From 832d8eccb3af354df88d7d9fc2048d15e47f560a Mon Sep 17 00:00:00 2001 From: Andreas Klintberg Date: Sat, 18 Nov 2017 00:35:50 -0800 Subject: [PATCH 1/2] added GBSG2 dataset, used in pec library in R --- lifelines/datasets/__init__.py | 24 ++ lifelines/datasets/gbsg2.csv | 687 +++++++++++++++++++++++++++++++++ 2 files changed, 711 insertions(+) create mode 100644 lifelines/datasets/gbsg2.csv diff --git a/lifelines/datasets/__init__.py b/lifelines/datasets/__init__.py index 5e0474fd5..0ef3a5ed4 100644 --- a/lifelines/datasets/__init__.py +++ b/lifelines/datasets/__init__.py @@ -298,3 +298,27 @@ def load_g3(**kwargs): time 53 """ return load_dataset('g3.csv', **kwargs) + + +def load_gbsg2(**kwargs): + """ + A data frame containing the observations from the GBSG2 study of 686 women. + + W. Sauerbrei and P. Royston (1999). Building multivariable prognostic and diagnostic models: transformation of the predictors by using fractional polynomials. Journal of the Royal Statistics Society Series A, Volume 162(1), 71–94 + + M. Schumacher, G. Basert, H. Bojar, K. Huebner, M. Olschewski, W. Sauerbrei, C. Schmoor, C. Beyerle, R.L.A. Neumann and H.F. Rauschecker for the German Breast Cancer Study Group (1994), Randomized 2 × 2 trial evaluating hormonal treatment and the duration of chemotherapy in node- positive breast cancer patients. Journal of Clinical Oncology, 12, 2086–2093 + + Size: (686,10) + Example: + horTh yes + age 56 + menostat Post + tsize 12 + tgrade II + pnodes 7 + progrec 61 + estrec 77 + time 2018 + cens 1 + """ + return load_dataset('gbsg2.csv', **kwargs) diff --git a/lifelines/datasets/gbsg2.csv b/lifelines/datasets/gbsg2.csv new file mode 100644 index 000000000..83bbbe980 --- /dev/null +++ b/lifelines/datasets/gbsg2.csv @@ -0,0 +1,687 @@ +"","horTh","age","menostat","tsize","tgrade","pnodes","progrec","estrec","time","cens" +"1","no",70,"Post",21,"II",3,48,66,1814,1 +"2","yes",56,"Post",12,"II",7,61,77,2018,1 +"3","yes",58,"Post",35,"II",9,52,271,712,1 +"4","yes",59,"Post",17,"II",4,60,29,1807,1 +"5","no",73,"Post",35,"II",1,26,65,772,1 +"6","no",32,"Pre",57,"III",24,0,13,448,1 +"7","yes",59,"Post",8,"II",2,181,0,2172,0 +"8","no",65,"Post",16,"II",1,192,25,2161,0 +"9","no",80,"Post",39,"II",30,0,59,471,1 +"10","no",66,"Post",18,"II",7,0,3,2014,0 +"11","yes",68,"Post",40,"II",9,16,20,577,1 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+no,59,Post,30,II,3,0,2,530,1 +no,48,Pre,70,II,7,8,0,1502,0 +no,44,Pre,27,II,3,525,61,1364,0 +no,53,Post,25,II,13,77,131,1170,1 +no,53,Post,25,II,2,54,58,1729,0 +no,60,Pre,23,II,3,136,507,1642,0 +no,64,Post,24,II,2,206,304,1218,1 +no,56,Post,8,II,1,110,0,1358,0 +no,66,Post,30,II,16,0,508,360,1 +no,50,Pre,30,II,1,183,243,550,1 +yes,63,Post,22,II,9,64,19,857,0 +no,61,Post,60,II,51,45,38,768,0 +no,46,Pre,26,I,3,33,68,858,0 +yes,63,Post,23,II,3,3,2,770,0 +no,49,Pre,55,II,7,0,0,679,1 +no,33,Pre,35,III,1,26,0,1164,1 +no,50,Post,52,II,1,0,0,350,1 +no,45,Pre,29,II,1,0,0,578,1 +no,51,Pre,20,II,1,0,0,1460,1 +no,39,Pre,30,III,1,0,0,1434,0 +yes,56,Post,40,II,3,0,3,1763,1 +no,60,Post,15,II,2,84,93,889,1 +yes,47,Pre,35,III,17,14,3,357,1 +no,58,Post,50,II,7,77,77,547,1 +yes,56,Pre,21,II,3,111,20,1722,0 +yes,54,Post,21,II,1,7,139,2372,0 +yes,56,Post,40,II,3,0,59,2030,1 +no,57,Post,26,II,1,166,521,1002,1 +no,53,Post,10,II,1,17,61,1280,1 +no,31,Pre,60,II,7,542,77,338,1 +yes,41,Pre,80,II,1,0,0,533,1 +yes,66,Post,33,II,3,0,0,168,0 +yes,37,Pre,25,II,1,235,38,1169,0 +no,66,Post,15,II,1,252,185,1675,1 +no,48,Pre,45,III,1,0,0,1862,0 +no,44,Pre,21,II,3,1600,70,629,0 +no,51,Pre,50,II,9,0,0,1167,0 +no,57,Post,20,II,3,39,83,495,1 +no,65,Post,17,I,1,935,200,967,0 +yes,40,Pre,30,II,2,320,30,1720,0 +yes,62,Post,19,II,1,35,1060,598,1 +yes,64,Post,30,III,12,0,0,392,1 +no,46,Pre,12,II,3,175,80,1502,0 +yes,62,Post,25,II,1,35,185,229,0 +no,44,Pre,30,II,7,110,20,310,0 +no,69,Post,27,I,3,140,350,1296,0 +no,48,Pre,15,II,6,0,110,488,0 +no,47,Post,12,II,2,0,50,942,0 +yes,64,Post,26,II,5,370,220,570,0 +no,58,Post,52,III,5,0,0,1177,0 +yes,65,Post,30,II,5,85,365,1113,0 +no,40,Pre,40,II,5,50,75,288,1 +yes,62,Post,21,II,2,0,0,723,0 +no,55,Post,20,III,16,0,0,403,1 +no,62,Post,25,III,5,0,0,1225,1 +no,29,Pre,12,II,4,32,150,338,1 +no,38,Pre,18,III,5,141,105,1337,1 +no,52,Pre,20,I,1,78,14,1420,1 +no,47,Post,55,II,18,29,87,2048,0 +no,53,Pre,75,III,19,375,107,600,1 +no,37,Pre,15,I,1,162,22,1765,0 +no,63,Post,60,II,15,180,12,491,1 +no,63,Post,45,III,7,20,93,305,1 +no,59,Post,22,II,2,23,235,1582,0 +no,48,Pre,30,II,15,250,45,1771,0 +no,33,Pre,15,III,33,66,8,960,1 +no,38,Pre,57,III,9,18,62,571,1 +no,32,Pre,28,II,12,33,107,675,0 +no,31,Pre,28,II,2,349,189,285,1 +no,53,Post,48,II,7,254,117,1472,0 +no,47,Pre,30,II,1,422,89,1279,1 +no,40,Pre,24,I,3,25,11,148,0 +yes,64,Post,19,II,1,19,9,1863,0 +yes,49,Post,56,I,3,356,64,1933,0 +no,53,Post,52,II,9,6,29,358,1 +yes,70,Post,18,II,1,107,307,734,0 +yes,61,Post,22,II,2,6,173,2372,1 +no,43,Pre,30,II,1,22,0,2563,0 +yes,74,Post,20,II,1,462,240,2372,0 +yes,58,Post,18,I,2,74,67,1989,1 +yes,49,Pre,20,II,6,56,98,2015,1 +yes,61,Post,35,III,2,23,9,1956,0 +no,66,Post,40,III,16,21,412,945,1 +yes,66,Post,20,III,3,54,17,2153,0 +no,59,Post,23,II,2,88,38,838,1 +no,51,Post,70,III,6,28,5,113,1 +yes,71,Post,18,II,2,31,9,1833,0 +no,46,Pre,50,III,10,44,4,1722,0 +no,52,Pre,40,III,6,32,5,241,1 +yes,60,Post,16,II,1,184,51,1352,1 +no,60,Post,50,II,7,65,30,1702,0 +yes,67,Post,27,II,4,1118,753,1222,0 +no,54,Post,30,III,3,1,0,1089,0 +no,55,Post,12,II,1,63,19,1243,0 +no,38,Pre,20,II,9,24,34,579,1 +yes,52,Post,25,II,13,31,196,1043,1 +no,43,Pre,30,II,3,45,11,2234,0 +no,50,Pre,22,I,1,135,111,2297,0 +yes,61,Post,25,I,2,32,144,2014,0 +no,62,Post,20,II,2,7,9,518,1 +no,46,Pre,30,III,1,36,33,940,0 +no,50,Pre,25,III,1,20,13,766,0 +no,52,Post,20,III,10,7,8,251,1 +no,45,Pre,20,II,2,64,48,1959,0 +no,52,Post,10,II,3,109,12,1897,0 +no,51,Post,120,II,12,3,1,160,1 +no,66,Post,28,II,2,488,298,970,0 +no,50,Pre,35,I,1,408,44,892,0 +yes,60,Post,32,I,3,104,203,753,0 +no,61,Post,20,II,5,25,75,348,1 +yes,64,Post,45,III,5,1,8,275,1 +no,64,Post,17,I,1,227,0,1329,1 +no,51,Post,35,III,1,6,1,1193,1 +yes,63,Post,30,II,7,0,0,698,1 +no,62,Post,12,II,7,0,0,436,1 +yes,65,Post,18,III,1,0,0,552,1 +yes,67,Post,20,II,1,0,0,564,1 +no,62,Post,30,II,1,8,371,2239,0 +yes,48,Pre,25,II,1,235,33,2237,0 +no,67,Post,25,II,1,6,19,529,1 +no,46,Pre,11,II,2,0,0,1820,0 +yes,56,Post,20,I,1,2,334,1756,0 +yes,72,Post,34,III,36,2,1091,515,1 +yes,50,Post,70,II,19,10,57,272,1 +no,58,Post,21,III,2,1,1,891,1 +no,63,Post,21,II,1,0,378,1356,0 +no,45,Post,15,II,6,1,162,1352,0 +no,46,Pre,21,III,1,7,109,1077,0 +yes,58,Post,18,II,3,64,418,675,1 +yes,60,Post,39,III,9,0,0,855,0 +no,53,Post,30,III,1,1,4,740,0 +yes,63,Post,21,II,1,26,30,2551,0 +no,60,Post,35,II,12,41,62,754,1 +no,33,Pre,25,II,8,96,13,819,1 +yes,63,Post,19,II,5,18,38,1280,1 +no,70,Post,16,II,2,126,338,2388,0 +yes,60,Post,30,II,2,92,18,2296,0 +yes,54,Post,25,II,1,5,57,1884,0 +yes,64,Post,25,III,3,56,272,1059,1 +no,57,Post,55,III,6,22,186,859,0 +yes,50,Post,21,I,1,82,2,1109,0 +no,53,Post,20,II,1,1,1,1192,1 +no,77,Post,20,III,4,94,325,1806,1 +yes,47,Pre,60,II,15,5,38,500,1 +no,41,Pre,20,II,4,8,38,1589,1 +yes,47,Pre,30,II,5,12,11,1463,1 +yes,63,Post,25,II,2,8,195,1826,0 +no,48,Pre,22,II,4,26,29,1231,0 +no,40,Pre,15,II,1,204,138,1117,0 +yes,57,Post,30,II,8,40,40,836,1 +no,47,Pre,40,II,2,33,59,1222,0 +no,46,Pre,22,II,4,24,74,663,0 +yes,58,Post,35,III,7,0,0,722,1 +yes,51,Pre,25,II,1,167,109,322,0 +yes,62,Post,23,II,2,0,14,1150,1 +no,50,Pre,60,III,4,0,0,446,1 +yes,65,Post,30,II,5,0,36,1855,0 +yes,59,Post,30,II,8,0,0,238,1 +no,49,Pre,18,II,2,0,0,1838,0 +yes,52,Post,25,II,13,0,0,1826,0 +no,45,Pre,30,II,1,0,0,1093,1 +no,49,Post,14,II,1,0,0,2051,0 +no,58,Post,45,III,4,0,0,370,1 +no,25,Pre,22,II,2,250,87,861,1 +no,50,Pre,30,III,6,0,0,1587,1 +no,43,Pre,27,II,1,23,9,552,1 +no,46,Pre,12,II,1,6,49,2353,0 +yes,64,Post,24,III,5,366,201,2471,0 +yes,63,Post,43,II,5,21,174,893,1 +no,40,Pre,35,II,2,279,99,2093,1 +yes,57,Post,22,II,4,16,5,2612,0 +yes,58,Post,56,I,11,51,50,956,1 +yes,62,Post,25,III,4,12,49,1637,0 +yes,50,Pre,42,I,2,238,26,2456,0 +no,49,Post,30,II,4,40,177,2227,0 +no,64,Post,24,II,2,41,80,1601,1 +yes,66,Post,15,II,2,15,42,1841,0 +yes,37,Pre,30,II,4,104,107,2177,0 +no,60,Post,18,III,2,12,8,2052,0 +yes,63,Post,23,III,12,3,2,973,0 +no,51,Pre,12,I,2,55,64,2156,0 +yes,49,Pre,28,I,4,364,120,1499,0 +yes,57,Post,7,II,1,1,1,2030,0 +yes,68,Post,14,II,6,40,68,573,1 +no,47,Pre,25,II,1,199,134,1666,0 +no,51,Post,13,II,5,89,134,1979,0 +yes,49,Pre,19,I,5,69,14,1786,0 +no,63,Post,28,II,4,258,46,1847,0 +yes,64,Post,15,II,1,340,71,2009,0 +no,65,Post,24,II,1,328,115,1926,0 +yes,63,Post,13,II,1,124,361,1490,0 +no,33,Pre,23,III,10,2,3,233,1 +no,44,Pre,35,II,6,26,4,1240,0 +no,47,Pre,13,II,3,242,14,1751,0 +no,46,Pre,19,I,11,56,24,1878,0 +no,52,Pre,26,II,1,258,10,1171,0 +no,62,Post,55,III,8,3,2,1751,0 +yes,61,Post,24,II,2,28,50,1756,0 +no,60,Post,27,II,6,401,159,714,1 +yes,67,Post,44,II,10,431,267,1505,0 +no,47,Pre,78,II,14,168,53,776,1 +no,70,Post,38,III,2,24,15,1443,0 +no,50,Pre,11,I,1,10,11,1317,0 +yes,62,Post,20,II,1,11,6,870,0 +no,58,Post,30,III,13,7,46,859,1 +no,59,Post,20,II,1,2,4,223,1 +no,45,Pre,18,I,1,56,40,1212,0 +no,45,Pre,30,II,3,345,31,1119,0 +no,41,Pre,34,II,10,25,10,740,0 +yes,54,Post,29,II,10,26,284,1062,0 +no,50,Pre,29,I,2,90,30,8,0 +yes,52,Post,20,II,1,1,8,936,0 +no,59,Post,45,II,6,739,526,740,0 +yes,60,Post,24,III,7,10,10,632,1 +yes,51,Pre,30,III,2,1152,38,1760,0 +no,56,Post,40,III,1,0,3,1013,0 +no,48,Pre,20,III,7,0,0,779,0 +no,49,Pre,45,III,6,0,22,375,1 +yes,47,Pre,42,II,7,164,204,1323,0 +no,37,Pre,50,III,2,170,130,1233,0 +no,54,Pre,35,II,2,145,16,986,0 +no,49,Pre,35,II,7,3,0,650,0 +no,54,Post,28,III,4,1,2,628,0 +no,44,Pre,29,II,1,27,23,1866,0 +yes,38,Pre,18,II,4,28,5,491,1 +yes,51,Pre,34,II,3,13,12,1918,1 +no,59,Post,8,II,5,1,30,72,1 +yes,52,Post,49,III,6,8,5,1140,1 +yes,64,Post,32,II,4,402,372,799,1 +no,55,Post,37,II,1,82,234,1105,1 +no,61,Post,22,II,2,179,124,548,1 +yes,44,Pre,28,III,17,2,3,227,1 +no,38,Pre,24,II,3,13,5,1838,0 +yes,43,Pre,11,I,1,126,22,1833,0 +no,65,Post,36,III,2,9,7,550,1 +yes,59,Post,48,III,1,5,17,426,1 +no,38,Pre,31,I,10,365,206,1834,0 +no,47,Pre,25,II,3,18,42,1604,0 +no,59,Post,35,II,5,5,125,772,0 +yes,47,Post,30,I,9,114,26,1146,1 +no,36,Pre,25,II,2,70,22,371,1 +no,47,Pre,24,II,20,30,8,883,1 +no,38,Pre,23,III,3,14,6,1735,0 +yes,50,Post,23,II,8,98,30,554,1 +no,44,Pre,5,II,10,11,10,790,1 +no,54,Post,22,II,2,211,129,1340,0 +no,52,Pre,30,II,12,11,20,490,1 +no,34,Pre,3,III,1,14,11,1557,0 +no,64,Post,33,III,3,20,14,594,1 +yes,54,Post,19,III,9,9,2,828,0 +no,65,Post,27,II,4,148,191,594,1 +no,49,Pre,24,II,11,106,62,841,0 +yes,70,Post,17,I,1,142,329,695,0 +yes,47,Pre,30,I,3,195,45,2556,0 +no,51,Pre,20,II,1,77,89,1753,1 +no,63,Post,15,III,5,0,0,417,1 +no,36,Pre,30,III,2,0,0,956,1 +yes,63,Post,34,II,12,223,236,1846,0 +no,47,Pre,70,II,5,796,24,1703,0 +no,51,Pre,21,III,1,0,0,1720,0 +yes,62,Post,30,II,1,88,544,1355,0 +no,56,Post,40,III,3,0,0,1603,0 +no,62,Post,33,I,5,239,76,476,1 +yes,61,Post,30,II,8,472,293,1350,0 +yes,55,Post,15,III,3,97,194,1341,0 +yes,56,Post,11,II,1,270,369,2449,0 +no,69,Post,22,II,8,282,191,2286,1 +no,57,Post,25,II,3,48,65,456,1 +no,27,Pre,22,II,1,56,99,536,1 +no,38,Pre,25,II,1,102,11,612,1 +no,42,Pre,25,III,2,11,10,2034,1 +no,69,Post,19,I,3,73,386,1990,1 +no,61,Post,50,II,4,10,10,2456,1 +no,53,Pre,13,III,3,10,20,2205,0 +no,50,Pre,25,III,1,24,85,544,1 +no,52,Pre,27,II,5,0,8,336,1 +no,47,Pre,38,II,2,58,10,2057,0 +no,65,Post,27,II,19,23,13,575,1 +no,48,Pre,38,II,3,92,41,2011,0 +no,61,Post,38,II,17,46,52,537,1 +yes,47,Pre,12,II,1,110,14,2217,0 +no,46,Post,20,II,11,680,152,1814,1 +yes,59,Post,15,II,1,30,122,890,1 +yes,60,Post,22,III,1,218,442,1114,0 +no,65,Post,33,II,6,11,28,974,0 +yes,44,Pre,28,II,1,0,0,296,0 +yes,45,Pre,100,II,6,178,77,2320,0 +no,58,Post,35,I,6,130,162,795,1 +no,51,Post,40,II,8,132,64,867,1 +no,49,Pre,15,II,1,111,19,1703,0 +no,43,Pre,30,II,2,32,16,670,1 +no,37,Pre,35,II,7,53,19,981,1 +no,51,Pre,30,II,2,505,270,1094,0 +yes,48,Pre,35,II,1,340,32,755,1 +no,54,Post,21,II,7,6,8,1388,1 +no,64,Post,21,III,1,4,3,1387,1 +no,44,Pre,55,III,4,8,8,535,1 +no,67,Post,30,II,2,5,14,1653,0 +no,63,Post,24,II,3,46,25,1904,0 +yes,42,Pre,28,III,4,27,22,1868,0 +yes,60,Post,12,I,2,402,90,1767,0 +no,39,Pre,20,II,1,38,110,855,1 +no,53,Post,16,II,1,16,120,1157,1 +yes,38,Pre,61,II,8,624,569,1869,0 +no,61,Post,40,I,15,185,206,1152,0 +no,47,Pre,15,II,1,38,0,1401,0 +no,52,Post,25,III,3,10,15,918,0 +no,67,Post,65,II,8,0,0,745,1 +yes,61,Post,25,II,18,595,419,1283,0 +yes,57,Post,15,II,3,44,78,1481,1 +yes,42,Pre,9,I,8,77,40,1807,0 +yes,39,Pre,20,III,1,2,2,542,1 +no,34,Pre,50,III,7,4,1,1441,0 +yes,52,Pre,50,II,7,45,39,1277,0 +yes,53,Pre,45,II,4,395,44,1486,0 +no,49,Pre,20,I,3,151,16,273,0 +yes,46,Pre,23,III,8,2,1,177,1 +no,36,Pre,36,II,1,76,14,545,1 +no,39,Pre,28,II,3,5,4,1185,0 +no,46,Pre,28,III,16,12,8,631,0 +no,47,Pre,70,II,1,51,28,995,0 +no,46,Pre,45,I,9,239,58,1088,0 +no,47,Pre,35,II,1,48,68,877,0 +no,57,Post,18,II,6,74,124,798,0 +yes,60,Post,25,II,7,116,435,2380,0 +yes,64,Post,36,II,2,122,198,1679,1 +yes,54,Post,40,III,4,3,2,498,1 +no,54,Post,27,II,5,138,23,2138,0 +no,46,Pre,35,II,6,405,27,2175,0 +no,49,Pre,17,II,2,324,94,2271,0 +no,50,Pre,18,III,1,1,4,17,0 +yes,55,Post,15,II,3,16,14,964,1 +yes,45,Pre,23,II,4,1,4,540,1 +no,51,Post,30,III,10,15,103,747,1 +no,43,Pre,25,II,11,1,1,650,1 +yes,59,Post,30,II,13,7,81,410,1 +no,59,Post,27,III,20,9,2,624,1 +no,47,Pre,28,III,7,16,92,1560,0 +no,48,Pre,35,III,10,2,222,455,1 +no,47,Pre,16,II,2,128,18,1629,0 +no,49,Post,21,II,5,80,152,1730,0 +yes,65,Post,25,III,2,17,14,1483,0 +no,60,Post,21,II,1,58,701,687,1 +no,52,Post,35,III,1,8,5,308,1 +no,48,Post,22,II,4,14,0,563,1 +yes,62,Post,20,II,1,100,100,46,0 +no,46,Post,20,II,2,32,29,2144,0 +no,59,Post,21,II,4,0,75,344,1 +yes,69,Post,21,III,1,51,749,945,0 +yes,68,Post,45,I,3,31,145,1905,0 +yes,74,Post,35,II,11,10,472,855,1 +no,45,Pre,50,I,2,132,200,2370,0 +no,43,Pre,55,II,1,23,45,853,0 +no,44,Pre,28,III,4,350,127,692,0 +yes,44,Pre,24,III,5,187,62,475,1 +yes,72,Post,17,II,1,229,533,2195,0 +yes,80,Post,7,II,7,2380,972,758,0 +yes,49,Pre,100,II,35,84,24,648,1 +no,57,Post,12,I,1,84,24,761,0 +no,60,Post,32,III,8,162,315,596,0 +no,76,Post,37,III,24,11,0,195,1 +yes,57,Post,35,II,4,18,0,473,1 +yes,75,Post,16,I,1,250,533,747,0 +yes,62,Post,22,II,1,263,34,2659,0 +yes,46,Pre,60,II,19,2,16,1977,1 +yes,53,Post,17,II,1,25,30,2401,0 +no,43,Pre,20,II,3,980,45,1499,0 +no,51,Post,32,III,10,0,0,1856,0 +no,41,Pre,30,III,11,6,5,595,1 +no,63,Post,45,III,2,530,328,2148,0 +yes,41,Pre,20,III,3,13,1,2126,0 +yes,74,Post,30,III,12,432,246,1975,1 +yes,57,Post,30,II,1,17,83,1641,1 +yes,44,Pre,20,II,6,150,67,1717,0 +yes,48,Pre,24,II,1,211,187,1858,0 +no,47,Pre,15,III,1,139,36,2049,0 +yes,70,Post,25,II,4,34,273,1502,1 +no,49,Pre,14,II,1,160,12,1922,0 +yes,49,Post,24,II,2,120,117,1818,0 +yes,58,Post,35,II,11,2,76,1100,0 +no,59,Post,30,II,1,87,8,1499,0 +no,60,Post,35,II,2,5,4,359,1 +yes,63,Post,30,I,5,144,221,1645,0 +no,44,Pre,15,II,1,175,88,1356,0 +yes,79,Post,23,I,1,60,80,1632,0 +no,47,Pre,25,I,1,38,44,967,0 +yes,61,Post,30,II,1,24,38,1091,0 +yes,64,Post,35,II,3,47,64,918,1 +yes,51,Pre,21,II,1,3,2,557,1 +no,44,Pre,22,II,2,107,94,1219,1 +yes,60,Post,25,I,3,78,363,2170,0 +yes,55,Post,50,II,1,14,203,729,1 +no,70,Post,80,III,8,0,0,1449,1 +no,65,Post,20,I,2,912,606,991,1 +no,53,Pre,20,II,2,89,36,481,1 +yes,54,Post,25,III,3,1,83,1655,0 +no,65,Post,25,II,2,86,135,857,1 +yes,62,Post,30,II,2,5,104,369,1 +yes,48,Pre,30,I,3,133,129,1627,0 +yes,48,Post,35,I,2,845,105,1578,0 +no,42,Pre,40,II,10,130,51,732,1 +no,48,Pre,30,II,16,29,43,460,1 +no,66,Post,25,I,2,22,121,1208,0 +yes,63,Post,25,II,13,26,348,730,1 +no,64,Post,35,I,4,858,15,722,0 +yes,68,Post,35,II,2,3,99,717,0 +no,44,Pre,40,II,4,364,159,651,0 +no,43,Pre,27,II,2,91,117,637,0 +no,67,Post,35,II,3,19,38,615,0 +yes,37,Pre,20,II,9,0,0,42,0 +no,54,Post,23,III,10,13,6,307,1 +no,52,Post,17,II,4,558,522,983,1 +no,43,Pre,80,III,11,9,1,120,1 +no,56,Post,31,II,1,45,286,1525,1 +no,42,Post,21,I,4,147,95,1680,0 +no,56,Post,16,II,10,4,2,1730,1 +no,61,Post,36,II,6,107,158,805,1 +no,67,Post,17,II,4,390,386,2388,0 +yes,63,Post,21,I,2,16,241,559,1 +yes,66,Post,20,II,9,1,11,1977,0 +no,37,Pre,25,III,1,13,1,476,1 +yes,71,Post,16,II,1,98,306,1514,0 +no,43,Pre,28,I,1,437,33,1617,0 +no,64,Post,22,III,1,8,11,1094,1 +yes,64,Post,27,II,3,186,139,784,1 +no,46,Pre,32,II,5,9,13,181,1 +no,45,Pre,50,II,7,20,23,415,1 +yes,67,Post,24,II,4,96,90,1120,1 +no,37,Pre,25,III,8,9,0,316,1 +no,65,Post,22,I,6,386,31,637,1 +no,21,Pre,15,II,3,24,25,247,1 +yes,54,Post,21,II,7,25,88,888,0 +no,46,Pre,45,II,8,2,4,622,1 +yes,63,Post,18,II,1,48,18,806,0 +yes,46,Post,31,III,1,6,3,1163,0 +no,58,Post,31,II,2,240,394,1721,0 +no,48,Pre,15,II,2,166,128,741,0 +no,41,Pre,23,III,2,26,4,372,1 +no,32,Pre,17,III,1,19,8,1331,0 +yes,66,Post,42,III,11,412,339,394,1 +no,64,Post,14,II,1,199,604,652,0 +no,50,Pre,13,III,5,8,32,657,0 +no,47,Pre,23,III,2,18,9,567,0 +yes,60,Post,15,I,7,14,8,429,0 +no,49,Pre,23,II,2,98,31,566,0 +yes,57,Post,60,III,18,11,13,15,0 +no,57,Post,50,III,13,22,47,98,1 +yes,67,Post,15,I,1,208,257,368,0 +yes,58,Post,25,I,1,241,28,432,0 +no,61,Post,25,II,2,406,174,319,0 +no,65,Post,22,II,8,4,2,65,0 +no,44,Pre,70,II,19,28,31,16,0 +no,61,Post,18,III,4,8,10,29,0 +no,62,Post,22,II,7,76,153,18,0 +no,51,Pre,50,II,5,360,57,17,0 +yes,47,Post,23,III,5,0,0,308,1 +no,44,Pre,15,II,1,0,0,1965,0 +yes,61,Post,35,III,16,10,13,548,1 +no,48,Pre,21,III,8,0,0,293,1 +yes,51,Pre,16,II,5,167,15,2017,0 +no,66,Post,22,II,4,11,22,1093,0 +no,45,Pre,14,III,1,5,43,792,0 +no,66,Post,21,II,1,9,898,586,1 +yes,69,Post,40,III,1,3,9,1434,0 +no,49,Pre,20,II,7,63,27,67,0 +no,62,Post,12,II,5,142,91,623,0 +yes,33,Pre,19,II,2,0,0,2128,0 +no,46,Pre,30,II,2,26,223,1965,0 +no,47,Pre,20,II,1,48,26,2161,0 +yes,35,Pre,35,II,4,0,0,1183,1 +no,34,Pre,40,III,1,0,37,1108,1 +no,38,Pre,24,I,1,138,82,2065,0 +no,54,Post,27,III,1,27,792,1598,0 +no,31,Pre,55,II,3,28,89,491,1 +no,41,Pre,25,II,5,6,9,1366,1 +no,43,Pre,55,II,1,4,124,424,0 +yes,52,Post,35,II,21,11,57,859,1 +yes,65,Post,25,III,18,0,0,180,1 +no,47,Post,45,II,2,345,42,1625,0 +no,65,Post,10,I,2,213,209,1938,0 +yes,53,Post,37,II,5,345,47,1343,1 +no,45,Pre,15,II,3,28,27,646,1 +no,53,Pre,19,III,1,74,534,2192,0 +yes,50,Post,25,II,3,0,496,502,1 +no,54,Post,50,III,6,7,0,1675,0 +yes,64,Post,40,II,23,16,22,1363,1 +no,29,Pre,15,III,12,18,40,420,1 +no,48,Pre,60,I,4,312,20,982,1 +no,40,Pre,30,III,3,2,16,1459,0 +no,65,Post,35,II,1,7,74,1192,0 +no,50,Post,40,II,1,80,21,1264,0 +no,55,Post,34,II,6,109,477,1095,0 +yes,51,Post,42,II,7,58,75,1078,0 +yes,59,Post,12,III,1,1,3,737,0 +yes,51,Post,4,I,4,638,232,461,0 +no,35,Pre,22,II,13,16,25,465,1 +no,48,Pre,52,II,11,0,0,842,1 +no,48,Post,40,II,1,10,72,918,0 +yes,62,Post,39,II,4,73,235,374,1 +no,47,Pre,40,II,1,44,11,1089,0 +no,51,Post,19,II,2,92,245,1527,0 +no,42,Pre,40,II,10,256,0,285,1 +no,63,Post,27,II,1,0,0,1306,1 +yes,62,Post,20,II,7,0,0,797,1 +no,57,Post,15,II,1,91,125,1441,0 +no,25,Pre,29,II,3,0,0,343,1 +yes,35,Pre,30,III,4,49,288,936,0 +no,51,Pre,30,II,1,119,44,195,0 +no,51,Post,25,II,2,0,80,503,1 +yes,47,Pre,30,II,10,0,0,827,1 +yes,34,Pre,30,II,2,210,49,1427,0 +no,68,Post,30,II,1,20,312,854,0 +yes,64,Post,30,III,12,550,263,177,1 +no,42,Pre,55,III,7,20,20,281,1 +no,37,Pre,35,III,1,242,67,205,1 +yes,65,Post,45,II,17,27,32,751,0 +no,62,Post,27,II,13,197,79,629,1 +no,36,Pre,24,III,2,0,0,526,0 +no,49,Pre,22,III,3,0,0,463,0 +no,45,Post,30,I,2,197,49,529,0 +no,38,Pre,22,II,10,48,78,623,0 +no,55,Post,40,II,13,0,0,546,0 +yes,57,Post,17,II,3,502,145,213,0 +no,47,Pre,40,II,1,0,90,276,0 +yes,51,Post,22,II,4,250,81,2010,0 +yes,45,Pre,13,III,4,21,27,2009,0 +no,41,Pre,10,I,2,241,214,1984,0 +no,39,Pre,32,II,9,1,8,1981,0 +no,53,Post,26,III,8,1,1,624,1 +no,59,Post,35,II,4,1,1,742,1 +yes,53,Post,10,II,2,217,20,1818,0 +yes,60,Post,100,II,10,102,88,1493,1 +no,50,Pre,29,I,2,323,60,1432,0 +no,51,Pre,18,I,1,94,60,801,1 +no,51,Pre,25,II,2,20,11,1182,0 +no,43,Pre,18,II,1,10,41,71,0 +yes,55,Post,20,I,4,10,128,114,0 +yes,52,Post,20,II,3,0,15,63,0 +yes,57,Post,32,II,2,43,287,1722,0 +yes,46,Pre,18,II,1,120,628,1692,0 +no,45,Pre,25,III,1,0,4,177,0 +no,43,Pre,32,II,1,171,43,57,0 +yes,64,Post,26,II,2,1356,1144,1152,0 +no,62,Post,35,II,1,2,70,733,0 +yes,37,Pre,22,I,3,23,64,1459,1 +no,64,Post,21,II,3,403,253,2237,0 +no,45,Pre,60,II,3,74,212,933,0 +no,48,Pre,18,I,1,137,73,2056,0 +yes,50,Post,50,II,6,1,2,1729,0 +yes,32,Pre,20,II,6,8,3,2024,0 +no,49,Pre,19,II,2,388,137,2039,1 +yes,33,Pre,28,III,1,1,1,2027,0 +yes,58,Post,35,II,1,6,11,2007,0 +no,57,Post,25,II,1,26,299,1253,1 +no,45,Pre,35,II,2,26,36,1789,0 +no,66,Post,30,I,5,100,288,1707,0 +no,52,Pre,37,II,3,66,104,1714,0 +yes,49,Pre,25,II,3,152,25,1717,0 +no,49,Post,22,II,1,14,41,329,1 +no,48,Post,45,I,1,312,236,1624,0 +yes,62,Post,60,II,1,56,17,1600,0 +no,60,Post,35,II,3,115,300,385,1 +no,45,Pre,10,II,1,82,8,1475,0 +no,60,Post,37,I,1,296,35,1435,0 +no,42,Pre,60,II,15,7,5,541,0 +yes,57,Post,36,III,1,170,192,1329,0 +yes,53,Post,27,III,12,44,42,1357,0 +no,56,Post,55,III,3,46,31,1343,0 +no,46,Pre,23,II,2,120,41,748,1 +no,49,Post,30,II,2,254,353,1090,1 +yes,56,Post,32,II,2,53,174,1219,0 +no,59,Post,24,II,1,860,413,553,0 +yes,56,Post,42,I,5,113,700,662,1 +no,46,Pre,32,II,1,108,52,969,0 +yes,61,Post,27,II,5,141,346,974,0 +no,40,Pre,40,II,6,227,10,866,1 +yes,60,Post,40,II,6,8,11,504,1 +no,49,Pre,30,III,3,1,84,721,0 +yes,53,Post,25,III,17,0,0,186,0 +no,51,Pre,25,III,5,43,0,769,1 +no,52,Post,23,II,3,15,34,727,1 +no,55,Post,23,II,9,116,15,1701,1