Graduation Married 42557 0 1 29-08-2012 98 192 5 53 0 5 15 4 6 1 4 8 0 0 0 0 0 0 3 11 0 -8104 1951 PhD Married 53312 0 0 09-08-2013 32 241 0 12 0 0 25 1 5 1 5 7 0 0 0 0 0 0 3 11 0 -4507 1952 Graduation Single 72228 0 0 27-11-2012 87 631 28 491 30 14 56 1 6 7 8 3 0 0 0 0 0 0 3 11 0 -11013 1987 Graduation Together 67605 0 0 31-03-2013 84 336 28 282 184 54 54 1 2 8 6 1 0 0 0 0 0 0 3 11 0 -4491 1949 Master Married 62845 1 1 01-10-2012 3 1099 0 45 0 0 34 11 3 4 10 8 0 1 0 0 0 0 3 11 0 -3759 1958 Graduation Together 65196 0 2 25-07-2013 34 743 19 181 12 0 200 2 7 6 11 5 1 0 0 0 0 0 3 11 0 -1162 1987 PhD Single 42000 0 0 10-01-2013 23 124 83 267 85 59 35 2 5 2 11 5 0 0 0 0 0 0 3 11 1 -2055 1973 PhD Divorced 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 0 -10766 1964 PhD Married 65526 0 1 11-04-2014 22 397 19 69 12 0 9 1 4 4 8 2 0 0 0 0 0 0 3 11 0 -4415 1961 Graduation Married 16860 1 1 12-09-2012 19 10 4 4 3 3 14 3 1 1 3 7 0 0 0 0 0 0 3 11 0 -3005 1992 Graduation Single 83528 0 0 01-05-2014 7 530 117 678 134 44 147 1 4 10 8 1 1 0 0 1 0 0 3 11 1 -2223 1965 2n Cycle Divorced 64176 0 1 03-08-2012 52 1215 33 249 64 116 149 8 8 9 8 6 0 0 0 0 0 0 3 11 0 -4817 1956 Graduation Divorced 22304 0 0 04-08-2012 91 3 2 7 0 4 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -2875 1978 Graduation Married 67023 0 0 04-03-2014 93 444 44 382 11 8 17 1 3 7 13 2 0 0 0 0 0 1 3 11 0 -10536 1971 PhD Together 32892 1 0 25-05-2014 78 26 0 15 2 1 2 2 3 0 3 8 0 0 0 0 0 0 3 11 0 -11112 1966 Graduation Together 70713 0 1 03-12-2012 23 736 114 279 82 76 190 6 5 6 8 3 0 0 0 0 0 0 3 11 0 -3807 1955 Graduation Together 59925 0 1 30-11-2012 83 473 21 176 19 21 56 3 9 2 9 6 0 0 0 0 0 0 3 11 0 -9197 1953 Graduation Married 39722 0 1 24-02-2014 92 32 0 5 2 0 8 2 2 0 3 5 0 0 0 0 0 0 3 11 0 -10832 1958 Graduation Together 46610 0 0 18-07-2013 4 288 10 30 4 10 125 1 6 1 6 6 0 0 0 0 0 0 3 11 0 -6421 1961 Graduation Together 88347 0 0 03-07-2013 32 1050 178 555 77 138 118 1 4 7 9 1 0 0 0 1 0 0 3 11 0 -4207 1981 PhD Married 87171 0 0 01-05-2013 27 1001 44 107 58 44 44 1 6 7 11 2 1 0 1 0 0 0 3 11 0 -577 1976 2n Cycle Together 26907 1 1 20-08-2013 10 9 1 7 0 3 2 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -10855 1968 Master Single 50014 1 0 22-01-2014 9 234 14 77 19 10 42 2 4 1 8 5 0 0 0 0 0 0 3 11 0 -3081 1978 PhD Married 41014 1 0 22-04-2013 65 7 2 6 2 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -3535 1965 Graduation Single 66294 0 0 17-03-2014 68 251 108 334 65 92 117 1 4 3 5 2 0 0 0 0 0 0 3 11 0 -247 1971 Graduation Married 36715 1 0 17-11-2012 16 172 10 125 21 13 16 6 7 2 4 9 0 0 0 0 0 0 3 11 1 -8707 1956 Graduation Married 79456 0 0 22-08-2012 12 565 42 548 64 83 99 1 5 6 4 3 0 0 0 0 0 0 3 11 1 -9523 1982 Graduation Together 40479 1 0 17-08-2013 95 5 0 8 2 0 0 1 0 0 3 4 0 0 0 0 0 0 3 11 0 -6072 1970 Master Single 75345 0 0 02-02-2013 16 918 57 842 99 38 133 1 5 8 6 3 0 0 0 1 0 0 3 11 1 -6295 1977 Graduation Married 54233 0 1 04-02-2013 46 652 8 158 21 0 142 4 11 6 5 8 0 0 0 0 0 0 3 11 0 -10914 1970 Graduation Single 24163 1 1 12-10-2013 3 4 1 7 2 1 2 2 1 0 3 4 0 0 0 0 0 0 3 11 0 -1509 1958 PhD Together 84460 0 0 04-01-2013 80 152 27 103 106 54 81 0 9 9 4 5 0 1 1 1 1 0 3 11 1 -5577 1983 Graduation Together 43776 1 0 03-05-2014 77 8 0 9 2 1 3 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -7348 1958 PhD Single 71691 0 0 17-03-2014 0 336 130 411 240 32 43 1 4 7 5 2 0 0 0 0 0 0 3 11 1 -1127 1973 PhD Married 85844 0 0 29-05-2014 62 938 19 843 25 95 38 1 6 6 7 2 0 0 1 0 0 0 3 11 0 -1833 1974 PhD Single 39190 1 0 26-04-2014 91 68 8 18 19 8 12 2 2 1 4 5 0 0 0 0 0 0 3 11 0 -4944 1959 Graduation Together 71367 0 0 23-08-2013 24 227 23 389 42 21 75 1 4 5 7 2 0 0 0 0 0 0 3 11 0 -9080 1972 PhD Single 38578 1 1 22-06-2013 2 38 4 22 3 3 3 3 3 0 3 8 0 0 0 0 0 0 3 11 0 -6466 1965 PhD Married 57236 1 1 12-03-2014 22 105 0 9 2 1 4 3 2 1 4 3 0 0 0 0 0 0 3 11 0 -9964 1979 Graduation Single 61825 0 1 07-08-2013 56 162 50 100 55 30 27 1 4 2 8 4 0 0 0 0 0 0 3 11 0 -4790 1958 Graduation Divorced 79803 0 1 02-06-2014 54 574 8 216 21 16 33 1 4 3 5 1 0 0 0 0 0 0 3 11 0 -10245 1986 2n Cycle Single 80910 0 0 31-10-2012 71 160 80 369 67 39 41 1 3 3 8 1 0 0 0 0 0 0 3 11 0 -1109 1982 Master Together 27590 1 0 23-04-2013 38 6 0 5 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -6001 1979 Graduation Married 56775 0 1 02-01-2013 62 614 35 160 58 35 35 2 5 8 10 5 0 0 0 0 0 0 3 11 0 -5538 1975 Graduation Divorced 83829 0 0 08-10-2013 78 897 161 430 186 161 27 0 4 7 6 1 1 0 1 1 0 0 3 11 1 -10552 1979 2n Cycle Married 54210 0 1 20-05-2013 18 70 54 109 80 9 45 2 4 1 7 5 0 0 0 0 0 0 3 11 0 -1545 1986 Graduation Married 38508 1 0 02-08-2013 95 120 19 206 25 19 54 6 7 2 5 8 0 0 0 0 0 0 3 11 0 -7409 1970 Graduation Together 53187 1 0 26-10-2013 66 211 2 30 7 7 10 2 4 1 6 5 0 0 0 0 0 0 3 11 0 -4444 1972 Graduation Married 30023 1 0 24-03-2014 28 11 0 16 7 6 21 1 2 0 3 8 0 0 0 0 0 0 3 11 0 -146 1960 PhD Single 76045 0 0 15-11-2013 78 760 53 400 17 93 0 1 4 5 11 2 0 0 0 1 0 0 3 11 0 -6271 1952 PhD Married 50870 0 1 19-06-2014 13 53 0 8 0 0 2 1 2 0 3 5 0 0 0 0 0 0 3 11 0 -10065 1970 2n Cycle Married 15315 0 0 03-08-2013 27 7 4 13 15 8 17 2 2 0 4 5 0 0 0 0 0 0 3 11 0 -4741 1974 2n Cycle Married 65463 1 0 30-01-2014 17 391 32 70 21 32 16 2 6 2 9 5 0 1 0 0 0 0 3 11 0 -246 1965 Graduation Married 66480 1 1 31-05-2014 71 199 9 57 20 21 6 7 4 1 7 4 0 0 0 0 0 0 3 11 0 -375 1954 Graduation Divorced 76773 0 0 25-02-2013 79 516 56 449 86 33 16 1 2 2 11 1 0 0 0 0 0 0 3 11 0 -1524 1983 2n Cycle Single 81698 0 0 01-03-2013 1 709 45 115 30 160 45 1 8 2 5 5 0 0 0 1 0 0 3 11 1 -10022 1973 PhD Single 54466 1 1 09-02-2014 78 12 0 4 0 0 0 1 1 0 2 5 0 0 0 0 0 0 3 11 0 -7451 1960 Master Single 98777 0 0 17-02-2014 23 1000 19 711 125 115 38 0 4 6 9 1 0 1 0 0 0 0 3 11 0 -11010 1984 PhD Single 16269 1 0 30-08-2013 75 19 3 18 3 1 0 3 3 0 3 8 0 0 0 0 0 0 3 11 0 -4356 1971 Graduation Together 71819 0 1 28-08-2013 70 1224 28 140 0 14 168 3 3 3 5 6 0 1 1 0 0 0 3 11 0 -3885 1983 PhD Married 33569 1 0 16-10-2013 10 16 2 18 3 0 24 1 1 1 2 8 1 0 0 0 0 0 3 11 1 -1175 1983 Master Married 36262 0 0 20-09-2013 24 88 39 54 64 28 153 1 3 5 3 6 1 0 0 0 0 0 3 11 1 -880 1966 Basic Together 22634 0 0 16-01-2013 47 2 23 11 8 6 46 1 2 1 2 8 0 0 0 0 0 0 3 11 0 -2320 1978 2n Cycle Married 47025 0 1 12-09-2013 98 508 11 59 23 5 29 5 11 1 6 9 0 0 0 0 0 0 3 11 0 -850 1968 Graduation Single 70566 0 1 06-10-2013 4 381 28 215 84 28 21 2 6 5 9 3 0 0 0 0 0 0 3 11 0 -4713 1979 PhD Married 31605 1 0 22-11-2012 15 74 0 42 2 1 6 2 2 1 4 7 0 0 0 0 0 0 3 11 0 -675 1973 Master Divorced 52034 1 1 17-05-2013 67 146 0 93 7 13 73 5 4 2 5 7 0 0 0 0 0 0 3 11 0 -5025 1979 Graduation Single 48526 1 0 24-12-2013 32 23 17 23 43 20 9 1 2 1 4 3 0 0 0 0 0 0 3 11 0 -2308 1954 Graduation Married 46734 0 1 18-11-2012 40 110 5 137 26 23 29 2 6 1 5 7 0 0 0 0 0 0 3 11 0 -5995 1962 Graduation Divorced 39552 1 1 18-12-2012 54 165 3 147 4 24 41 7 6 2 5 8 0 0 0 0 0 0 3 11 1 -6749 1966 Graduation Single 86358 1 1 08-08-2012 78 957 47 494 82 47 95 4 5 3 6 8 0 0 0 0 0 0 3 11 0 -1010 1977 Graduation Together 46931 2 1 24-04-2014 94 41 0 17 3 1 16 2 1 1 3 3 0 0 0 0 0 0 3 11 0 -8977 1985 Basic Single 16581 0 0 12-01-2013 51 1 3 4 2 3 11 1 0 0 3 4 0 0 0 0 0 0 3 11 0 -4756 1952 2n Cycle Divorced 63998 0 0 20-12-2013 42 176 29 818 0 33 112 1 7 6 11 4 0 0 0 0 0 0 3 11 1 -3412 1951 Master Married 67381 0 1 15-01-2013 67 815 8 53 11 0 70 4 2 2 9 7 0 1 0 0 0 0 3 11 0 -606 1967 Graduation Single 25930 1 1 10-10-2013 87 6 1 2 2 0 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -5961 1978 Graduation Married 42693 1 0 07-06-2014 29 8 4 20 6 3 16 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -2975 1976 Graduation Together 85606 0 1 12-11-2012 89 717 42 864 219 30 84 2 6 7 9 3 0 0 0 1 0 0 3 11 0 -2894 1985 Graduation Single 72903 0 0 29-10-2013 74 1067 138 750 0 19 39 1 7 5 8 4 0 1 1 1 0 0 3 11 1 -7613 1974 2n Cycle Together 49669 1 0 24-05-2014 97 166 5 107 11 8 29 2 5 1 6 6 0 0 0 0 0 0 3 11 0 -10542 1968 PhD Married 36778 1 1 05-08-2012 63 29 4 34 2 4 4 3 3 0 3 9 0 0 0 0 0 0 3 11 0 -8015 1962 PhD Divorced 85696 0 0 03-05-2013 88 714 76 395 116 0 12 1 4 6 9 1 0 0 0 0 0 0 3 11 1 -10617 1989 Master Divorced 10979 0 0 22-05-2014 34 8 4 10 2 2 4 2 3 0 3 5 0 0 0 0 0 0 3 11 0 -11166 1961 Graduation Married 49678 0 1 02-02-2013 81 229 5 56 3 2 20 2 6 2 4 7 0 0 0 0 0 0 3 11 0 -849 1953 Master Together 56129 0 1 20-06-2013 65 320 48 133 39 72 48 4 6 2 10 4 0 0 0 0 0 0 3 11 0 -523 1989 Graduation Married 37155 1 0 31-01-2013 51 23 0 26 7 15 3 1 2 0 4 5 0 0 0 0 0 0 3 11 0 -4066 1978 2n Cycle Divorced 21282 1 0 11-05-2014 76 1 5 8 4 8 20 2 2 1 2 6 0 0 0 0 0 0 3 11 0 -8414 1962 PhD Single 33419 0 1 17-08-2013 76 56 0 12 0 0 18 2 2 0 4 7 0 0 0 0 0 0 3 11 0 -819 1945 Graduation Widow 63285 0 0 05-11-2013 84 508 124 249 50 38 134 1 6 5 13 3 0 0 0 0 0 0 3 11 0 -4961 1974 Master Together 21255 1 0 21-01-2014 56 29 0 25 2 2 3 4 2 1 4 4 0 0 0 0 0 0 3 11 0 -749 1981 Graduation Together 42162 1 0 19-11-2013 31 46 7 59 2 4 27 2 3 1 3 6 1 0 0 0 0 0 3 11 1 -5430 1956 Graduation Together 54450 1 1 14-09-2012 0 454 0 171 8 19 32 12 9 2 8 8 0 0 0 0 0 0 3 11 0 -7755 1954 PhD Married 57744 0 1 12-11-2013 91 350 3 39 0 0 19 2 9 1 4 8 0 0 0 0 0 0 3 11 0 -10525 1986 Graduation Single 26576 1 0 13-10-2012 40 10 0 8 0 0 9 1 1 0 2 9 1 0 0 0 0 0 3 11 1 -1453 1943 PhD Widow 57513 0 0 06-07-2013 59 735 40 183 52 20 30 2 9 3 13 6 0 0 0 0 0 0 3 11 0 -8310 1964 Graduation Together 68142 0 1 29-08-2012 96 897 126 196 91 112 37 3 10 4 7 6 0 0 0 0 0 0 3 11 0 -10710 1979 Graduation Married 7500 0 1 29-08-2012 61 5 2 3 3 0 5 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -5031 1974 Graduation Together 83145 0 0 22-09-2012 14 777 35 731 39 137 114 1 5 9 11 2 0 0 1 0 0 0 3 11 1 -2613 1960 Master Married 54197 0 1 03-04-2014 16 162 6 37 6 13 13 2 1 3 6 1 0 0 0 0 0 0 3 11 0 -213 1963 PhD Single 23091 1 1 28-05-2014 98 35 0 11 0 0 2 4 2 1 3 7 0 0 0 0 0 0 3 11 0 -967 1976 Graduation Married 46049 1 1 21-07-2013 11 342 9 112 19 14 19 10 5 2 9 7 0 0 0 0 0 0 3 11 1 -1077 1974 Graduation Together 56715 0 0 05-12-2012 52 258 105 239 237 172 9 1 7 3 4 4 0 0 0 0 0 0 3 11 0 -7959 1961 Graduation Married 79410 0 0 29-05-2014 19 658 80 483 123 13 13 1 3 2 5 1 0 0 0 0 0 0 3 11 0 -640 1951 Graduation Married 57304 0 1 11-03-2013 61 356 80 329 138 17 106 2 7 6 10 5 0 0 0 0 0 0 3 11 0 -4252 1965 Graduation Married 44375 0 1 23-03-2014 73 213 5 28 7 7 41 1 4 1 6 5 0 0 0 0 0 0 3 11 0 -8432 1956 Graduation Together 54450 1 1 14-09-2012 0 454 0 171 8 19 32 12 9 2 8 8 0 0 0 0 0 0 3 11 0 -6218 1965 Graduation Married 59594 0 1 20-10-2012 74 457 4 29 0 0 9 1 8 1 7 7 0 1 0 0 0 0 3 11 0 -6905 1994 Graduation Together 80685 0 0 22-08-2012 55 241 45 604 34 26 54 1 6 4 10 2 0 0 0 0 0 0 3 11 0 -5922 1974 PhD Married 40344 0 1 13-10-2013 48 210 0 6 0 0 2 2 4 1 5 7 0 0 0 0 0 0 3 11 0 -3598 1972 Graduation Married 62710 0 1 23-05-2013 53 441 35 83 7 29 11 4 4 2 12 4 0 0 0 0 0 0 3 11 0 -6116 1968 2n Cycle Married 48985 0 1 05-07-2013 13 19 13 18 10 7 8 1 1 1 3 3 0 0 0 0 0 0 3 11 0 -6263 1968 Graduation Together 35322 1 2 22-08-2012 34 28 9 37 12 7 13 3 2 0 4 8 0 0 0 0 0 0 3 11 0 -10486 1948 Graduation Married 77142 0 0 29-05-2013 54 476 75 162 29 151 97 1 4 4 8 2 0 0 0 0 0 0 3 11 0 -2410 1969 Graduation Single 81657 0 0 22-01-2014 69 364 40 425 158 60 50 1 3 4 8 1 0 0 0 0 0 0 3 11 0 -193 1996 Basic Married 14421 0 0 17-02-2014 81 0 0 2 3 3 8 1 1 0 2 5 1 0 0 0 0 0 3 11 0 -3363 1974 2n Cycle Married 20130 0 0 17-03-2014 99 0 6 3 7 6 12 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -8278 1990 PhD Married 74214 0 0 26-08-2012 3 863 83 547 86 99 33 1 8 2 5 5 0 0 0 0 0 0 3 11 0 -10660 1957 Master Married 66726 1 1 12-01-2014 61 349 7 35 0 0 47 3 8 2 4 7 0 1 0 0 0 0 3 11 0 -8686 1979 Basic Together 23724 1 0 08-01-2013 65 5 23 15 0 18 14 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -1604 1960 Master Married 47353 0 1 13-11-2013 93 184 2 19 8 8 4 3 2 2 6 5 0 0 0 0 0 0 3 11 0 -5907 1952 Master Married 33444 1 1 03-11-2012 24 8 0 8 0 0 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -10669 1981 Graduation Married 54386 0 1 17-05-2013 8 277 21 64 62 21 25 2 3 2 10 3 0 0 0 0 0 0 3 11 0 -2918 1981 Graduation Divorced 28510 1 1 13-04-2013 72 44 5 19 0 4 19 3 2 0 4 5 0 0 0 0 0 0 3 11 0 -5735 1991 Master Single 90638 0 0 13-02-2014 29 1156 120 915 94 144 96 1 3 4 10 1 0 0 1 0 0 0 3 11 0 -359 1950 Graduation Together 48070 0 1 13-01-2013 33 373 14 83 6 9 19 3 8 2 6 7 0 0 0 0 0 1 3 11 0 -8387 1957 Graduation Married 43140 0 1 05-01-2013 68 134 8 76 6 0 11 1 4 1 5 6 0 0 0 0 0 0 3 11 0 -1829 1961 PhD Divorced 54959 0 1 19-01-2013 55 1148 0 60 0 0 24 3 9 5 4 7 0 1 0 0 0 0 3 11 1 -3839 1958 Basic Single 15056 1 1 03-05-2013 76 6 12 3 21 6 40 5 2 2 3 5 0 0 0 0 0 0 3 11 0 -9392 1971 Graduation Single 26954 1 0 08-05-2014 17 4 1 11 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -2292 1985 Graduation Single 22327 1 0 02-08-2013 94 5 4 8 2 0 5 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -10466 1965 Graduation Married 44393 1 1 22-08-2013 86 24 2 20 2 2 10 2 1 0 4 4 0 0 0 0 0 0 3 11 0 -9855 1952 PhD Single 62000 0 1 25-08-2013 25 899 0 101 0 0 20 1 6 6 13 4 0 0 0 1 0 0 3 11 0 -4088 1962 PhD Together 31497 0 1 06-12-2012 22 108 1 28 13 1 4 2 3 1 4 8 0 0 0 0 0 0 3 11 0 -5231 1974 2n Cycle Married 45894 0 2 27-02-2014 15 27 2 7 0 2 13 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -590 1970 Master Divorced 78579 0 0 22-12-2012 35 816 66 549 216 66 99 1 5 6 4 3 0 0 0 0 0 0 3 11 1 -8732 1969 Master Widow 67369 0 1 17-11-2012 81 1298 0 70 37 14 42 4 7 4 10 4 0 1 1 0 0 0 3 11 1 -2315 1960 Graduation Divorced 58401 0 1 20-04-2014 55 10 0 11 17 29 29 1 1 2 2 4 0 0 0 0 0 0 3 11 0 -3515 1952 Graduation Single 62307 0 1 17-02-2014 94 87 13 34 10 6 10 1 4 0 4 5 0 0 0 0 0 0 3 11 0 -2245 1969 Master Married 43641 1 1 22-04-2013 50 57 2 51 4 2 23 3 2 1 4 6 0 0 0 0 0 0 3 11 0 -6283 1968 Master Divorced 63841 0 1 21-04-2013 64 635 15 100 20 7 131 1 9 3 9 6 0 0 0 0 0 0 3 11 0 -2246 1965 2n Cycle Married 46891 0 1 01-09-2013 91 43 12 23 29 15 61 1 2 1 4 4 0 0 0 0 0 0 3 11 0 -6606 1969 Master Married 70091 1 0 31-03-2013 11 964 34 137 15 0 11 2 5 2 10 8 0 1 0 0 0 0 3 11 0 -5545 1972 PhD Married 78075 0 0 05-04-2014 72 572 8 259 34 35 80 1 3 5 5 1 0 0 0 0 0 0 3 11 0 -7342 1961 2n Cycle Widow 59184 0 1 09-09-2012 6 341 142 113 259 151 66 3 6 6 12 5 0 0 0 0 0 0 3 11 0 -837 1977 Graduation Married 54809 1 1 11-09-2013 0 63 6 57 13 13 22 4 2 1 5 4 0 0 0 0 0 0 3 11 0 -9500 1959 Graduation Married 58113 0 1 25-01-2013 66 221 104 169 102 78 84 3 9 2 8 7 0 0 0 0 0 1 3 11 0 -3602 1958 Master Married 51412 0 1 31-12-2013 42 140 3 29 4 5 14 2 3 2 4 4 0 0 0 0 0 0 3 11 0 -234 1979 Graduation Divorced 15287 1 0 10-10-2012 60 1 2 8 4 3 13 2 1 1 2 7 1 0 0 0 0 0 3 11 1 -2995 1957 Master Together 66636 0 0 17-08-2013 64 291 10 689 84 10 0 1 3 4 9 1 0 0 0 0 0 0 3 11 0 -1118 1956 Master Married 50965 0 1 20-02-2013 87 544 13 85 8 6 29 3 10 4 5 8 1 0 0 0 0 0 3 11 0 -7789 1965 PhD Married 84618 0 0 22-11-2013 96 684 100 801 21 66 0 1 6 9 10 2 0 0 1 0 0 0 3 11 0 -3068 1990 Graduation Married 18351 0 0 29-10-2013 1 1 12 9 0 14 7 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -8955 1957 PhD Together 40451 0 2 16-02-2014 54 35 0 4 0 0 10 1 1 1 2 5 1 0 0 0 0 0 3 11 0 -945 1965 Graduation Together 36317 0 1 22-05-2013 53 87 3 25 3 2 13 2 3 0 4 7 0 0 0 0 0 0 3 11 0 -5644 1957 Graduation Together 42213 0 1 12-10-2013 96 309 3 24 4 3 20 2 5 1 7 7 0 1 0 0 0 0 3 11 0 -7192 1955 Graduation Together 65748 0 1 15-04-2013 58 172 73 93 95 78 34 2 2 4 10 1 0 0 0 0 0 1 3 11 0 -2324 1972 Graduation Together 77044 0 1 27-10-2013 12 625 38 242 50 34 76 2 7 11 11 4 1 0 0 0 0 0 3 11 0 -697 1969 Graduation Together 74918 0 0 12-03-2013 78 972 59 913 25 19 59 1 5 9 6 3 0 0 1 0 0 0 3 11 0 -3439 1972 Graduation Married 56721 1 1 31-10-2012 64 157 6 39 6 13 75 5 4 1 5 6 0 0 0 0 0 0 3 11 0 -1506 1975 Graduation Single 42160 1 1 28-06-2013 26 48 9 45 3 15 20 4 2 1 4 6 0 0 0 0 0 0 3 11 1 -232 1965 Graduation Single 61559 0 1 17-07-2013 8 279 83 88 32 14 34 1 4 2 10 3 0 0 0 0 0 0 3 11 0 -8876 1963 PhD Together 33629 1 1 08-08-2012 49 132 0 16 0 0 4 5 3 1 4 9 0 0 0 0 0 0 3 11 0 -4500 1991 PhD Together 68682 0 0 06-10-2013 56 919 0 505 99 30 45 1 4 9 10 2 0 0 0 0 0 0 3 11 0 -9739 1963 Graduation Single 34377 0 1 19-01-2013 55 62 0 22 3 1 26 2 2 2 2 7 0 0 0 0 0 0 3 11 0 -10395 1986 Basic Single 8940 1 0 22-08-2012 25 1 45 3 4 6 42 3 3 1 3 8 0 0 0 0 0 0 3 11 0 -1176 1973 Graduation Married 26228 1 0 22-09-2013 50 2 6 4 3 1 9 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -1627 1957 2n Cycle Divorced 77297 0 0 26-01-2013 84 408 61 109 48 122 41 1 5 7 9 4 0 0 0 1 0 0 3 11 0 -938 1981 Graduation Married 40211 1 1 30-07-2013 30 51 1 7 2 1 25 2 2 1 2 8 1 0 0 0 0 0 3 11 0 -2740 1958 PhD Widow 33438 1 1 22-09-2013 81 62 1 16 3 2 6 4 2 1 4 5 0 0 0 0 0 0 3 11 0 -257 1959 PhD Married 75032 0 1 28-04-2013 74 952 12 180 47 12 12 2 5 4 9 3 0 0 0 0 0 0 3 11 0 -4058 1955 PhD Single 61284 0 0 12-10-2013 76 618 15 106 20 7 45 1 11 2 8 6 0 1 0 0 0 0 3 11 0 -7736 1986 Graduation Married 22518 1 0 22-10-2012 36 11 7 12 2 2 27 2 2 1 2 5 1 0 0 0 0 0 3 11 1 -8210 1975 Master Married 54730 0 1 15-08-2013 64 318 3 17 4 7 56 5 4 1 8 4 0 0 0 0 0 0 3 11 0 -833 1955 Master Married 38452 1 1 30-03-2014 62 56 0 14 0 0 2 3 3 0 3 7 0 0 0 0 0 0 3 11 0 -6230 1971 Graduation Divorced 44421 1 1 15-02-2013 53 110 5 59 7 1 7 5 5 0 4 8 0 0 0 0 0 0 3 11 0 -7325 1986 PhD Together 38197 1 0 29-06-2013 86 23 0 11 2 1 3 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -1307 1978 Graduation Divorced 41986 0 1 09-02-2014 15 27 5 8 8 3 12 3 3 0 4 4 0 0 0 0 0 0 3 11 0 -1502 1983 Graduation Together 28427 1 0 21-03-2013 67 18 3 19 3 3 6 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -6211 1976 PhD Together 37395 1 0 02-05-2014 47 18 0 9 0 1 11 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -843 1971 Graduation Married 64722 1 0 26-05-2014 47 303 0 280 60 147 15 4 8 2 11 6 0 0 0 0 0 0 3 11 0 -4174 1956 Master Together 55249 0 1 17-04-2014 81 97 1 19 2 0 11 1 2 1 4 3 0 0 0 0 0 0 3 11 0 -9757 1972 Graduation Together 84906 0 0 04-10-2013 98 997 15 414 99 30 76 1 5 6 12 2 0 1 1 0 1 0 3 11 0 -6918 1989 Graduation Married 28691 1 0 04-07-2013 56 5 4 13 8 0 4 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -286 1952 Graduation Single 44213 1 1 29-11-2013 48 95 11 35 0 4 7 4 2 1 5 6 0 0 0 0 0 0 3 11 0 -11086 1984 Basic Single 25707 1 0 18-01-2014 18 1 6 2 3 6 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -1921 1967 PhD Married 59062 2 1 03-10-2013 74 46 1 12 3 0 9 2 2 0 3 4 0 0 0 0 0 0 3 11 0 -4138 1962 Graduation Single 76624 0 1 24-05-2014 68 411 106 147 54 115 66 1 5 10 7 1 1 0 0 0 0 0 3 11 0 -7718 1947 Master Together 66000 0 0 20-04-2014 36 244 51 270 101 0 45 1 1 3 5 1 0 0 0 0 0 0 3 11 0 -1291 1978 PhD Together 27683 1 0 04-08-2012 90 152 9 121 12 12 45 4 6 2 4 8 0 0 0 0 0 0 3 11 0 -6862 1971 Graduation Divorced 1730 0 0 18-05-2014 65 1 1 3 1 1 1 15 0 0 0 20 0 0 0 0 0 0 3 11 0 -4136 1992 Basic Single 7500 1 0 03-12-2012 63 10 17 18 8 26 40 4 3 2 2 9 0 0 0 0 0 0 3 11 0 -803 1968 Graduation Together 40521 1 1 05-04-2013 82 12 0 5 0 0 4 1 0 1 2 5 0 0 0 0 0 0 3 11 0 -4298 1973 PhD Together 20427 1 0 24-03-2014 63 5 0 4 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -10833 1975 Graduation Married 65106 0 1 24-05-2014 55 790 19 133 12 0 19 3 8 3 13 6 0 1 0 0 0 0 3 11 0 -9606 1965 PhD Married 69969 0 0 27-08-2013 64 882 29 514 38 29 44 1 4 2 6 3 0 0 1 1 0 0 3 11 1 -8534 1952 Graduation Married 67433 0 2 16-07-2013 51 615 28 259 12 48 30 4 6 5 13 4 0 1 0 0 0 0 3 11 0 -5153 1967 PhD Married 77766 0 1 22-02-2013 97 1004 59 265 115 59 27 2 11 10 11 6 1 0 0 0 0 0 3 11 1 -961 1972 Graduation Married 74716 0 1 12-09-2013 92 133 27 421 13 195 71 2 7 3 5 4 0 0 0 0 0 0 3 11 0 -5011 1963 Graduation Divorced 68118 0 1 18-10-2013 51 595 23 123 10 23 154 2 8 9 4 6 0 0 0 0 0 0 3 11 0 -6653 1970 PhD Married 55158 1 1 30-07-2012 72 293 0 87 4 11 23 4 7 2 5 7 0 0 0 0 0 0 3 11 1 -9094 1955 2n Cycle Married 62972 0 1 03-08-2012 39 313 15 47 20 0 192 2 7 4 3 6 0 0 0 0 0 0 3 11 1 -810 1975 Graduation Married 74190 0 1 12-05-2014 49 151 81 86 168 91 64 2 4 2 11 2 0 0 0 0 0 0 3 11 0 -5493 1976 Graduation Married 39356 1 1 19-03-2014 21 15 0 2 0 0 6 1 1 0 2 6 1 0 0 0 0 0 3 11 0 -2147 1969 Graduation Together 76653 0 0 16-08-2013 91 736 63 946 219 189 126 1 4 7 11 2 0 0 1 1 0 0 3 11 0 -5107 1973 PhD Divorced 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 0 -3979 1983 PhD Divorced 90687 0 0 22-05-2013 98 982 17 672 23 34 51 1 6 2 8 2 0 0 1 0 0 0 3 11 1 -6049 1982 Master Together 73450 0 0 05-12-2013 85 1142 51 415 90 69 37 1 7 8 11 3 1 0 0 1 0 0 3 11 0 -8147 1960 Graduation Married 31454 1 1 06-07-2013 40 28 0 11 0 0 9 3 2 0 3 8 0 0 0 0 0 0 3 11 0 -1857 1952 Graduation Single 47139 1 1 06-03-2014 2 46 0 12 0 2 23 2 2 1 2 7 0 0 0 0 0 0 3 11 1 -3910 1975 Graduation Divorced 83829 0 0 08-10-2013 78 897 161 430 186 161 27 0 4 7 6 1 1 0 1 1 0 0 3 11 1 -5207 1963 PhD Married 53378 1 1 24-09-2012 41 489 6 152 8 6 132 10 9 4 6 8 0 0 0 0 0 0 3 11 1 -11114 1970 Graduation Together 19656 1 0 08-02-2013 94 25 4 9 6 8 32 3 2 1 3 7 0 0 0 0 0 0 3 11 0 -5429 1948 PhD Married 45579 0 1 20-08-2013 10 145 1 33 2 1 1 1 4 1 4 6 0 0 0 0 0 0 3 11 0 -9400 1958 2n Cycle Single 85485 0 0 21-06-2014 73 630 26 611 44 18 54 1 6 6 6 2 0 0 0 0 0 0 3 11 0 -1740 1944 Graduation Married 55956 0 0 07-04-2014 22 760 38 104 50 9 38 2 7 3 4 4 0 1 0 0 0 0 3 11 0 -7488 1963 Master Single 64191 0 1 22-01-2013 30 420 15 186 151 38 15 3 5 3 13 3 0 0 0 0 0 0 3 11 0 -195 1972 Graduation Single 38808 1 0 26-08-2012 21 125 17 52 3 19 30 4 5 1 4 8 1 0 0 0 0 0 3 11 1 -635 1966 Master Married 57183 1 1 19-03-2013 51 464 5 64 7 0 70 8 9 1 7 8 0 0 0 0 0 0 3 11 0 -7527 1968 Master Divorced 23748 1 0 21-11-2012 97 6 6 29 12 15 8 3 2 1 3 8 0 0 0 0 0 0 3 11 0 -10319 1971 Graduation Married 66303 0 1 26-02-2013 56 1090 12 96 16 12 60 4 3 4 11 8 0 1 0 0 0 0 3 11 0 -2296 1975 Master Married 37368 1 0 16-12-2013 4 3 2 11 2 2 10 1 1 0 2 6 1 0 0 0 0 0 3 11 0 -10637 1964 Graduation Married 40800 1 2 01-01-2013 77 24 0 27 8 30 10 2 3 0 3 7 0 0 0 0 0 1 3 11 0 -2931 1978 Graduation Divorced 71847 0 0 21-09-2012 95 737 21 106 55 63 210 0 6 7 9 3 0 0 0 1 0 0 3 11 0 -907 1975 Graduation Married 46149 0 1 29-11-2013 36 254 6 71 4 0 27 5 5 1 7 5 0 0 0 0 0 0 3 11 0 -3698 1983 Graduation Together 78687 0 0 09-08-2012 13 817 185 687 145 55 241 1 4 6 8 2 0 0 1 0 0 0 3 11 1 -9516 1971 2n Cycle Divorced 49118 0 0 18-08-2012 90 620 54 239 99 98 119 2 9 7 10 7 0 1 0 0 1 0 3 11 1 -679 1957 PhD Married 37633 1 1 20-09-2012 49 13 4 20 0 0 1 2 1 0 3 9 0 0 0 0 0 0 3 11 0 -7384 1951 Master Together 39767 0 0 21-07-2013 18 113 61 204 34 26 47 2 7 1 7 8 0 0 0 0 0 0 3 11 0 -5043 1951 Basic Married 26997 0 0 05-11-2012 89 7 23 78 133 49 144 2 4 2 5 7 0 0 0 0 0 0 3 11 0 -5267 1970 Graduation Divorced 33986 1 0 14-03-2013 43 16 2 18 2 1 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -339 1972 PhD Married 57091 0 1 23-11-2012 82 462 0 24 6 0 4 2 9 2 5 7 0 1 0 0 0 0 3 11 1 -2516 1969 2n Cycle Married 46831 1 1 08-06-2013 84 22 2 10 6 4 34 2 1 2 2 4 0 0 0 0 0 0 3 11 0 -9010 1972 Master Married 83151 0 0 10-02-2013 80 968 147 842 137 42 210 1 5 7 10 2 1 0 1 1 0 0 3 11 1 -378 1971 Graduation Married 52531 0 0 30-12-2012 68 283 112 151 51 72 125 2 7 2 10 6 0 0 0 0 0 0 3 11 0 -4808 1956 Graduation Married 15759 0 0 05-09-2013 12 1 2 5 6 0 3 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -5068 1971 Graduation Single 22804 1 0 31-07-2013 75 14 1 7 2 1 1 1 2 0 2 9 0 0 0 0 0 0 3 11 0 -7628 1973 2n Cycle Married 43050 1 0 18-03-2014 10 30 5 24 6 3 8 2 2 0 4 5 0 0 0 0 0 0 3 11 0 -7128 1977 PhD Single 42997 1 1 07-12-2013 91 4 0 5 0 1 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -2811 1963 PhD Single 48918 1 1 12-04-2014 21 52 0 9 0 0 1 2 1 0 4 4 0 0 0 0 0 0 3 11 0 -3551 1954 Master Together 60033 0 1 29-03-2014 28 62 1 57 19 11 48 2 2 1 5 2 0 0 0 0 0 0 3 11 0 -1663 1978 PhD Together 34043 1 0 25-10-2013 97 20 2 14 3 0 10 1 2 0 2 9 0 0 0 0 0 0 3 11 0 -5543 1966 Graduation Together 57811 0 1 24-06-2013 49 545 7 114 37 21 78 5 7 2 11 5 0 1 0 0 0 0 3 11 0 -1577 1946 Graduation Married 78569 0 0 19-02-2014 14 558 79 622 207 175 95 1 4 6 4 1 0 0 1 0 0 0 3 11 1 -10641 1978 Graduation Single 7500 1 1 27-12-2012 5 6 5 4 13 4 25 4 2 1 3 6 0 0 0 0 0 0 3 11 0 -5336 1971 Master Together 157733 1 0 04-06-2013 37 39 1 9 2 0 8 0 1 0 1 1 0 0 0 0 0 0 3 11 0 -6024 1953 Graduation Together 94384 0 0 04-03-2013 62 1111 24 790 160 45 172 0 5 8 5 2 0 1 1 1 0 0 3 11 1 -1878 1985 2n Cycle Married 23148 0 0 18-02-2014 83 4 6 8 6 3 10 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -3099 1970 Graduation Divorced 44267 1 1 25-02-2013 48 183 5 65 3 5 49 5 5 2 4 9 0 0 0 0 0 0 3 11 0 -6055 1979 Graduation Married 71626 0 0 01-11-2012 94 546 72 376 94 145 72 1 5 5 8 3 0 1 0 0 0 0 3 11 0 -5841 1966 Graduation Together 60894 0 1 28-06-2013 61 606 7 155 10 0 54 5 10 3 8 7 0 0 0 0 0 0 3 11 0 -3972 1976 Graduation Together 50200 1 1 03-04-2013 70 266 6 51 8 6 64 6 7 1 5 8 0 0 0 0 0 0 3 11 0 -4394 1965 PhD Married 81051 0 0 23-05-2014 43 1142 29 249 38 29 14 1 5 5 12 2 0 1 1 0 0 0 3 11 0 -5758 1982 Graduation Married 65169 0 0 14-01-2014 23 1074 0 69 0 0 46 1 10 4 13 6 1 0 1 1 1 0 3 11 1 -6658 1972 Graduation Together 59868 0 1 22-07-2013 37 771 51 154 54 10 154 7 11 2 12 6 0 0 0 0 0 0 3 11 0 -4603 1960 PhD Married 65695 0 1 31-01-2014 50 371 32 189 0 58 6 2 5 4 10 4 0 0 0 0 0 0 3 11 0 -8427 1956 Master Single 64857 0 0 23-11-2012 78 556 14 717 210 0 43 1 7 5 10 4 0 0 0 0 0 0 3 11 0 -10260 1965 Master Together 45143 0 1 26-08-2013 74 202 5 74 11 5 14 3 6 1 5 7 0 0 0 0 0 0 3 11 0 -7143 1955 2n Cycle Together 74805 0 1 06-11-2013 14 209 162 209 41 162 37 5 4 7 10 2 0 0 0 0 0 0 3 11 0 -8789 1989 2n Cycle Married 59060 1 0 11-01-2014 77 35 40 111 36 40 12 3 3 1 7 4 0 0 0 0 0 0 3 11 0 -6197 1962 PhD Single 27238 1 1 20-04-2013 39 37 0 17 0 0 3 3 3 0 3 9 0 0 0 0 0 0 3 11 0 -4554 1965 Graduation Together 47009 0 1 01-10-2013 89 171 45 73 59 10 90 4 3 2 8 4 0 0 0 0 0 0 3 11 0 -4937 1973 2n Cycle Married 46094 1 1 10-06-2014 62 12 2 20 3 2 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -1920 1972 Graduation Married 40321 1 1 29-07-2013 59 44 4 21 6 0 27 2 3 0 3 7 0 0 0 0 0 0 3 11 0 -8749 1984 Graduation Together 37235 1 0 01-02-2014 68 20 2 9 4 6 20 1 1 1 2 4 0 0 0 0 0 0 3 11 0 -1650 1960 Master Married 81843 0 0 22-04-2013 13 779 86 537 34 69 138 1 5 9 12 3 0 0 0 0 0 0 3 11 0 -10377 1958 Master Together 46692 0 1 06-06-2013 37 170 6 97 24 12 88 3 6 1 5 6 0 0 0 0 0 0 3 11 0 -9206 1968 Graduation Together 77382 0 1 07-01-2014 36 491 48 231 112 105 134 2 5 7 12 1 0 0 1 0 0 0 3 11 0 -10971 1977 Graduation Single 37774 2 0 03-09-2012 28 173 8 107 7 2 176 4 7 2 3 9 1 0 0 0 0 1 3 11 1 -6398 1974 Basic Married 18393 1 0 29-03-2014 2 7 10 13 16 0 4 2 3 0 3 8 0 0 0 0 0 0 3 11 0 -9212 1962 Master Married 72828 0 1 14-02-2013 17 1205 0 235 19 14 205 6 6 3 13 7 0 0 0 0 0 0 3 11 0 -7937 1982 Graduation Married 24711 0 0 18-04-2014 86 10 7 25 6 3 7 1 3 0 3 7 0 0 0 0 0 0 3 11 0 -839 1975 PhD Married 45503 1 0 25-09-2013 54 97 4 44 6 1 18 1 3 1 4 5 0 0 0 0 0 0 3 11 0 -4246 1982 Master Single 6560 0 0 12-12-2013 2 67 11 26 4 3 262 0 1 0 1 17 0 0 0 0 0 0 3 11 0 -158 1945 PhD Together 71604 0 0 17-11-2013 3 345 53 528 98 75 97 1 8 3 5 4 1 0 0 0 0 0 3 11 1 -4832 1979 Graduation Married 27244 1 0 07-03-2014 84 6 5 17 3 24 46 2 2 2 2 7 0 0 0 0 0 0 3 11 0 -5621 1969 Graduation Married 48752 1 1 12-12-2012 8 73 57 100 71 15 0 5 6 1 5 9 0 0 0 0 0 0 3 11 1 -1945 1962 Graduation Married 71434 0 1 18-09-2013 4 711 36 217 172 96 168 3 7 4 7 4 0 1 0 1 0 0 3 11 0 -5147 1948 Graduation Single 90842 0 0 29-07-2013 57 774 70 118 182 187 93 1 4 9 13 1 0 0 0 0 0 0 3 11 0 -2535 1978 Master Married 88097 1 0 18-08-2012 24 163 0 480 0 126 75 1 6 5 8 9 0 1 1 1 0 0 3 11 1 -11039 1975 Graduation Married 51948 0 1 17-09-2013 51 82 33 54 71 30 41 2 5 2 4 5 0 0 0 0 0 0 3 11 0 -9495 1982 Graduation Together 71853 0 0 08-05-2013 29 358 108 413 141 97 32 1 2 8 6 1 0 0 0 0 0 0 3 11 0 -9635 1983 Master Married 35876 0 0 20-04-2014 13 66 2 40 4 3 14 1 3 1 3 6 0 0 0 0 0 0 3 11 0 -2173 1952 Graduation Widow 40049 0 1 16-10-2013 23 13 6 7 0 3 3 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -942 1982 Graduation Single 39660 1 0 08-08-2012 36 139 13 78 20 13 36 3 7 1 3 9 0 0 0 0 0 0 3 11 1 -9386 1962 Graduation Together 50127 0 1 29-05-2014 88 274 0 21 4 6 15 1 5 1 6 6 0 1 0 0 0 0 3 11 0 -5510 1977 Master Married 43263 0 1 21-11-2012 2 262 6 61 0 10 102 3 5 2 6 5 0 0 0 0 0 0 3 11 0 -873 1949 Master Married 62845 1 1 01-10-2012 3 1099 0 45 0 0 34 11 3 4 10 8 0 1 0 0 0 0 3 11 1 -2253 1990 Graduation Married 18929 0 0 16-02-2013 15 32 0 8 23 4 18 1 1 0 4 6 0 0 0 0 0 0 3 11 0 -5181 1982 Basic Single 24367 1 0 20-03-2013 58 2 4 2 0 11 5 1 1 0 2 9 0 0 0 0 0 0 3 11 0 -979 1975 Graduation Single 33249 1 0 20-02-2013 11 6 10 21 19 14 42 2 2 1 3 6 0 0 0 0 0 0 3 11 0 -10390 1959 2n Cycle Married 26887 0 1 10-02-2013 27 6 7 4 3 4 6 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -4698 1983 PhD Married 50150 0 0 20-06-2013 32 135 46 92 65 61 11 2 5 2 7 5 0 0 0 0 0 0 3 11 0 -7793 1976 Graduation Together 62061 0 1 31-08-2013 12 641 7 84 0 30 38 3 10 4 7 6 0 1 0 0 0 0 3 11 0 -1745 1962 PhD Divorced 85696 0 0 03-05-2013 88 714 76 395 116 0 12 1 4 6 9 1 0 0 0 0 0 0 3 11 1 -10590 1956 PhD Together 76542 0 0 30-03-2013 91 794 73 573 0 29 14 1 4 8 10 2 0 0 0 0 0 0 3 11 0 -5080 1993 Graduation Single 70515 0 0 21-10-2013 12 420 0 452 182 64 140 1 6 6 4 2 0 0 0 0 0 0 3 11 1 -8369 1987 Graduation Together 18227 1 0 08-11-2012 21 1 2 7 4 3 11 1 0 1 2 8 0 0 0 0 0 0 3 11 0 -5232 1965 Graduation Married 69139 0 1 27-01-2014 23 86 12 75 33 15 6 1 4 1 5 4 0 0 0 0 0 0 3 11 0 -2407 1982 Graduation Married 69109 0 0 09-11-2012 10 823 25 459 124 29 95 1 6 6 7 4 0 0 1 0 0 0 3 11 1 -3834 1962 Graduation Single 69627 0 1 17-03-2013 35 231 161 215 171 30 53 2 8 2 11 5 0 0 0 0 0 0 3 11 0 -7912 1978 Graduation Married 38136 1 0 22-04-2013 69 8 15 27 0 20 33 2 3 1 2 8 1 0 0 0 0 0 3 11 0 -7712 1946 PhD Single 62159 0 0 28-04-2014 68 182 17 259 77 70 29 1 6 2 10 4 0 0 0 0 0 0 3 11 0 -1065 1963 Graduation Single 80695 0 0 29-12-2013 85 557 129 984 193 37 18 1 5 8 5 2 0 0 0 0 0 0 3 11 0 -7275 1971 Master Single 33316 1 1 04-10-2013 34 79 1 31 4 4 12 3 2 1 4 6 0 0 0 0 0 0 3 11 0 -1343 1968 Graduation Together 58554 1 1 26-09-2012 55 368 24 68 38 0 88 6 8 2 6 7 0 0 0 0 0 0 3 11 0 -1384 1992 Basic Married 17256 1 0 23-11-2013 10 6 4 14 8 8 22 2 2 1 2 8 1 0 0 0 0 0 3 11 0 -9967 1974 Graduation Divorced 53034 1 1 30-05-2013 30 160 15 196 15 11 50 8 6 1 7 8 0 0 0 0 0 0 3 11 0 -6181 1950 2n Cycle Together 52203 0 0 31-07-2012 36 488 21 238 56 108 28 1 8 7 11 6 0 0 0 0 0 0 3 11 0 -10507 1977 2n Cycle Divorced 59601 0 1 25-07-2013 14 691 7 69 0 7 23 4 2 2 7 8 0 1 0 0 0 0 3 11 0 -2674 1958 Master Single 75154 0 1 04-09-2012 79 543 10 205 160 143 82 1 6 3 6 3 0 0 0 0 0 0 3 11 1 -2698 1976 Graduation Single 47025 0 1 07-11-2013 52 254 7 108 20 0 26 3 6 3 5 6 0 0 0 0 0 0 3 11 0 -3231 1973 Graduation Married 37971 1 0 25-11-2013 97 5 4 10 2 2 7 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -4096 1968 Master Divorced 41335 1 0 26-12-2013 24 112 19 21 16 14 5 3 4 1 4 7 0 0 0 0 0 0 3 11 0 -10476 1958 Graduation Married 67267 0 1 13-05-2014 0 134 11 59 15 2 30 1 3 2 5 2 0 0 0 0 0 0 3 11 0 -5948 1975 Graduation Single 57338 0 1 29-04-2014 96 143 6 52 11 8 17 2 4 1 5 5 0 0 0 0 0 0 3 11 0 -9140 1960 2n Cycle Together 50523 1 1 25-12-2013 89 51 4 24 4 7 1 2 2 0 4 6 0 0 0 0 0 0 3 11 0 -10258 1965 Master Single 35791 2 1 06-05-2013 94 27 0 5 0 0 3 2 1 0 3 8 0 0 0 0 0 0 3 11 0 -5675 1960 PhD Divorced 50611 0 1 04-10-2012 98 459 0 24 6 0 4 6 4 5 7 6 0 1 0 0 0 0 3 11 0 -4743 1969 PhD Married 56242 0 1 03-03-2013 72 689 8 167 11 8 88 5 8 4 11 6 0 0 0 0 0 0 3 11 0 -8805 1960 Graduation Single 48904 0 1 02-12-2012 1 283 10 38 0 13 27 4 7 2 4 8 0 0 0 0 0 0 3 11 0 -1542 1975 Graduation Single 56243 1 2 30-12-2013 26 347 0 35 4 3 7 6 4 2 8 5 0 0 0 0 0 0 3 11 0 -6770 1985 Graduation Married 21355 1 0 20-08-2013 5 5 13 14 0 5 31 2 2 1 2 6 1 0 0 0 0 0 3 11 1 -8773 1971 Master Together 57420 0 1 25-06-2013 22 280 0 18 0 0 24 3 5 1 6 7 0 1 0 0 0 0 3 11 0 -10475 1970 Master Together 0 1 01-04-2013 39 187 5 65 26 20 14 2 4 2 6 5 0 0 0 0 0 0 3 11 0 -10420 1955 Master Divorced 46390 0 1 05-05-2014 56 95 14 64 2 9 38 1 4 2 3 7 0 0 0 0 0 0 3 11 0 -7514 1956 2n Cycle Together 54342 1 1 03-07-2013 74 84 10 34 11 10 28 4 3 1 4 6 0 0 0 0 0 0 3 11 0 -2902 1958 Graduation Together 1 1 03-09-2012 87 19 4 12 2 2 6 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -4345 1964 2n Cycle Single 1 1 12-01-2014 49 5 1 9 2 0 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -793 1973 Graduation Married 20895 1 0 06-10-2012 24 18 3 17 3 0 4 1 2 0 3 9 0 0 0 0 0 0 3 11 0 -10909 1948 Graduation Married 92344 0 0 15-01-2014 9 992 24 694 51 19 119 0 5 10 5 1 1 0 1 0 0 0 3 11 0 -3769 1972 PhD Together 1 0 02-03-2014 17 25 1 13 0 0 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -8702 1976 2n Cycle Together 26907 1 1 20-08-2013 10 9 1 7 0 3 2 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -4791 1980 Graduation Together 44964 1 1 16-12-2012 35 19 1 17 2 0 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -2963 1979 Graduation Together 75507 0 0 02-05-2014 56 709 93 374 104 80 80 1 8 6 6 3 0 0 0 0 0 0 3 11 0 -8216 1972 Master Married 53761 1 1 11-10-2013 7 158 0 76 13 7 71 6 4 4 3 5 0 0 0 0 0 0 3 11 0 -8140 1973 Graduation Together 22682 1 0 03-10-2013 51 10 14 29 4 2 36 3 2 1 4 4 0 0 0 0 0 0 3 11 0 -10146 1972 PhD Together 38887 1 0 02-03-2014 17 25 1 13 0 0 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -5289 1975 2n Cycle Single 41658 1 1 09-11-2012 30 8 4 12 15 4 29 2 1 1 2 4 0 0 0 0 0 0 3 11 0 -2587 1972 PhD Married 29791 1 0 15-05-2014 21 14 0 6 0 0 0 2 2 0 3 5 0 0 0 0 0 0 3 11 0 -4405 1956 Master Married 63915 0 2 30-07-2013 2 622 7 115 30 0 15 2 6 3 12 5 0 0 0 0 0 0 3 11 0 -8663 1974 Graduation Divorced 39996 1 1 22-05-2014 85 11 0 3 0 0 1 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -2589 1972 Graduation Divorced 26759 1 0 07-02-2014 65 25 3 16 8 5 2 2 2 1 3 6 0 0 0 0 0 0 3 11 0 -3421 1968 Master Divorced 63841 0 1 21-04-2013 64 635 15 100 20 7 131 1 9 3 9 6 0 0 0 0 0 0 3 11 0 -10490 1969 PhD Married 51039 1 1 10-12-2012 11 100 64 79 65 0 109 2 6 2 4 7 0 0 0 0 0 0 3 11 0 -4094 1961 Graduation Married 60544 1 1 25-08-2012 92 201 2 43 3 5 35 4 5 1 5 6 0 0 0 0 0 0 3 11 0 -9958 1972 Graduation Married 65685 0 1 29-03-2014 54 642 14 49 0 7 57 1 9 2 9 5 0 0 0 0 0 0 3 11 0 -2534 1953 Graduation Married 37716 0 1 21-04-2014 4 97 1 41 6 2 41 2 4 1 3 7 0 0 0 0 0 0 3 11 0 -4188 1957 Graduation Single 36864 0 1 13-08-2012 53 204 5 39 17 0 89 3 5 2 4 8 0 0 0 0 0 0 3 11 1 -6613 1970 Master Married 44511 1 0 12-10-2012 39 513 7 133 46 14 14 6 8 4 8 8 0 0 0 0 0 0 3 11 0 -10827 1967 PhD Married 36947 1 1 07-08-2012 49 88 3 21 4 1 29 4 3 0 4 9 0 0 0 0 0 0 3 11 0 -5491 1951 Master Together 47352 0 1 11-04-2013 70 172 12 112 8 0 15 4 6 1 5 7 0 0 0 0 0 0 3 11 0 -8402 1953 Master Married 67087 0 1 17-12-2013 40 329 35 222 130 35 43 2 7 5 8 4 0 0 0 0 0 0 3 11 0 -8783 1950 Graduation Married 57045 0 1 08-09-2012 40 296 13 104 11 13 17 3 4 2 9 3 0 0 0 0 0 0 3 11 0 -10010 1953 PhD Divorced 36957 1 1 06-09-2012 43 100 2 16 2 1 31 4 3 2 2 9 0 0 0 0 0 0 3 11 1 -618 1977 PhD Married 69389 0 1 28-09-2012 17 422 7 238 69 46 15 1 7 2 12 4 0 0 0 0 0 0 3 11 0 -9121 1972 Graduation Married 80134 1 0 20-05-2013 40 1218 16 272 104 0 80 2 5 3 6 6 0 1 1 1 0 0 3 11 1 -361 1969 Master Married 43142 1 1 18-02-2014 84 5 1 7 2 1 4 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -4310 1944 Graduation Married 80589 0 0 22-01-2014 25 507 93 520 242 40 26 1 5 10 5 1 0 0 0 1 0 0 3 11 1 -2678 1990 Graduation Single 34412 1 0 13-02-2013 62 52 12 50 4 36 55 3 5 0 3 9 0 0 0 0 0 0 3 11 0 -6376 1979 Graduation Single 57537 1 0 10-06-2013 83 191 56 139 51 8 100 4 4 3 8 4 0 0 0 0 0 0 3 11 0 -524 1966 Basic Together 22634 0 0 16-01-2013 47 2 23 11 8 6 46 1 2 1 2 8 0 0 0 0 0 0 3 11 0 -10341 1948 Graduation Together 51315 0 0 23-02-2014 45 68 28 39 16 30 41 1 2 2 5 2 0 0 0 0 0 0 3 11 0 -5654 1972 Graduation Married 36026 2 1 16-03-2014 34 20 4 10 6 4 17 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -4098 1973 Graduation Married 24639 1 1 28-01-2014 3 20 3 16 0 4 1 3 2 0 4 6 0 0 0 0 0 0 3 11 0 -5824 1972 PhD Together 34578 2 1 11-04-2014 1 7 0 1 0 0 0 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -7000 1972 2n Cycle Single 65704 0 0 13-10-2013 18 279 172 74 38 8 246 1 2 10 10 1 0 0 0 0 0 0 3 11 0 -2561 1966 Graduation Single 63810 0 1 11-11-2012 45 977 12 253 16 12 101 4 4 3 12 8 0 1 0 0 0 0 3 11 0 -5229 1969 PhD Together 54132 0 1 16-02-2014 81 30 1 8 0 0 3 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -4086 1959 Graduation Married 18690 0 0 28-12-2012 77 6 1 7 23 4 19 1 1 1 2 8 0 0 0 0 0 0 3 11 0 -2428 1970 Graduation Married 28164 1 0 04-05-2013 23 3 18 26 11 8 12 3 2 0 4 7 0 0 0 0 0 0 3 11 0 -8254 1974 PhD Married 34596 1 0 13-04-2013 48 14 0 2 0 0 7 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -2836 1972 PhD Married 43269 1 0 16-09-2013 61 10 1 7 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -8418 1958 2n Cycle Single 38741 1 1 30-03-2014 60 7 10 17 8 6 13 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -1362 1972 Graduation Single 31907 0 0 04-03-2013 75 33 87 64 175 16 74 1 6 1 6 7 0 0 0 0 0 0 3 11 0 -7152 1983 Master Married 27100 1 0 05-04-2013 64 12 0 13 2 0 10 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -10033 1973 2n Cycle Divorced 31163 1 0 13-02-2014 54 2 3 10 11 2 10 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -9349 1985 Graduation Married 92533 0 0 19-12-2013 84 693 21 118 110 147 42 1 6 5 11 2 0 0 1 1 0 0 3 11 0 -274 1973 Graduation Single 34853 1 1 23-12-2013 75 9 3 15 2 3 2 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -3388 1967 Graduation Divorced 70844 1 1 30-10-2013 16 129 26 67 3 67 2 5 6 1 5 7 0 0 0 0 0 0 3 11 0 -922 1979 2n Cycle Married 31086 1 1 04-05-2013 79 16 2 11 3 0 16 2 1 1 2 8 1 0 0 0 0 0 3 11 0 -8588 1961 Graduation Married 60544 1 1 25-08-2012 92 201 2 43 3 5 35 4 5 1 5 6 0 0 0 0 0 0 3 11 0 -2518 1986 2n Cycle Together 20491 0 0 25-01-2013 16 5 4 5 4 2 10 1 0 1 2 7 0 0 0 0 0 0 3 11 0 -574 1964 Graduation Married 42523 0 0 23-04-2014 96 14 36 11 3 26 35 1 1 1 4 2 0 0 0 0 0 0 3 11 0 -3220 1983 Graduation Married 39922 1 0 14-02-2013 30 29 12 59 19 1 36 2 3 0 4 8 0 0 0 0 0 0 3 11 0 -5967 1952 Graduation Together 33402 1 1 18-07-2013 60 26 2 19 10 5 8 3 2 1 3 8 0 0 0 0 0 0 3 11 0 -1183 1949 Master Married 36408 1 1 21-09-2013 11 9 1 4 3 2 3 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -6856 1979 Graduation Together 21645 1 0 03-09-2012 75 14 0 23 4 5 19 3 3 0 3 9 0 0 0 0 0 0 3 11 1 -4530 1948 Master Widow 78427 0 0 24-10-2012 36 972 19 595 180 26 138 3 3 7 10 3 0 0 0 1 0 0 3 11 1 -1553 1946 Graduation Together 82657 0 0 27-09-2013 71 966 168 672 246 105 126 1 7 5 10 4 0 1 0 1 0 0 3 11 0 -4682 1958 Graduation Married 51876 0 0 15-10-2013 88 99 27 102 28 48 6 1 2 2 8 1 0 0 0 0 0 0 3 11 0 -8204 1971 2n Cycle Married 78041 0 0 16-12-2012 93 482 35 553 72 160 17 1 4 4 9 2 0 0 0 0 0 0 3 11 0 -5221 1957 Graduation Married 52852 0 1 01-12-2012 93 714 8 99 11 0 47 4 10 7 5 8 1 0 0 0 0 0 3 11 0 -1232 1982 PhD Together 70038 0 0 25-10-2013 54 587 54 348 71 54 130 1 4 4 8 2 0 0 0 0 0 0 3 11 0 -1927 1973 2n Cycle Together 69401 0 1 23-03-2014 41 399 27 159 58 8 39 4 4 4 5 2 0 0 0 0 0 0 3 11 0 -5788 1972 Graduation Together 46053 1 0 17-02-2013 46 56 10 92 19 7 25 3 3 2 4 5 0 0 0 0 0 0 3 11 0 -6652 1965 Graduation Married 77343 0 0 09-06-2014 28 227 151 573 98 54 31 1 3 4 9 1 0 0 0 0 0 0 3 11 0 -6246 1953 Graduation Single 73892 0 0 13-11-2013 40 703 102 601 0 58 43 1 3 11 8 1 0 0 0 0 0 0 3 11 1 -5975 1967 PhD Single 40304 1 0 30-09-2013 82 37 0 17 0 0 3 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -6875 1965 PhD Together 32727 0 0 28-08-2012 38 167 13 180 86 13 70 2 7 3 5 8 0 0 0 0 0 0 3 11 0 -4399 1969 Graduation Together 68695 0 0 25-06-2014 3 458 81 356 106 50 40 1 4 4 7 2 0 0 0 0 0 0 3 11 0 -4042 1971 Graduation Divorced 43300 0 1 13-10-2012 87 91 3 52 2 1 31 3 4 0 4 8 0 0 0 0 0 0 3 11 1 -2157 1972 Graduation Together 26290 1 1 12-01-2013 49 15 8 16 11 5 22 4 2 0 4 6 0 0 0 0 0 0 3 11 0 -10133 1970 Graduation Single 93790 0 0 12-02-2014 16 1302 68 731 89 114 45 0 6 7 12 2 0 1 1 1 0 0 3 11 1 -2525 1974 PhD Married 38410 0 0 14-09-2012 65 153 64 123 116 64 14 2 5 2 9 6 0 0 0 0 0 0 3 11 1 -8233 1950 Master Widow 64866 0 1 26-01-2014 9 508 5 21 7 5 10 4 7 3 7 5 0 1 0 0 0 0 3 11 0 -9483 1959 Graduation Together 57957 0 1 19-08-2013 24 290 59 177 77 5 29 7 4 6 8 3 0 0 0 0 0 1 3 11 0 -2945 1955 PhD Together 46015 1 1 13-04-2014 25 38 0 2 0 0 6 1 1 0 3 7 1 0 0 0 1 0 3 11 0 -10403 1978 Graduation Together 16531 1 0 18-06-2014 43 2 13 6 7 5 11 3 3 0 3 7 0 0 0 0 0 0 3 11 0 -5074 1986 Master Married 28072 1 0 08-07-2013 10 30 0 10 2 0 5 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -10524 1963 Master Divorced 49476 0 1 20-06-2013 29 386 23 95 54 41 196 4 2 11 5 2 0 0 0 0 0 0 3 11 0 -4690 1953 Graduation Married 50725 0 1 13-02-2013 45 443 10 75 0 10 48 4 8 1 8 8 0 0 0 0 0 0 3 11 0 -7521 1952 Graduation Together 83844 0 0 12-05-2013 57 901 31 345 75 31 191 1 4 4 11 1 0 0 1 0 0 0 3 11 0 -7196 1950 PhD Married 41145 1 1 08-02-2014 20 9 0 3 0 0 1 1 0 0 3 3 0 0 0 0 0 0 3 11 0 -4406 1970 Graduation Together 67419 0 1 16-01-2013 29 846 84 352 91 56 42 4 9 4 8 5 0 0 0 0 0 0 3 11 0 -9672 1970 2n Cycle Married 23162 1 1 21-12-2013 82 8 3 9 19 4 22 3 1 1 3 6 0 0 0 0 0 0 3 11 0 -4864 1977 Graduation Married 34380 1 0 02-05-2013 68 72 7 58 13 1 24 4 4 1 3 8 0 0 0 0 0 0 3 11 0 -4706 1966 Graduation Single 34704 0 1 27-04-2013 65 29 0 5 0 1 5 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -4070 1969 PhD Married 94871 0 2 01-09-2012 99 169 24 553 188 0 144 1 8 5 4 7 0 1 1 0 0 0 3 11 1 -25 1958 Graduation Married 65148 0 1 16-11-2012 9 460 35 422 33 12 153 2 6 6 7 4 0 0 0 0 0 0 3 11 0 -3697 1954 Graduation Together 39898 0 1 12-02-2013 20 69 8 26 12 7 12 2 3 0 4 7 0 0 0 0 0 0 3 11 0 -217 1956 Master Single 64857 0 0 23-11-2012 78 556 14 717 210 0 43 1 7 5 10 4 0 0 0 0 0 0 3 11 0 -4220 1970 PhD Married 59892 0 1 02-11-2013 26 73 0 13 0 1 0 1 2 1 3 3 0 0 0 0 0 0 3 11 0 -5286 1987 Master Single 41020 0 0 28-10-2013 68 112 1 54 7 7 36 1 3 2 4 3 0 0 0 0 0 0 3 11 0 -9559 1961 PhD Married 57072 0 1 24-01-2014 79 944 0 60 0 0 30 2 7 5 13 5 1 0 0 0 0 0 3 11 0 -2849 1979 Graduation Single 60474 0 1 01-04-2013 25 265 199 303 234 9 170 7 10 2 12 7 0 0 0 0 0 0 3 11 0 -7787 1960 Graduation Together 62807 0 1 31-08-2012 83 526 28 135 10 21 99 3 5 3 12 5 0 0 0 0 0 0 3 11 0 -3102 1981 2n Cycle Together 19414 1 0 16-10-2013 32 2 3 12 3 5 7 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -5868 1980 Graduation Married 19107 1 0 22-08-2013 49 2 4 9 10 5 16 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -8370 1976 2n Cycle Together 75484 0 1 02-08-2012 50 378 97 259 197 194 34 2 7 3 6 4 0 0 0 0 0 0 3 11 0 -9988 1976 Master Single 70379 0 1 03-03-2013 84 553 25 142 65 67 8 3 6 3 13 4 0 0 0 0 0 0 3 11 0 -2939 1970 Master Together 79419 0 0 22-06-2014 96 751 127 687 20 15 31 1 4 6 4 2 0 0 0 0 0 0 3 11 0 -5529 1946 PhD Together 64014 2 1 10-06-2014 56 406 0 30 0 0 8 7 8 2 5 7 0 0 0 1 0 0 3 11 0 -9743 1955 Graduation Married 76998 0 1 11-01-2013 85 1449 89 161 69 35 107 2 11 8 8 6 0 0 1 0 0 0 3 11 0 -5763 1972 Master Together 49854 1 0 10-11-2013 63 123 17 171 39 0 30 5 6 2 5 6 0 0 0 0 0 0 3 11 0 -3478 1971 PhD Married 60585 1 1 24-06-2013 17 267 42 309 55 42 21 10 7 4 9 5 0 0 0 0 0 0 3 11 1 -7494 1950 PhD Divorced 42873 1 1 21-01-2013 11 209 0 40 3 2 15 4 6 1 4 8 0 0 0 0 0 0 3 11 0 -1763 1988 Graduation Together 87679 0 0 27-07-2013 62 1259 172 815 97 148 33 1 7 11 10 4 1 0 1 1 0 0 3 11 1 -7250 1978 Graduation Together 57867 1 0 01-10-2013 48 344 35 178 15 23 17 7 7 2 9 6 0 0 0 0 0 0 3 11 0 -2005 1990 Graduation Married 35765 1 0 11-12-2013 86 22 3 30 0 5 15 2 2 0 4 6 0 0 0 0 0 0 3 11 0 -10770 1959 Graduation Married 65492 0 0 26-01-2014 73 247 161 295 210 85 47 2 4 7 13 2 0 0 0 0 0 0 3 11 0 -6885 1977 Graduation Divorced 32952 1 0 01-12-2013 36 38 0 12 3 1 1 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -2072 1969 PhD Together 53374 0 1 16-08-2012 34 896 10 101 13 10 34 6 4 2 9 9 1 0 0 0 0 0 3 11 1 -9463 1959 Graduation Together 71706 0 1 13-11-2012 16 931 56 253 91 98 14 4 9 5 7 5 0 0 0 0 0 0 3 11 0 -6318 1988 Graduation Married 68487 0 0 13-01-2013 48 758 12 385 33 89 89 1 9 7 13 4 0 0 0 0 0 0 3 11 0 -4093 1975 Master Together 53253 1 1 11-02-2013 61 216 9 57 20 9 125 7 4 3 5 5 0 0 0 0 0 0 3 11 0 -5751 1973 2n Cycle Divorced 31163 1 0 13-02-2014 54 2 3 10 11 2 10 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -3340 1977 Graduation Married 42014 1 0 17-08-2012 56 244 15 108 4 15 50 6 7 1 6 8 0 0 0 0 0 0 3 11 1 -3594 1973 Master Married 54108 1 1 05-11-2012 74 539 6 91 8 6 97 13 8 2 9 8 0 0 0 0 0 0 3 11 0 -3584 1955 PhD Single 49667 0 0 20-08-2012 35 1181 26 120 17 13 39 2 5 10 5 8 1 0 0 0 0 0 3 11 1 -3643 1974 Master Married 63206 0 0 20-03-2014 65 750 8 125 11 8 26 1 4 3 6 2 0 0 1 0 0 0 3 11 0 -851 1972 Master Married 57136 1 1 09-07-2013 48 306 5 109 21 109 92 9 5 2 10 6 0 0 0 0 0 0 3 11 0 -7706 1975 2n Cycle Together 46772 0 1 07-11-2012 88 350 104 189 197 151 57 6 11 8 5 8 1 0 0 0 0 0 3 11 0 -3967 1971 PhD Married 78931 0 0 25-10-2013 19 331 197 170 58 152 35 1 2 8 13 1 0 0 0 0 0 0 3 11 0 -10128 1958 Graduation Together 53977 0 1 08-06-2013 21 620 16 165 0 24 82 5 5 5 12 5 0 0 0 0 0 0 3 11 0 -486 1988 Graduation Married 84219 0 0 02-02-2014 27 434 137 400 45 137 45 1 3 4 10 1 0 0 0 0 0 0 3 11 0 -9 1975 Master Single 46098 1 1 18-08-2012 86 57 0 27 0 0 36 4 3 2 2 8 0 0 0 0 0 0 3 11 0 -9451 1965 Graduation Married 73538 0 1 25-11-2012 92 811 76 428 99 137 107 3 10 4 9 7 0 0 0 0 0 0 3 11 0 -9264 1986 Graduation Married 79529 0 0 27-04-2014 1 423 42 706 73 197 197 1 4 8 9 2 0 0 0 0 0 0 3 11 0 -3865 1977 2n Cycle Together 20981 0 0 30-04-2013 14 2 12 10 6 13 30 1 3 1 2 8 0 0 0 0 0 0 3 11 1 -2853 1980 Graduation Single 51766 1 0 11-03-2014 74 60 51 87 6 20 51 2 4 2 4 5 0 0 0 0 0 0 3 11 0 -1490 1962 Graduation Married 55759 0 1 28-11-2012 84 675 0 85 10 7 77 5 10 3 8 8 0 0 0 0 0 0 3 11 0 -6310 1978 Graduation Married 33039 1 0 09-09-2013 4 30 8 12 8 8 12 1 2 0 4 5 0 0 0 0 0 0 3 11 0 -10380 1972 Master Married 37787 1 0 20-09-2013 50 40 1 40 4 3 18 1 3 0 3 8 0 0 0 0 0 0 3 11 0 -3887 1970 Graduation Single 27242 1 0 11-11-2012 2 3 17 26 20 1 39 2 2 0 3 9 0 0 0 0 0 0 3 11 1 -4278 1983 PhD Single 87188 0 0 03-06-2013 73 910 111 724 49 74 55 1 10 2 6 3 0 0 0 0 0 0 3 11 1 -8643 1971 Graduation Together 69930 0 0 26-05-2013 21 252 98 827 219 70 196 1 4 5 12 3 0 0 0 0 0 0 3 11 0 -1998 1976 Graduation Single 37697 1 0 07-02-2014 82 34 6 21 11 4 8 1 2 1 3 6 0 0 0 0 0 0 3 11 0 -10795 1973 PhD Married 37401 1 0 06-05-2014 14 19 3 19 3 1 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -11110 1973 Graduation Single 3502 1 0 13-04-2013 56 2 1 1 0 0 1 0 0 0 0 14 0 0 0 0 0 0 3 11 0 -2408 1976 Graduation Married 58597 1 1 20-11-2012 20 490 0 184 10 28 21 12 7 4 9 7 0 0 0 0 0 0 3 11 0 -202 1948 PhD Widow 82032 0 0 05-04-2014 54 332 194 377 149 125 57 0 4 6 7 1 0 0 0 0 0 0 3 11 0 -7998 1958 Graduation Together 28087 1 1 11-12-2012 77 53 8 17 13 0 21 3 2 2 2 7 0 0 0 0 0 0 3 11 0 -830 1987 PhD Single 74004 0 0 24-02-2014 5 784 48 560 42 176 48 1 4 6 4 3 0 0 1 1 0 0 3 11 1 -3536 1960 Graduation Together 19740 0 1 24-03-2013 65 7 11 3 10 4 20 2 1 1 3 5 0 0 0 0 0 0 3 11 0 -6050 1975 2n Cycle Married 57036 0 1 11-12-2012 33 1171 43 219 19 14 47 4 6 3 13 9 1 0 0 0 0 0 3 11 0 -125 1958 2n Cycle Together 53083 1 1 15-05-2013 65 215 7 33 3 0 13 6 5 1 5 7 0 1 0 0 0 0 3 11 0 -3463 1975 PhD Married 69283 0 1 14-06-2014 41 674 62 134 0 26 8 4 7 3 13 5 0 0 0 0 0 0 3 11 0 -2804 1975 Master Single 46098 1 1 18-08-2012 86 57 0 27 0 0 36 4 3 2 2 8 0 0 0 0 0 0 3 11 1 -3745 1988 2n Cycle Married 23331 1 0 04-09-2012 92 5 36 7 0 10 45 2 3 0 3 8 0 0 0 0 0 0 3 11 0 -9771 1988 2n Cycle Single 23331 1 0 05-10-2012 97 104 20 101 24 15 5 6 5 1 5 9 0 0 0 0 0 0 3 11 0 -451 1989 Graduation Single 9255 1 0 20-12-2013 91 9 0 7 2 0 4 1 1 1 2 8 0 0 0 0 0 0 3 11 0 -10530 1959 PhD Widow 67786 0 0 07-12-2013 0 431 82 441 80 20 102 1 3 6 6 1 0 0 0 0 0 0 3 11 1 -1079 1971 PhD Married 71969 0 1 16-10-2012 59 1000 0 76 0 0 10 3 3 4 9 8 0 1 0 0 0 0 3 11 0 -8920 1967 Master Single 59235 1 0 12-01-2013 4 448 40 469 80 0 91 3 11 2 12 7 0 0 0 0 0 0 3 11 0 -6678 1989 Graduation Together 31928 1 0 28-03-2014 5 33 4 24 4 2 5 2 3 0 4 7 0 0 0 0 0 0 3 11 0 -3852 1961 Master Together 74881 1 1 08-03-2013 48 505 72 270 36 27 54 4 9 2 12 5 0 0 0 0 0 0 3 11 0 -528 1978 Graduation Married 65819 0 0 29-11-2012 99 267 38 701 149 165 63 1 5 4 10 3 0 0 0 0 0 0 3 11 0 -73 1953 PhD Single 51411 1 2 26-05-2013 81 14 0 3 0 0 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 -5589 1964 Graduation Divorced 51983 0 1 31-08-2012 95 631 0 115 10 7 30 3 9 2 10 7 0 0 0 0 0 0 3 11 0 -10212 1986 Master Together 42386 1 0 13-01-2013 43 65 4 16 0 4 11 1 3 0 3 8 0 0 0 0 0 0 3 11 0 -6365 1987 2n Cycle Married 30390 0 0 02-09-2013 5 10 12 12 25 1 20 1 2 0 3 6 0 0 0 0 0 0 3 11 0 -5636 1963 Graduation Single 30983 0 0 09-11-2012 50 51 4 50 12 1 49 1 4 0 3 8 0 0 0 0 0 0 3 11 1 -591 1957 Graduation Widow 66033 0 1 20-01-2013 76 293 35 179 46 59 65 2 8 3 7 7 0 0 0 0 0 0 3 11 0 -2217 1975 2n Cycle Married 37284 1 1 29-03-2013 46 11 1 2 2 1 6 1 0 0 3 6 0 0 0 0 0 0 3 11 0 -2544 1951 Master Divorced 57530 0 1 12-10-2013 68 50 1 27 6 7 1 1 1 1 4 1 0 0 0 0 0 0 3 11 0 -7725 1965 2n Cycle Married 76800 0 0 08-03-2014 33 173 26 255 35 71 81 1 4 4 7 1 0 0 0 0 0 0 3 11 0 -8091 1956 Graduation Married 63943 0 1 02-09-2012 50 423 184 368 13 97 21 1 6 4 6 5 0 0 0 0 0 0 3 11 0 -7321 1962 Graduation Together 76081 0 0 23-05-2014 85 292 30 415 63 33 200 1 4 5 4 2 0 0 0 1 0 0 3 11 0 -5462 1974 Graduation Married 67445 0 1 12-08-2012 63 757 80 217 29 80 11 5 9 6 12 6 0 0 0 0 0 0 3 11 0 -7791 1967 Master Married 37054 1 1 15-09-2013 89 12 1 6 0 1 5 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -955 1962 Master Together 47175 1 1 28-10-2012 81 167 2 44 6 2 19 7 4 2 4 8 1 0 0 0 0 0 3 11 1 -4037 1976 Graduation Divorced 31859 1 0 14-06-2013 77 3 1 3 8 0 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -6642 1961 Graduation Divorced 27215 2 1 23-01-2013 50 30 5 22 8 9 28 4 2 1 4 6 0 0 0 0 0 0 3 11 0 -2793 1976 PhD Divorced 70179 0 1 21-07-2013 10 532 88 168 69 44 133 3 7 3 13 5 0 0 0 0 0 0 3 11 0 -5424 1983 Graduation Married 39922 1 0 14-02-2013 30 29 12 59 19 1 36 2 3 0 4 8 0 0 0 0 0 0 3 11 0 -879 1976 Master Married 49681 0 2 04-11-2013 66 411 0 26 0 0 21 6 7 1 7 7 0 0 0 0 0 0 3 11 0 -9530 1988 Graduation Married 24645 1 0 01-11-2012 16 5 3 4 4 1 0 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -4828 1954 Graduation Divorced 79865 0 1 18-06-2014 12 71 99 278 185 121 38 1 5 10 5 1 0 0 0 0 0 0 3 11 0 -10699 1985 Graduation Married 44322 1 0 16-06-2014 30 46 0 40 3 0 3 2 3 0 3 8 0 0 0 0 0 0 3 11 0 -1497 1952 Graduation Single 47958 0 1 19-01-2013 8 268 11 88 15 3 22 2 6 3 5 5 0 0 0 0 0 0 3 11 0 -7476 1964 Master Single 63972 0 1 02-12-2012 93 928 63 254 0 12 12 4 5 4 10 4 0 1 0 0 0 0 3 11 0 -4390 1954 Graduation Together 75315 0 1 15-04-2014 14 459 15 171 142 23 31 2 5 4 12 2 0 0 0 0 0 0 3 11 0 -10478 1950 PhD Married 55517 1 1 27-09-2012 53 483 0 108 0 6 36 5 11 1 6 9 0 0 0 0 0 0 3 11 1 -1081 1957 PhD Married 75283 1 2 27-03-2013 26 733 9 180 12 19 66 11 6 3 5 4 0 0 0 0 0 0 3 11 0 -4261 1946 PhD Single 82800 0 0 24-11-2012 23 1006 22 115 59 68 45 1 7 6 12 3 0 0 1 1 0 0 3 11 1 -9916 1954 Graduation Married 38998 1 1 03-11-2012 92 34 1 14 0 0 5 3 2 0 3 8 0 0 0 0 0 1 3 11 0 -5350 1991 Master Single 90638 0 0 13-02-2014 29 1156 120 915 94 144 96 1 3 4 10 1 0 0 1 0 0 0 3 11 1 -8135 1986 Master Married 27161 1 0 28-10-2013 41 7 4 23 7 0 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -8685 1977 Graduation Married 42014 1 0 17-08-2012 56 244 15 108 4 15 50 6 7 1 6 8 0 0 0 0 0 0 3 11 1 -4967 1960 PhD Together 38201 0 1 29-03-2013 19 233 0 23 0 0 12 4 5 1 5 8 0 0 0 0 0 0 3 11 0 -2130 1982 Graduation Together 45203 2 0 23-03-2014 4 35 3 67 10 8 24 1 3 1 3 6 0 0 0 0 0 0 3 11 1 -9298 1947 PhD Together 81574 0 0 28-04-2014 89 1252 0 465 46 35 0 1 4 5 8 1 0 1 1 0 0 0 3 11 0 -8175 1992 Graduation Married 34935 0 0 21-06-2013 71 34 4 66 3 10 20 1 2 1 4 7 0 0 0 0 0 0 3 11 0 -6257 1976 Master Single 60482 0 1 23-01-2013 81 255 43 134 37 14 24 1 7 2 7 7 0 0 0 0 0 0 3 11 0 -3790 1956 Graduation Together 34633 2 1 23-01-2014 31 8 1 5 0 0 1 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -9952 1947 Master Together 78093 0 0 11-12-2013 53 368 32 639 13 43 10 1 4 7 5 1 0 0 0 0 0 0 3 11 0 -3503 1950 Graduation Divorced 82460 0 0 02-12-2013 78 255 47 573 52 32 15 1 5 3 6 1 0 0 0 0 0 0 3 11 0 -5223 1966 Master Together 45903 0 1 23-04-2014 80 33 8 10 2 10 3 2 2 1 3 4 0 0 0 0 0 0 3 11 0 -4608 1987 Graduation Divorced 81361 0 0 25-02-2014 18 163 23 424 27 65 76 1 3 10 13 1 0 0 0 0 0 0 3 11 1 -1626 1973 PhD Divorced 35860 1 1 19-05-2014 37 15 0 8 4 2 20 2 1 1 2 5 1 0 0 0 0 0 3 11 1 -4764 1952 Master Together 40442 1 1 19-08-2012 52 45 12 52 25 22 13 4 3 1 4 7 0 0 0 0 0 0 3 11 1 -2471 1965 Graduation Married 61482 0 0 27-06-2014 39 48 58 68 16 66 43 1 3 2 6 2 0 0 0 0 0 0 3 11 0 -5892 1980 Graduation Married 34968 1 0 10-04-2013 11 158 6 45 8 2 2 7 3 2 5 7 0 0 0 0 0 0 3 11 0 -2612 1987 Graduation Married 75794 0 0 24-12-2013 33 754 160 625 63 32 48 1 7 5 12 3 0 0 0 1 0 0 3 11 0 -4971 1962 PhD Together 31497 0 1 06-12-2012 22 108 1 28 13 1 4 2 3 1 4 8 0 0 0 0 0 0 3 11 0 -5185 1955 Graduation Married 74268 0 0 14-02-2013 83 199 66 315 97 174 41 1 4 3 5 2 0 0 0 0 0 0 3 11 0 -10069 1988 Basic Together 13724 1 0 31-08-2012 43 2 7 5 2 15 27 1 2 0 2 9 1 0 0 0 0 0 3 11 0 -2262 1965 Master Together 45143 0 1 26-08-2013 74 202 5 74 11 5 14 3 6 1 5 7 0 0 0 0 0 0 3 11 0 -1131 1967 PhD Single 52569 0 1 05-04-2014 54 85 0 3 0 0 7 1 2 0 4 3 0 0 0 0 0 0 3 11 0 -1041 1973 PhD Single 48432 0 1 18-10-2012 3 322 3 50 4 3 42 5 7 1 6 8 0 0 0 0 0 0 3 11 1 -24 1960 Master Together 17144 1 1 15-02-2014 96 18 2 19 0 2 6 5 3 0 4 7 0 0 0 0 0 0 3 11 0 -3409 1984 Graduation Single 36108 1 0 15-10-2013 68 141 8 129 3 11 47 3 7 1 4 9 1 0 0 0 0 0 3 11 0 -7022 1971 Graduation Married 76445 1 0 28-09-2012 2 739 107 309 140 80 35 1 2 5 13 6 0 0 0 0 0 0 3 11 0 -7943 1975 PhD Married 36663 1 0 25-04-2014 40 18 0 6 3 3 5 1 1 1 3 2 0 0 0 0 0 0 3 11 0 -5272 1965 Master Married 53843 0 1 27-06-2013 64 378 0 88 19 4 73 4 8 5 3 7 0 0 0 0 0 0 3 11 0 -5453 1956 Master Married 90226 0 0 26-09-2012 26 1083 108 649 253 151 108 1 4 7 12 2 0 0 0 1 0 0 3 11 0 -2565 1955 Master Divorced 70638 0 0 01-06-2013 69 1016 12 215 16 12 63 1 4 5 10 3 0 1 0 0 0 0 3 11 0 -800 1960 Graduation Together 44512 1 1 30-08-2013 57 23 1 6 0 0 2 2 1 0 3 4 0 0 0 0 0 0 3 11 0 -11092 1961 Graduation Married 27116 1 1 02-03-2014 78 12 1 21 2 2 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -5062 1963 PhD Married 54072 1 1 27-07-2013 71 35 0 4 0 0 0 1 2 0 2 8 0 0 0 0 0 0 3 11 0 -8969 1977 Graduation Married 71855 0 1 16-01-2013 59 548 31 422 0 112 28 4 5 5 11 3 0 0 0 0 0 0 3 11 0 -4656 1990 2n Cycle Single 51250 1 0 30-03-2013 28 342 32 230 34 32 40 5 10 5 4 9 1 0 0 0 0 0 3 11 0 -4480 1973 Master Married 60432 0 1 09-03-2014 61 365 3 15 4 3 11 5 7 2 5 6 0 0 0 0 0 0 3 11 0 -9971 1964 PhD Married 65526 0 1 11-04-2014 22 397 19 69 12 0 9 1 4 4 8 2 0 0 0 0 0 0 3 11 0 -6729 1988 Graduation Single 68655 0 0 10-08-2012 95 456 19 832 75 118 38 1 4 5 11 3 0 0 0 0 0 0 3 11 0 -1773 1978 2n Cycle Married 12393 0 0 04-12-2012 38 5 6 15 11 7 13 1 2 0 3 9 0 0 0 0 0 0 3 11 0 -9242 1990 Graduation Single 64509 0 0 17-08-2013 19 836 185 575 24 25 77 1 6 3 9 4 1 0 0 0 0 0 3 11 1 -1764 1975 Graduation Single 33955 1 0 09-08-2013 92 100 2 128 23 7 10 4 5 1 5 8 0 0 0 0 0 0 3 11 0 -6215 1977 Graduation Married 31353 1 1 29-12-2013 24 10 0 10 3 1 7 2 1 1 2 8 0 0 0 0 0 0 3 11 1 -10099 1984 Graduation Married 55434 1 0 05-10-2013 21 238 115 215 169 69 76 3 5 3 13 4 0 0 0 0 0 0 3 11 0 -5423 1983 Graduation Together 28359 1 0 27-10-2013 35 6 0 5 2 1 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -940 1987 Graduation Single 57100 1 0 18-05-2014 9 158 11 99 15 11 17 2 3 2 7 3 0 0 0 0 0 0 3 11 0 -3011 1965 Graduation Married 69139 0 1 27-01-2014 23 86 12 75 33 15 6 1 4 1 5 4 0 0 0 0 0 0 3 11 0 -3298 1956 Master Married 52973 0 1 08-11-2012 92 856 0 76 12 9 199 7 9 6 9 8 0 0 0 0 0 0 3 11 0 -8286 1965 PhD Together 51717 0 1 20-08-2013 55 98 1 17 0 1 5 1 3 0 4 7 0 1 0 0 0 0 3 11 0 -9668 1971 Graduation Married 18793 1 0 12-01-2013 14 4 16 20 0 17 20 3 2 0 4 8 0 0 0 0 0 0 3 11 0 -5120 1982 2n Cycle Together 66664 0 0 25-09-2012 78 398 96 447 220 96 32 1 5 7 6 3 0 0 0 0 0 0 3 11 0 -6097 1959 Graduation Single 50664 1 1 16-01-2013 64 313 8 104 6 4 126 9 8 1 6 9 0 0 0 0 0 0 3 11 0 -7019 1963 Graduation Together 54414 1 1 23-01-2013 49 109 18 16 24 26 18 4 3 1 5 4 0 0 0 0 0 0 3 11 0 -7408 1952 PhD Married 54549 0 1 03-03-2014 8 216 2 6 0 0 9 2 5 1 4 7 0 0 0 0 0 0 3 11 0 -8041 1971 PhD Widow 47111 0 1 08-09-2012 35 595 71 153 120 112 41 6 3 2 10 9 0 0 0 0 0 0 3 11 0 -252 1963 PhD Divorced 41003 0 0 17-03-2013 11 123 133 142 71 44 88 1 6 2 8 6 0 0 0 0 0 0 3 11 0 -9986 1982 Graduation Together 19444 1 0 22-02-2014 8 16 0 23 3 2 10 3 4 1 2 7 0 0 0 0 0 0 3 11 1 -3276 1976 2n Cycle Together 36301 1 0 25-10-2013 53 11 12 35 3 5 12 1 3 0 3 7 0 0 0 0 0 0 3 11 0 -3859 1947 PhD Together 73059 0 1 31-08-2013 36 410 112 420 0 82 71 1 9 3 13 4 0 0 0 0 0 0 3 11 0 -3570 1969 PhD Together 42731 1 0 21-10-2013 64 159 2 51 6 2 24 3 4 1 5 5 0 0 0 0 0 0 3 11 0 -3783 1959 PhD Married 52854 1 1 24-03-2014 43 105 0 10 0 1 0 2 2 1 4 5 0 0 0 0 0 0 3 11 0 -10207 1978 Graduation Together 22775 1 0 19-06-2013 40 5 1 8 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -10906 1948 PhD Together 46681 0 2 08-10-2013 52 269 15 69 15 19 38 2 4 6 4 5 0 0 0 0 0 0 3 11 0 -3427 1955 PhD Married 59821 0 1 12-04-2013 11 629 0 70 0 0 35 6 11 2 7 8 0 0 0 0 0 0 3 11 0 -5209 1954 Graduation Divorced 50002 0 1 17-06-2013 21 443 5 71 21 16 82 2 8 2 7 7 0 0 0 0 0 0 3 11 0 -10711 1945 Graduation Married 69755 0 0 02-10-2013 23 217 77 373 111 23 93 1 3 6 12 1 0 0 0 0 0 0 3 11 0 -10785 1969 Graduation Married 44078 1 1 19-06-2014 17 24 1 10 2 0 4 2 2 0 3 5 0 0 0 0 0 0 3 11 0 -2814 1976 Master Together 30560 1 0 27-06-2013 6 9 1 5 4 5 7 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -6866 1969 Master Together 35924 1 1 23-03-2014 56 8 0 14 2 3 7 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -1665 1964 PhD Divorced 64140 0 2 23-09-2013 71 1459 0 61 0 15 215 5 2 5 6 5 1 0 1 0 1 0 3 11 1 -6575 1981 Graduation Together 56386 1 1 27-10-2012 51 230 48 214 13 32 75 8 9 1 7 9 0 0 0 0 0 0 3 11 0 -3829 1979 Basic Together 24594 1 0 10-12-2013 94 1 3 6 10 0 9 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -3091 1981 2n Cycle Together 75774 1 0 02-05-2014 27 340 21 134 258 14 56 1 7 5 8 4 0 0 0 0 0 0 3 11 0 -10141 1960 Master Divorced 39228 0 0 10-05-2013 1 7 1 6 0 3 3 1 0 0 3 4 0 0 0 0 0 0 3 11 0 -5177 1974 Master Married 58494 0 1 12-12-2013 56 298 7 68 4 0 19 2 6 2 6 6 0 0 0 0 0 0 3 11 0 -7005 1981 Graduation Single 58684 0 0 16-06-2014 71 479 35 179 28 7 85 1 5 3 12 2 0 1 0 0 0 0 3 11 0 -6409 1967 Graduation Divorced 57136 0 0 18-05-2013 18 267 140 599 34 12 127 1 7 5 7 6 0 0 0 0 0 0 3 11 1 -7485 1950 PhD Widow 56551 1 1 07-05-2014 48 67 4 32 17 2 16 3 2 1 4 4 0 0 0 0 0 0 3 11 0 -8079 1982 Graduation Married 22448 1 0 26-02-2014 86 3 1 8 23 2 18 3 2 1 3 3 0 0 0 0 0 0 3 11 0 -8395 1961 Graduation Single 82014 0 0 20-08-2012 48 980 37 265 35 163 31 1 3 6 12 6 0 0 0 0 0 0 3 11 1 -10352 1963 Graduation Widow 34213 1 1 07-09-2012 2 50 4 28 6 3 26 3 3 1 2 9 0 0 0 0 0 0 3 11 1 -4931 1977 Graduation Together 157146 0 0 29-04-2013 13 1 0 1725 2 1 1 0 0 28 0 1 0 0 0 0 0 0 3 11 0 -13 1947 PhD Widow 25358 0 1 22-07-2013 57 19 0 5 0 0 8 2 1 0 3 6 0 0 0 0 0 0 3 11 0 -1834 1978 Master Single 35544 1 0 08-03-2014 77 30 5 23 4 1 4 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -2285 1954 Master Together 36634 0 1 28-05-2013 0 213 9 76 4 3 30 3 5 2 5 7 0 0 0 0 0 0 3 11 0 -2295 1954 PhD Married 62670 0 1 02-02-2014 57 539 30 92 80 46 38 1 5 3 13 3 0 0 0 0 0 0 3 11 0 -1378 1972 2n Cycle Together 50334 0 1 24-07-2013 24 284 16 160 84 16 134 6 7 4 6 6 0 0 0 0 0 0 3 11 0 -2781 1981 Graduation Single 72066 0 0 23-06-2014 55 1003 34 536 134 51 34 1 4 6 6 2 0 0 1 1 0 0 3 11 1 -1165 1958 PhD Single 50729 1 1 02-05-2013 62 239 13 143 45 4 52 9 6 2 7 6 0 0 0 0 0 0 3 11 0 -1404 1968 Graduation Together 34916 2 0 15-05-2013 89 51 23 82 33 0 42 4 5 1 3 9 0 0 0 0 0 0 3 11 0 -6457 1976 Graduation Divorced 64892 0 1 29-05-2014 77 527 24 230 32 24 65 2 6 4 12 4 0 0 0 0 0 0 3 11 0 -2639 1966 Graduation Single 43602 1 1 10-01-2014 45 19 5 12 10 3 19 3 3 1 2 6 0 0 0 0 0 0 3 11 0 -8299 1989 PhD Single 33996 0 0 11-09-2013 46 40 2 15 8 0 6 1 1 1 3 4 0 0 0 0 0 0 3 11 0 -6437 1985 2n Cycle Single 41473 1 0 19-06-2013 80 21 8 20 15 3 9 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -6912 1967 PhD Married 63246 0 2 20-08-2013 60 593 30 91 29 22 7 1 6 3 12 4 0 0 0 0 0 0 3 11 0 -7327 1959 PhD Married 36732 1 1 29-12-2013 71 21 5 3 10 1 7 3 1 1 4 2 0 0 0 0 0 0 3 11 0 -5299 1970 PhD Married 69084 1 0 19-11-2013 43 1181 107 199 39 30 30 2 7 3 13 8 0 0 0 0 0 0 3 11 0 -4127 1967 PhD Married 77766 0 1 22-02-2013 97 1004 59 265 115 59 27 2 11 10 11 6 1 0 0 0 0 0 3 11 1 -8143 1985 PhD Single 37929 0 0 30-07-2013 49 202 2 46 3 2 10 2 4 2 5 7 0 1 0 1 0 0 3 11 1 -1964 1951 Graduation Together 86610 0 0 05-09-2013 66 446 107 768 33 196 53 1 5 6 6 2 0 0 0 0 0 0 3 11 0 -3690 1986 Master Married 80141 0 0 11-01-2013 20 1184 102 673 52 40 40 1 7 4 10 6 0 0 1 0 0 0 3 11 1 -3433 1955 2n Cycle Married 72635 0 0 03-06-2013 54 390 22 323 104 35 107 1 6 8 6 3 0 0 0 1 0 0 3 11 0 -3389 1970 Graduation Married 69016 0 1 22-11-2012 61 726 53 363 123 107 161 4 8 9 13 5 0 0 0 0 0 0 3 11 0 -4712 1991 2n Cycle Together 20193 0 0 28-11-2012 18 8 8 22 24 11 9 1 1 1 4 4 0 0 0 0 0 0 3 11 0 -1170 1975 Graduation Married 27573 1 0 25-03-2013 45 50 15 110 39 15 15 4 5 1 4 8 0 0 0 0 0 0 3 11 0 -6347 1979 Basic Single 15862 1 0 27-06-2013 26 1 1 4 11 9 10 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -4065 1976 PhD Married 49544 1 0 12-02-2013 0 308 0 73 0 0 23 2 5 1 8 7 0 0 0 0 0 0 3 11 0 -8230 1980 Graduation Married 33228 1 0 23-01-2014 28 22 2 31 7 4 5 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -1215 1978 Graduation Together 70440 0 0 08-10-2013 49 690 117 499 76 102 88 1 5 10 7 3 0 0 0 1 0 0 3 11 0 -5939 1971 Graduation Together 38232 1 1 17-01-2014 84 43 5 28 7 6 33 4 3 1 3 5 0 0 0 0 0 0 3 11 0 -2156 1955 PhD Married 22554 1 1 03-11-2012 38 27 0 10 0 0 4 4 2 0 4 5 0 0 0 0 0 0 3 11 0 -7788 1983 PhD Married 23536 1 0 04-06-2014 53 6 0 3 0 0 1 1 0 0 3 3 0 0 0 0 0 0 3 11 0 -10323 1952 Graduation Married 49413 0 1 25-10-2013 88 205 7 41 3 2 46 2 4 2 5 5 0 0 0 0 0 0 3 11 0 -7947 1969 Graduation Married 42231 1 1 25-03-2014 99 24 0 8 0 1 4 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -1891 1980 Master Divorced 78789 0 0 08-08-2012 12 667 50 850 21 83 83 1 4 6 5 2 0 0 0 0 0 0 3 11 1 -2570 1968 Graduation Together 56534 0 1 23-07-2013 35 691 7 61 10 0 46 4 10 4 7 8 0 1 0 0 1 0 3 11 1 -9256 1971 Graduation Single 58350 0 1 04-01-2013 5 493 26 206 116 80 80 4 8 3 12 6 0 0 0 0 0 0 3 11 0 -295 1989 Graduation Single 81217 0 0 19-07-2013 77 493 70 324 146 40 84 1 3 7 11 1 0 0 0 0 0 0 3 11 0 -7397 1951 Graduation Single 49090 0 1 19-07-2013 45 494 5 82 7 0 100 3 7 2 9 7 0 0 0 0 0 0 3 11 0 -6349 1987 Master Divorced 61787 0 0 06-07-2013 71 621 73 414 78 48 85 1 8 4 6 5 0 0 0 0 0 0 3 11 0 -10790 1985 PhD Married 18169 1 0 19-02-2013 40 9 0 5 0 0 7 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -10398 1981 2n Cycle Single 24336 1 0 27-08-2012 82 1 6 2 8 2 12 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -2431 1990 Graduation Married 18222 0 0 31-12-2012 70 12 4 19 12 6 14 1 2 0 3 8 0 0 0 0 0 0 3 11 0 -550 1952 Graduation Divorced 62335 0 1 23-05-2013 87 243 131 217 85 6 26 2 3 3 13 2 0 0 0 0 0 0 3 11 0 -1890 1971 2n Cycle Together 42033 1 1 19-09-2012 95 11 1 4 2 0 7 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -10742 1983 PhD Married 86580 0 0 27-02-2013 72 532 21 127 26 20 20 0 4 2 5 1 0 0 1 0 0 0 3 11 0 -10356 1957 PhD Divorced 41437 1 1 22-09-2012 5 29 0 2 0 0 1 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -4676 1951 Master Widow 73705 0 2 05-03-2014 86 612 91 520 258 107 107 2 9 6 8 5 0 0 0 0 0 0 3 11 0 -8852 1976 Graduation Married 61064 0 1 31-08-2012 80 387 126 342 0 45 180 5 8 4 11 6 0 0 0 0 0 0 3 11 0 -3565 1955 Master Married 38452 1 1 30-03-2014 62 56 0 14 0 0 2 3 3 0 3 7 0 0 0 0 0 0 3 11 0 -5294 1989 Graduation Single 18358 1 0 20-11-2013 49 6 8 19 16 4 4 3 3 0 4 7 0 0 0 0 0 0 3 11 0 -1958 1973 PhD Together 55012 0 1 21-03-2014 85 582 0 65 0 0 13 6 8 2 9 5 0 0 0 0 0 0 3 11 0 -7349 1973 Basic Together 9722 1 0 02-10-2012 7 6 17 16 6 16 42 4 3 1 3 8 0 0 0 0 0 0 3 11 1 -8799 1984 PhD Married 38175 1 0 23-09-2013 6 70 6 69 2 3 3 3 3 1 4 7 0 0 0 0 0 0 3 11 0 -1351 1956 Master Together 58656 0 1 20-09-2012 25 962 12 194 16 24 12 4 7 8 13 6 0 0 1 0 0 0 3 11 0 -1045 1965 Graduation Together 52117 0 1 16-08-2012 55 112 10 107 30 0 20 2 5 2 4 7 0 0 0 0 0 0 3 11 0 -7732 1978 Graduation Married 64813 1 0 02-01-2014 81 293 0 124 179 97 52 1 7 2 10 5 0 0 0 0 0 0 3 11 0 -8070 1973 PhD Married 54222 0 1 01-03-2014 98 199 12 31 3 12 7 1 3 3 5 3 0 0 0 0 0 0 3 11 0 -477 1986 Graduation Married 83512 0 0 17-06-2014 31 1060 61 835 80 20 101 1 4 7 10 1 1 0 1 1 1 0 3 11 1 -7832 1959 Master Married 77520 0 1 28-08-2013 30 940 44 396 0 88 58 1 8 7 7 4 1 0 1 1 0 0 3 11 1 -2202 1978 Graduation Together 41154 0 1 09-04-2013 98 44 2 11 2 3 7 1 1 0 4 5 0 0 0 0 0 0 3 11 0 -7396 1966 Graduation Married 80398 0 0 10-11-2012 92 342 51 936 207 35 26 1 5 8 12 3 0 0 1 0 0 0 3 11 0 -4055 1992 Basic Single 18746 1 0 29-05-2014 41 2 10 11 12 9 20 2 3 0 3 6 0 0 0 0 0 0 3 11 0 -10340 1984 Graduation Together 35196 1 0 13-11-2012 68 75 12 141 43 39 187 6 6 1 5 8 0 0 0 0 0 0 3 11 0 -10091 1956 Graduation Single 60230 0 1 20-05-2013 78 520 20 367 39 81 40 2 6 3 6 5 0 0 0 0 0 0 3 11 0 -7629 1977 Graduation Married 22108 1 1 08-05-2014 46 5 3 9 6 2 6 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -10640 1974 Graduation Together 44392 1 1 05-09-2013 71 87 5 71 7 12 29 5 4 1 4 7 0 0 0 0 0 0 3 11 0 -3498 1976 PhD Married 55424 0 1 25-11-2012 6 462 61 184 10 53 107 4 7 5 9 6 1 0 0 0 0 0 3 11 1 -6742 1979 Graduation Married 17688 1 0 13-01-2013 82 2 2 1 3 1 2 1 1 0 2 8 0 0 0 0 0 1 3 11 0 -1172 1983 PhD Married 92491 0 0 01-05-2013 71 979 44 935 29 25 22 1 7 5 12 3 0 1 1 1 0 0 3 11 1 -569 1991 Graduation Single 90273 0 0 14-12-2013 32 704 129 853 120 74 111 1 5 6 7 2 0 1 1 1 0 0 3 11 1 -4686 1962 PhD Widow 82571 0 0 02-04-2014 28 861 31 558 62 95 79 0 6 5 13 2 0 0 1 0 0 0 3 11 0 -1381 1982 PhD Single 38513 1 0 28-01-2014 20 172 3 115 16 0 18 5 6 1 5 8 0 0 0 0 0 0 3 11 1 -2634 1979 Master Single 16653 1 0 18-04-2014 10 5 7 31 15 4 7 3 2 1 3 6 0 0 0 0 0 0 3 11 1 -10905 1955 Graduation Together 42586 1 1 29-10-2012 7 194 2 56 0 0 0 5 4 1 6 8 0 0 0 0 0 0 3 11 1 -1744 1965 Basic Single 23529 0 1 07-01-2013 67 9 7 13 3 2 20 1 1 1 2 6 0 0 0 0 0 0 3 11 0 -1000 1961 Master Together 74881 1 1 08-03-2013 48 505 72 270 36 27 54 4 9 2 12 5 0 0 0 0 0 0 3 11 0 -3828 1951 Graduation Married 71107 0 1 17-02-2013 61 533 10 217 198 174 195 2 7 6 13 4 0 0 0 0 0 0 3 11 0 -8605 1964 PhD Together 46910 1 1 23-03-2014 36 48 0 14 0 0 6 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -10304 1959 Graduation Married 18690 0 0 28-12-2012 77 6 1 7 23 4 19 1 1 1 2 8 0 0 0 0 0 0 3 11 0 -4351 1955 Graduation Divorced 37244 1 1 27-04-2013 90 18 2 10 0 0 25 1 1 1 2 7 1 0 0 0 0 0 3 11 0 -10129 1966 Graduation Together 82427 0 0 12-03-2014 35 482 147 509 104 107 107 1 3 5 12 1 0 0 1 0 0 0 3 11 0 -2499 1958 2n Cycle Single 75342 0 1 06-05-2013 38 204 97 97 21 118 26 1 5 2 10 4 0 0 0 0 0 0 3 11 0 -10092 1954 Graduation Divorced 70044 0 1 18-02-2013 46 1073 0 250 153 14 14 4 7 10 5 5 0 0 0 0 0 0 3 11 0 -7500 1967 Graduation Single 79146 1 1 24-04-2014 33 245 16 223 21 43 16 2 8 1 8 6 0 0 0 0 0 0 3 11 0 -5796 1963 Graduation Married 77437 0 0 26-11-2013 70 560 21 442 29 44 29 1 4 5 13 1 0 0 1 0 0 0 3 11 0 -10556 1959 Graduation Married 54984 0 1 24-05-2014 51 173 13 131 32 3 6 4 6 1 6 7 0 0 0 1 0 0 3 11 0 -1064 1971 PhD Married 42403 1 0 11-12-2013 18 22 1 11 0 5 3 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -48 1964 Graduation Together 55761 0 1 24-04-2014 97 136 1 12 0 3 32 2 4 1 3 6 0 1 0 0 0 0 3 11 0 -7610 1983 Graduation Together 37292 1 0 18-04-2013 32 275 0 86 10 23 66 5 6 3 5 8 0 0 0 0 0 0 3 11 0 -263 1945 PhD Single 45576 0 0 28-05-2014 9 56 19 29 2 14 25 1 3 1 3 8 0 0 0 0 0 0 3 11 1 -10814 1947 Graduation Together 70321 0 0 16-01-2013 6 303 23 751 82 26 191 1 6 5 13 4 0 0 0 0 0 0 3 11 1 -9710 1969 PhD Divorced 58086 0 1 20-01-2013 80 708 7 62 0 0 15 2 11 3 7 8 0 0 0 0 0 0 3 11 0 -9292 1952 Graduation Married 81795 0 0 26-10-2012 74 324 132 693 27 118 88 1 4 11 7 2 0 0 0 0 0 0 3 11 0 -10250 1947 Basic Together 28389 0 0 20-11-2012 49 1 5 3 7 4 8 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -7881 1946 Master Married 66835 0 0 28-09-2013 21 620 26 195 34 17 141 1 6 4 13 2 0 0 0 0 0 0 3 11 0 -5847 1969 Graduation Divorced 69901 0 1 29-05-2013 95 312 21 206 102 92 149 3 7 3 10 5 0 0 0 0 0 0 3 11 0 -737 1949 PhD Married 80360 0 0 03-03-2013 56 1493 86 454 112 43 43 2 4 4 5 2 0 1 1 1 0 0 3 11 0 -3571 1961 PhD Together 63342 0 1 16-10-2012 48 918 21 118 13 10 21 3 8 3 5 6 0 1 0 0 0 0 3 11 1 -7807 1974 Graduation Married 44989 0 1 12-09-2012 26 98 0 106 49 10 106 5 5 1 5 6 0 0 0 0 0 0 3 11 0 -3878 1980 2n Cycle Single 31859 1 0 27-02-2014 3 3 4 7 15 8 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -5092 1949 PhD Widow 51569 0 1 12-02-2013 39 380 0 47 6 0 34 4 7 1 7 8 0 1 0 0 0 0 3 11 1 -2154 1971 Graduation Widow 30372 1 1 25-12-2012 33 15 0 12 7 3 7 3 2 0 3 7 0 0 0 0 0 0 3 11 0 -5394 1979 Basic Single 16014 1 1 17-03-2013 42 3 9 4 7 8 7 4 1 1 4 3 0 0 0 0 0 0 3 11 0 -3798 1968 Graduation Married 41120 1 1 06-11-2013 80 24 2 23 0 8 24 3 2 1 3 6 0 0 0 0 0 0 3 11 0 -3524 1971 Master Single 39763 1 0 04-08-2013 9 80 1 60 4 6 16 2 5 1 2 9 0 0 0 0 0 0 3 11 1 -5247 1955 PhD Married 38725 1 1 10-05-2014 52 31 0 6 2 1 5 2 1 0 4 4 0 0 0 0 0 0 3 11 0 -5883 1972 Graduation Married 77981 1 0 26-05-2013 78 138 120 204 16 126 60 3 7 4 7 5 0 0 0 0 0 0 3 11 0 -2118 1964 2n Cycle Married 62905 0 1 10-09-2013 68 166 75 96 119 107 59 3 7 2 8 4 0 0 0 0 0 0 3 11 0 -8812 1979 2n Cycle Divorced 13533 1 0 10-03-2013 45 12 3 8 8 0 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -6616 1975 Graduation Together 59481 0 1 23-10-2013 47 178 3 85 71 66 58 2 3 3 8 2 0 0 0 0 0 0 3 11 0 -2797 1977 Graduation Married 72117 0 1 20-08-2013 34 707 20 171 65 60 50 1 9 7 9 5 0 0 0 0 0 0 3 11 0 -4328 1986 2n Cycle Married 21955 1 0 07-09-2013 81 5 1 7 17 14 11 2 2 1 3 6 0 0 0 0 0 0 3 11 0 -9167 1956 Graduation Married 67131 0 1 26-03-2013 72 465 71 250 93 35 62 3 9 2 12 6 0 0 0 0 0 0 3 11 0 -10560 1980 PhD Single 36802 1 0 16-06-2014 23 16 1 2 0 0 1 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -2631 1982 Graduation Together 71853 0 0 08-05-2013 29 358 108 413 141 97 32 1 2 8 6 1 0 0 0 0 0 0 3 11 0 -8312 1961 Basic Married 28249 0 0 15-06-2014 80 1 9 7 2 14 10 1 2 0 3 6 0 0 0 0 0 0 3 11 0 -5534 1975 Master Married 47808 0 1 20-10-2013 30 123 1 26 2 0 72 2 3 2 3 7 1 0 0 0 0 0 3 11 0 -5093 1974 PhD Divorced 25509 1 0 18-09-2012 15 40 3 30 10 7 11 3 3 0 3 9 0 0 0 0 0 0 3 11 1 -7592 1946 PhD Married 51012 0 0 18-04-2013 86 102 9 63 2 9 24 1 4 1 4 6 0 0 0 0 0 0 3 11 0 -8895 1985 Graduation Single 70596 0 0 05-10-2012 68 347 44 534 17 0 26 1 3 5 12 2 0 0 0 0 0 0 3 11 0 -8584 1952 PhD Together 85431 0 0 08-06-2013 54 376 53 462 168 53 53 1 2 7 7 0 0 0 0 0 0 0 3 11 0 -2694 1967 Graduation Married 42664 0 1 18-03-2014 44 21 0 3 0 0 0 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -8910 1955 Graduation Together 42586 1 1 29-10-2012 7 194 2 56 0 0 0 5 4 1 6 8 0 0 0 0 0 0 3 11 1 -7433 1985 Graduation Single 29760 1 0 29-08-2012 87 64 4 68 7 5 17 4 3 1 4 8 0 0 0 0 0 0 3 11 0 -164 1977 PhD Married 28973 0 0 13-10-2012 59 206 0 46 3 2 12 2 5 1 5 8 0 0 0 0 0 0 3 11 0 -10477 1973 PhD Together 39435 1 0 06-08-2013 16 71 0 18 0 0 13 1 3 1 2 7 0 0 0 0 0 0 3 11 0 -2681 1984 2n Cycle Married 65370 0 0 01-08-2013 1 71 22 112 138 89 29 1 2 3 13 1 0 0 0 0 0 0 3 11 0 -5150 1979 Basic Single 20194 1 0 17-12-2012 64 0 4 7 11 10 15 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -5283 1976 PhD Single 42473 1 1 17-02-2014 72 93 1 21 0 4 25 3 2 1 4 5 0 0 0 0 0 0 3 11 0 -9645 1968 Graduation Married 64590 0 0 14-10-2012 98 920 138 168 36 46 30 1 9 4 10 6 0 0 0 0 0 0 3 11 0 -10678 1959 Graduation Together 71232 0 1 28-11-2013 91 653 17 170 34 26 17 2 11 2 10 7 0 0 0 0 0 0 3 11 0 -7261 1971 Graduation Together 34600 1 1 01-01-2013 8 199 33 60 8 3 15 5 5 2 5 8 0 0 0 0 0 0 3 11 1 -9648 1967 Graduation Single 46904 1 1 03-11-2012 20 153 4 56 0 9 31 4 5 1 4 8 0 0 0 0 0 0 3 11 0 -2870 1973 Graduation Married 49094 0 1 21-09-2012 6 376 0 38 11 8 69 5 6 3 6 6 0 0 0 0 0 0 3 11 0 -8008 1983 Graduation Together 36075 1 0 09-12-2013 54 46 0 30 12 1 30 1 2 0 4 6 0 0 0 0 0 0 3 11 0 -1513 1979 2n Cycle Together 60839 1 1 28-08-2012 72 600 21 128 223 150 128 13 2 2 12 8 0 0 0 0 0 0 3 11 0 -6173 1979 Graduation Together 77298 0 1 02-11-2013 46 425 115 292 23 35 79 1 6 6 11 3 0 0 0 0 0 0 3 11 0 -1419 1950 Graduation Together 34026 1 1 05-08-2013 11 18 6 15 12 8 17 3 2 1 3 5 0 0 0 0 0 0 3 11 0 -9150 1963 PhD Single 48918 1 1 12-04-2014 21 52 0 9 0 0 1 2 1 0 4 4 0 0 0 0 0 0 3 11 0 -7960 1962 2n Cycle Together 82122 0 0 15-08-2013 89 734 22 350 151 25 100 1 3 9 13 1 0 0 1 0 0 0 3 11 0 -1250 1976 Graduation Single 37697 1 0 07-02-2014 82 34 6 21 11 4 8 1 2 1 3 6 0 0 0 0 0 0 3 11 0 -9905 1952 Graduation Together 34074 1 1 13-07-2013 69 135 1 41 10 1 67 5 3 3 3 6 1 0 0 0 0 0 3 11 0 -10691 1960 Master Married 28520 1 1 14-06-2013 55 11 0 10 0 2 20 1 1 1 2 6 0 0 0 0 0 0 3 11 0 -7002 1955 Graduation Single 62535 0 1 03-10-2013 13 163 48 90 0 45 52 1 3 2 8 3 0 0 0 0 0 0 3 11 0 -2952 1977 Master Single 36273 1 0 16-04-2014 80 29 3 30 3 2 9 2 3 0 3 6 0 0 0 0 0 0 3 11 0 -8439 1964 Graduation Together 63404 0 2 06-06-2014 97 734 26 70 11 44 17 2 6 3 4 4 0 0 0 1 0 0 3 11 0 -762 1981 2n Cycle Together 75774 1 0 02-05-2014 27 340 21 134 258 14 56 1 7 5 8 4 0 0 0 0 0 0 3 11 0 -2831 1976 Graduation Together 78416 0 1 27-06-2014 99 453 38 279 188 38 183 2 7 7 10 3 0 0 0 0 0 0 3 11 0 -6977 1974 Graduation Together 75702 0 1 14-10-2012 87 1073 0 629 145 37 37 1 10 5 13 6 0 0 1 0 0 0 3 11 0 -6289 1951 Master Together 59385 1 1 28-04-2013 85 135 0 10 0 4 36 2 3 1 4 5 0 0 0 0 0 0 3 11 0 -4168 1966 Graduation Single 37070 1 1 20-03-2013 30 231 7 137 4 15 39 9 5 1 8 7 0 0 0 0 0 0 3 11 1 -8397 1951 Graduation Married 44689 1 1 10-01-2014 82 18 0 5 0 0 11 2 1 1 2 7 1 0 0 0 0 0 3 11 0 -9284 1958 Graduation Together 53977 0 1 08-06-2013 21 620 16 165 0 24 82 5 5 5 12 5 0 0 0 0 0 0 3 11 0 -6237 1966 PhD Single 7144 0 2 07-12-2013 92 81 4 33 5 2 291 0 23 1 1 0 0 0 0 0 0 0 3 11 0 -3130 1964 Graduation Single 18701 1 1 04-06-2013 95 12 4 2 10 6 10 4 2 0 4 5 0 0 0 0 0 0 3 11 0 -1619 1956 Graduation Married 90369 0 0 28-04-2014 2 292 51 981 224 23 17 1 4 6 6 1 0 0 0 0 0 0 3 11 1 -1990 1974 PhD Single 63159 0 0 05-11-2012 74 965 34 586 89 86 37 1 3 5 8 3 1 0 0 0 0 0 3 11 0 -5513 1966 Graduation Together 37758 1 1 04-10-2012 49 27 2 10 0 0 1 2 1 0 3 8 0 0 0 0 0 0 3 11 0 -269 1963 PhD Single 46757 0 1 16-11-2012 71 777 30 163 0 51 122 6 4 4 7 9 0 0 0 0 0 0 3 11 0 -8093 1969 Master Married 79734 0 0 28-06-2014 72 572 8 232 23 62 17 1 4 3 6 1 0 0 0 1 0 0 3 11 0 -10513 1992 Graduation Together 63207 0 0 20-01-2013 68 438 169 565 91 169 70 1 2 3 6 7 0 0 0 1 0 0 3 11 0 -10177 1954 Graduation Divorced 72071 0 1 14-02-2013 4 531 69 300 150 138 150 3 5 4 8 2 0 0 0 0 0 0 3 11 0 -2549 1983 PhD Together 21840 1 0 21-07-2013 80 17 0 9 0 0 1 1 1 0 3 9 0 0 0 0 0 0 3 11 0 -5782 1982 2n Cycle Together 58582 0 1 28-09-2013 15 402 35 106 101 77 42 2 9 2 9 5 0 1 0 0 0 0 3 11 0 -10057 1951 Graduation Single 72282 0 0 19-07-2013 70 503 27 419 90 139 153 1 5 7 9 7 0 0 0 0 0 0 3 11 1 -10307 1956 Graduation Married 50387 0 2 31-08-2013 91 369 9 87 12 14 34 3 6 2 8 5 0 0 0 0 0 0 3 11 0 -8566 1961 PhD Together 32583 1 1 15-06-2014 10 5 0 3 0 0 1 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -2415 1962 Graduation Together 62568 0 1 07-04-2014 99 362 17 398 80 35 61 3 5 3 5 4 0 0 0 1 0 0 3 11 0 -5684 1971 Master Divorced 44635 1 1 11-10-2013 25 56 0 9 0 0 3 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -8334 1971 Master Single 33316 1 1 04-10-2013 34 79 1 31 4 4 12 3 2 1 4 6 0 0 0 0 0 0 3 11 0 -9166 1968 Graduation Married 63967 0 1 09-08-2013 57 387 84 141 73 35 162 3 4 4 12 2 0 0 0 0 0 0 3 11 0 -1440 1978 2n Cycle Together 52513 0 0 04-09-2012 84 367 17 241 104 188 232 2 9 5 9 7 0 0 0 0 0 0 3 11 0 -78 1969 Graduation Married 25293 1 0 15-09-2013 51 15 0 11 0 2 9 1 1 1 2 8 0 0 0 0 0 0 3 11 0 -5441 1965 PhD Widow 54111 0 1 25-08-2013 97 267 6 54 8 3 50 2 5 2 6 5 0 0 0 0 0 0 3 11 0 -5302 1986 Graduation Together 78394 0 0 15-02-2013 13 298 27 697 216 24 166 1 4 6 5 2 0 0 0 0 0 0 3 11 1 -4687 1958 Master Married 80739 0 0 23-05-2013 92 674 92 736 39 0 92 1 3 11 9 1 0 0 0 0 0 0 3 11 0 -1087 1975 Master Together 22669 1 0 22-05-2013 30 16 14 36 37 22 48 3 4 1 2 9 0 0 0 0 0 0 3 11 1 -6859 1987 Graduation Single 29236 1 0 08-10-2013 30 37 4 24 16 9 9 2 4 0 3 9 0 0 0 0 0 0 3 11 0 -9860 1959 Graduation Together 44911 0 1 15-03-2013 11 159 0 22 2 1 31 3 4 1 4 7 0 0 0 0 0 0 3 11 0 -7129 1962 PhD Married 54693 0 1 17-02-2013 72 686 17 142 23 26 35 8 6 4 13 6 0 0 0 0 0 0 3 11 0 -5866 1974 Graduation Together 48186 1 0 20-03-2014 39 97 3 66 12 7 34 3 4 1 4 7 0 0 0 0 0 0 3 11 0 -10521 1977 Graduation Married 54809 1 1 11-09-2013 0 63 6 57 13 13 22 4 2 1 5 4 0 0 0 0 0 0 3 11 1 -7393 1978 Graduation Together 41580 1 1 10-12-2012 15 56 5 24 4 0 3 3 2 1 3 5 0 0 0 0 0 0 3 11 0 -7849 1970 PhD Married 80336 0 0 09-09-2013 12 209 19 456 160 142 66 1 2 9 13 1 0 0 0 0 0 0 3 11 0 -332 1957 Graduation Married 47743 0 1 22-03-2013 56 198 2 43 0 12 20 3 4 1 6 6 0 1 0 0 0 0 3 11 0 -9847 1955 2n Cycle Married 62972 0 1 03-08-2012 39 313 15 47 20 0 192 2 7 4 3 6 0 0 0 0 0 0 3 11 0 -531 1954 PhD Divorced 57333 0 1 22-09-2012 55 941 14 397 76 58 176 11 8 5 9 6 0 0 0 0 0 0 3 11 1 -9576 1982 PhD Together 32313 1 0 11-02-2013 60 86 4 56 2 4 7 3 4 0 4 9 0 0 0 0 0 0 3 11 0 -6906 1953 Master Widow 84953 0 0 03-06-2013 73 167 48 602 63 72 72 1 3 10 4 2 0 1 1 1 0 0 3 11 1 -7419 1968 Master Divorced 27071 1 0 23-04-2014 90 8 3 19 0 2 3 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -3170 1957 Master Together 68148 0 0 31-08-2013 86 389 66 408 37 57 85 1 4 4 6 2 0 0 0 0 0 0 3 11 0 -8527 1965 Master Together 65735 1 1 07-12-2013 37 239 7 119 4 15 11 5 6 2 6 7 0 0 0 0 0 0 3 11 0 -7872 1975 PhD Married 86836 0 0 12-09-2012 7 179 21 273 0 21 63 1 6 10 6 5 1 0 1 1 0 0 3 11 1 -9931 1963 PhD Married 4023 1 1 23-06-2014 29 5 0 1 1 1 1 15 0 0 0 19 0 0 0 0 0 0 3 11 0 -10595 1990 Graduation Married 30093 0 0 08-07-2013 19 2 6 28 13 4 16 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -4609 1966 PhD Married 57705 0 1 11-01-2014 14 383 0 53 6 4 40 3 8 1 6 6 0 0 0 0 0 0 3 11 0 -5010 1988 Graduation Single 25008 1 0 02-02-2014 72 2 8 8 6 1 9 2 1 0 3 8 0 0 0 0 0 0 3 11 0 -4427 1995 2n Cycle Single 83257 0 0 18-09-2012 56 536 27 590 38 107 67 1 5 10 12 6 1 0 1 0 0 1 3 11 1 -11148 1975 Graduation Together 22280 1 0 19-05-2013 85 2 1 4 3 1 2 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -1168 1978 PhD Married 72159 0 0 29-10-2012 62 322 53 899 34 40 53 1 4 6 10 2 0 0 0 0 0 0 3 11 0 -9595 1961 Graduation Together 64260 0 0 11-01-2013 1 539 169 816 20 0 30 1 4 5 4 3 0 0 0 0 0 0 3 11 1 -10163 1984 PhD Single 82733 0 0 10-09-2013 28 712 50 420 65 38 38 1 8 4 7 4 0 0 0 0 0 0 3 11 1 -2886 1971 Master Divorced 74290 0 1 12-08-2013 70 1121 0 72 0 12 12 4 10 8 10 6 0 1 0 1 0 0 3 11 0 -6710 1951 Master Single 58217 2 1 17-11-2012 84 68 1 13 3 5 13 1 2 0 4 6 0 0 0 0 0 0 3 11 0 -5316 1976 Master Together 21024 0 0 04-07-2013 89 36 4 18 6 2 18 1 2 0 4 7 0 0 0 0 0 0 3 11 0 -9029 1972 PhD Married 70116 0 0 26-01-2013 73 707 44 603 95 58 29 1 2 8 12 1 0 0 0 0 0 0 3 11 0 -521 1985 Graduation Together 54006 1 0 18-09-2012 42 174 77 203 6 24 97 2 8 1 7 7 0 0 0 0 0 0 3 11 0 -1459 1966 PhD Married 69063 0 1 07-11-2012 16 666 35 124 69 8 26 1 5 3 5 3 0 0 0 0 0 0 3 11 0 -10241 1975 2n Cycle Divorced 11448 0 0 15-12-2013 16 0 0 0 6 2 6 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -1630 1979 Graduation Single 61825 0 1 07-08-2013 56 162 50 100 55 30 27 1 4 2 8 4 0 0 0 0 0 0 3 11 0 -3254 1971 Graduation Married 70886 1 0 14-10-2013 65 407 70 239 103 88 53 1 5 4 4 2 0 0 0 0 0 0 3 11 0 -9064 1982 Graduation Married 69109 0 0 09-11-2012 10 823 25 459 124 29 95 1 6 6 7 4 0 0 1 0 0 0 3 11 1 -3678 1973 Graduation Widow 60208 1 1 07-10-2012 13 488 23 71 15 0 59 11 8 3 7 7 0 1 0 0 0 0 3 11 1 -4227 1968 Master Together 32889 1 1 06-09-2013 78 28 0 13 4 2 8 3 2 1 3 5 0 0 0 0 0 0 3 11 0 -9467 1984 Graduation Single 34738 1 0 11-05-2014 51 3 2 10 3 0 2 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -8486 1971 Master Together 30538 1 0 01-10-2012 27 284 0 52 8 3 20 4 9 0 4 10 0 0 0 0 0 0 3 11 0 -2186 1977 2n Cycle Together 82326 0 0 10-03-2014 30 938 142 754 159 81 183 1 5 10 6 2 0 1 1 1 0 0 3 11 1 -3286 1967 PhD Divorced 26642 1 0 01-03-2014 71 13 2 15 2 2 8 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -8602 1964 Graduation Divorced 69932 0 1 12-06-2013 97 412 172 153 150 105 57 2 7 6 11 4 0 0 0 0 0 0 3 11 0 -3722 1972 Graduation Single 44503 1 1 16-04-2014 83 31 1 8 0 0 8 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -6715 1948 PhD Single 60200 0 1 02-01-2013 3 502 19 132 0 6 26 6 6 2 11 6 0 0 0 0 0 0 3 11 0 -4796 1952 Graduation Divorced 49638 0 1 19-04-2014 71 18 10 3 3 5 0 1 1 0 3 2 0 0 0 0 0 0 3 11 0 -9612 1987 2n Cycle Single 23830 0 0 07-02-2014 3 1 8 6 4 8 16 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -3766 1959 Master Widow 33051 0 0 16-08-2012 15 100 71 243 108 94 219 3 9 1 8 9 0 0 0 0 0 0 3 11 1 -1399 1958 Graduation Married 72905 0 0 21-01-2014 52 407 114 445 181 165 203 1 3 7 9 1 0 0 0 1 0 0 3 11 0 -1570 1951 PhD Together 69702 0 1 19-02-2013 8 664 9 240 50 19 57 2 7 7 10 4 0 0 0 0 0 0 3 11 0 -3426 1975 Graduation Divorced 70300 1 0 15-07-2013 89 1045 61 338 60 46 46 3 5 5 13 8 0 0 0 0 0 0 3 11 0 -3074 1984 PhD Married 70643 0 0 15-10-2012 66 1218 107 304 23 143 33 1 5 8 4 6 0 0 0 0 0 0 3 11 1 -8341 1969 PhD Married 30396 1 0 30-04-2014 22 15 0 6 0 1 12 2 1 1 2 7 1 0 0 0 0 0 3 11 1 -5180 1968 PhD Divorced 50616 0 1 18-04-2014 56 128 0 16 0 1 4 2 4 0 4 7 0 0 0 0 0 0 3 11 0 -6461 1969 Master Single 62772 0 1 19-05-2013 74 581 49 157 43 8 108 1 5 6 11 2 0 1 0 0 0 0 3 11 0 -7679 1985 PhD Single 30298 0 0 19-05-2014 48 6 3 12 6 1 0 1 1 1 3 3 0 0 0 0 0 0 3 11 0 -10702 1984 Graduation Single 52413 1 0 03-11-2012 67 185 8 133 56 56 12 2 7 1 7 7 0 0 0 0 0 0 3 11 0 -7505 1957 PhD Married 44155 1 1 19-01-2014 24 22 1 9 0 0 14 1 1 1 2 4 0 0 0 0 0 0 3 11 0 -5113 1971 PhD Divorced 86979 0 0 07-11-2013 67 584 100 835 65 83 35 1 5 5 5 2 1 0 0 0 0 0 3 11 1 -10858 1975 Graduation Together 76532 1 1 09-09-2013 38 355 30 177 90 138 30 4 9 5 7 5 0 0 0 0 0 0 3 11 0 -2961 1982 Graduation Married 42081 1 0 26-02-2013 86 175 10 110 54 6 27 2 6 3 4 6 1 0 0 0 0 0 3 11 0 -2747 1988 PhD Married 67546 0 0 31-08-2012 90 864 134 768 150 38 172 1 4 10 5 3 0 0 0 0 0 0 3 11 0 -3010 1989 Master Together 88420 0 0 02-05-2014 87 957 153 612 99 95 153 1 4 7 8 1 1 0 1 1 0 0 3 11 0 -5790 1985 Graduation Married 31158 1 0 27-01-2013 62 25 6 16 20 0 5 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -6892 1968 Graduation Divorced 61671 0 1 03-06-2014 23 641 7 56 0 0 28 8 10 4 6 8 0 1 0 1 0 0 3 11 0 -1743 1974 Graduation Single 69719 0 0 26-05-2014 99 273 86 208 177 14 43 1 2 3 5 1 0 0 0 0 0 0 3 11 0 -3578 1949 Graduation Divorced 49160 0 1 20-10-2013 29 122 21 43 25 10 15 2 3 1 6 6 0 0 0 0 0 0 3 11 0 -8462 1978 Basic Together 24882 1 0 09-09-2012 52 1 4 10 29 0 36 1 1 1 2 6 1 0 0 0 0 0 3 11 0 -5558 1954 PhD Single 90933 0 0 31-03-2014 90 1020 31 430 62 63 79 1 4 6 4 1 0 0 1 0 0 0 3 11 0 -4619 1945 PhD Single 113734 0 0 28-05-2014 9 6 2 3 1 262 3 0 27 0 0 1 0 0 0 0 0 0 3 11 0 -8780 1950 PhD Together 59292 0 1 13-06-2013 71 378 14 68 19 14 14 2 3 5 8 3 0 0 0 0 0 0 3 11 0 -10789 1964 PhD Married 45759 1 1 23-02-2013 13 42 1 18 3 0 4 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -10779 1983 Graduation Single 22148 0 0 13-04-2014 16 15 5 14 0 4 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -5896 1987 Master Married 73395 0 0 18-03-2014 94 272 7 80 20 7 11 1 4 4 6 2 0 0 0 0 0 0 3 11 0 -2337 1971 Graduation Divorced 29819 1 0 24-10-2013 77 9 1 24 2 1 2 3 3 0 3 6 0 0 0 0 0 0 3 11 0 -10951 1968 Graduation Married 45688 0 1 25-01-2014 20 279 0 18 0 0 9 2 3 1 8 4 0 1 0 0 0 0 3 11 0 -544 1954 Graduation Married 62820 0 0 11-05-2013 51 398 61 265 138 61 53 1 3 4 6 1 0 0 0 0 0 0 3 11 0 -17 1971 PhD Married 60491 0 1 06-09-2013 81 637 47 237 12 19 76 4 6 11 7 5 0 0 0 0 0 0 3 11 0 -10680 1986 Graduation Together 33235 1 0 05-02-2014 71 45 0 16 2 1 6 1 3 0 3 7 0 0 0 0 0 0 3 11 0 -3265 1959 Graduation Married 35701 0 0 19-03-2013 36 21 1 9 7 3 5 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -5623 1980 Master Married 31535 1 0 26-09-2013 95 15 4 13 0 0 19 1 1 1 2 7 1 0 0 0 0 0 3 11 0 -5832 1960 2n Cycle Together 92556 0 0 20-04-2014 32 493 183 352 184 23 28 0 3 5 13 0 0 0 0 0 0 0 3 11 0 -5544 1970 Graduation Single 67384 0 1 10-11-2012 32 957 40 175 158 53 107 2 7 8 5 5 0 1 0 0 0 0 3 11 0 -6417 1971 Master Together 80573 0 0 14-10-2012 85 829 138 430 60 92 15 1 4 6 13 2 0 0 0 0 0 0 3 11 0 -5831 1967 Graduation Married 77870 0 1 22-08-2012 93 1017 50 500 65 50 133 3 5 5 5 8 0 1 0 1 0 0 3 11 1 -7101 1963 PhD Widow 52278 0 1 25-01-2013 24 953 0 71 0 0 174 6 10 5 10 8 0 0 0 0 0 0 3 11 0 -10176 1968 Graduation Single 57107 0 1 24-08-2012 44 159 0 120 0 0 137 7 4 4 8 8 0 1 0 0 1 0 3 11 1 -2326 1990 Graduation Married 18929 0 0 16-02-2013 15 32 0 8 23 4 18 1 1 0 4 6 0 0 0 0 0 0 3 11 0 -4385 1981 PhD Single 36038 1 0 31-05-2013 82 23 0 15 0 2 7 2 3 0 3 6 0 0 0 0 0 0 3 11 0 -2929 1976 Graduation Single 20180 0 0 20-02-2013 27 18 42 24 15 20 18 1 2 1 4 7 0 0 0 0 0 0 3 11 0 -10686 1965 PhD Together 34230 1 1 26-12-2012 72 15 0 4 0 0 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -2546 1977 2n Cycle Single 31878 0 1 22-06-2014 7 23 4 5 10 5 23 1 1 0 4 3 0 0 0 0 0 0 3 11 0 -3283 1972 2n Cycle Married 70932 0 1 19-01-2014 57 200 193 100 46 185 185 2 6 2 12 3 0 0 0 0 0 0 3 11 0 -3138 1956 Graduation Single 91249 0 0 20-10-2012 84 1324 27 119 71 108 27 0 7 9 6 4 0 1 1 1 1 0 3 11 1 -4994 1943 Master Single 77598 0 0 01-10-2013 53 1193 33 281 129 66 33 1 7 5 13 3 0 0 1 0 0 0 3 11 0 -7966 1959 Graduation Single 80982 1 1 08-01-2013 48 505 137 401 104 22 22 3 11 5 11 5 0 0 0 0 0 1 3 11 0 -3112 1977 Master Married 22701 1 0 05-09-2013 2 2 4 9 0 4 5 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -10872 1969 PhD Married 55212 0 1 23-11-2012 65 1103 0 45 0 0 34 3 4 2 11 8 0 1 0 0 1 0 3 11 0 -2181 1970 Graduation Married 70617 0 0 23-06-2013 45 353 61 753 40 46 27 1 3 3 7 2 0 0 0 0 0 0 3 11 0 -1867 1957 Graduation Single 64849 0 0 13-11-2012 42 652 48 350 94 84 108 1 9 3 6 5 0 0 0 0 0 0 3 11 1 -1518 1965 Master Married 62694 1 1 17-06-2013 29 379 6 157 25 91 91 5 9 3 7 7 0 0 0 0 0 0 3 11 0 -5734 1974 PhD Married 61917 1 1 20-11-2013 83 46 4 36 2 2 1 1 2 0 4 5 0 0 0 0 0 0 3 11 0 -2878 1947 PhD Married 67472 0 1 28-09-2013 93 162 31 127 8 17 69 2 4 2 7 3 0 0 0 0 0 0 3 11 0 -1458 1982 Master Married 21059 1 0 07-01-2014 40 8 3 19 3 3 8 3 3 0 3 6 0 0 0 0 0 0 3 11 0 -7007 1968 Master Married 29543 2 0 01-04-2014 47 17 3 18 3 4 18 2 3 1 2 7 0 0 0 0 0 0 3 11 0 -6200 1951 Graduation Married 75903 0 1 08-04-2013 50 340 108 185 130 38 100 2 6 6 9 3 0 0 0 0 0 0 3 11 0 -1403 1975 2n Cycle Together 34984 1 1 06-09-2012 40 8 4 15 3 5 3 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -4827 1956 PhD Single 54998 0 1 10-03-2013 3 154 22 202 39 30 8 5 4 2 9 4 0 0 0 0 0 0 3 11 1 -6250 1949 PhD Widow 54356 0 1 19-11-2012 62 710 15 30 20 0 0 3 11 2 8 8 0 0 0 0 0 0 3 11 1 -9291 1959 Master Married 34242 0 1 23-03-2014 25 8 2 4 0 0 1 1 0 0 3 5 0 0 0 0 0 0 3 11 0 -2478 1973 Graduation Married 25410 1 0 31-08-2013 48 2 2 4 13 13 4 1 1 0 4 4 0 0 0 0 0 0 3 11 0 -1139 1984 PhD Married 73356 0 0 06-02-2014 56 1050 14 322 0 14 112 1 5 11 5 2 1 0 1 1 0 0 3 11 1 -5138 1950 Graduation Together 28320 0 1 14-01-2013 68 19 1 14 3 2 4 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -5393 1977 Graduation Single 23763 1 0 07-08-2012 64 22 0 6 6 2 6 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -10413 1984 Graduation Married 72570 0 0 25-04-2014 67 274 83 216 151 141 224 1 4 6 12 1 0 0 0 0 0 0 3 11 0 -5015 1976 Master Married 34529 1 0 14-09-2012 94 68 6 38 3 6 41 2 2 2 3 7 0 0 0 0 0 0 3 11 0 -10868 1951 Graduation Widow 70792 0 0 06-02-2013 82 344 45 654 104 11 114 2 3 4 10 3 0 0 0 0 0 0 3 11 0 -10676 1982 Graduation Married 63211 0 0 02-11-2012 3 145 193 459 205 26 145 2 3 8 7 2 0 0 0 0 0 0 3 11 1 -2495 1974 Master Married 83891 0 1 20-06-2014 24 217 38 350 111 85 15 1 4 7 10 1 0 0 0 0 0 0 3 11 0 -7842 1968 Graduation Single 36065 1 1 31-03-2013 54 18 7 34 10 2 3 3 3 0 3 8 0 0 0 0 0 0 3 11 0 -9955 1954 Graduation Together 39898 0 1 12-02-2013 20 69 8 26 12 7 12 2 3 0 4 7 0 0 0 0 0 0 3 11 0 -6663 1940 PhD Single 51141 0 0 08-07-2013 96 144 0 7 0 0 6 1 3 1 4 5 0 0 0 0 0 0 3 11 0 -2162 1976 Graduation Married 56939 0 1 18-09-2013 19 256 34 103 90 29 49 2 3 3 10 3 0 0 0 0 0 0 3 11 0 -3434 1951 Graduation Single 80872 0 0 12-05-2014 60 483 72 567 94 12 108 1 4 4 10 1 0 0 0 0 0 0 3 11 0 -7919 1976 PhD Together 72335 0 0 13-08-2012 2 1285 105 653 28 21 0 1 10 4 8 8 0 0 0 0 0 0 3 11 1 -5626 1964 PhD Single 61798 0 0 23-11-2013 13 338 4 89 11 8 13 1 4 2 9 4 0 0 0 0 0 0 3 11 0 -6428 1950 PhD Widow 76842 0 0 03-05-2014 37 605 10 345 84 54 32 1 1 8 7 0 0 0 0 0 0 0 3 11 0 -8514 1976 Graduation Together 29478 1 0 17-01-2014 59 8 0 7 3 1 1 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -10448 1956 Graduation Single 46998 0 1 22-10-2012 55 172 41 86 45 6 27 5 5 3 5 7 1 0 0 0 0 0 3 11 0 -2109 1990 Graduation Single 96843 0 0 23-04-2013 60 448 71 951 40 17 17 1 6 11 10 2 0 0 1 0 0 0 3 11 1 -7530 1950 PhD Widow 56551 1 1 07-05-2014 48 67 4 32 17 2 16 3 2 1 4 4 0 0 0 0 0 0 3 11 0 -8925 1965 Master Married 70053 0 1 03-07-2013 38 512 53 98 81 179 89 3 8 5 10 5 0 0 0 0 0 0 3 11 0 -3009 1962 PhD Widow 71670 0 0 09-07-2013 8 1462 16 128 0 0 160 1 5 3 6 6 0 1 1 0 1 0 3 11 1 -6355 1978 Graduation Married 44359 1 1 17-06-2014 19 20 0 14 7 3 1 3 2 0 4 3 0 0 0 0 0 0 3 11 0 -3517 1952 Graduation Single 40887 1 1 06-05-2013 32 50 4 44 10 10 43 3 3 1 3 9 0 0 0 0 0 0 3 11 1 -1158 1966 Graduation Divorced 48877 0 1 05-01-2014 27 102 1 15 2 0 24 1 3 0 4 7 0 0 0 0 0 0 3 11 0 -6203 1947 Graduation Together 74485 0 0 24-08-2013 58 499 149 815 173 49 49 1 6 7 12 3 0 0 0 0 0 0 3 11 0 -7165 1972 Graduation Together 64474 0 1 22-10-2013 59 381 35 172 56 86 93 2 8 2 10 5 0 0 0 0 0 0 3 11 0 -3595 1963 Graduation Together 77226 0 1 28-02-2014 29 631 43 239 128 76 21 2 6 8 12 3 0 0 0 0 0 0 3 11 0 -8537 1949 Graduation Widow 72643 0 0 27-02-2013 60 526 80 553 123 94 53 1 3 10 7 2 0 0 0 1 0 0 3 11 1 -4331 1978 Master Together 85738 0 0 23-01-2014 41 913 26 376 17 26 13 1 3 6 11 1 0 1 1 0 0 0 3 11 0 -6281 1966 Graduation Divorced 55686 0 1 14-02-2013 27 673 0 199 37 47 26 2 6 3 5 4 1 0 0 0 0 0 3 11 0 -4338 1983 Graduation Single 39062 1 0 25-03-2014 28 23 0 9 0 0 12 1 1 0 3 4 1 0 0 0 0 0 3 11 0 -2452 1971 Graduation Together 34600 1 1 01-01-2013 8 199 33 60 8 3 15 5 5 2 5 8 0 0 0 0 0 0 3 11 1 -9507 1975 Graduation Married 40794 0 1 07-04-2013 18 261 23 73 4 23 50 2 6 3 5 7 0 0 0 0 0 0 3 11 0 -8360 1971 2n Cycle Married 54690 1 1 07-11-2013 76 111 16 37 7 9 18 3 3 1 5 3 0 0 0 0 0 0 3 11 0 -10311 1969 Graduation Married 4428 0 1 05-10-2013 0 16 4 12 2 4 321 0 25 0 0 1 0 0 0 0 0 0 3 11 0 -5117 1963 2n Cycle Married 32632 0 0 02-08-2012 32 63 151 137 153 19 53 2 4 4 8 5 0 0 0 0 0 0 3 11 0 -4867 1968 PhD Single 38236 1 1 20-09-2013 2 58 0 18 2 0 10 4 3 0 4 7 0 0 0 0 0 0 3 11 0 -9289 1979 Graduation Married 36781 1 0 10-04-2014 16 29 1 17 0 3 13 1 2 1 2 8 0 0 0 0 0 0 3 11 1 -10913 1984 Master Single 31385 1 0 05-12-2012 56 3 2 12 0 1 9 1 1 0 2 8 1 0 0 0 0 0 3 11 1 -3032 1984 Graduation Married 24570 1 0 27-02-2013 97 28 34 62 11 14 44 3 4 0 4 9 0 0 0 0 0 0 3 11 0 -8524 1974 PhD Divorced 25509 1 0 18-09-2012 15 40 3 30 10 7 11 3 3 0 3 9 0 0 0 0 0 0 3 11 1 -3334 1951 Graduation Married 94642 0 0 12-02-2014 35 879 143 797 106 143 143 0 5 7 9 1 0 0 1 1 0 0 3 11 0 -4470 1962 Master Married 58646 0 1 10-06-2013 3 62 1 44 6 5 22 1 2 1 4 4 0 0 0 0 0 0 3 11 0 -1406 1975 Graduation Single 53201 1 1 12-02-2013 49 280 7 81 20 0 27 8 6 3 5 7 0 0 0 0 0 0 3 11 0 -8619 1957 Graduation Together 21994 0 1 24-12-2012 4 9 0 6 3 1 3 1 0 0 3 5 0 0 0 0 0 0 3 11 0 -10821 1978 Graduation Married 57113 1 1 06-02-2013 45 182 4 33 0 2 42 6 4 1 5 7 0 0 0 0 0 0 3 11 0 -4552 1991 Graduation Married 51373 0 0 22-06-2013 37 83 2 101 64 26 117 1 3 5 3 4 0 0 0 0 0 0 3 11 0 -898 1986 Graduation Married 23477 1 0 21-10-2013 39 38 15 54 3 8 29 3 3 0 4 8 0 0 0 0 0 0 3 11 0 -9797 1956 Graduation Married 58116 0 1 13-04-2014 38 228 19 130 4 11 51 2 3 3 8 2 0 0 0 0 0 0 3 11 0 -10949 1963 PhD Divorced 72968 0 0 16-12-2013 8 1092 37 592 145 37 55 1 5 5 8 3 0 0 0 1 0 0 3 11 1 -8212 1971 Master Married 39791 0 1 28-03-2013 89 85 15 27 13 13 21 2 3 1 4 7 0 0 0 0 0 0 3 11 0 -6248 1947 Master Single 91712 0 0 17-10-2013 47 1276 24 746 94 29 48 0 9 7 11 3 0 0 1 0 0 0 3 11 1 -10164 1958 Graduation Single 94472 0 1 03-04-2014 75 1017 33 417 108 100 16 1 5 5 5 5 0 1 1 0 0 0 3 11 0 -4547 1960 Graduation Together 13672 1 1 17-04-2013 86 6 2 9 2 1 5 2 1 0 3 8 0 0 0 0 0 0 3 11 0 -6815 1980 2n Cycle Married 96547 0 0 23-05-2014 4 448 21 125 52 101 62 0 7 6 8 2 1 0 1 1 0 0 3 11 1 -4122 1975 Graduation Married 79205 0 0 29-08-2012 73 504 23 117 179 28 44 1 6 5 4 4 0 0 0 1 0 0 3 11 1 -10841 1975 PhD Together 56559 0 1 25-12-2012 46 226 22 133 41 31 31 3 4 3 8 4 0 0 0 0 0 0 3 11 0 -5370 1973 PhD Married 32644 1 0 16-01-2013 38 239 3 141 0 7 23 4 7 1 6 8 1 0 0 0 0 0 3 11 0 -176 1980 2n Cycle Single 67506 0 1 02-01-2014 73 90 38 67 33 36 67 1 4 1 6 3 0 0 0 0 0 0 3 11 0 -4860 1970 Graduation Single 24206 1 0 08-03-2013 66 7 2 8 3 2 3 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -10757 1967 PhD Divorced 28420 1 0 24-12-2013 36 4 2 5 2 0 0 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -4023 1970 Graduation Married 22979 1 0 06-09-2012 29 16 17 19 20 21 22 3 3 2 2 8 0 0 0 0 0 0 3 11 1 -6679 1966 Graduation Single 33279 0 0 12-06-2014 29 10 3 3 0 0 0 1 0 0 3 3 0 0 0 0 0 0 3 11 0 -9923 1972 Master Single 46423 1 1 18-09-2013 6 68 0 16 0 0 8 3 2 0 4 7 0 0 0 0 0 0 3 11 0 -7181 1977 Graduation Married 30368 0 1 07-11-2013 97 35 0 13 2 0 2 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -3599 1970 Graduation Married 63684 0 1 26-11-2012 61 575 80 428 208 93 80 3 8 4 8 5 0 0 0 0 0 0 3 11 0 -405 1964 Graduation Divorced 41638 0 1 13-02-2013 68 315 0 31 4 0 91 4 5 5 3 8 1 0 0 0 0 0 3 11 0 -6870 1959 PhD Divorced 68805 0 1 17-09-2013 73 182 2 49 17 13 20 1 3 1 7 2 0 0 0 0 0 0 3 11 0 -832 1966 PhD Together 65814 0 1 02-03-2014 90 561 14 113 10 14 35 3 8 2 10 5 0 0 0 0 0 0 3 11 0 -2002 1958 Graduation Divorced 71964 0 0 20-05-2013 81 587 51 932 180 34 86 1 5 6 5 3 0 0 0 0 0 0 3 11 0 -3657 1986 Graduation Single 39146 1 0 14-02-2013 1 94 1 33 13 12 12 3 4 0 4 8 0 0 0 0 0 0 3 11 0 -500 1977 Graduation Together 96876 0 0 06-08-2013 79 908 43 735 40 194 21 1 7 7 9 2 0 1 1 1 0 0 3 11 1 -1951 1981 Basic Married 34445 0 0 27-01-2013 92 228 122 122 208 129 30 6 11 2 8 9 0 0 0 0 0 0 3 11 0 -3262 1958 Graduation Single 68281 0 0 07-08-2012 31 995 112 417 42 48 41 1 2 9 13 5 0 0 0 0 0 0 3 11 1 -4102 1975 2n Cycle Married 37284 1 1 29-03-2013 46 11 1 2 2 1 6 1 0 0 3 6 0 0 0 0 0 0 3 11 0 -7042 1983 Graduation Married 36790 0 0 01-03-2013 14 3 3 14 15 21 10 1 2 1 2 9 0 0 0 0 0 0 3 11 1 -10598 1967 Graduation Together 27943 1 1 15-04-2013 89 12 1 16 4 1 3 3 2 0 3 8 0 0 0 0 0 0 3 11 0 -255 1951 Graduation Divorced 22263 1 1 30-03-2014 31 17 0 2 0 0 2 2 1 0 3 6 0 0 0 0 0 1 3 11 0 -2375 1972 Graduation Together 30261 1 2 25-09-2012 75 8 0 5 0 3 6 1 0 0 3 8 0 0 0 0 0 0 3 11 0 -9829 1978 Graduation Together 28587 1 0 12-02-2014 42 22 4 17 12 10 13 3 2 0 4 6 0 0 0 0 0 0 3 11 0 -6214 1982 Master Married 43815 1 0 05-04-2013 53 14 10 29 4 7 15 1 2 0 3 6 0 0 0 0 0 0 3 11 0 -4954 1956 Graduation Married 48195 1 1 21-01-2014 53 106 27 68 52 7 5 6 4 2 5 6 0 0 0 0 0 0 3 11 0 -7861 1952 Master Married 77027 0 1 05-02-2014 23 820 57 242 45 0 11 2 8 3 6 4 0 0 0 0 0 0 3 11 0 -4837 1965 PhD Married 71322 0 1 16-02-2013 57 753 43 226 69 10 204 2 8 5 13 4 0 0 0 0 0 0 3 11 0 -9423 1979 Master Married 32765 1 0 23-02-2014 49 13 3 17 7 3 3 2 2 0 4 5 0 0 0 0 0 0 3 11 0 -4198 1965 Graduation Together 29672 1 1 12-03-2013 6 9 1 3 0 4 8 1 0 0 3 6 0 0 0 0 0 0 3 11 0 -153 1953 Graduation Divorced 23272 0 0 17-10-2013 29 19 3 6 4 2 12 1 1 0 3 4 0 0 0 0 0 0 3 11 0 -9323 1949 Master Together 49912 0 1 07-09-2012 5 520 8 223 32 49 42 4 10 5 7 8 1 0 0 0 0 0 3 11 1 -10001 1985 2n Cycle Together 7500 1 0 01-08-2012 98 5 17 17 13 14 34 4 2 1 3 9 0 0 0 0 0 0 3 11 0 -3945 1947 PhD Widow 68117 0 1 10-03-2013 80 618 44 215 0 17 36 2 11 8 4 6 1 0 0 0 0 0 3 11 1 -3799 1955 Graduation Married 67225 0 1 26-11-2013 4 315 35 322 46 7 143 3 7 2 11 5 0 0 0 0 0 0 3 11 0 -8625 1976 Graduation Married 17649 1 0 12-11-2013 70 15 1 23 0 5 1 3 3 0 3 8 0 0 0 0 0 0 3 11 0 -3491 1975 Graduation Together 55914 0 1 29-04-2013 32 384 60 364 119 101 232 4 11 6 8 7 0 0 0 0 0 0 3 11 0 -983 1984 Graduation Married 40059 1 0 28-09-2013 82 110 29 92 28 10 145 1 6 2 3 8 1 0 0 0 0 0 3 11 0 -9119 1950 Graduation Together 60905 0 1 05-12-2013 27 208 17 76 36 17 38 2 3 3 7 2 0 0 0 0 0 0 3 11 0 -4786 1977 Graduation Married 75330 1 1 04-10-2012 94 555 82 257 93 61 61 4 10 3 12 6 0 0 0 0 0 0 3 11 0 -5872 1951 Graduation Single 60689 0 1 01-06-2013 23 240 90 216 63 6 24 4 4 4 10 3 0 0 0 0 0 0 3 11 0 -6568 1984 Graduation Married 38680 1 0 28-03-2013 97 11 0 36 15 5 12 1 2 0 3 7 0 0 0 0 0 0 3 11 0 -5628 1982 Graduation Together 61416 0 0 08-02-2013 25 848 154 323 201 61 78 1 10 3 10 6 1 0 0 0 0 0 3 11 0 -5631 1991 Graduation Single 49767 0 0 02-05-2013 92 202 47 197 55 42 149 1 5 4 8 4 0 0 0 0 0 0 3 11 0 -4974 1970 Graduation Single 83273 1 2 25-09-2012 98 433 89 650 16 102 102 10 4 6 9 7 0 0 0 0 0 0 3 11 0 -8416 1981 Graduation Married 29009 1 0 29-11-2013 19 6 6 15 10 5 2 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -5454 1979 Master Married 45057 1 0 01-12-2013 80 37 0 7 3 0 3 1 2 0 3 5 0 0 0 0 0 0 3 11 0 -4095 1971 Graduation Married 37150 1 0 11-09-2012 80 167 37 64 49 34 116 8 4 3 6 7 0 0 0 0 0 0 3 11 0 -5474 1970 Graduation Single 43020 1 0 30-11-2013 79 45 7 99 4 25 43 3 4 1 4 6 0 0 0 0 0 0 3 11 0 -4268 1959 Graduation Married 53154 0 1 09-06-2014 50 129 0 21 0 1 7 1 3 1 4 4 0 0 0 0 0 0 3 11 0 -10701 1973 Graduation Married 65308 0 0 11-09-2013 60 713 0 264 120 80 34 1 7 8 12 4 0 0 1 1 0 0 3 11 0 -3507 1970 Graduation Single 76467 1 0 17-08-2012 44 676 161 426 210 44 58 2 2 5 5 6 0 0 0 0 0 0 3 11 1 -2079 1947 2n Cycle Married 81044 0 0 27-12-2013 0 450 26 535 73 98 26 1 5 6 10 1 0 0 0 0 0 0 3 11 0 -626 1951 Graduation Married 32871 1 1 09-03-2013 28 22 2 12 0 2 5 1 1 0 3 4 0 0 0 0 0 0 3 11 0 -4426 1975 Graduation Single 55801 1 1 22-09-2013 35 367 4 51 6 4 95 6 7 2 6 7 0 0 0 1 0 0 3 11 0 -2591 1959 Graduation Widow 76320 0 1 22-06-2014 49 526 35 214 69 53 35 2 6 3 4 2 0 0 0 0 0 0 3 11 0 -10509 1955 Master Single 36927 1 1 02-06-2014 46 51 0 16 0 0 4 2 3 0 3 8 0 0 0 0 0 0 3 11 0 -6382 1953 Graduation Together 48794 1 1 26-06-2014 97 25 0 11 3 0 15 1 1 0 3 4 0 0 0 0 0 0 3 11 0 -6673 1965 Graduation Single 23478 0 0 19-03-2013 51 28 6 27 12 17 39 1 3 0 3 8 0 0 0 0 0 0 3 11 0 -7441 1973 Graduation Divorced 71128 1 0 06-10-2012 80 958 159 447 20 0 31 3 2 10 12 7 0 0 0 0 0 0 3 11 0 -1071 1976 PhD Divorced 70179 0 1 21-07-2013 10 532 88 168 69 44 133 3 7 3 13 5 0 0 0 0 0 0 3 11 0 -10061 1950 Graduation Married 59462 0 1 05-01-2013 29 724 17 143 0 8 196 2 9 2 12 7 0 0 0 0 0 0 3 11 0 -7187 1969 Master Together 1 1 18-05-2013 52 375 42 48 94 66 96 7 4 10 4 3 0 0 0 0 0 0 3 11 0 -8775 1969 Graduation Together 38361 1 0 27-12-2013 74 39 0 56 20 8 14 3 3 1 3 7 0 0 0 0 0 0 3 11 0 -1612 1981 PhD Single 1 0 31-05-2013 82 23 0 15 0 2 7 2 3 0 3 6 0 0 0 0 0 0 3 11 0 -2345 1982 PhD Together 70038 0 0 25-10-2013 54 587 54 348 71 54 130 1 4 4 8 2 0 0 0 0 0 0 3 11 0 -322 1978 Graduation Together 42554 1 1 12-01-2013 93 29 1 11 0 0 0 2 2 0 3 4 0 0 0 0 0 0 3 11 0 -10897 1974 Graduation Married 67445 0 1 12-08-2012 63 757 80 217 29 80 11 5 9 6 12 6 0 0 0 0 0 0 3 11 0 -123 1951 Graduation Widow 67046 0 1 06-01-2013 92 544 35 133 23 151 107 2 4 5 4 2 0 0 0 0 0 0 3 11 0 -6103 1948 Graduation Married 42192 0 0 06-09-2013 40 40 15 15 17 6 7 1 2 1 3 4 0 0 0 0 0 0 3 11 0 -7899 1952 PhD Married 77610 0 1 29-10-2012 70 1245 33 332 21 33 16 2 4 7 4 7 0 0 0 0 0 0 3 11 0 -10500 1984 Graduation Married 31761 1 0 05-04-2014 96 19 1 20 16 14 28 2 3 0 4 5 0 0 0 0 0 0 3 11 0 -1655 1979 Graduation Together 34350 1 0 19-10-2013 81 16 3 15 2 1 11 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -2406 1949 Graduation Together 54591 0 1 05-08-2013 63 376 4 94 12 9 24 3 6 2 8 5 0 0 0 0 0 0 3 11 0 -2712 1956 Graduation Married 71866 0 1 25-12-2013 85 184 178 178 103 39 33 1 6 3 10 3 0 0 0 0 0 0 3 11 0 -5517 1969 Graduation Married 25293 1 0 15-09-2013 51 15 0 11 0 2 9 1 1 1 2 8 0 0 0 0 0 0 3 11 0 -10643 1987 PhD Single 42000 0 0 10-01-2013 23 124 83 267 85 59 35 2 5 2 11 5 0 0 0 0 0 0 3 11 1 -2254 1983 Graduation Married 69520 0 0 07-07-2013 95 627 120 414 121 80 93 1 9 6 5 5 0 0 0 0 0 0 3 11 0 -10281 1970 Graduation Divorced 64713 1 0 07-02-2014 11 180 60 241 13 54 54 2 5 5 7 4 0 0 0 0 0 0 3 11 1 -6958 1977 Master Married 27889 1 0 05-07-2013 42 14 0 4 0 0 8 1 1 1 2 6 0 0 0 0 0 0 3 11 0 -954 1960 Basic Widow 22123 0 0 27-03-2014 77 3 3 24 34 7 31 1 2 1 3 5 0 0 0 0 0 0 3 11 0 -5079 1971 Graduation Married 1 1 03-03-2013 82 71 1 16 0 0 9 4 2 1 3 8 0 0 0 0 0 0 3 11 0 -10339 1954 Master Together 0 1 23-06-2013 83 161 0 22 0 0 24 2 4 1 4 6 0 0 0 0 0 0 3 11 0 -4643 1973 Graduation Married 27803 1 0 26-08-2012 40 8 26 46 38 9 49 2 3 0 4 8 0 0 0 0 0 0 3 11 0 -3117 1955 Graduation Single 0 1 18-10-2013 95 264 0 21 12 6 147 3 6 1 5 7 0 0 0 0 0 0 3 11 0 -6497 1960 Graduation Married 51651 0 1 07-11-2012 32 293 6 23 13 6 92 4 6 2 5 8 0 0 0 0 0 0 3 11 0 -5396 1988 Graduation Married 68487 0 0 13-01-2013 48 758 12 385 33 89 89 1 9 7 13 4 0 0 0 0 0 0 3 11 0 -5250 1943 Master Widow 0 0 30-10-2013 75 532 126 490 164 126 126 1 5 5 11 1 0 0 1 0 0 0 3 11 1 -1052 1969 Graduation Married 56796 0 1 16-02-2013 24 656 38 161 62 47 37 3 8 9 7 7 0 0 0 0 0 0 3 11 0 -2802 1992 2n Cycle Married 87000 0 0 15-12-2012 61 196 25 607 67 17 49 1 4 6 7 2 0 0 0 0 0 0 3 11 0 -6343 1959 Graduation Married 79823 0 1 31-03-2014 6 835 73 380 114 73 43 1 6 9 7 2 0 1 0 0 0 0 3 11 0 -6507 1980 Graduation Single 30828 1 0 04-10-2013 16 16 11 15 2 0 12 2 1 1 4 3 0 0 0 0 0 0 3 11 0 -7901 1971 Master Married 34109 0 1 06-11-2013 39 9 1 5 2 1 4 1 0 0 3 4 0 0 0 0 0 0 3 11 0 -4865 1974 Master Divorced 53367 1 1 31-08-2013 2 229 7 140 10 3 11 7 5 1 8 7 0 0 0 0 0 0 3 11 1 -2686 1969 Basic Together 22390 0 0 21-10-2013 49 0 1 4 15 1 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -3107 1976 Graduation Together 71322 0 1 02-05-2014 31 121 24 124 24 15 42 1 4 1 7 2 0 0 0 0 0 0 3 11 0 -7734 1993 Graduation Absurd 79244 0 0 19-12-2012 58 471 102 125 212 61 245 1 4 10 7 1 0 0 1 1 0 0 3 11 1 -1146 1949 Master Together 49912 0 1 07-09-2012 5 520 8 223 32 49 42 4 10 5 7 8 1 0 0 0 0 0 3 11 1 -11031 1950 PhD Married 48699 1 1 21-05-2013 90 26 1 10 2 0 1 1 1 0 3 5 0 0 0 0 0 0 3 11 0 -7428 1975 Graduation Together 80144 0 0 30-09-2013 47 240 132 445 250 192 108 1 3 7 8 1 0 0 0 0 0 0 3 11 0 -975 1956 Graduation Single 54252 1 1 28-05-2013 25 178 4 26 8 4 44 5 4 1 5 6 0 0 0 0 0 0 3 11 0 -1103 1976 Master Married 81929 1 0 29-09-2012 60 1486 55 278 49 0 185 2 4 4 10 6 1 0 1 0 0 0 3 11 1 -3422 1975 Graduation Married 76068 0 1 29-11-2012 67 1115 12 128 33 12 76 1 2 3 4 6 0 1 0 0 1 0 3 11 0 -1055 1976 Master Married 53204 1 1 20-03-2014 40 29 0 8 2 0 6 1 1 0 3 4 0 0 0 0 0 0 3 11 0 -6544 1949 PhD Together 67911 0 1 22-05-2014 63 529 0 356 63 28 0 3 6 7 11 3 0 0 0 0 0 0 3 11 0 -1241 1984 2n Cycle Married 14796 1 0 17-09-2012 1 13 3 8 7 4 16 2 1 0 3 9 0 0 0 0 0 0 3 11 1 -2909 1974 PhD Married 78128 0 1 19-02-2014 89 934 24 230 16 24 36 2 8 4 6 3 0 1 1 0 0 0 3 11 0 -5802 1972 Basic Married 14188 0 0 28-02-2013 40 2 7 11 16 12 27 1 2 0 4 6 0 0 0 0 0 0 3 11 0 -1407 1986 Basic Married 20425 1 0 29-10-2012 5 4 12 5 3 16 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -6183 1962 Master Married 58646 0 1 10-06-2013 3 62 1 44 6 5 22 1 2 1 4 4 0 0 0 0 0 0 3 11 0 -340 1970 Graduation Divorced 72967 0 1 15-12-2012 1 158 35 179 0 0 125 2 7 2 8 5 1 0 0 0 0 0 3 11 1 -5991 1949 Master Married 48150 0 1 08-06-2013 24 173 2 39 3 2 47 3 5 1 4 7 0 0 0 0 0 0 3 11 0 -3104 1961 Graduation Single 82332 0 0 17-09-2012 89 830 59 968 51 79 19 1 5 3 12 2 0 0 1 0 0 0 3 11 1 -9729 1955 Graduation Widow 58275 1 1 02-06-2013 48 189 10 253 56 43 64 6 8 2 7 7 0 0 0 0 0 0 3 11 0 -1008 1981 PhD Together 44953 0 0 21-12-2012 31 728 17 133 11 8 124 1 7 3 13 6 1 0 0 0 0 0 3 11 0 -11091 1953 Graduation Together 34587 1 1 16-05-2014 68 7 2 9 2 0 2 2 1 0 3 4 0 0 0 0 0 0 3 11 0 -3969 1974 Master Together 43018 0 1 01-11-2013 46 35 4 17 7 6 64 1 2 2 2 5 0 0 0 0 0 0 3 11 0 -1916 1954 Master Married 45736 0 1 24-07-2013 92 188 3 180 20 3 43 5 7 1 6 7 0 0 0 0 0 0 3 11 0 -9907 1969 Master Together 66476 0 1 04-12-2013 80 742 28 152 25 9 57 2 6 8 10 4 0 0 0 0 0 0 3 11 0 -87 1981 2n Cycle Married 27733 1 0 26-08-2013 16 0 7 5 26 2 17 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -8659 1952 PhD Together 69805 0 1 21-01-2014 50 750 71 174 13 10 20 2 6 8 11 2 0 0 0 0 0 0 3 11 0 -6262 1962 Master Single 72217 0 0 10-04-2013 93 816 42 450 55 56 154 1 3 10 8 2 0 0 0 0 0 0 3 11 0 -6147 1971 Graduation Divorced 25818 1 0 18-10-2012 51 5 2 8 2 2 9 1 0 1 2 7 0 0 0 0 0 0 3 11 0 -8832 1976 Master Together 37509 1 0 12-09-2012 24 37 5 56 12 8 5 2 3 0 4 7 0 0 0 0 0 0 3 11 0 -10067 1976 2n Cycle Together 25176 1 1 10-08-2013 79 4 0 4 0 0 5 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -7532 1980 Graduation Married 43586 0 1 30-08-2012 26 99 2 11 4 0 16 3 3 0 4 8 0 0 0 0 0 0 3 11 0 -4915 1956 2n Cycle Married 53230 0 1 03-08-2012 86 176 72 98 136 21 229 4 5 2 12 5 0 0 0 0 0 0 3 11 0 -2115 1957 Graduation Together 50116 1 1 20-06-2014 68 54 0 10 0 0 2 2 1 0 4 5 0 1 0 0 0 0 3 11 0 -2088 1972 Graduation Together 84906 0 0 04-10-2013 98 997 15 414 99 30 76 1 5 6 12 2 0 1 1 0 1 0 3 11 0 -2493 1966 Graduation Married 61286 0 1 02-08-2013 34 356 0 107 19 9 117 2 7 1 8 5 0 0 0 0 0 0 3 11 0 -6292 1986 PhD Married 82333 0 0 30-03-2013 60 1311 0 359 46 89 17 1 4 3 10 2 0 0 1 0 0 0 3 11 1 -1631 1965 PhD Together 65220 0 0 03-09-2012 3 890 63 292 0 25 12 4 8 4 7 6 0 0 0 0 0 0 3 11 1 -10104 1974 Graduation Together 33590 2 1 03-11-2013 65 4 0 2 0 0 2 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -3006 1976 Graduation Divorced 30992 1 0 22-04-2013 83 17 0 14 7 3 2 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -3919 1976 Master Single 72309 0 0 11-03-2013 64 960 0 883 50 38 0 1 5 6 8 3 0 0 0 1 0 0 3 11 1 -11181 1949 PhD Married 156924 0 0 29-08-2013 85 2 1 2 1 1 1 0 0 0 0 0 0 0 0 0 0 0 3 11 0 -642 1980 Basic Married 16005 1 0 14-08-2012 69 1 3 2 20 30 47 3 2 1 2 8 0 0 0 0 0 0 3 11 0 -4369 1957 Master Absurd 65487 0 0 10-01-2014 48 240 67 500 199 0 163 3 3 5 6 2 0 0 0 0 0 0 3 11 0 -10127 1965 Graduation Married 58692 0 1 06-04-2014 21 301 11 61 4 7 11 1 8 2 4 7 0 0 0 0 0 0 3 11 0 -271 1969 Graduation Widow 40590 1 1 02-10-2013 30 154 0 50 6 11 37 5 3 4 3 6 1 0 0 0 0 0 3 11 0 -4973 1970 Graduation Single 20587 1 0 11-05-2014 39 2 3 6 4 1 9 1 1 1 2 7 0 0 0 0 0 0 3 11 0 -2948 1954 Master Divorced 62637 0 1 01-03-2014 76 104 12 48 4 12 5 1 2 2 5 2 0 0 0 0 0 0 3 11 0 -2715 1966 Master Divorced 29435 1 1 06-08-2012 11 70 3 37 4 2 64 4 3 2 2 9 0 0 0 0 0 0 3 11 1 -10432 1974 Graduation Divorced 19346 1 0 30-01-2014 26 2 0 9 3 6 2 1 1 0 3 8 0 0 0 0 0 0 3 11 0 -9216 1971 Graduation Married 35788 1 1 23-01-2014 34 23 2 11 3 1 4 2 2 0 3 6 0 0 0 0 0 0 3 11 0 -7124 1968 Graduation Divorced 36997 1 1 01-02-2013 72 43 4 12 8 0 27 5 2 1 4 5 0 0 0 0 0 0 3 11 0 -9727 1957 Graduation Married 23539 0 0 28-02-2014 13 4 24 11 16 1 25 1 2 0 4 6 0 0 0 0 0 0 3 11 0 -5136 1973 Graduation Single 65333 0 1 17-01-2014 58 654 7 92 0 15 30 7 9 4 8 6 0 1 1 0 0 0 3 11 0 -9790 1957 Graduation Single 78499 0 0 23-11-2013 12 912 72 170 47 36 97 1 11 3 4 4 0 0 1 0 0 0 3 11 1 -1818 1971 PhD Together 29732 1 0 25-03-2014 23 25 0 8 0 1 4 1 2 0 2 9 0 0 0 0 0 0 3 11 0 -1100 1960 Master Together 41275 1 2 24-03-2014 33 24 4 22 0 2 9 4 3 1 3 5 0 0 0 0 0 0 3 11 0 -7873 1973 PhD Together 63516 1 1 06-07-2013 30 141 11 114 15 14 5 4 4 1 7 5 0 0 0 0 0 0 3 11 0 -10609 1962 PhD Married 42769 0 1 12-10-2013 15 71 0 13 3 1 0 2 1 1 4 4 0 0 0 0 0 0 3 11 0 -6950 1958 Master Married 49572 1 1 15-12-2013 25 35 1 16 0 1 1 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -7233 1972 Graduation Married 69209 0 0 17-09-2012 4 496 32 849 229 48 128 2 5 3 6 4 0 0 0 1 0 0 3 11 0 -9481 1976 Graduation Married 17148 1 0 28-01-2014 80 9 9 11 13 10 16 4 3 1 3 8 0 0 0 0 0 0 3 11 0 -7699 1969 Graduation Widow 40590 1 1 02-10-2013 30 154 0 50 6 11 37 5 3 4 3 6 1 0 0 0 0 0 3 11 0 -2711 1976 Master Together 30560 1 0 27-06-2013 6 9 1 5 4 5 7 1 1 0 3 7 0 0 0 0 0 0 3 11 0 -8933 1983 2n Cycle Married 32146 1 0 12-05-2014 16 26 3 23 4 7 3 2 2 0 4 6 0 0 0 0 0 0 3 11 0 -8726 1964 2n Cycle Divorced 41713 1 1 29-04-2014 57 77 8 44 10 10 25 5 3 1 4 6 0 0 0 0 0 0 3 11 0 -1515 1975 Master Together 34176 0 1 22-01-2014 9 11 2 7 4 2 2 1 1 0 3 3 0 0 0 0 0 0 3 11 0 -5186 1955 PhD Married 58482 0 1 12-03-2014 59 576 7 115 19 7 7 2 7 4 9 6 0 1 0 0 0 0 3 11 0 -10157 1965 Graduation Single 59686 0 1 25-01-2014 78 89 15 89 34 42 5 1 4 1 6 4 0 0 0 0 0 0 3 11 0 -5667 1964 PhD Married 60896 0 1 11-10-2012 90 1013 30 399 60 46 153 3 9 10 4 6 0 0 0 0 0 0 3 11 1 -902 1980 Graduation Together 62994 1 0 04-03-2014 74 224 12 48 4 12 12 1 6 2 4 6 0 0 0 0 0 0 3 11 0 -977 1957 Graduation Together 47320 0 1 01-08-2013 10 200 19 111 50 15 19 6 5 1 8 6 0 0 0 0 0 0 3 11 0 -7313 1949 2n Cycle Widow 74859 0 0 03-06-2013 63 570 73 614 133 102 73 1 6 5 11 3 0 0 0 1 0 0 3 11 0 -7600 1992 Basic Single 15253 1 0 28-10-2013 13 1 3 3 8 1 13 2 1 0 3 7 0 0 0 0 0 0 3 11 0 -9706 1974 PhD Single 31560 1 0 24-06-2013 98 62 1 20 4 0 7 2 2 1 3 8 0 0 0 0 0 0 3 11 0 -2429 1954 Graduation Divorced 72071 0 1 14-02-2013 4 531 69 300 150 138 150 3 5 4 8 2 0 0 0 0 0 0 3 11 0 -3520 1990 Master Single 91172 0 0 27-03-2013 94 162 28 818 0 28 56 0 4 3 7 3 1 0 1 1 1 0 3 11 1 -10394 1984 Graduation Married 90000 0 0 23-12-2013 91 675 144 133 94 192 241 1 4 8 5 1 1 0 1 1 0 0 3 11 0 -4548 1981 Graduation Single 41967 1 1 23-11-2013 66 23 4 10 0 2 15 1 1 0 3 4 0 0 0 0 0 0 3 11 0 -9362 1965 Graduation Single 69263 0 1 05-03-2014 14 492 5 32 13 5 21 1 9 1 7 6 0 1 0 0 0 0 3 11 0 -3968 1970 2n Cycle Divorced 65706 0 0 28-06-2013 77 918 10 129 13 0 129 1 11 3 12 7 0 1 1 0 1 0 3 11 1 -4084 1975 Graduation Together 60934 0 1 17-01-2014 41 224 155 155 192 93 54 2 6 4 11 4 0 0 0 0 0 0 3 11 0 -6721 1951 Graduation Married 71965 0 1 29-07-2013 21 572 19 286 50 38 248 3 6 3 5 3 0 0 0 0 0 0 3 11 0 -2829 1955 Graduation Married 65210 0 1 10-03-2014 25 626 0 70 0 7 28 2 9 3 8 6 0 1 0 1 0 0 3 11 0 -1772 1975 PhD Married 79174 0 0 11-01-2013 2 1074 37 518 193 92 129 1 5 6 7 2 0 0 1 1 0 0 3 11 1 -1544 1967 Master Divorced 81380 0 0 22-12-2012 51 741 68 689 224 68 103 1 4 2 10 2 0 0 0 0 0 0 3 11 0 -492 1973 PhD YOLO 48432 0 1 18-10-2012 3 322 3 50 4 3 42 5 7 1 6 8 0 0 0 0 0 0 3 11 0 -4377 1971 Graduation Married 52914 0 1 07-01-2013 32 254 10 44 30 10 227 2 7 3 3 7 1 0 0 0 0 0 3 11 0 -4541 1955 Graduation Together 38946 0 1 24-10-2013 84 116 6 82 6 6 41 2 3 1 6 5 0 0 0 0 0 0 3 11 0 -1321 1974 Graduation Married 26067 1 0 04-11-2013 49 22 2 18 0 2 12 3 3 0 3 8 0 0 0 0 0 0 3 11 0 -8858 1972 PhD Married 44325 0 1 07-03-2013 69 516 0 21 0 0 5 4 8 2 7 8 0 1 0 0 0 0 3 11 0 -3266 1964 Graduation Married 42523 0 0 23-04-2014 96 14 36 11 3 26 35 1 1 1 4 2 0 0 0 0 0 0 3 11 0 -11187 1978 Basic Single 26487 1 0 20-05-2013 23 2 8 10 12 14 23 3 2 1 3 5 0 0 0 0 0 0 3 11 0 -8207 1957 2n Cycle Married 53233 0 1 18-03-2014 18 28 0 9 3 0 0 1 1 0 3 4 0 0 0 0 0 0 3 11 0 -9723 1960 Graduation Married 67716 0 1 10-01-2013 8 530 142 217 62 9 56 4 7 4 13 5 0 1 0 0 0 0 3 11 0 -2666 1972 Master Married 76234 0 1 06-02-2014 21 519 50 167 130 0 41 1 8 3 11 3 0 1 0 0 0 0 3 11 0 -5721 1956 PhD Married 84117 0 0 11-05-2014 60 611 76 749 59 45 26 1 7 10 6 2 0 0 1 0 0 0 3 11 0 -10652 1957 Master Together 65487 0 0 10-01-2014 48 240 67 500 199 0 163 3 3 5 6 2 0 0 0 0 0 0 3 11 0 -1646 1972 Basic Married 25224 1 0 16-03-2014 36 4 9 12 11 2 8 2 1 1 3 3 0 0 0 0 0 0 3 11 0 -4418 1983 Master Single 89616 0 0 25-02-2013 36 671 47 655 145 111 15 1 7 5 12 2 0 0 0 0 0 0 3 11 1 -2656 1971 Graduation Divorced 40851 1 1 21-02-2013 63 23 1 7 0 4 24 1 1 1 2 7 0 0 0 0 0 0 3 11 0 -7990 1947 Graduation Married 27469 0 0 02-08-2012 2 9 1 2 3 2 0 1 0 0 3 6 0 0 0 0 0 0 3 11 0 -8722 1957 2n Cycle Married 82347 0 0 06-11-2012 38 556 54 845 202 133 63 1 7 7 10 3 1 0 0 1 0 0 3 11 1 -7118 1957 Graduation Married 73803 0 1 01-08-2012 61 833 80 363 52 26 174 2 9 5 6 6 1 0 0 0 0 0 3 11 1 -2980 1952 Master Single 8820 1 1 22-03-2013 52 12 0 13 4 2 4 4 3 0 3 8 0 0 0 0 0 0 3 11 0 -1839 1974 Graduation Single 43322 0 0 21-04-2014 25 56 7 48 10 2 18 1 3 0 4 7 0 0 0 0 0 0 3 11 0 -10722 1973 Graduation Together 55593 0 1 21-08-2013 63 293 8 124 11 4 106 2 6 6 3 6 1 0 0 0 0 0 3 11 0 -2632 1954 Graduation Married 50501 1 1 18-06-2013 10 297 0 38 13 0 152 7 5 4 4 6 1 0 0 0 0 0 3 11 1 -9014 1975 Graduation Married 37085 1 1 26-06-2014 65 39 1 16 2 0 3 4 3 0 3 8 0 0 0 0 0 0 3 11 0 -7620 1990 Basic Single 16185 1 0 05-08-2013 71 5 11 16 21 8 45 2 2 2 2 8 0 0 0 0 0 0 3 11 0 -10968 1969 Graduation Single 57731 0 1 23-11-2012 0 266 21 300 65 8 44 4 8 8 6 6 0 0 0 0 0 0 3 11 0 -11133 1973 PhD YOLO 48432 0 1 18-10-2012 3 322 3 50 4 3 42 5 7 1 6 8 0 0 0 0 0 0 3 11 1 -2736 1978 Graduation Married 73807 0 1 02-01-2013 88 366 124 156 71 78 54 2 5 5 11 2 0 0 0 0 0 0 3 11 0 -1876 1990 Graduation Married 18929 0 0 16-02-2013 15 32 0 8 23 4 18 1 1 0 4 6 0 0 0 0 0 0 3 11 0 -5959 1968 Graduation Single 35893 1 1 15-10-2012 80 158 0 23 0 0 18 6 3 1 5 8 0 0 0 0 0 0 3 11 0 -1092 1980 Graduation Married 61014 0 1 11-08-2012 17 269 129 495 182 43 29 4 9 3 4 7 0 0 0 0 0 0 3 11 0 -4333 1954 Graduation Together 32144 1 1 23-03-2014 76 41 0 10 0 0 3 4 2 1 3 7 0 1 0 0 0 0 3 11 0 -3850 1963 Basic Together 14918 0 1 07-12-2012 52 3 3 3 15 4 15 1 1 0 3 6 0 0 0 0 0 0 3 11 0 -6168 1963 Graduation Divorced 45146 1 1 15-07-2013 28 33 0 5 0 0 15 2 1 1 2 4 0 0 0 0 0 0 3 11 0 -607 1955 2n Cycle Divorced 41769 0 1 13-02-2013 31 302 29 131 32 0 27 6 8 1 7 8 0 0 0 0 0 0 3 11 0 -10469 1981 Graduation Together 88325 0 0 05-02-2014 42 519 71 860 93 27 53 1 6 2 9 2 0 0 0 0 0 0 3 11 0 -6983 1950 Master Divorced 38054 1 1 01-05-2014 24 23 2 17 2 1 0 2 2 0 3 7 0 0 0 0 0 0 3 11 0 -3661 1995 2n Cycle Single 80617 0 0 12-10-2012 42 594 51 631 72 55 32 1 4 6 8 2 0 0 0 0 0 0 3 11 0 -9303 1976 Graduation Married 5305 0 1 30-07-2013 12 12 4 7 1 3 5 0 1 0 0 13 0 0 0 0 0 0 3 11 0 -692 1954 Graduation Together 36807 1 1 20-12-2012 88 4 2 5 0 0 5 1 1 0 2 6 0 0 0 0 0 0 3 11 0 -736 1983 Graduation Together 28427 1 0 21-03-2013 67 18 3 19 3 3 6 2 2 0 3 8 0 0 0 0 0 0 3 11 0 -9589 1948 PhD Widow 82032 0 0 05-04-2014 54 332 194 377 149 125 57 0 4 6 7 1 0 0 0 0 0 0 3 11 0 -4838 1978 Graduation Together 22775 1 0 19-06-2013 40 5 1 8 0 0 1 1 1 0 2 8 0 0 0 0 0 0 3 11 0 -9246 1985 Master Together 40101 1 0 14-10-2012 73 171 3 129 26 24 62 4 6 1 6 7 0 0 0 0 0 0 3 11 0 -6261 1979 Graduation Married 58025 0 1 26-11-2013 81 270 31 88 11 48 22 3 3 2 10 4 0 0 0 0 0 0 3 11 0 -7366 1982 Master Single 75777 0 0 04-07-2013 12 712 26 538 69 13 80 1 3 6 11 1 0 1 1 0 0 0 3 11 1 -10659 1979 2n Cycle Together 7500 1 0 07-05-2013 7 2 8 11 3 8 21 4 3 2 2 7 0 0 0 0 0 0 3 11 0 -1448 1963 Master Married 33562 1 2 25-06-2014 33 21 12 12 0 3 3 3 2 0 4 4 0 0 0 0 0 0 3 11 0 -4286 1970 PhD Single 57642 0 1 09-01-2014 24 580 6 58 8 0 27 3 7 6 6 4 1 0 0 0 0 0 3 11 0 -4749 1968 Graduation Together 58554 1 1 26-09-2012 55 368 24 68 38 0 88 6 8 2 6 7 0 0 0 0 0 0 3 11 0 -4478 1979 Graduation Married 63777 1 1 24-03-2013 87 457 5 106 15 17 53 8 11 1 6 8 0 0 0 0 0 0 3 11 0 -4201 1962 Graduation Single 57967 0 1 03-03-2013 39 229 7 137 4 0 91 5 4 2 8 5 0 0 0 0 0 0 3 11 0 -8720 1978 2n Cycle Together 0 0 12-08-2012 53 32 2 1607 12 4 22 0 0 0 1 0 0 1 0 0 0 0 3 11 0 -10084 1972 Graduation Married 24434 2 0 18-05-2014 9 3 2 8 20 0 17 2 2 1 2 7 0 0 0 0 0 0 3 11 0 -7004 1984 Graduation Single 11012 1 0 16-03-2013 82 24 3 26 7 1 23 3 3 1 2 9 1 0 0 0 0 0 3 11 0 -9817 1970 Master Single 44802 0 0 21-08-2012 71 853 10 143 13 10 20 2 9 4 12 8 0 0 0 0 0 0 3 11 0 -8080 1986 Graduation Single 26816 0 0 17-08-2012 50 5 1 6 3 4 3 1 0 0 3 4 0 0 0 0 0 0 3 11 0 -9432 1977 Graduation Together 666666 1 0 02-06-2013 23 9 14 18 8 1 12 4 3 1 3 6 0 0 0 0 0 0 3 11 0 -8372 1974 Graduation Married 34421 1 0 01-07-2013 81 3 3 7 6 2 9 1 1 0 2 7 0 0 0 0 0 0 3 11 0 -10870 1967 Graduation Married 61223 0 1 13-06-2013 46 709 43 182 42 118 247 2 9 3 4 5 0 0 0 0 0 0 3 11 0 -4001 1946 PhD Together 64014 2 1 10-06-2014 56 406 0 30 0 0 8 7 8 2 5 7 0 0 0 1 0 0 3 11 0 -7270 1981 Graduation Divorced 56981 0 0 25-01-2014 91 908 48 217 32 12 24 1 2 3 13 6 0 1 0 0 0 0 3 11 0 -8235 1956 Master Together 69245 0 1 24-01-2014 8 428 30 214 80 30 61 2 6 5 10 3 0 0 0 0 0 0 3 11 0 -9405 1954 PhD Married 52869 1 1 15-10-2012 40 84 3 61 2 1 21 3 3 1 4 7 0 0 0 0 0 0 3 11 1 -- 2.25.1 From 6e332d17ab9b5afd6fdaf892ab53a1293f16c8f3 Mon Sep 17 00:00:00 2001 From: Anton Date: Sat, 7 Dec 2024 10:18:42 +0400 Subject: [PATCH 3/3] lab3 done --- lab3/lab3.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/lab3/lab3.ipynb b/lab3/lab3.ipynb index 1cc4c0c..9a61128 100644 --- a/lab3/lab3.ipynb +++ b/lab3/lab3.ipynb @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -58,7 +58,7 @@ "source": [ "from sklearn.model_selection import train_test_split\n", "import pandas as pd\n", - "dataset = pd.read_csv(\".//datasetlab1//marketing_campaign.csv\", sep=\"\\t\")\n", + "dataset = pd.read_csv(\"..//..//static//csv//marketing_campaign.csv\", sep=\"\\t\")\n", "\n", "# Удаление неинформативных столбцов и выбор целевых данных для бизнес-целей\n", "columns_to_use = [\n", -- 2.25.1