diff --git a/notebooks/07 Leaderboard 1.0.ipynb b/notebooks/07 Leaderboard 1.0.ipynb
index e23c830..de93012 100644
--- a/notebooks/07 Leaderboard 1.0.ipynb
+++ b/notebooks/07 Leaderboard 1.0.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -42,7 +42,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -102,17 +102,26 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
+ "57.25 39.96\n",
"62.42 46.07\n",
+ "61.5 46.86\n",
+ "49.47 41.08\n",
"71.85 47.72\n",
+ "2.74 3.87\n",
+ "77.54 51.12\n",
+ "68.26 49.11\n",
"83.38 49.24\n",
+ "88.38 49.72\n",
+ "66.11 48.55\n",
"81.81 50.39\n",
+ "76.71 50.05\n",
"0.0 0.0\n",
"0.0 0.0\n",
"0.0 0.0\n",
@@ -134,36 +143,66 @@
"87.66 47.95\n",
"92.33 50.77\n",
"79.92 50.47\n",
+ "61.91 41.12\n",
+ "58.36 46.78\n",
"90.83 47.96\n",
- "67.08 50.41\n",
- "72.4 48.28\n",
+ "35.62 32.3\n",
+ "99.73 50.5\n",
+ "70.13 47.18\n",
+ "71.1 50.78\n",
+ "81.28 48.21\n",
+ "81.9 50.05\n",
+ "31.24 30.5\n",
+ "98.42 48.6\n",
"99.76 44.22\n",
"88.09 47.59\n",
"99.76 47.5\n",
+ "80.18 51.61\n",
"99.72 47.4\n",
"74.37 49.08\n",
+ "83.81 53.37\n",
"82.25 51.29\n",
- "80.63 46.6\n",
+ "74.82 50.69\n",
+ "84.43 52.44\n",
+ "84.24 49.13\n",
+ "99.97 52.57\n",
+ "32.99 26.26\n",
+ "0.0 0.0\n",
+ "98.68 49.57\n",
+ "75.95 47.57\n",
+ "0.0 0.0\n",
"0.0 0.0\n",
"98.84 45.23\n",
- "72.54 46.44\n",
+ "61.23 50.42\n",
"62.48 40.96\n",
+ "75.58 50.05\n",
+ "74.83 54.27\n",
+ "0.0 0.0\n",
"74.78 49.13\n",
+ "61.57 51.09\n",
+ "74.64 54.31\n",
+ "0.0 0.0\n",
+ "99.62 51.85\n",
+ "84.0 56.04\n",
+ "0.0 0.0\n",
+ "91.79 51.65\n",
"66.11 49.29\n",
"98.36 49.11\n",
"43.44 39.35\n",
"58.0 46.73\n",
"0.0 0.0\n",
- "42.34 41.41\n",
- "97.94 53.35\n",
- "97.91 50.09\n",
- "63.1 49.76\n",
- "84.89 47.01\n",
+ "98.59 48.62\n",
+ "99.03 48.89\n",
+ "84.68 48.78\n",
+ "99.58 50.27\n",
+ "99.57 50.4\n",
+ "98.44 48.88\n",
+ "90.79 45.15\n",
+ "94.2 46.59\n",
"74.68 49.6\n",
"77.01 48.38\n",
"78.52 42.22\n",
- "86.9 42.59\n",
- "63.13 45.52\n"
+ "86.9 42.59\n"
]
}
],
@@ -180,7 +219,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
@@ -224,7 +263,7 @@
" \n",
"
\n",
" \n",
- " 14 | \n",
+ " 23 | \n",
" 250 | \n",
" False | \n",
" 1 | \n",
@@ -243,7 +282,7 @@
" 1.0 | \n",
"
\n",
" \n",
- " 18 | \n",
+ " 27 | \n",
" 250 | \n",
" False | \n",
" 1 | \n",
@@ -262,60 +301,60 @@
" 1.0 | \n",
"
\n",
" \n",
- " 19 | \n",
- " 250 | \n",
+ " 74 | \n",
+ " 100 | \n",
" False | \n",
" 1 | \n",
- " glo50 | \n",
+ " wan50 | \n",
" False | \n",
- " 1000 | \n",
- " [32] | \n",
+ " 150 | \n",
+ " [16, 16] | \n",
" [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... | \n",
- " 25 | \n",
+ " False | \n",
" 0.005 | \n",
" BasicLSTM | \n",
- " [T] | \n",
- " 2018-09-05 150321 | \n",
- " 0.00 | \n",
- " 53.83 | \n",
+ " [R, IOB] | \n",
+ " 2018-09-26 174440 | \n",
+ " 84.00 | \n",
+ " 56.04 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " 46 | \n",
- " 100 | \n",
+ " 71 | \n",
+ " 250 | \n",
" False | \n",
" 1 | \n",
- " wan300 | \n",
+ " wan50 | \n",
" False | \n",
" 250 | \n",
- " [32, 16] | \n",
+ " [16, 16] | \n",
" [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... | \n",
" False | \n",
" 0.005 | \n",
- " BasicLSTM | \n",
+ " LSTM | \n",
" [R, IOB] | \n",
- " 2018-09-25 215108 | \n",
- " 97.94 | \n",
- " 53.35 | \n",
+ " 2018-09-29 230549 | \n",
+ " 74.64 | \n",
+ " 54.31 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " 33 | \n",
+ " 67 | \n",
" 250 | \n",
" False | \n",
" 1 | \n",
- " wan100 | \n",
+ " wan50 | \n",
" False | \n",
- " 1000 | \n",
+ " 250 | \n",
" [16, 16] | \n",
" [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... | \n",
" False | \n",
" 0.005 | \n",
- " BasicLSTM | \n",
- " [IOB] | \n",
- " 2018-08-27 150000 | \n",
- " 82.25 | \n",
- " 51.29 | \n",
+ " GRU | \n",
+ " [R, IOB] | \n",
+ " 2018-09-28 175327 | \n",
+ " 74.83 | \n",
+ " 54.27 | \n",
" 1.0 | \n",
"
\n",
" \n",
@@ -324,35 +363,35 @@
],
"text/plain": [
" batch_size chunks ctxp embeddings_model embeddings_trainable epochs \\\n",
- "14 250 False 1 glo50 False 1000 \n",
- "18 250 False 1 glo50 False 1000 \n",
- "19 250 False 1 glo50 False 1000 \n",
- "46 100 False 1 wan300 False 250 \n",
- "33 250 False 1 wan100 False 1000 \n",
+ "23 250 False 1 glo50 False 1000 \n",
+ "27 250 False 1 glo50 False 1000 \n",
+ "74 100 False 1 wan50 False 150 \n",
+ "71 250 False 1 wan50 False 250 \n",
+ "67 250 False 1 wan50 False 250 \n",
"\n",
" hidden_layers input_labels kfold \\\n",
- "14 [32] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n",
- "18 [32] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... 25 \n",
- "19 [32] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... 25 \n",
- "46 [32, 16] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n",
- "33 [16, 16] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n",
+ "23 [32] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n",
+ "27 [32] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... 25 \n",
+ "74 [16, 16] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n",
+ "71 [16, 16] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n",
+ "67 [16, 16] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n",
"\n",
" lr ru target_labels timestamp train-f1 valid-f1 \\\n",
- "14 0.005 BasicLSTM [T] 2018-09-22 130752 98.68 64.98 \n",
- "18 0.005 BasicLSTM [T] 2018-09-04 160737 0.00 58.59 \n",
- "19 0.005 BasicLSTM [T] 2018-09-05 150321 0.00 53.83 \n",
- "46 0.005 BasicLSTM [R, IOB] 2018-09-25 215108 97.94 53.35 \n",
- "33 0.005 BasicLSTM [IOB] 2018-08-27 150000 82.25 51.29 \n",
+ "23 0.005 BasicLSTM [T] 2018-09-22 130752 98.68 64.98 \n",
+ "27 0.005 BasicLSTM [T] 2018-09-04 160737 0.00 58.59 \n",
+ "74 0.005 BasicLSTM [R, IOB] 2018-09-26 174440 84.00 56.04 \n",
+ "71 0.005 LSTM [R, IOB] 2018-09-29 230549 74.64 54.31 \n",
+ "67 0.005 GRU [R, IOB] 2018-09-28 175327 74.83 54.27 \n",
"\n",
" version \n",
- "14 1.0 \n",
- "18 1.0 \n",
- "19 1.0 \n",
- "46 1.0 \n",
- "33 1.0 "
+ "23 1.0 \n",
+ "27 1.0 \n",
+ "74 1.0 \n",
+ "71 1.0 \n",
+ "67 1.0 "
]
},
- "execution_count": 14,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -365,26 +404,12 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"df.to_csv('leaderboard.csv', sep=';', encoding='utf-8')"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
diff --git a/notebooks/leaderboard.csv b/notebooks/leaderboard.csv
index 5cae5b7..97879f5 100644
--- a/notebooks/leaderboard.csv
+++ b/notebooks/leaderboard.csv
@@ -1,68 +1,95 @@
;batch_size;chunks;ctxp;embeddings_model;embeddings_trainable;epochs;hidden_layers;input_labels;kfold;lr;ru;target_labels;timestamp;train-f1;valid-f1;version
-16;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'R'];False;0.005;BasicLSTM;['T'];2018-09-22 130752;98.68;64.98;1.0
-20;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-04 160737;0.0;58.59;1.0
-52;100;False;1;wan50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 174440;84.0;56.04;1.0
-21;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 150321;0.0;53.83;1.0
-41;250;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 040338;99.97;52.57;1.0
-51;250;False;1;wan50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 000834;99.62;51.85;1.0
-53;250;False;1;wan50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 000857;91.79;51.65;1.0
-39;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;82.25;51.29;1.0
-30;250;False;1;wrd50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 132312;71.1;50.78;1.0
-25;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-25 130945;92.33;50.77;1.0
-40;100;False;1;wan100;False;150;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 150942;74.82;50.69;1.0
-29;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 103039;83.49;50.5;1.0
-26;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-26 181434;79.92;50.47;1.0
-5;100;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-26 042939;81.81;50.39;1.0
-31;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-27 223248;81.9;50.05;1.0
-63;250;False;1;wan300;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-05 001804;74.68;49.6;1.0
-44;250;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 050118;98.68;49.57;1.0
-9;250;True;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'SHALLOW_CHUNKS'];False;0.005;BasicLSTM;['T'];2018-09-10 160326;65.7;49.52;1.0
-54;100;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'T'];2018-09-26 063434;66.11;49.29;1.0
-3;100;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 015154;83.38;49.24;1.0
-50;100;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 032941;74.78;49.13;1.0
-55;250;False;1;wan50;False;300;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-25 180955;98.36;49.11;1.0
-38;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;74.37;49.08;1.0
-60;250;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 091355;99.03;48.89;1.0
-62;250;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 093730;98.44;48.88;1.0
-61;100;False;1;wan300;False;150;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 135958;84.68;48.78;1.0
-23;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 144836;0.0;48.77;1.0
-59;100;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.0005;BasicLSTM;['R', 'IOB'];2018-09-27 014126;98.59;48.62;1.0
-33;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 110002;92.27;48.6;1.0
-4;100;False;1;glo50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 163929;66.11;48.55;1.0
-64;250;False;1;wan300;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-05 003619;77.01;48.38;1.0
-27;250;False;1;wrd50;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;90.83;47.96;1.0
-24;250;False;1;glo50;False;300;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-25 153727;87.66;47.95;1.0
-15;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-21 173633;98.26;47.79;1.0
-1;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;71.85;47.72;1.0
-35;250;False;1;wan100;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;88.09;47.59;1.0
-45;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 152610;75.95;47.57;1.0
-13;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-04 125004;64.0;47.56;1.0
-36;250;False;1;wan100;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;99.76;47.5;1.0
-37;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150001;99.72;47.4;1.0
-14;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-20 125425;66.38;46.85;1.0
-17;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-22 165940;98.3;46.8;1.0
-57;250;False;1;wan300;False;1000;[8, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-03 165252;58.0;46.73;1.0
-10;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-19 233826;79.95;46.64;1.0
-12;250;False;1;glo50;True;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-20 235330;95.65;46.4;1.0
-0;250;False;1;glo50;False;1000;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-04 011925;62.42;46.07;1.0
-11;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-21 233047;59.76;45.79;1.0
-48;250;False;3;wan100;False;1000;[16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;98.84;45.23;1.0
-34;250;False;1;wan100;False;1000;[32, 32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;99.76;44.22;1.0
-66;250;False;1;wan300;False;500;[16, 16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;BasicLSTM;['IOB'];2018-09-05 121444;86.9;42.59;1.0
-65;250;False;1;wan300;False;1000;[16, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;GRU;['IOB'];2018-09-05 160210;78.52;42.22;1.0
-49;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.0005;BasicLSTM;['R', 'IOB'];2018-09-26 190036;62.48;40.96;1.0
-56;250;False;1;wan300;False;1000;[32, 32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['T'];2018-09-05 153810;43.44;39.35;1.0
-22;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 152556;0.0;33.48;1.0
-28;250;False;1;wrd50;False;500;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.0001;BasicLSTM;['R', 'IOB'];2018-09-26 234159;35.62;32.3;1.0
-32;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 235356;31.24;30.5;1.0
-18;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 145709;0.0;28.34;1.0
-42;100;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;5e-05;BasicLSTM;['R', 'IOB'];2018-09-27 062241;32.99;26.26;1.0
-19;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 145941;0.0;26.02;1.0
-2;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;1e-05;BasicLSTM;['R', 'IOB'];2018-09-27 151059;2.74;3.87;1.0
-47;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 150506;0.0;0.0;1.0
-58;250;False;1;wan300;False;1000;[8, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-03 164806;0.0;0.0;1.0
-8;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 140650;0.0;0.0;1.0
-7;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 135931;0.0;0.0;1.0
-6;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 140806;0.0;0.0;1.0
-43;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 145913;0.0;0.0;1.0
-46;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 150540;0.0;0.0;1.0
+23;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'R'];False;0.005;BasicLSTM;['T'];2018-09-22 130752;98.68;64.98;1.0
+27;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-04 160737;0.0;58.59;1.0
+74;100;False;1;wan50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 174440;84.0;56.04;1.0
+71;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-29 230549;74.64;54.31;1.0
+67;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-28 175327;74.83;54.27;1.0
+28;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 150321;0.0;53.83;1.0
+51;250;False;1;wan100;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 150251;83.81;53.37;1.0
+56;250;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 040338;99.97;52.57;1.0
+54;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-28 190707;84.43;52.44;1.0
+73;250;False;1;wan50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 000834;99.62;51.85;1.0
+76;250;False;1;wan50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 000857;91.79;51.65;1.0
+48;250;False;1;wan100;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 161640;80.18;51.61;1.0
+52;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;82.25;51.29;1.0
+6;250;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-29 225214;77.54;51.12;1.0
+70;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-28 155042;61.57;51.09;1.0
+40;250;False;1;wrd50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 132312;71.1;50.78;1.0
+32;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-25 130945;92.33;50.77;1.0
+53;100;False;1;wan100;False;150;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 150942;74.82;50.69;1.0
+38;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 103039;99.73;50.5;1.0
+33;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-26 181434;79.92;50.47;1.0
+64;250;False;1;wan50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 124759;61.23;50.42;1.0
+86;250;False;1;wan300;False;250;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-28 204808;99.57;50.4;1.0
+11;100;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-26 042939;81.81;50.39;1.0
+85;250;False;1;wan300;False;250;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-29 203057;99.58;50.27;1.0
+66;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 134920;75.58;50.05;1.0
+42;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-27 223248;81.9;50.05;1.0
+12;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 160119;76.71;50.05;1.0
+9;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 150421;88.38;49.72;1.0
+90;250;False;1;wan300;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-05 001804;74.68;49.6;1.0
+59;250;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 050118;98.68;49.57;1.0
+16;250;True;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'SHALLOW_CHUNKS'];False;0.005;BasicLSTM;['T'];2018-09-10 160326;65.7;49.52;1.0
+77;100;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'T'];2018-09-26 063434;66.11;49.29;1.0
+8;100;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 015154;83.38;49.24;1.0
+55;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-29 184830;84.24;49.13;1.0
+69;100;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 032941;74.78;49.13;1.0
+78;250;False;1;wan50;False;300;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-25 180955;98.36;49.11;1.0
+7;250;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-28 231339;68.26;49.11;1.0
+50;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;74.37;49.08;1.0
+83;250;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 091355;99.03;48.89;1.0
+87;250;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 093730;98.44;48.88;1.0
+84;100;False;1;wan300;False;150;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 135958;84.68;48.78;1.0
+30;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 144836;0.0;48.77;1.0
+82;100;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.0005;BasicLSTM;['R', 'IOB'];2018-09-27 014126;98.59;48.62;1.0
+44;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 110002;98.42;48.6;1.0
+10;100;False;1;glo50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 163929;66.11;48.55;1.0
+91;250;False;1;wan300;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-05 003619;77.01;48.38;1.0
+41;250;False;1;wrd50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-29 214401;81.28;48.21;1.0
+36;250;False;1;wrd50;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;90.83;47.96;1.0
+31;250;False;1;glo50;False;300;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-25 153727;87.66;47.95;1.0
+22;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-21 173633;98.26;47.79;1.0
+4;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;71.85;47.72;1.0
+46;250;False;1;wan100;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;88.09;47.59;1.0
+60;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 152610;75.95;47.57;1.0
+20;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-04 125004;64.0;47.56;1.0
+47;250;False;1;wan100;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;99.76;47.5;1.0
+49;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150001;99.72;47.4;1.0
+39;250;False;1;wrd50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-28 220001;70.13;47.18;1.0
+2;250;False;1;glo50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-10-01 000041;61.5;46.86;1.0
+21;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-20 125425;66.38;46.85;1.0
+24;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-22 165940;98.3;46.8;1.0
+35;250;False;1;wrd50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 212327;58.36;46.78;1.0
+80;250;False;1;wan300;False;1000;[8, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-03 165252;58.0;46.73;1.0
+17;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-19 233826;79.95;46.64;1.0
+89;250;False;1;wan300;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 174349;94.2;46.59;1.0
+19;250;False;1;glo50;True;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-20 235330;95.65;46.4;1.0
+1;250;False;1;glo50;False;1000;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-04 011925;62.42;46.07;1.0
+18;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-21 233047;59.76;45.79;1.0
+63;250;False;3;wan100;False;1000;[16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;98.84;45.23;1.0
+88;250;False;1;wan300;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 192126;90.79;45.15;1.0
+45;250;False;1;wan100;False;1000;[32, 32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;99.76;44.22;1.0
+93;250;False;1;wan300;False;500;[16, 16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;BasicLSTM;['IOB'];2018-09-05 121444;86.9;42.59;1.0
+92;250;False;1;wan300;False;1000;[16, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;GRU;['IOB'];2018-09-05 160210;78.52;42.22;1.0
+34;250;False;1;wrd50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 222556;61.91;41.12;1.0
+3;250;False;1;glo50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 233133;49.47;41.08;1.0
+65;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.0005;BasicLSTM;['R', 'IOB'];2018-09-26 190036;62.48;40.96;1.0
+0;250;False;1;glo50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;LSTM;['R', 'IOB'];2018-10-01 010419;57.25;39.96;1.0
+79;250;False;1;wan300;False;1000;[32, 32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['T'];2018-09-05 153810;43.44;39.35;1.0
+29;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 152556;0.0;33.48;1.0
+37;250;False;1;wrd50;False;500;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.0001;BasicLSTM;['R', 'IOB'];2018-09-26 234159;35.62;32.3;1.0
+43;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 235356;31.24;30.5;1.0
+25;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 145709;0.0;28.34;1.0
+57;100;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;5e-05;BasicLSTM;['R', 'IOB'];2018-09-27 062241;32.99;26.26;1.0
+26;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 145941;0.0;26.02;1.0
+5;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;1e-05;BasicLSTM;['R', 'IOB'];2018-09-27 151059;2.74;3.87;1.0
+81;250;False;1;wan300;False;1000;[8, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-03 164806;0.0;0.0;1.0
+72;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-28 154849;0.0;0.0;1.0
+58;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 145913;0.0;0.0;1.0
+61;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 150540;0.0;0.0;1.0
+15;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 140650;0.0;0.0;1.0
+14;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 135931;0.0;0.0;1.0
+13;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 140806;0.0;0.0;1.0
+75;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-28 154339;0.0;0.0;1.0
+62;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 150506;0.0;0.0;1.0
+68;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-28 154942;0.0;0.0;1.0