== Test 1: the Bixby letter (paper's design; 50 random sequences; sample = 1.00 x smaller pool) type n_types Lincoln Hay margin(L-H) winner word1 86 0.8953 0.9733 -0.0779 Hay word2 128 0.4766 0.6573 -0.1808 Hay word3 128 0.1406 0.2152 -0.0745 Hay word4 123 0.0163 0.0506 -0.0343 Hay word5 118 0.0085 0.0076 +0.0008 Lincoln char1 27 1.0000 1.0000 +0.0000 tie char2 207 1.0000 1.0000 +0.0000 tie char3 461 1.0000 1.0000 +0.0000 tie char4 582 0.9845 0.9979 -0.0134 Hay char5 642 0.9502 0.9885 -0.0384 Hay char6 677 0.8700 0.9535 -0.0835 Hay char7 695 0.7626 0.8730 -0.1104 Hay char8 702 0.6439 0.7564 -0.1125 Hay char9 703 0.5036 0.6298 -0.1262 Hay char10 700 0.3771 0.5049 -0.1278 Hay char11 695 0.2734 0.3837 -0.1104 Hay char12 690 0.1899 0.2753 -0.0854 Hay char13 685 0.1197 0.1980 -0.0783 Hay char14 680 0.0824 0.1448 -0.0624 Hay char15 675 0.0519 0.1047 -0.0529 Hay char16 670 0.0343 0.0782 -0.0439 Hay char17 665 0.0241 0.0568 -0.0328 Hay char18 660 0.0152 0.0402 -0.0251 Hay char19 655 0.0061 0.0280 -0.0219 Hay char20 650 0.0031 0.0183 -0.0153 Hay char4-10: Lincoln 0, Hay 7, tie 0 word1-3: Lincoln 0, Hay 3, tie 0 all17: Lincoln 0, Hay 16, tie 1 == Test 3: register-matched pieces (paper's design), majority of char 4-10 lincoln pieces: 63; majority char 4-10 wrong: 27, ties: 0; majority of all 17 wrong: 11 per-type accuracy: word1 0.37, word2 0.71, word3 0.89, word4 0.78, word5 0.49, char1 0.00, char2 0.16, char3 0.40, char4 0.19, char5 0.14, char6 0.30, char7 0.49, char8 0.70, char9 0.83, char10 0.86, char11 0.87, char12 0.84, char13 0.87, char14 0.87, char15 0.89, char16 0.87, char17 0.86, char18 0.83, char19 0.81, char20 0.86 wrong by char 4-10: basler-IV-0294 L3/H4; basler-VII-0654#0 L1/H6; basler-VII-0654#2 L2/H5; basler-VII-0765 L0/H7; basler-VIII-0334 L0/H7; L6-0134 L2/H5; L6-0135#3 L1/H6; L6-0135#5 L2/H5; L6-0204#0 L3/H4; L6-0204#1 L3/H4; L6-0204#3 L0/H7; L6-0204#4 L3/H4; L6-0232#0 L1/H6; L6-0232#1 L3/H4; L6-0294#0 L2/H5; L6-0476 L2/H5; L6-0481 L2/H5; L7-0012 L0/H7; L7-0276#0 L3/H4; L7-0276#2 L3/H4; sp_gettysburg#0 L1/H6; sp_gettysburg#1 L2/H5; sp_second_inaugural#3 L1/H6; sp_second_inaugural#4 L0/H7; sp_ellsworth#0 L0/H7; sp_ellsworth#1 L1/H6; sp_gurney#0 L3/H4 hay pieces: 57; majority char 4-10 wrong: 2, ties: 0; majority of all 17 wrong: 3 per-type accuracy: word1 0.95, word2 0.95, word3 0.81, word4 0.56, word5 0.46, char1 0.05, char2 0.47, char3 0.91, char4 0.93, char5 0.95, char6 0.96, char7 0.96, char8 0.98, char9 0.95, char10 0.95, char11 0.91, char12 0.86, char13 0.81, char14 0.74, char15 0.68, char16 0.68, char17 0.65, char18 0.63, char19 0.61, char20 0.61 wrong by char 4-10: hay_baker_06 L5/H2; hay_baker_07 L6/H1 == Special texts (paper's design), majority of char 4-10 and all 17 special:bixby (None, 138 w): char4-10 L 0 H 7; all17 L 0 H 16 special:gettysburg (lincoln, 272 w): char4-10 L 3 H 4; all17 L 11 H 5 special:second_inaugural (lincoln, 701 w): char4-10 L 5 H 2; all17 L 14 H 3 special:mccullough (lincoln, 192 w): char4-10 L 4 H 3; all17 L 13 H 4 special:ellsworth (lincoln, 266 w): char4-10 L 0 H 7; all17 L 3 H 14 special:gurney (lincoln, 269 w): char4-10 L 6 H 1; all17 L 16 H 1 special:boker_1863 (hay_for_lincoln, 135 w): char4-10 L 0 H 7; all17 L 0 H 17 special:hay_condolence_1864 (hay, 55 w): char4-10 L 0 H 7; all17 L 0 H 16 special:garrison_1865 (hay_for_lincoln, 118 w): char4-10 L 0 H 7; all17 L 0 H 17 special:driggs_1865 (hay_for_lincoln, 51 w): char4-10 L 3 H 4; all17 L 3 H 13 special:charles_butler_1864 (hay_for_lincoln, 50 w): char4-10 L 5 H 2; all17 L 9 H 7 == Test 2: leave-one-out attribution of every pool text (paper's design) type Hay: rec pre F1 | Lincoln: rec pre F1 | acc (ties counted wrong) word1 0.98 0.96 0.97 | 0.92 0.97 0.95 | 0.96 word2 0.98 0.99 0.98 | 0.97 0.97 0.97 | 0.98 word3 0.94 0.99 0.97 | 0.97 0.91 0.94 | 0.95 word4 0.87 0.97 0.92 | 0.92 0.83 0.87 | 0.89 word5 0.77 0.95 0.85 | 0.75 0.79 0.77 | 0.76 char1 0.09 0.99 0.17 | 0.06 0.76 0.10 | 0.08 char2 0.50 0.96 0.66 | 0.73 0.73 0.73 | 0.58 char3 0.94 0.97 0.95 | 0.91 0.96 0.94 | 0.93 char4 0.99 0.96 0.98 | 0.93 0.99 0.96 | 0.97 char5 1.00 0.96 0.98 | 0.93 0.99 0.96 | 0.97 char6 1.00 0.97 0.98 | 0.94 1.00 0.97 | 0.98 char7 0.99 0.98 0.99 | 0.97 0.99 0.98 | 0.98 char8 0.99 0.99 0.99 | 0.97 0.99 0.98 | 0.99 char9 0.98 0.99 0.99 | 0.98 0.97 0.97 | 0.98 char10 0.97 0.99 0.98 | 0.99 0.94 0.97 | 0.97 char11 0.96 0.99 0.98 | 0.99 0.93 0.96 | 0.97 char12 0.95 0.99 0.97 | 0.99 0.91 0.95 | 0.96 char13 0.93 0.99 0.96 | 0.99 0.89 0.94 | 0.95 char14 0.92 0.99 0.95 | 0.98 0.88 0.93 | 0.94 char15 0.90 0.99 0.94 | 0.98 0.85 0.91 | 0.93 char16 0.89 0.99 0.94 | 0.98 0.84 0.90 | 0.92 char17 0.88 0.98 0.93 | 0.97 0.83 0.90 | 0.91 char18 0.87 0.98 0.92 | 0.95 0.82 0.88 | 0.90 char19 0.84 0.97 0.90 | 0.92 0.79 0.85 | 0.87 char20 0.82 0.97 0.89 | 0.90 0.78 0.84 | 0.85 majority char vote: Lincoln texts 505, wrong 13; Hay texts 892, wrong 4 wrong: basler-I-0002 (lincoln_pre1860, L1/H6); basler-I-0063 (lincoln_pre1860, L2/H5); basler-I-0136 (lincoln_pre1860, L3/H4); basler-I-0208 (lincoln_pre1860, L0/H7); basler-I-0211 (lincoln_pre1860, L2/H5); basler-I-0296 (lincoln_pre1860, L3/H4); basler-I-0306 (lincoln_pre1860, L2/H5); basler-I-0307 (lincoln_pre1860, L0/H7); basler-I-0374 (lincoln_pre1860, L2/H5); L2-0064 (lincoln_pre1860, L2/H5); L2-0104 (lincoln_pre1860, L1/H6); L5-0011 (lincoln_pre1860, L3/H4); L5-0018 (lincoln_pre1860, L0/H7); hay-0313 (hay_all, L5/H2); hay-0608 (hay_all, L5/H2); hay-0870 (hay_all, L5/H1); hay-0879 (hay_all, L4/H3) majority word vote: Lincoln texts 505, wrong 9; Hay texts 892, wrong 16 wrong: basler-I-0002 (lincoln_pre1860, L1/H2); basler-I-0136 (lincoln_pre1860, L1/H2); basler-I-0167 (lincoln_pre1860, L1/H2); basler-I-0190 (lincoln_pre1860, L1/H2); basler-I-0199 (lincoln_pre1860, L1/H2); basler-I-0208 (lincoln_pre1860, L1/H2); basler-I-0306 (lincoln_pre1860, L0/H3); basler-I-0307 (lincoln_pre1860, L0/H2); L5-0018 (lincoln_pre1860, L0/H3); hay-0073 (hay_all, L2/H1); hay-0080 (hay_all, L2/H1); hay-0099 (hay_all, L2/H1); hay-0110 (hay_all, L2/H1); hay-0140 (hay_all, L3/H0); hay-0272 (hay_all, L2/H1); hay-0313 (hay_all, L2/H1); hay-0538 (hay_all, L2/H1); hay-0542 (hay_all, L2/H1); hay-0564 (hay_all, L2/H1); hay-0653 (hay_all, L2/H1); hay-0805 (hay_all, L2/H1); hay-0830 (hay_all, L2/H1); hay-0870 (hay_all, L2/H1); hay-0879 (hay_all, L2/H1); hay-0885 (hay_all, L2/H1)