From 02b99889178b5f7b1c54437e8f7f9d13d6b8da08 Mon Sep 17 00:00:00 2001 From: cyfraeviolae Date: Sun, 19 Nov 2023 15:47:12 -0500 Subject: init --- generators/LADECv1-2019.csv | 8957 +++++++++++++++++++++++++++++++++++++++ generators/datageneration.ipynb | 367 ++ 2 files changed, 9324 insertions(+) create mode 100644 generators/LADECv1-2019.csv create mode 100644 generators/datageneration.ipynb (limited to 'generators') diff --git a/generators/LADECv1-2019.csv b/generators/LADECv1-2019.csv new file mode 100644 index 0000000..20f12e4 --- /dev/null +++ b/generators/LADECv1-2019.csv @@ -0,0 +1,8957 @@ 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+3355,globe,fish,globefish,1,1,40,9,5,4,1,yes,43.166668,33.916668,83.375,0,4,133,3,133,Positive,Positive,Positive,.39635709,.42379302,.52156067,.35563472,.19875607,.13792123,1.1145061,1.9941887,2.8737931,False,False,False,0,1,1,ef,11.2,124888,2133392,0,0,0,0,1,1,1,1,1,1,1,1,.04,,,,,,,,,.93552601,1.00904,.98855001,,,,5.9499998,6.3699999,4.06,4.59,5,,,,,2.4265001,3.6293001,684,6.8400002,10894,108.94 +2281,dog,fish,dogfish,1,13,64,7,3,4,1,yes,47.714287,24.428572,75.89286,0,21,133,13,133,Positive,Positive,Positive,.39635709,.54090917,.52156067,.35563472,.33964249,.13792123,1.1145061,1.1669832,2.8737931,False,False,False,1,1,1,gf,6.2,568,6984,1,1,0,0,1,1,1,1,1,1,1,1,.05,.02,.21,.699,27,.27000001,712.37037037037,,,.72902602,.875516,.43261299,36.5,75.59999999999999,,6.9200001,6.3699999,4.5,4.85,5,,,,1.990804146480479,3.9928,3.6293001,8079,80.790001,10894,108.94 +3577,ground,fish,groundfish,1,5,87,10,6,4,1,yes,48.363636,36.727272,86.242424,0,16,133,13,133,Positive,Neutral,Positive,.39635709,.2868613,.52156067,.35563472,.21157625,.13792123,1.1145061,1.8733534,2.8737931,False,False,False,0,1,1,df,7.46,3155,34332,0,0,0,0,1,1,1,1,1,1,1,1,.04,,,,,,,,,.84774798,,,,,,5.2399998,6.3699999,,4.77,5,,,,,3.5678,3.6293001,16200,162,10894,108.94 +4746,leather,fish,leatherfish,1,8,45,11,7,4,1,yes,57.166668,30.433332,82.633331,0,9,133,8,133,Positive,Positive,Positive,.39635709,.52246475,.52156067,.35563472,.28814587,.13792123,1.1145061,1.3755432,2.8737931,False,False,False,0,1,1,rf,9.609999999999999,35657,797985,0,0,0,0,1,1,1,1,1,1,1,1,.04,,,,,,,,,.88816798,,,,,,5.8400002,6.3699999,,4.82,5,,,,,2.8413999,3.6293001,2564,25.639999,10894,108.94 +5523,oil,fish,oilfish,1,5,58,7,3,4,1,yes,52.533333,47.966667,77.73333,0,18,133,12,133,Positive,Neutral,Positive,.39635709,.26583678,.52156067,.35563472,.26524279,.13792123,1.1145061,1.4943181,2.8737931,False,False,False,0,1,1,lf,10,77010,1492744,0,0,0,0,1,1,1,1,1,1,1,1,.07,,,,,,,,,.77217901,,,,,,3.9000001,6.3699999,,4.93,5,,,,,3.3213999,3.6293001,10277,102.77,10894,108.94 +2428,drift,fish,driftfish,1,1,37,9,5,4,1,yes,51.200001,44.233334,82.166664,0,2,133,2,133,Positive,Positive,Positive,.39635709,.40708816,.52156067,.35563472,.35841399,.13792123,1.1145061,1.1058639,2.8737931,False,False,False,0,1,1,tf,8.08,5221,99831,0,0,0,0,1,1,1,1,1,1,1,1,.13,,,,,,,,,.73602003,,,,,,4.9499998,6.3699999,,3.07,5,,,,,2.5158999,3.6293001,1279,12.79,10894,108.94 +1180,butterfly,fish,butterflyfish,1,1,9,13,9,4,1,yes,56.375,31.291666,93.958336,0,1,133,1,133,Positive,Positive,Positive,.39635709,.5872885,.52156067,.35563472,.18516384,.13792123,1.1145061,2.1405749,2.8737931,False,False,False,0,1,1,yf,6.35,4377,105789,0,0,0,0,1,1,1,1,1,1,1,1,.07,,,,,,,,,.76157498,,,,,,7.2199998,6.3699999,,4.93,5,,,,,2.4502001,3.6293001,,,10894,108.94 +7422,star,fish,starfish,1,9,122,8,4,4,1,yes,76.675674,71.189186,70.864868,0,11,133,10,133,Positive,Positive,Positive,.39635709,.42528883,.52156067,.35563472,.38512483,.13792123,1.1145061,1.0291653,2.8737931,False,False,False,1,1,1,rf,9.609999999999999,35657,797985,1,1,1,0,1,1,1,1,1,1,1,1,.01,.07,.23,1.5911,99,.99000001,638.714285714286,689.9400000000001,652.85999,.89431399,.83546501,.62672502,405.6,1649.7,6.3000002,7.3200002,6.3699999,4.9,4.69,5,,4.4380002,3.5669999,2.882898749170959,3.618,3.6293001,6637,66.370003,10894,108.94 +1975,cramp,fish,crampfish,1,1,53,9,5,4,1,yes,45.708332,25.833334,77.291664,0,2,133,2,133,Positive,Positive,Positive,.39635709,.39635709,.52156067,.35563472,.35563472,.13792123,1.1145061,1.1145061,2.8737931,False,False,False,0,1,1,pf,6.47,996,13652,0,0,0,0,1,1,1,1,1,1,1,1,0,,,,,,,,,.83875901,,,,,,2.6800001,6.3699999,4.53,4.09,5,,,,,2.1584001,3.6293001,163,1.63,10894,108.94 +2845,flag,fish,flagfish,1,10,27,8,4,4,1,yes,44.296295,29.777779,78.074074,0,10,133,6,133,Positive,Neutral,Positive,.39635709,.36386374,.52156067,.35563472,.21253502,.13792123,1.1145061,1.8649025,2.8737931,False,False,False,0,1,1,gf,6.2,568,6984,0,0,0,0,1,1,1,1,1,1,1,1,.03,,,,,,,,,.86331898,,,,,,6.1599998,6.3699999,,4.79,5,,,,,2.9509001,3.6293001,1533,15.33,10894,108.94 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+2268,doctor,fish,doctorfish,1,1,25,10,6,4,1,yes,34.645161,31.612904,76.903229,0,2,133,2,133,Positive,Positive,Positive,.39635709,.47366917,.52156067,.35563472,.28170925,.13792123,1.1145061,1.4069722,2.8737931,False,False,False,0,1,1,rf,9.609999999999999,35657,797985,0,0,0,0,1,1,1,1,1,1,1,1,.02,,,,,,,,,.81249201,,,,,,6,6.3699999,,4.69,5,,,,,4.1290998,3.6293001,10496,104.96,10894,108.94 +1994,craw,fish,crawfish,1,2,97,8,4,4,1,yes,59.933334,36.200001,80.76667,0,4,133,3,133,Positive,Positive,Positive,.5904457,.39635709,.52156067,.17903927,.35563472,.13792123,3.2978559,1.6602589,4.2810354,False,False,False,0,1,1,wf,6.22,4781,37506,1,1,1,0,0,0,1,1,1,1,1,1,-.01,-.06,.18,1.1461,15,.15000001,714.35294117647,696.74,637.77002,.85155803,.83186001,.47399801,1856.3,15.3,,,6.3699999,5,3.33,5,,,,2.437962177822698,1.2553,3.6293001,,,10894,108.94 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+1716,conch,fish,conchfish,1,1,7,9,5,4,1,yes,47.214287,40.925926,87,0,1,133,1,133,Positive,Positive,Positive,.39635709,.39635709,.52156067,.35563472,.35563472,.13792123,1.1145061,1.1145061,2.8737931,False,False,False,0,1,1,hf,6.6,1405,53650,0,0,0,0,1,1,1,1,1,1,1,1,.02,,,,,,,,,.70811701,,,,,,5.5,6.3699999,,4.52,5,,,,,1.3221999,3.6293001,33,.33000001,10894,108.94 +7545,stone,fish,stonefish,1,6,20,9,5,4,1,yes,46.642857,32.32143,72.25,0,14,133,13,133,Positive,Neutral,Positive,.39635709,.32399529,.52156067,.35563472,.27916357,.13792123,1.1145061,1.4198023,2.8737931,False,False,False,0,1,1,ef,11.2,124888,2133392,1,0,0,0,1,1,1,1,1,1,1,1,.06,,,.301,,,,,,.79804999,.782749,.55586499,,,,4.8400002,6.3699999,4.6,4.72,5,,,,1.592864137808441,3.3166001,3.6293001,8249,82.489998,10894,108.94 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+6409,rudder,fish,rudderfish,1,3,112,10,6,4,1,yes,52.035713,46.57143,85.071426,0,3,133,3,133,Positive,Positive,Positive,.39635709,.39635709,.52156067,.35563472,.35563472,.13792123,1.1145061,1.1145061,2.8737931,False,False,False,0,1,1,rf,9.609999999999999,35657,797985,0,0,0,0,1,1,1,1,1,1,1,1,.15,,,,,,,,,.76317,,,,,,5,6.3699999,,4.72,5,,,,,2.2988999,3.6293001,294,2.9400001,10894,108.94 +8053,toad,fish,toadfish,1,3,70,8,4,4,1,yes,56.615383,34.384617,82.384613,0,5,133,4,133,Positive,Positive,Positive,.39635709,.58791572,.52156067,.35563472,.27096134,.13792123,1.1145061,1.462781,2.8737931,False,False,False,0,1,1,df,7.46,3155,34332,0,0,0,0,1,1,1,1,1,1,1,1,.1,,,,,,,,,.759009,.76144302,.57115901,,,,6,6.3699999,4.8,5,5,,,,,2.4639001,3.6293001,305,3.05,10894,108.94 +3272,gar,fish,garfish,1,10,6,7,3,4,1,yes,35.32143,27.25,76.39286,0,3,133,3,133,Positive,Positive,Positive,.39635709,.39635709,.52156067,.35563472,.35563472,.13792123,1.1145061,1.1145061,2.8737931,False,False,False,1,1,1,rf,9.609999999999999,35657,797985,1,0,0,0,0,0,1,1,1,1,1,1,.02,-.03,.57,.60210001,,,,,,.82217401,.81376803,.377965,,,,,6.3699999,4.56,3.92,5,,,,1.893894133472422,1.6902,3.6293001,,,10894,108.94 +6137,rabbit,fish,rabbitfish,1,2,111,10,6,4,1,yes,36.32,28.916666,79.791664,0,4,133,4,133,Positive,Positive,Positive,.39635709,.45336285,.52156067,.35563472,.26559004,.13792123,1.1145061,1.4923643,2.8737931,False,False,False,0,1,1,tf,8.08,5221,99831,0,0,0,0,1,1,1,1,1,1,1,1,.03,,,,,,,,,.76499301,,,,,,7.1500001,6.3699999,,4.93,5,,,,,3.029,3.6293001,1442,14.42,10894,108.94 +4470,jaw,fish,jawfish,1,5,36,7,3,4,1,yes,66.5,48.535713,89.25,0,5,133,3,133,Positive,Positive,Positive,.39635709,.37841108,.52156067,.35563472,.3442145,.13792123,1.1145061,1.1514828,2.8737931,False,False,False,0,1,1,wf,6.22,4781,37506,0,0,0,0,1,1,1,1,1,1,1,1,.13,,,,,,,,,.82686102,,,,,,4.5999999,6.3699999,,4.87,5,,,,,2.5623,3.6293001,1097,10.97,10894,108.94 +6499,sand,fish,sandfish,1,14,11,8,4,4,1,yes,61.759998,54.119999,84.919998,0,38,133,25,133,Positive,Positive,Positive,.39635709,.40627635,.52156067,.35563472,.29299694,.13792123,1.1145061,1.3527687,2.8737931,False,False,False,0,1,1,df,7.46,3155,34332,0,0,0,0,1,1,1,1,1,1,1,1,.08,,,,,,,,,.73187,,,,,,5.9000001,6.3699999,4.4,5,5,,,,,3.0153999,3.6293001,3030,30.299999,10894,108.94 +5576,paddle,fish,paddlefish,1,2,86,10,6,4,1,yes,58.78788,40.424244,87.303032,0,2,133,2,133,Positive,Neutral,Positive,.39635709,.32957616,.52156067,.35563472,.26574147,.13792123,1.1145061,1.4915138,2.8737931,False,False,False,0,1,1,ef,11.2,124888,2133392,0,0,0,0,1,1,1,1,1,1,1,1,.17,,,,,,,,,.77202499,.81519902,.718063,,,,5.5500002,6.3699999,4.82,4.8,5,,,,,2.2832999,3.6293001,295,2.95,10894,108.94 +1081,buffalo,fish,buffalofish,1,1,1,11,7,4,1,yes,44.866665,27.966667,78.366669,0,1,133,1,133,Positive,Positive,Positive,.39635709,.42823249,.52156067,.35563472,.28162277,.13792123,1.1145061,1.4074043,2.8737931,False,False,False,0,1,1,of,13,710465,14781239,0,0,0,0,1,0,1,1,1,1,1,1,.03,,,,,,,,,.79257399,,,,,,,6.3699999,,4.83,5,,,,,2.7839,3.6293001,,,10894,108.94 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+8852,wreck,fish,wreckfish,1,2,124,9,5,4,1,yes,37.200001,29.75,78.708336,0,1,133,1,133,Positive,Negative,Positive,.39635709,.33741558,.52156067,.35563472,.46947336,.13792123,1.1145061,.84425896,2.8737931,False,False,False,0,1,1,kf,6.73,4056,472809,0,0,0,0,1,1,1,1,1,1,1,1,.03,,,,,,,,,.76336497,,,,,,1.55,6.3699999,,4.07,5,,,,,2.8439,3.6293001,566,5.6599998,10894,108.94 +7121,snake,fish,snakefish,1,3,127,9,5,4,1,yes,59.666668,43.366665,79.199997,0,11,133,10,133,Positive,Positive,Positive,.39635709,.38691372,.52156067,.35563472,.25223479,.13792123,1.1145061,1.5713816,2.8737931,False,False,False,0,1,1,ef,11.2,124888,2133392,0,0,0,0,1,1,1,1,1,1,1,1,.15,,,,,,,,,.62558001,,,,,,3.97,6.3699999,4.36,5,5,,,,,3.0573001,3.6293001,754,7.54,10894,108.94 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+5232,moon,flower,moonflower,1,17,19,10,4,6,1,yes,46.5,30.318182,83.545456,0,20,37,13,37,Positive,Neutral,Positive,.39635709,.32866922,.45259902,.35563472,.21224125,.15942696,1.1145061,1.8674837,2.486136,False,False,False,0,1,1,nf,10.2,33073,787203,0,0,0,0,1,1,1,1,1,1,1,1,.01,,,,,,,,,.70165497,.83982003,.719661,,,,7,7.21,3.86,4.9,5,,,,,3.4064,3.0652001,2977,29.77,2363,23.629999 +8661,wind,flower,windflower,1,19,33,10,4,6,1,yes,47,36.166668,83.458336,0,29,37,15,37,Positive,Negative,Positive,.39635709,.30070168,.45259902,.35563472,.39601752,.15942696,1.1145061,1.0008575,2.486136,False,False,False,1,1,1,df,7.46,3155,34332,0,0,0,0,1,1,1,1,1,1,1,1,.21,,,,,,,,,.77776498,.79719597,.65750003,,,,5.5300002,7.21,4.12,3.93,5,,,,,3.4813001,3.0652001,7660,76.599998,2363,23.629999 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+2739,finger,flower,fingerflower,1,1,18,12,6,6,1,yes,47.464287,30.928572,84.214287,0,19,37,14,37,Positive,Positive,Positive,.39635709,.39255658,.45259902,.35563472,.33800152,.15942696,1.1145061,1.1726488,2.486136,False,False,False,0,1,1,rf,9.609999999999999,35657,797985,0,0,0,0,1,1,1,1,1,1,1,1,.14,,,,,,,,,.76683599,,,,,,5.7399998,7.21,,5,5,,,,,3.2721,3.0652001,3231,32.310001,2363,23.629999 +1717,cone,flower,coneflower,1,2,32,10,4,6,1,yes,64.333336,48.200001,90.199997,0,2,37,2,37,Positive,Positive,Positive,.39635709,.39132938,.45259902,.35563472,.31440991,.15942696,1.1145061,1.260638,2.486136,False,False,False,0,1,1,ef,11.2,124888,2133392,0,0,0,0,1,1,1,1,1,1,1,1,.15,,,,,,,,,.79977602,.74605697,.62063003,,,,6.3000002,7.21,4.25,4.86,5,,,,,2.1761,3.0652001,436,4.3600001,2363,23.629999 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+3493,grave,stone,gravestone,3,8,43,10,5,5,3,yes,87.379311,91,88.448273,0,7,54,4,54,Positive,Positive,Neutral,.39635709,.43412685,.32399529,.35563472,.23997925,.27916357,1.1145061,1.6516306,1.4198023,False,False,False,1,1,1,es,13.4,1105275,20888027,1,1,1,0,1,1,1,1,1,1,1,1,.28,.26,.04,1.2553,60,.60000002,650.184210526316,709.64,638.32001,.68150902,.51126802,.70528299,133.4,357.4,,2.47,4.8400002,4.72,4.56,4.72,,5,4.276,2.547106647247766,3.1273999,3.3166001,2177,21.77,8249,82.489998 +2855,flag,stone,flagstone,1,6,41,9,4,5,2,yes,53.400002,55.766666,62.700001,0,10,54,6,54,Positive,Neutral,Neutral,.39635709,.36386374,.32399529,.35563472,.21253502,.27916357,1.1145061,1.8649025,1.4198023,False,False,False,1,1,1,gs,10.3,77421,1916072,1,1,1,0,1,1,1,1,1,1,1,1,.04,.07,.21,.95420003,29,.28999999,650.387096774194,692.41,645.46002,.88246,.90914601,.62334102,23.8,22.1,,6.1599998,4.8400002,4.82,4.79,4.72,,3.4690001,3.5669999,2.246076651583785,2.9509001,3.3166001,1533,15.33,8249,82.489998 +4015,hearth,stone,hearthstone,1,3,50,11,6,5,2,yes,58.969696,61.878788,74.21212,0,4,54,2,54,Positive,Positive,Neutral,.39635709,.39635709,.32399529,.35563472,.35563472,.27916357,1.1145061,1.1145061,1.4198023,False,False,False,1,1,1,hs,9.32,14631,301543,0,0,0,0,1,1,1,1,1,1,1,1,.18,.23,.27,,,,,,,.81156498,.68959099,.75603402,,,,6.0500002,4.8400002,4.52,4.38,4.72,,,,,1.5441,3.3166001,401,4.0100002,8249,82.489998 +8578,whin,stone,whinstone,1,3,12,9,4,5,1,yes,30.304348,31.695652,65.173912,0,3,54,3,54,Positive,Positive,Neutral,.39635709,.39635709,.32399529,.35563472,.35563472,.27916357,1.1145061,1.1145061,1.4198023,False,False,False,0,0,1,ns,12.4,269806,4542790,0,0,0,0,0,0,1,0,1,1,1,1,,,,,,,,,,,,.61240101,,,,,4.8400002,4,,4.72,,,,,,3.3166001,50,.5,8249,82.489998 +4537,key,stone,keystone,2,13,39,8,3,5,2,yes,61.533333,47.233334,59.866665,0,13,54,7,54,Positive,Positive,Neutral,.41293177,.37335381,.32399529,.19329265,.34467682,.27916357,2.1363037,1.1980259,1.479175,False,False,False,1,1,1,ys,10.7,159755,3631924,1,1,1,0,1,1,1,1,1,1,1,1,.07,.15,.19,1.2788,65,.64999998,666.375,690.3099999999999,736.78003,.815584,.881455,.80266303,746.4,67.90000000000001,,6.21,4.8400002,3.66,4.89,4.72,,3.9349999,3.3440001,2.570587743097289,3.6465001,3.3166001,12617,126.17,8249,82.489998 +3173,free,stone,freestone,3,32,9,9,4,5,3,yes,37.785713,42.785713,66.64286,0,31,54,19,54,Positive,Positive,Neutral,.39635709,.70985526,.32399529,.35563472,.085680753,.27916357,1.1145061,4.6259756,1.4198023,False,False,False,1,1,1,es,13.4,1105275,20888027,1,1,0,0,1,1,1,1,1,1,1,1,.07,-.04,.49,1.3221999,13,.13,653.8,,,.89712101,.88441497,.78090203,,,,8.3400002,4.8400002,2.71,2.04,4.72,,,,2.614053436878379,3.9568999,3.3166001,20867,208.67,8249,82.489998 +4235,horn,stone,hornstone,1,8,1,9,4,5,2,yes,48.535713,35.142857,77.321426,0,9,54,8,54,Positive,Positive,Neutral,.39635709,.37166372,.32399529,.35563472,.27913147,.27916357,1.1145061,1.4199656,1.4198023,False,False,False,0,1,1,ns,12.4,269806,4542790,0,0,0,0,1,1,1,1,1,1,1,1,.1,,,,,,,,,.88771498,.70824802,.65357202,,,,5,4.8400002,3.6,5,4.72,,,,,3.0318,3.3166001,1020,10.2,8249,82.489998 +2911,flint,stone,flintstone,1,4,16,10,5,5,2,yes,66.172417,67.517242,83.655174,0,4,54,3,54,Positive,Positive,Neutral,.39635709,.39635709,.32399529,.35563472,.35563472,.27916357,1.1145061,1.1145061,1.4198023,False,False,False,0,1,1,ts,12.2,207917,5654834,1,1,1,0,1,0,1,1,1,1,1,1,.55,,,1,17,.17,707.878787878788,815.9,731.31,.662911,.81843698,.75698102,35.6,73,,,4.8400002,4.62,4.64,4.72,,3.25,3.6329999,2.29183414214446,2.3483,3.3166001,519,5.1900001,8249,82.489998 +5856,pitch,stone,pitchstone,1,3,15,10,5,5,1,yes,51.074074,38.444443,79.037041,0,5,54,3,54,Positive,Positive,Neutral,.39635709,.42019957,.32399529,.35563472,.31230384,.27916357,1.1145061,1.2691393,1.4198023,False,False,False,0,1,1,hs,9.32,14631,301543,0,0,0,0,1,1,1,1,1,1,1,1,.06,,,,,,,,,.88462299,.91600102,.72555399,,,,5.5500002,4.8400002,4.29,4,4.72,,,,,2.8993001,3.3166001,2840,28.4,8249,82.489998 +2722,field,stone,fieldstone,2,8,19,10,5,5,2,yes,44.92857,46.214287,73.25,0,8,54,6,54,Positive,Positive,Neutral,.39635709,.5578472,.32399529,.35563472,.2810941,.27916357,1.1145061,1.4100512,1.4198023,False,False,False,0,1,1,ds,11,137835,4038708,1,0,0,0,1,1,1,1,1,1,1,1,.1,,,1.0414,,,,,,.83110797,.96864903,.78777999,,,,5.71,4.8400002,3.86,4.26,4.72,,,,2.333226827302685,3.5539999,3.3166001,15298,152.98,8249,82.489998 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+8892,zig,zag,zigzag,1,1,1,6,3,3,1,yes,54.433334,48.733334,47.933334,0,1,1,1,1,Positive,Positive,Positive,.39635709,.39635709,.39635709,.35563472,.35563472,.35563472,1.1145061,1.1145061,1.1145061,False,False,False,1,0,0,gz,3.64,31,109,1,1,1,0,0,0,1,0,0,0,1,0,.58,-.05,0,1.3802,78,.77999997,689,785.26,661.64001,,,,66.7,99.3,5.3000002,,,3.52,,,,,,2.672045383856066,1.3424,1.0414,,,, diff --git a/generators/datageneration.ipynb b/generators/datageneration.ipynb new file mode 100644 index 0000000..beeb901 --- /dev/null +++ b/generators/datageneration.ipynb @@ -0,0 +1,367 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 59, + "id": "e1b17564-0abb-41c5-8cf4-7200b014550f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package wordnet to /home/sy/nltk_data...\n", + "[nltk_data] Package wordnet is already up-to-date!\n", + "[nltk_data] Downloading package words to /home/sy/nltk_data...\n", + "[nltk_data] Package words is already up-to-date!\n" + ] + } + ], + "source": [ + "import json\n", + "import nltk\n", + "from nltk.corpus import wordnet as wn\n", + "from nltk.stem.wordnet import WordNetLemmatizer\n", + "nltk.download('wordnet')\n", + "from nltk.corpus import words\n", + "nltk.download('words')\n", + "ww = words.words()" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "id": "8fe45bc7-a41a-49db-9067-700254f388c0", + "metadata": {}, + "outputs": [], + "source": [ + "def format(s):\n", + " return ' '.join(s.split('_'))" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "id": "c75240e0-8392-4a7b-9999-dc528b3d17a1", + "metadata": {}, + "outputs": [], + "source": [ + "from collections import defaultdict\n", + "dsynonyms = defaultdict(set)\n", + "n=0\n", + "\n", + "for word in wn.words():\n", + " n+=1\n", + " synsets = wn.synsets(word)\n", + " synonymss = wn.synonyms(word)\n", + " syns = set()\n", + " for synset, synonyms in zip(synsets, synonymss):\n", + " if synset.pos() in ['a', 's']:\n", + " syns |= set(synonyms)\n", + " if len(syns) >= 4:\n", + " clues = [format(clue) for clue in syns]\n", + " ok = True\n", + " for clue in clues:\n", + " if clue in dsynonyms:\n", + " ok = False\n", + " if ok:\n", + " clues.append(format(word))\n", + " dsynonyms[word] = dict(group=f'synonyms for {format(word)}', clues=clues)" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "id": "7e552fc8-03b2-4b8f-b6f6-072d580702bc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Synset('spanish_lime.n.01'), Synset('genip.n.02')]" + ] + }, + "execution_count": 230, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wn.synsets('genip')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8d780210-38a4-4f8d-ae2e-b4631cb06368", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 231, + "id": "48233554-2634-4a5e-9013-4e45c6f7d3d9", + "metadata": {}, + "outputs": [], + "source": [ + "# flag button for reporting" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1464f8df-180a-4334-b123-d76303140a03", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ecc5527c-a0b0-4e48-ae0a-4cb3a1a8a12b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 232, + "id": "e588bdf3-d648-48b3-ab6b-027a07194292", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "id": "b27aa837-73d2-4b10-826b-990e12a3f7e2", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('LADECv1-2019.csv', index_col=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 234, + "id": "176e2790-560c-4daf-b436-a1771611c4bf", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.drop(df[df.correctParse == 'no'].index)" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "id": "64ccaf3d-9743-49ed-b10b-d7b3e70e0235", + "metadata": {}, + "outputs": [], + "source": [ + "prefixes = df.groupby('c1').groups\n", + "suffixes = df.groupby('c2').groups\n", + "pres = []\n", + "for prefix, ids in prefixes.items():\n", + " if len(ids) >= 4:\n", + " pres.append((prefix, list(df.loc[list(ids)].c2)))\n", + "sufs = []\n", + "for suffix, ids in suffixes.items():\n", + " if len(ids) >= 4:\n", + " sufs.append((suffix, list(df.loc[list(ids)].c1)))" + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "id": "86c69c9f-bc6a-4dd1-9eb3-ab37ad766586", + "metadata": {}, + "outputs": [], + "source": [ + "dprefix = {}\n", + "for prefix, ids in pres:\n", + " res = set()\n", + " for id in ids:\n", + " if (id[-1] == 's' and id[:-1] in ids) or (ids[-2:] == 'es' and ids[:-2] in ids):\n", + " continue\n", + " res.add(id)\n", + " if len(res) < 4:\n", + " continue\n", + " dprefix[prefix] = dict(group=f'{prefix} _', clues=list(res))\n", + "\n", + "dsuffix = {}\n", + "for suffix, ids in sufs:\n", + " if (suffix[-1] == 's' and suffix[:-1] in dsuffix) or (suffix[-2:] == 'es' and suffix[:-2] in ids):\n", + " #dsuffix[suffix[:-1]] = set(ids)\n", + " continue\n", + " if len(ids) < 4:\n", + " continue\n", + " dsuffix[suffix] = dict(group=f'_ {suffix}', clues=ids)" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "id": "def43999-d789-4e5c-bb27-4fd29074c875", + "metadata": {}, + "outputs": [], + "source": [ + "from Levenshtein import ratio\n", + "def similar(a, b):\n", + " return ratio(a, b) >= .8\n", + "import inflect\n", + "\n", + "p = inflect.engine()\n", + "\n", + "def normalize(w):\n", + " pass\n", + "\n", + "def filter_duplicates(group):\n", + " if not group:\n", + " return []\n", + " ok = [group[0]]\n", + " for i in range(1, len(group)):\n", + " for word in ok:\n", + " if similar(word, group[i]):\n", + " break\n", + " else:\n", + " ok.append(group[i])\n", + " return ok" + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "id": "6a3c04eb-79a6-47f5-846e-93258db65921", + "metadata": {}, + "outputs": [], + "source": [ + "blacklist = ['man', 'men', 'woman', 'women']" + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "id": "dfb38b21-3dc4-495a-8805-446b2e9e8483", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def process_corpus(corpus):\n", + " new = {}\n", + " for word, group in corpus.items():\n", + " clues = group['clues']\n", + " clues = [clue for clue in clues if clue not in blacklist]\n", + " clues = filter_duplicates(clues)\n", + " if len(clues) < 4:\n", + " continue\n", + " new[word] = dict(group=group['group'], clues=clues)\n", + " return new" + ] + }, + { + "cell_type": "code", + "execution_count": 240, + "id": "a59a4514-2572-4d35-a73d-fef58d1bc804", + "metadata": {}, + "outputs": [], + "source": [ + "corpus = {**dprefix}\n", + "corpus.update(dsuffix)\n", + "corpus.update(dsynonyms)\n", + "filtered_corpus = process_corpus(corpus)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8025664c-e116-481a-9609-d58200f773ec", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 241, + "id": "fccac4d7-af42-4445-8dd5-6f4b0d3aa9ca", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "with open('../static/corpus.js', 'w') as f:\n", + " f.write('var corpus = ')\n", + " json.dump(filtered_corpus, f)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4a82df07-568a-41f9-98c9-be0182522577", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 242, + "id": "46157b29-1084-4caa-be4f-7c56be562da8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[['encroach', 'impinge', 'infringe'],\n", + " ['encroach', 'entrench', 'impinge', 'trench'],\n", + " ['invasive', 'trespassing']]" + ] + }, + "execution_count": 242, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wn.synonyms('encroaching')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98e6a79f-4e7b-498d-a824-a44b52ae3829", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ebcdf335-02c3-480c-a241-f83f7569acb0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} -- cgit v1.2.3