[1/3] madlib git commit: MLP: Remove source table dependency for predicting regression models

[njayaram]

Repository: madlib
Updated Branches:
  refs/heads/master ab83c95be -> 47eefc1c9


http://git-wip-us.apache.org/repos/asf/madlib/blob/5a71ff6f/src/ports/postgres/modules/convex/test/mlp.sql_in
----------------------------------------------------------------------
diff --git a/src/ports/postgres/modules/convex/test/mlp.sql_in 
b/src/ports/postgres/modules/convex/test/mlp.sql_in
index a40d35a..5f9e338 100644
--- a/src/ports/postgres/modules/convex/test/mlp.sql_in
+++ b/src/ports/postgres/modules/convex/test/mlp.sql_in
@@ -207,6 +207,7 @@ CREATE TABLE iris_data_batch_summary(
     output_table text,
     dependent_varname text,
     independent_varname text,
+    dependent_vartype text,
     buffer_size integer,
     class_values text[],
     num_rows_processed integer,
@@ -221,7 +222,7 @@ CREATE TABLE iris_data_batch_summary(
 -- scenario where the original source table is deleted and MLP is trained with
 -- the preprocessed table.
 INSERT INTO iris_data_batch_summary VALUES
-('iris_data_does_not_exist','iris_data_batch','class::TEXT','attributes',30,ARRAY[1,2,3],141,0,'grp');
+('iris_data_does_not_exist','iris_data_batch','class::TEXT','attributes','text',30,ARRAY[1,2,3],141,0,'grp');
 -- Create the corresponding standardization table for preprocessed data
 CREATE TABLE iris_data_batch_standardization(
     grp text,
@@ -385,418 +386,418 @@ DROP TABLE IF EXISTS mlp_class_batch, 
mlp_class_batch_summary, mlp_class_batch_s
 
 
 DROP TABLE IF EXISTS lin_housing_wi CASCADE;
-CREATE TABLE lin_housing_wi (id serial, x float8[], grp int, y float8);
+CREATE TABLE lin_housing_wi (id serial, x float8[], grp int, y double 
precision[]);
 COPY lin_housing_wi (x, grp, y) FROM STDIN NULL '?' DELIMITER '|';
-{1,0.00632,18.00,2.310,0,0.5380,6.5750,65.20,4.0900,1,296.0,15.30,396.90,4.98} 
| 1 | 24.00
-{1,0.02731,0.00,7.070,0,0.4690,6.4210,78.90,4.9671,2,242.0,17.80,396.90,9.14} 
| 1 | 21.60
-{1,0.02729,0.00,7.070,0,0.4690,7.1850,61.10,4.9671,2,242.0,17.80,392.83,4.03} 
| 1 | 34.70
-{1,0.03237,0.00,2.180,0,0.4580,6.9980,45.80,6.0622,3,222.0,18.70,394.63,2.94} 
| 1 | 33.40
-{1,0.06905,0.00,2.180,0,0.4580,7.1470,54.20,6.0622,3,222.0,18.70,396.90,5.33} 
| 1 | 36.20
-{1,0.02985,0.00,2.180,0,0.4580,6.4300,58.70,6.0622,3,222.0,18.70,394.12,5.21} 
| 1 | 28.70
-{1,0.08829,12.50,7.870,0,0.5240,6.0120,66.60,5.5605,5,311.0,15.20,395.60,12.43}
 | 1 | 22.90
-{1,0.14455,12.50,7.870,0,0.5240,6.1720,96.10,5.9505,5,311.0,15.20,396.90,19.15}
 | 1 | 27.10
-{1,0.21124,12.50,7.870,0,0.5240,5.6310,100.00,6.0821,5,311.0,15.20,386.63,29.93}
 | 1 | 16.50
-{1,0.17004,12.50,7.870,0,0.5240,6.0040,85.90,6.5921,5,311.0,15.20,386.71,17.10}
 | 1 | 18.90
-{1,0.22489,12.50,7.870,0,0.5240,6.3770,94.30,6.3467,5,311.0,15.20,392.52,20.45}
 | 1 | 15.00
-{1,0.11747,12.50,7.870,0,0.5240,6.0090,82.90,6.2267,5,311.0,15.20,396.90,13.27}
 | 1 | 18.90
-{1,0.09378,12.50,7.870,0,0.5240,5.8890,39.00,5.4509,5,311.0,15.20,390.50,15.71}
 | 1 | 21.70
-{1,0.62976,0.00,8.140,0,0.5380,5.9490,61.80,4.7075,4,307.0,21.00,396.90,8.26} 
| 1 | 20.40
-{1,0.63796,0.00,8.140,0,0.5380,6.0960,84.50,4.4619,4,307.0,21.00,380.02,10.26} 
| 1 | 18.20
-{1,0.62739,0.00,8.140,0,0.5380,5.8340,56.50,4.4986,4,307.0,21.00,395.62,8.47} 
| 1 | 19.90
-{1,1.05393,0.00,8.140,0,0.5380,5.9350,29.30,4.4986,4,307.0,21.00,386.85,6.58} 
| 1 | 23.10
-{1,0.78420,0.00,8.140,0,0.5380,5.9900,81.70,4.2579,4,307.0,21.00,386.75,14.67} 
| 1 | 17.50
-{1,0.80271,0.00,8.140,0,0.5380,5.4560,36.60,3.7965,4,307.0,21.00,288.99,11.69} 
| 1 | 20.20
-{1,0.72580,0.00,8.140,0,0.5380,5.7270,69.50,3.7965,4,307.0,21.00,390.95,11.28} 
| 1 | 18.20
-{1,1.25179,0.00,8.140,0,0.5380,5.5700,98.10,3.7979,4,307.0,21.00,376.57,21.02} 
| 1 | 13.60
-{1,0.85204,0.00,8.140,0,0.5380,5.9650,89.20,4.0123,4,307.0,21.00,392.53,13.83} 
| 1 | 19.60
-{1,1.23247,0.00,8.140,0,0.5380,6.1420,91.70,3.9769,4,307.0,21.00,396.90,18.72} 
| 1 | 15.20
-{1,0.98843,0.00,8.140,0,0.5380,5.8130,100.00,4.0952,4,307.0,21.00,394.54,19.88}
 | 1 | 14.50
-{1,0.75026,0.00,8.140,0,0.5380,5.9240,94.10,4.3996,4,307.0,21.00,394.33,16.30} 
| 1 | 15.60
-{1,0.84054,0.00,8.140,0,0.5380,5.5990,85.70,4.4546,4,307.0,21.00,303.42,16.51} 
| 1 | 13.90
-{1,0.67191,0.00,8.140,0,0.5380,5.8130,90.30,4.6820,4,307.0,21.00,376.88,14.81} 
| 1 | 16.60
-{1,0.95577,0.00,8.140,0,0.5380,6.0470,88.80,4.4534,4,307.0,21.00,306.38,17.28} 
| 1 | 14.80
-{1,0.77299,0.00,8.140,0,0.5380,6.4950,94.40,4.4547,4,307.0,21.00,387.94,12.80} 
| 1 | 18.40
-{1,1.00245,0.00,8.140,0,0.5380,6.6740,87.30,4.2390,4,307.0,21.00,380.23,11.98} 
| 1 | 21.00
-{1,1.13081,0.00,8.140,0,0.5380,5.7130,94.10,4.2330,4,307.0,21.00,360.17,22.60} 
| 1 | 12.70
-{1,1.35472,0.00,8.140,0,0.5380,6.0720,100.00,4.1750,4,307.0,21.00,376.73,13.04}
 | 1 | 14.50
-{1,1.38799,0.00,8.140,0,0.5380,5.9500,82.00,3.9900,4,307.0,21.00,232.60,27.71} 
| 1 | 13.20
-{1,1.15172,0.00,8.140,0,0.5380,5.7010,95.00,3.7872,4,307.0,21.00,358.77,18.35} 
| 1 | 13.10
-{1,1.61282,0.00,8.140,0,0.5380,6.0960,96.90,3.7598,4,307.0,21.00,248.31,20.34} 
| 1 | 13.50
-{1,0.06417,0.00,5.960,0,0.4990,5.9330,68.20,3.3603,5,279.0,19.20,396.90,9.68} 
| 1 | 18.90
-{1,0.09744,0.00,5.960,0,0.4990,5.8410,61.40,3.3779,5,279.0,19.20,377.56,11.41} 
| 1 | 20.00
-{1,0.08014,0.00,5.960,0,0.4990,5.8500,41.50,3.9342,5,279.0,19.20,396.90,8.77} 
| 1 | 21.00
-{1,0.17505,0.00,5.960,0,0.4990,5.9660,30.20,3.8473,5,279.0,19.20,393.43,10.13} 
| 1 | 24.70
-{1,0.02763,75.00,2.950,0,0.4280,6.5950,21.80,5.4011,3,252.0,18.30,395.63,4.32} 
| 1 | 30.80
-{1,0.03359,75.00,2.950,0,0.4280,7.0240,15.80,5.4011,3,252.0,18.30,395.62,1.98} 
| 1 | 34.90
-{1,0.12744,0.00,6.910,0,0.4480,6.7700,2.90,5.7209,3,233.0,17.90,385.41,4.84} | 
1 | 26.60
-{1,0.14150,0.00,6.910,0,0.4480,6.1690,6.60,5.7209,3,233.0,17.90,383.37,5.81} | 
1 | 25.30
-{1,0.15936,0.00,6.910,0,0.4480,6.2110,6.50,5.7209,3,233.0,17.90,394.46,7.44} | 
1 | 24.70
-{1,0.12269,0.00,6.910,0,0.4480,6.0690,40.00,5.7209,3,233.0,17.90,389.39,9.55} 
| 1 | 21.20
-{1,0.17142,0.00,6.910,0,0.4480,5.6820,33.80,5.1004,3,233.0,17.90,396.90,10.21} 
| 1 | 19.30
-{1,0.18836,0.00,6.910,0,0.4480,5.7860,33.30,5.1004,3,233.0,17.90,396.90,14.15} 
| 1 | 20.00
-{1,0.22927,0.00,6.910,0,0.4480,6.0300,85.50,5.6894,3,233.0,17.90,392.74,18.80} 
| 1 | 16.60
-{1,0.25387,0.00,6.910,0,0.4480,5.3990,95.30,5.8700,3,233.0,17.90,396.90,30.81} 
| 1 | 14.40
-{1,0.21977,0.00,6.910,0,0.4480,5.6020,62.00,6.0877,3,233.0,17.90,396.90,16.20} 
| 1 | 19.40
-{1,0.08873,21.00,5.640,0,0.4390,5.9630,45.70,6.8147,4,243.0,16.80,395.56,13.45}
 | 1 | 19.70
-{1,0.04337,21.00,5.640,0,0.4390,6.1150,63.00,6.8147,4,243.0,16.80,393.97,9.43} 
| 1 | 20.50
-{1,0.05360,21.00,5.640,0,0.4390,6.5110,21.10,6.8147,4,243.0,16.80,396.90,5.28} 
| 1 | 25.00
-{1,0.04981,21.00,5.640,0,0.4390,5.9980,21.40,6.8147,4,243.0,16.80,396.90,8.43} 
| 1 | 23.40
-{1,0.01360,75.00,4.000,0,0.4100,5.8880,47.60,7.3197,3,469.0,21.10,396.90,14.80}
 | 1 | 18.90
-{1,0.01311,90.00,1.220,0,0.4030,7.2490,21.90,8.6966,5,226.0,17.90,395.93,4.81} 
| 1 | 35.40
-{1,0.02055,85.00,0.740,0,0.4100,6.3830,35.70,9.1876,2,313.0,17.30,396.90,5.77} 
| 1 | 24.70
-{1,0.01432,100.00,1.320,0,0.4110,6.8160,40.50,8.3248,5,256.0,15.10,392.90,3.95}
 | 1 | 31.60
-{1,0.15445,25.00,5.130,0,0.4530,6.1450,29.20,7.8148,8,284.0,19.70,390.68,6.86} 
| 1 | 23.30
-{1,0.10328,25.00,5.130,0,0.4530,5.9270,47.20,6.9320,8,284.0,19.70,396.90,9.22} 
| 1 | 19.60
-{1,0.14932,25.00,5.130,0,0.4530,5.7410,66.20,7.2254,8,284.0,19.70,395.11,13.15}
 | 1 | 18.70
-{1,0.17171,25.00,5.130,0,0.4530,5.9660,93.40,6.8185,8,284.0,19.70,378.08,14.44}
 | 1 | 16.00
-{1,0.11027,25.00,5.130,0,0.4530,6.4560,67.80,7.2255,8,284.0,19.70,396.90,6.73} 
| 1 | 22.20
-{1,0.12650,25.00,5.130,0,0.4530,6.7620,43.40,7.9809,8,284.0,19.70,395.58,9.50} 
| 1 | 25.00
-{1,0.01951,17.50,1.380,0,0.4161,7.1040,59.50,9.2229,3,216.0,18.60,393.24,8.05} 
| 1 | 33.00
-{1,0.03584,80.00,3.370,0,0.3980,6.2900,17.80,6.6115,4,337.0,16.10,396.90,4.67} 
| 1 | 23.50
-{1,0.04379,80.00,3.370,0,0.3980,5.7870,31.10,6.6115,4,337.0,16.10,396.90,10.24}
 | 1 | 19.40
-{1,0.05789,12.50,6.070,0,0.4090,5.8780,21.40,6.4980,4,345.0,18.90,396.21,8.10} 
| 1 | 22.00
-{1,0.13554,12.50,6.070,0,0.4090,5.5940,36.80,6.4980,4,345.0,18.90,396.90,13.09}
 | 1 | 17.40
-{1,0.12816,12.50,6.070,0,0.4090,5.8850,33.00,6.4980,4,345.0,18.90,396.90,8.79} 
| 1 | 20.90
-{1,0.08826,0.00,10.810,0,0.4130,6.4170,6.60,5.2873,4,305.0,19.20,383.73,6.72} 
| 1 | 24.20
-{1,0.15876,0.00,10.810,0,0.4130,5.9610,17.50,5.2873,4,305.0,19.20,376.94,9.88} 
| 1 | 21.70
-{1,0.09164,0.00,10.810,0,0.4130,6.0650,7.80,5.2873,4,305.0,19.20,390.91,5.52} 
| 1 | 22.80
-{1,0.19539,0.00,10.810,0,0.4130,6.2450,6.20,5.2873,4,305.0,19.20,377.17,7.54} 
| 1 | 23.40
-{1,0.07896,0.00,12.830,0,0.4370,6.2730,6.00,4.2515,5,398.0,18.70,394.92,6.78} 
| 1 | 24.10
-{1,0.09512,0.00,12.830,0,0.4370,6.2860,45.00,4.5026,5,398.0,18.70,383.23,8.94} 
| 1 | 21.40
-{1,0.10153,0.00,12.830,0,0.4370,6.2790,74.50,4.0522,5,398.0,18.70,373.66,11.97}
 | 1 | 20.00
-{1,0.08707,0.00,12.830,0,0.4370,6.1400,45.80,4.0905,5,398.0,18.70,386.96,10.27}
 | 1 | 20.80
-{1,0.05646,0.00,12.830,0,0.4370,6.2320,53.70,5.0141,5,398.0,18.70,386.40,12.34}
 | 1 | 21.20
-{1,0.08387,0.00,12.830,0,0.4370,5.8740,36.60,4.5026,5,398.0,18.70,396.06,9.10} 
| 1 | 20.30
-{1,0.04113,25.00,4.860,0,0.4260,6.7270,33.50,5.4007,4,281.0,19.00,396.90,5.29} 
| 1 | 28.00
-{1,0.04462,25.00,4.860,0,0.4260,6.6190,70.40,5.4007,4,281.0,19.00,395.63,7.22} 
| 1 | 23.90
-{1,0.03659,25.00,4.860,0,0.4260,6.3020,32.20,5.4007,4,281.0,19.00,396.90,6.72} 
| 1 | 24.80
-{1,0.03551,25.00,4.860,0,0.4260,6.1670,46.70,5.4007,4,281.0,19.00,390.64,7.51} 
| 1 | 22.90
-{1,0.05059,0.00,4.490,0,0.4490,6.3890,48.00,4.7794,3,247.0,18.50,396.90,9.62} 
| 1 | 23.90
-{1,0.05735,0.00,4.490,0,0.4490,6.6300,56.10,4.4377,3,247.0,18.50,392.30,6.53} 
| 1 | 26.60
-{1,0.05188,0.00,4.490,0,0.4490,6.0150,45.10,4.4272,3,247.0,18.50,395.99,12.86} 
| 1 | 22.50
-{1,0.07151,0.00,4.490,0,0.4490,6.1210,56.80,3.7476,3,247.0,18.50,395.15,8.44} 
| 1 | 22.20
-{1,0.05660,0.00,3.410,0,0.4890,7.0070,86.30,3.4217,2,270.0,17.80,396.90,5.50} 
| 1 | 23.60
-{1,0.05302,0.00,3.410,0,0.4890,7.0790,63.10,3.4145,2,270.0,17.80,396.06,5.70} 
| 1 | 28.70
-{1,0.04684,0.00,3.410,0,0.4890,6.4170,66.10,3.0923,2,270.0,17.80,392.18,8.81} 
| 1 | 22.60
-{1,0.03932,0.00,3.410,0,0.4890,6.4050,73.90,3.0921,2,270.0,17.80,393.55,8.20} 
| 1 | 22.00
-{1,0.04203,28.00,15.040,0,0.4640,6.4420,53.60,3.6659,4,270.0,18.20,395.01,8.16}
 | 1 | 22.90
-{1,0.02875,28.00,15.040,0,0.4640,6.2110,28.90,3.6659,4,270.0,18.20,396.33,6.21}
 | 1 | 25.00
-{1,0.04294,28.00,15.040,0,0.4640,6.2490,77.30,3.6150,4,270.0,18.20,396.90,10.59}
 | 1 | 20.60
-{1,0.12204,0.00,2.890,0,0.4450,6.6250,57.80,3.4952,2,276.0,18.00,357.98,6.65} 
| 1 | 28.40
-{1,0.11504,0.00,2.890,0,0.4450,6.1630,69.60,3.4952,2,276.0,18.00,391.83,11.34} 
| 1 | 21.40
-{1,0.12083,0.00,2.890,0,0.4450,8.0690,76.00,3.4952,2,276.0,18.00,396.90,4.21} 
| 1 | 38.70
-{1,0.08187,0.00,2.890,0,0.4450,7.8200,36.90,3.4952,2,276.0,18.00,393.53,3.57} 
| 1 | 43.80
-{1,0.06860,0.00,2.890,0,0.4450,7.4160,62.50,3.4952,2,276.0,18.00,396.90,6.19} 
| 1 | 33.20
-{1,0.14866,0.00,8.560,0,0.5200,6.7270,79.90,2.7778,5,384.0,20.90,394.76,9.42} 
| 1 | 27.50
-{1,0.11432,0.00,8.560,0,0.5200,6.7810,71.30,2.8561,5,384.0,20.90,395.58,7.67} 
| 1 | 26.50
-{1,0.22876,0.00,8.560,0,0.5200,6.4050,85.40,2.7147,5,384.0,20.90,70.80,10.63} 
| 1 | 18.60
-{1,0.21161,0.00,8.560,0,0.5200,6.1370,87.40,2.7147,5,384.0,20.90,394.47,13.44} 
| 1 | 19.30
-{1,0.13960,0.00,8.560,0,0.5200,6.1670,90.00,2.4210,5,384.0,20.90,392.69,12.33} 
| 1 | 20.10
-{1,0.13262,0.00,8.560,0,0.5200,5.8510,96.70,2.1069,5,384.0,20.90,394.05,16.47} 
| 1 | 19.50
-{1,0.17120,0.00,8.560,0,0.5200,5.8360,91.90,2.2110,5,384.0,20.90,395.67,18.66} 
| 1 | 19.50
-{1,0.13117,0.00,8.560,0,0.5200,6.1270,85.20,2.1224,5,384.0,20.90,387.69,14.09} 
| 1 | 20.40
-{1,0.12802,0.00,8.560,0,0.5200,6.4740,97.10,2.4329,5,384.0,20.90,395.24,12.27} 
| 1 | 19.80
-{1,0.26363,0.00,8.560,0,0.5200,6.2290,91.20,2.5451,5,384.0,20.90,391.23,15.55} 
| 1 | 19.40
-{1,0.10793,0.00,8.560,0,0.5200,6.1950,54.40,2.7778,5,384.0,20.90,393.49,13.00} 
| 1 | 21.70
-{1,0.10084,0.00,10.010,0,0.5470,6.7150,81.60,2.6775,6,432.0,17.80,395.59,10.16}
 | 1 | 22.80
-{1,0.12329,0.00,10.010,0,0.5470,5.9130,92.90,2.3534,6,432.0,17.80,394.95,16.21}
 | 1 | 18.80
-{1,0.22212,0.00,10.010,0,0.5470,6.0920,95.40,2.5480,6,432.0,17.80,396.90,17.09}
 | 1 | 18.70
-{1,0.14231,0.00,10.010,0,0.5470,6.2540,84.20,2.2565,6,432.0,17.80,388.74,10.45}
 | 1 | 18.50
-{1,0.17134,0.00,10.010,0,0.5470,5.9280,88.20,2.4631,6,432.0,17.80,344.91,15.76}
 | 1 | 18.30
-{1,0.13158,0.00,10.010,0,0.5470,6.1760,72.50,2.7301,6,432.0,17.80,393.30,12.04}
 | 1 | 21.20
-{1,0.15098,0.00,10.010,0,0.5470,6.0210,82.60,2.7474,6,432.0,17.80,394.51,10.30}
 | 1 | 19.20
-{1,0.13058,0.00,10.010,0,0.5470,5.8720,73.10,2.4775,6,432.0,17.80,338.63,15.37}
 | 1 | 20.40
-{1,0.14476,0.00,10.010,0,0.5470,5.7310,65.20,2.7592,6,432.0,17.80,391.50,13.61}
 | 1 | 19.30
-{1,0.06899,0.00,25.650,0,0.5810,5.8700,69.70,2.2577,2,188.0,19.10,389.15,14.37}
 | 1 | 22.00
-{1,0.07165,0.00,25.650,0,0.5810,6.0040,84.10,2.1974,2,188.0,19.10,377.67,14.27}
 | 1 | 20.30
-{1,0.09299,0.00,25.650,0,0.5810,5.9610,92.90,2.0869,2,188.0,19.10,378.09,17.93}
 | 1 | 20.50
-{1,0.15038,0.00,25.650,0,0.5810,5.8560,97.00,1.9444,2,188.0,19.10,370.31,25.41}
 | 1 | 17.30
-{1,0.09849,0.00,25.650,0,0.5810,5.8790,95.80,2.0063,2,188.0,19.10,379.38,17.58}
 | 1 | 18.80
-{1,0.16902,0.00,25.650,0,0.5810,5.9860,88.40,1.9929,2,188.0,19.10,385.02,14.81}
 | 1 | 21.40
-{1,0.38735,0.00,25.650,0,0.5810,5.6130,95.60,1.7572,2,188.0,19.10,359.29,27.26}
 | 1 | 15.70
-{1,0.25915,0.00,21.890,0,0.6240,5.6930,96.00,1.7883,4,437.0,21.20,392.11,17.19}
 | 1 | 16.20
-{1,0.32543,0.00,21.890,0,0.6240,6.4310,98.80,1.8125,4,437.0,21.20,396.90,15.39}
 | 1 | 18.00
-{1,0.88125,0.00,21.890,0,0.6240,5.6370,94.70,1.9799,4,437.0,21.20,396.90,18.34}
 | 1 | 14.30
-{1,0.34006,0.00,21.890,0,0.6240,6.4580,98.90,2.1185,4,437.0,21.20,395.04,12.60}
 | 1 | 19.20
-{1,1.19294,0.00,21.890,0,0.6240,6.3260,97.70,2.2710,4,437.0,21.20,396.90,12.26}
 | 1 | 19.60
-{1,0.59005,0.00,21.890,0,0.6240,6.3720,97.90,2.3274,4,437.0,21.20,385.76,11.12}
 | 1 | 23.00
-{1,0.32982,0.00,21.890,0,0.6240,5.8220,95.40,2.4699,4,437.0,21.20,388.69,15.03}
 | 1 | 18.40
-{1,0.97617,0.00,21.890,0,0.6240,5.7570,98.40,2.3460,4,437.0,21.20,262.76,17.31}
 | 1 | 15.60
-{1,0.55778,0.00,21.890,0,0.6240,6.3350,98.20,2.1107,4,437.0,21.20,394.67,16.96}
 | 1 | 18.10
-{1,0.32264,0.00,21.890,0,0.6240,5.9420,93.50,1.9669,4,437.0,21.20,378.25,16.90}
 | 1 | 17.40
-{1,0.35233,0.00,21.890,0,0.6240,6.4540,98.40,1.8498,4,437.0,21.20,394.08,14.59}
 | 1 | 17.10
-{1,0.24980,0.00,21.890,0,0.6240,5.8570,98.20,1.6686,4,437.0,21.20,392.04,21.32}
 | 1 | 13.30
-{1,0.54452,0.00,21.890,0,0.6240,6.1510,97.90,1.6687,4,437.0,21.20,396.90,18.46}
 | 1 | 17.80
-{1,0.29090,0.00,21.890,0,0.6240,6.1740,93.60,1.6119,4,437.0,21.20,388.08,24.16}
 | 1 | 14.00
-{1,1.62864,0.00,21.890,0,0.6240,5.0190,100.00,1.4394,4,437.0,21.20,396.90,34.41}
 | 1 | 14.40
-{1,3.32105,0.00,19.580,1,0.8710,5.4030,100.00,1.3216,5,403.0,14.70,396.90,26.82}
 | 1 | 13.40
-{1,4.09740,0.00,19.580,0,0.8710,5.4680,100.00,1.4118,5,403.0,14.70,396.90,26.42}
 | 1 | 15.60
-{1,2.77974,0.00,19.580,0,0.8710,4.9030,97.80,1.3459,5,403.0,14.70,396.90,29.29}
 | 1 | 11.80
-{1,2.37934,0.00,19.580,0,0.8710,6.1300,100.00,1.4191,5,403.0,14.70,172.91,27.80}
 | 1 | 13.80
-{1,2.15505,0.00,19.580,0,0.8710,5.6280,100.00,1.5166,5,403.0,14.70,169.27,16.65}
 | 1 | 15.60
-{1,2.36862,0.00,19.580,0,0.8710,4.9260,95.70,1.4608,5,403.0,14.70,391.71,29.53}
 | 1 | 14.60
-{1,2.33099,0.00,19.580,0,0.8710,5.1860,93.80,1.5296,5,403.0,14.70,356.99,28.32}
 | 1 | 17.80
-{1,2.73397,0.00,19.580,0,0.8710,5.5970,94.90,1.5257,5,403.0,14.70,351.85,21.45}
 | 1 | 15.40
-{1,1.65660,0.00,19.580,0,0.8710,6.1220,97.30,1.6180,5,403.0,14.70,372.80,14.10}
 | 1 | 21.50
-{1,1.49632,0.00,19.580,0,0.8710,5.4040,100.00,1.5916,5,403.0,14.70,341.60,13.28}
 | 1 | 19.60
-{1,1.12658,0.00,19.580,1,0.8710,5.0120,88.00,1.6102,5,403.0,14.70,343.28,12.12}
 | 1 | 15.30
-{1,2.14918,0.00,19.580,0,0.8710,5.7090,98.50,1.6232,5,403.0,14.70,261.95,15.79}
 | 1 | 19.40
-{1,1.41385,0.00,19.580,1,0.8710,6.1290,96.00,1.7494,5,403.0,14.70,321.02,15.12}
 | 1 | 17.00
-{1,3.53501,0.00,19.580,1,0.8710,6.1520,82.60,1.7455,5,403.0,14.70,88.01,15.02} 
| 1 | 15.60
-{1,2.44668,0.00,19.580,0,0.8710,5.2720,94.00,1.7364,5,403.0,14.70,88.63,16.14} 
| 1 | 13.10
-{1,1.22358,0.00,19.580,0,0.6050,6.9430,97.40,1.8773,5,403.0,14.70,363.43,4.59} 
| 1 | 41.30
-{1,1.34284,0.00,19.580,0,0.6050,6.0660,100.00,1.7573,5,403.0,14.70,353.89,6.43}
 | 1 | 24.30
-{1,1.42502,0.00,19.580,0,0.8710,6.5100,100.00,1.7659,5,403.0,14.70,364.31,7.39}
 | 1 | 23.30
-{1,1.27346,0.00,19.580,1,0.6050,6.2500,92.60,1.7984,5,403.0,14.70,338.92,5.50} 
| 1 | 27.00
-{1,1.46336,0.00,19.580,0,0.6050,7.4890,90.80,1.9709,5,403.0,14.70,374.43,1.73} 
| 1 | 50.00
-{1,1.83377,0.00,19.580,1,0.6050,7.8020,98.20,2.0407,5,403.0,14.70,389.61,1.92} 
| 1 | 50.00
-{1,1.51902,0.00,19.580,1,0.6050,8.3750,93.90,2.1620,5,403.0,14.70,388.45,3.32} 
| 1 | 50.00
-{1,2.24236,0.00,19.580,0,0.6050,5.8540,91.80,2.4220,5,403.0,14.70,395.11,11.64}
 | 1 | 22.70
-{1,2.92400,0.00,19.580,0,0.6050,6.1010,93.00,2.2834,5,403.0,14.70,240.16,9.81} 
| 1 | 25.00
-{1,2.01019,0.00,19.580,0,0.6050,7.9290,96.20,2.0459,5,403.0,14.70,369.30,3.70} 
| 1 | 50.00
-{1,1.80028,0.00,19.580,0,0.6050,5.8770,79.20,2.4259,5,403.0,14.70,227.61,12.14}
 | 1 | 23.80
-{1,2.30040,0.00,19.580,0,0.6050,6.3190,96.10,2.1000,5,403.0,14.70,297.09,11.10}
 | 1 | 23.80
-{1,2.44953,0.00,19.580,0,0.6050,6.4020,95.20,2.2625,5,403.0,14.70,330.04,11.32}
 | 1 | 22.30
-{1,1.20742,0.00,19.580,0,0.6050,5.8750,94.60,2.4259,5,403.0,14.70,292.29,14.43}
 | 1 | 17.40
-{1,2.31390,0.00,19.580,0,0.6050,5.8800,97.30,2.3887,5,403.0,14.70,348.13,12.03}
 | 1 | 19.10
-{1,0.13914,0.00,4.050,0,0.5100,5.5720,88.50,2.5961,5,296.0,16.60,396.90,14.69} 
| 1 | 23.10
-{1,0.09178,0.00,4.050,0,0.5100,6.4160,84.10,2.6463,5,296.0,16.60,395.50,9.04} 
| 1 | 23.60
-{1,0.08447,0.00,4.050,0,0.5100,5.8590,68.70,2.7019,5,296.0,16.60,393.23,9.64} 
| 1 | 22.60
-{1,0.06664,0.00,4.050,0,0.5100,6.5460,33.10,3.1323,5,296.0,16.60,390.96,5.33} 
| 1 | 29.40
-{1,0.07022,0.00,4.050,0,0.5100,6.0200,47.20,3.5549,5,296.0,16.60,393.23,10.11} 
| 1 | 23.20
-{1,0.05425,0.00,4.050,0,0.5100,6.3150,73.40,3.3175,5,296.0,16.60,395.60,6.29} 
| 1 | 24.60
-{1,0.06642,0.00,4.050,0,0.5100,6.8600,74.40,2.9153,5,296.0,16.60,391.27,6.92} 
| 1 | 29.90
-{1,0.05780,0.00,2.460,0,0.4880,6.9800,58.40,2.8290,3,193.0,17.80,396.90,5.04} 
| 1 | 37.20
-{1,0.06588,0.00,2.460,0,0.4880,7.7650,83.30,2.7410,3,193.0,17.80,395.56,7.56} 
| 1 | 39.80
-{1,0.06888,0.00,2.460,0,0.4880,6.1440,62.20,2.5979,3,193.0,17.80,396.90,9.45} 
| 1 | 36.20
-{1,0.09103,0.00,2.460,0,0.4880,7.1550,92.20,2.7006,3,193.0,17.80,394.12,4.82} 
| 1 | 37.90
-{1,0.10008,0.00,2.460,0,0.4880,6.5630,95.60,2.8470,3,193.0,17.80,396.90,5.68} 
| 1 | 32.50
-{1,0.08308,0.00,2.460,0,0.4880,5.6040,89.80,2.9879,3,193.0,17.80,391.00,13.98} 
| 1 | 26.40
-{1,0.06047,0.00,2.460,0,0.4880,6.1530,68.80,3.2797,3,193.0,17.80,387.11,13.15} 
| 1 | 29.60
-{1,0.05602,0.00,2.460,0,0.4880,7.8310,53.60,3.1992,3,193.0,17.80,392.63,4.45} 
| 1 | 50.00
-{1,0.07875,45.00,3.440,0,0.4370,6.7820,41.10,3.7886,5,398.0,15.20,393.87,6.68} 
| 1 | 32.00
-{1,0.12579,45.00,3.440,0,0.4370,6.5560,29.10,4.5667,5,398.0,15.20,382.84,4.56} 
| 1 | 29.80
-{1,0.08370,45.00,3.440,0,0.4370,7.1850,38.90,4.5667,5,398.0,15.20,396.90,5.39} 
| 1 | 34.90
-{1,0.09068,45.00,3.440,0,0.4370,6.9510,21.50,6.4798,5,398.0,15.20,377.68,5.10} 
| 1 | 37.00
-{1,0.06911,45.00,3.440,0,0.4370,6.7390,30.80,6.4798,5,398.0,15.20,389.71,4.69} 
| 1 | 30.50
-{1,0.04590,52.50,5.320,0,0.4050,6.3150,45.60,7.3172,6,293.0,16.60,396.90,7.60} 
| 2 | 22.30
-{1,0.04297,52.50,5.320,0,0.4050,6.5650,22.90,7.3172,6,293.0,16.60,371.72,9.51} 
| 2 | 24.80
-{1,0.03502,80.00,4.950,0,0.4110,6.8610,27.90,5.1167,4,245.0,19.20,396.90,3.33} 
| 2 | 28.50
-{1,0.07886,80.00,4.950,0,0.4110,7.1480,27.70,5.1167,4,245.0,19.20,396.90,3.56} 
| 2 | 37.30
-{1,0.03615,80.00,4.950,0,0.4110,6.6300,23.40,5.1167,4,245.0,19.20,396.90,4.70} 
| 2 | 27.90
-{1,0.08265,0.00,13.920,0,0.4370,6.1270,18.40,5.5027,4,289.0,16.00,396.90,8.58} 
| 2 | 23.90
-{1,0.08199,0.00,13.920,0,0.4370,6.0090,42.30,5.5027,4,289.0,16.00,396.90,10.40}
 | 2 | 21.70
-{1,0.12932,0.00,13.920,0,0.4370,6.6780,31.10,5.9604,4,289.0,16.00,396.90,6.27} 
| 2 | 28.60
-{1,0.05372,0.00,13.920,0,0.4370,6.5490,51.00,5.9604,4,289.0,16.00,392.85,7.39} 
| 2 | 27.10
-{1,0.14103,0.00,13.920,0,0.4370,5.7900,58.00,6.3200,4,289.0,16.00,396.90,15.84}
 | 2 | 20.30
-{1,0.06466,70.00,2.240,0,0.4000,6.3450,20.10,7.8278,5,358.0,14.80,368.24,4.97} 
| 2 | 22.50
-{1,0.05561,70.00,2.240,0,0.4000,7.0410,10.00,7.8278,5,358.0,14.80,371.58,4.74} 
| 2 | 29.00
-{1,0.04417,70.00,2.240,0,0.4000,6.8710,47.40,7.8278,5,358.0,14.80,390.86,6.07} 
| 2 | 24.80
-{1,0.03537,34.00,6.090,0,0.4330,6.5900,40.40,5.4917,7,329.0,16.10,395.75,9.50} 
| 2 | 22.00
-{1,0.09266,34.00,6.090,0,0.4330,6.4950,18.40,5.4917,7,329.0,16.10,383.61,8.67} 
| 2 | 26.40
-{1,0.10000,34.00,6.090,0,0.4330,6.9820,17.70,5.4917,7,329.0,16.10,390.43,4.86} 
| 2 | 33.10
-{1,0.05515,33.00,2.180,0,0.4720,7.2360,41.10,4.0220,7,222.0,18.40,393.68,6.93} 
| 2 | 36.10
-{1,0.05479,33.00,2.180,0,0.4720,6.6160,58.10,3.3700,7,222.0,18.40,393.36,8.93} 
| 2 | 28.40
-{1,0.07503,33.00,2.180,0,0.4720,7.4200,71.90,3.0992,7,222.0,18.40,396.90,6.47} 
| 2 | 33.40
-{1,0.04932,33.00,2.180,0,0.4720,6.8490,70.30,3.1827,7,222.0,18.40,396.90,7.53} 
| 2 | 28.20
-{1,0.49298,0.00,9.900,0,0.5440,6.6350,82.50,3.3175,4,304.0,18.40,396.90,4.54} 
| 2 | 22.80
-{1,0.34940,0.00,9.900,0,0.5440,5.9720,76.70,3.1025,4,304.0,18.40,396.24,9.97} 
| 2 | 20.30
-{1,2.63548,0.00,9.900,0,0.5440,4.9730,37.80,2.5194,4,304.0,18.40,350.45,12.64} 
| 2 | 16.10
-{1,0.79041,0.00,9.900,0,0.5440,6.1220,52.80,2.6403,4,304.0,18.40,396.90,5.98} 
| 2 | 22.10
-{1,0.26169,0.00,9.900,0,0.5440,6.0230,90.40,2.8340,4,304.0,18.40,396.30,11.72} 
| 2 | 19.40
-{1,0.26938,0.00,9.900,0,0.5440,6.2660,82.80,3.2628,4,304.0,18.40,393.39,7.90} 
| 2 | 21.60
-{1,0.36920,0.00,9.900,0,0.5440,6.5670,87.30,3.6023,4,304.0,18.40,395.69,9.28} 
| 2 | 23.80
-{1,0.25356,0.00,9.900,0,0.5440,5.7050,77.70,3.9450,4,304.0,18.40,396.42,11.50} 
| 2 | 16.20
-{1,0.31827,0.00,9.900,0,0.5440,5.9140,83.20,3.9986,4,304.0,18.40,390.70,18.33} 
| 2 | 17.80
-{1,0.24522,0.00,9.900,0,0.5440,5.7820,71.70,4.0317,4,304.0,18.40,396.90,15.94} 
| 2 | 19.80
-{1,0.40202,0.00,9.900,0,0.5440,6.3820,67.20,3.5325,4,304.0,18.40,395.21,10.36} 
| 2 | 23.10
-{1,0.47547,0.00,9.900,0,0.5440,6.1130,58.80,4.0019,4,304.0,18.40,396.23,12.73} 
| 2 | 21.00
-{1,0.16760,0.00,7.380,0,0.4930,6.4260,52.30,4.5404,5,287.0,19.60,396.90,7.20} 
| 2 | 23.80
-{1,0.18159,0.00,7.380,0,0.4930,6.3760,54.30,4.5404,5,287.0,19.60,396.90,6.87} 
| 2 | 23.10
-{1,0.35114,0.00,7.380,0,0.4930,6.0410,49.90,4.7211,5,287.0,19.60,396.90,7.70} 
| 2 | 20.40
-{1,0.28392,0.00,7.380,0,0.4930,5.7080,74.30,4.7211,5,287.0,19.60,391.13,11.74} 
| 2 | 18.50
-{1,0.34109,0.00,7.380,0,0.4930,6.4150,40.10,4.7211,5,287.0,19.60,396.90,6.12} 
| 2 | 25.00
-{1,0.19186,0.00,7.380,0,0.4930,6.4310,14.70,5.4159,5,287.0,19.60,393.68,5.08} 
| 2 | 24.60
-{1,0.30347,0.00,7.380,0,0.4930,6.3120,28.90,5.4159,5,287.0,19.60,396.90,6.15} 
| 2 | 23.00
-{1,0.24103,0.00,7.380,0,0.4930,6.0830,43.70,5.4159,5,287.0,19.60,396.90,12.79} 
| 2 | 22.20
-{1,0.06617,0.00,3.240,0,0.4600,5.8680,25.80,5.2146,4,430.0,16.90,382.44,9.97} 
| 2 | 19.30
-{1,0.06724,0.00,3.240,0,0.4600,6.3330,17.20,5.2146,4,430.0,16.90,375.21,7.34} 
| 2 | 22.60
-{1,0.04544,0.00,3.240,0,0.4600,6.1440,32.20,5.8736,4,430.0,16.90,368.57,9.09} 
| 2 | 19.80
-{1,0.05023,35.00,6.060,0,0.4379,5.7060,28.40,6.6407,1,304.0,16.90,394.02,12.43}
 | 2 | 17.10
-{1,0.03466,35.00,6.060,0,0.4379,6.0310,23.30,6.6407,1,304.0,16.90,362.25,7.83} 
| 2 | 19.40
-{1,0.05083,0.00,5.190,0,0.5150,6.3160,38.10,6.4584,5,224.0,20.20,389.71,5.68} 
| 2 | 22.20
-{1,0.03738,0.00,5.190,0,0.5150,6.3100,38.50,6.4584,5,224.0,20.20,389.40,6.75} 
| 2 | 20.70
-{1,0.03961,0.00,5.190,0,0.5150,6.0370,34.50,5.9853,5,224.0,20.20,396.90,8.01} 
| 2 | 21.10
-{1,0.03427,0.00,5.190,0,0.5150,5.8690,46.30,5.2311,5,224.0,20.20,396.90,9.80} 
| 2 | 19.50
-{1,0.03041,0.00,5.190,0,0.5150,5.8950,59.60,5.6150,5,224.0,20.20,394.81,10.56} 
| 2 | 18.50
-{1,0.03306,0.00,5.190,0,0.5150,6.0590,37.30,4.8122,5,224.0,20.20,396.14,8.51} 
| 2 | 20.60
-{1,0.05497,0.00,5.190,0,0.5150,5.9850,45.40,4.8122,5,224.0,20.20,396.90,9.74} 
| 2 | 19.00
-{1,0.06151,0.00,5.190,0,0.5150,5.9680,58.50,4.8122,5,224.0,20.20,396.90,9.29} 
| 2 | 18.70
-{1,0.01301,35.00,1.520,0,0.4420,7.2410,49.30,7.0379,1,284.0,15.50,394.74,5.49} 
| 2 | 32.70
-{1,0.02498,0.00,1.890,0,0.5180,6.5400,59.70,6.2669,1,422.0,15.90,389.96,8.65} 
| 2 | 16.50
-{1,0.02543,55.00,3.780,0,0.4840,6.6960,56.40,5.7321,5,370.0,17.60,396.90,7.18} 
| 2 | 23.90
-{1,0.03049,55.00,3.780,0,0.4840,6.8740,28.10,6.4654,5,370.0,17.60,387.97,4.61} 
| 2 | 31.20
-{1,0.03113,0.00,4.390,0,0.4420,6.0140,48.50,8.0136,3,352.0,18.80,385.64,10.53} 
| 2 | 17.50
-{1,0.06162,0.00,4.390,0,0.4420,5.8980,52.30,8.0136,3,352.0,18.80,364.61,12.67} 
| 2 | 17.20
-{1,0.01870,85.00,4.150,0,0.4290,6.5160,27.70,8.5353,4,351.0,17.90,392.43,6.36} 
| 2 | 23.10
-{1,0.01501,80.00,2.010,0,0.4350,6.6350,29.70,8.3440,4,280.0,17.00,390.94,5.99} 
| 2 | 24.50
-{1,0.02899,40.00,1.250,0,0.4290,6.9390,34.50,8.7921,1,335.0,19.70,389.85,5.89} 
| 2 | 26.60
-{1,0.06211,40.00,1.250,0,0.4290,6.4900,44.40,8.7921,1,335.0,19.70,396.90,5.98} 
| 2 | 22.90
-{1,0.07950,60.00,1.690,0,0.4110,6.5790,35.90,10.7103,4,411.0,18.30,370.78,5.49}
 | 2 | 24.10
-{1,0.07244,60.00,1.690,0,0.4110,5.8840,18.50,10.7103,4,411.0,18.30,392.33,7.79}
 | 2 | 18.60
-{1,0.01709,90.00,2.020,0,0.4100,6.7280,36.10,12.1265,5,187.0,17.00,384.46,4.50}
 | 2 | 30.10
-{1,0.04301,80.00,1.910,0,0.4130,5.6630,21.90,10.5857,4,334.0,22.00,382.80,8.05}
 | 2 | 18.20
-{1,0.10659,80.00,1.910,0,0.4130,5.9360,19.50,10.5857,4,334.0,22.00,376.04,5.57}
 | 2 | 20.60
-{1,8.98296,0.00,18.100,1,0.7700,6.2120,97.40,2.1222,24,666.0,20.20,377.73,17.60}
 | 2 | 17.80
-{1,3.84970,0.00,18.100,1,0.7700,6.3950,91.00,2.5052,24,666.0,20.20,391.34,13.27}
 | 2 | 21.70
-{1,5.20177,0.00,18.100,1,0.7700,6.1270,83.40,2.7227,24,666.0,20.20,395.43,11.48}
 | 2 | 22.70
-{1,4.26131,0.00,18.100,0,0.7700,6.1120,81.30,2.5091,24,666.0,20.20,390.74,12.67}
 | 2 | 22.60
-{1,4.54192,0.00,18.100,0,0.7700,6.3980,88.00,2.5182,24,666.0,20.20,374.56,7.79}
 | 2 | 25.00
-{1,3.83684,0.00,18.100,0,0.7700,6.2510,91.10,2.2955,24,666.0,20.20,350.65,14.19}
 | 2 | 19.90
-{1,3.67822,0.00,18.100,0,0.7700,5.3620,96.20,2.1036,24,666.0,20.20,380.79,10.19}
 | 2 | 20.80
-{1,4.22239,0.00,18.100,1,0.7700,5.8030,89.00,1.9047,24,666.0,20.20,353.04,14.64}
 | 2 | 16.80
-{1,3.47428,0.00,18.100,1,0.7180,8.7800,82.90,1.9047,24,666.0,20.20,354.55,5.29}
 | 2 | 21.90
-{1,4.55587,0.00,18.100,0,0.7180,3.5610,87.90,1.6132,24,666.0,20.20,354.70,7.12}
 | 2 | 27.50
-{1,3.69695,0.00,18.100,0,0.7180,4.9630,91.40,1.7523,24,666.0,20.20,316.03,14.00}
 | 2 | 21.90
-{1,13.52220,0.00,18.100,0,0.6310,3.8630,100.00,1.5106,24,666.0,20.20,131.42,13.33}
 | 2 | 23.10
-{1,4.89822,0.00,18.100,0,0.6310,4.9700,100.00,1.3325,24,666.0,20.20,375.52,3.26}
 | 2 | 50.00
-{1,5.66998,0.00,18.100,1,0.6310,6.6830,96.80,1.3567,24,666.0,20.20,375.33,3.73}
 | 2 | 50.00
-{1,6.53876,0.00,18.100,1,0.6310,7.0160,97.50,1.2024,24,666.0,20.20,392.05,2.96}
 | 2 | 50.00
-{1,9.23230,0.00,18.100,0,0.6310,6.2160,100.00,1.1691,24,666.0,20.20,366.15,9.53}
 | 2 | 50.00
-{1,8.26725,0.00,18.100,1,0.6680,5.8750,89.60,1.1296,24,666.0,20.20,347.88,8.88}
 | 2 | 50.00
-{1,11.10810,0.00,18.100,0,0.6680,4.9060,100.00,1.1742,24,666.0,20.20,396.90,34.77}
 | 2 | 13.80
-{1,18.49820,0.00,18.100,0,0.6680,4.1380,100.00,1.1370,24,666.0,20.20,396.90,37.97}
 | 2 | 13.80
-{1,19.60910,0.00,18.100,0,0.6710,7.3130,97.90,1.3163,24,666.0,20.20,396.90,13.44}
 | 2 | 15.00
-{1,15.28800,0.00,18.100,0,0.6710,6.6490,93.30,1.3449,24,666.0,20.20,363.02,23.24}
 | 2 | 13.90
-{1,9.82349,0.00,18.100,0,0.6710,6.7940,98.80,1.3580,24,666.0,20.20,396.90,21.24}
 | 2 | 13.30
-{1,23.64820,0.00,18.100,0,0.6710,6.3800,96.20,1.3861,24,666.0,20.20,396.90,23.69}
 | 2 | 13.10
-{1,17.86670,0.00,18.100,0,0.6710,6.2230,100.00,1.3861,24,666.0,20.20,393.74,21.78}
 | 2 | 10.20
-{1,88.97620,0.00,18.100,0,0.6710,6.9680,91.90,1.4165,24,666.0,20.20,396.90,17.21}
 | 2 | 10.40
-{1,15.87440,0.00,18.100,0,0.6710,6.5450,99.10,1.5192,24,666.0,20.20,396.90,21.08}
 | 2 | 10.90
-{1,9.18702,0.00,18.100,0,0.7000,5.5360,100.00,1.5804,24,666.0,20.20,396.90,23.60}
 | 2 | 11.30
-{1,7.99248,0.00,18.100,0,0.7000,5.5200,100.00,1.5331,24,666.0,20.20,396.90,24.56}
 | 2 | 12.30
-{1,20.08490,0.00,18.100,0,0.7000,4.3680,91.20,1.4395,24,666.0,20.20,285.83,30.63}
 | 2 | 8.80
-{1,16.81180,0.00,18.100,0,0.7000,5.2770,98.10,1.4261,24,666.0,20.20,396.90,30.81}
 | 2 | 7.20
-{1,24.39380,0.00,18.100,0,0.7000,4.6520,100.00,1.4672,24,666.0,20.20,396.90,28.28}
 | 2 | 10.50
-{1,22.59710,0.00,18.100,0,0.7000,5.0000,89.50,1.5184,24,666.0,20.20,396.90,31.99}
 | 2 | 7.40
-{1,14.33370,0.00,18.100,0,0.7000,4.8800,100.00,1.5895,24,666.0,20.20,372.92,30.62}
 | 2 | 10.20
-{1,8.15174,0.00,18.100,0,0.7000,5.3900,98.90,1.7281,24,666.0,20.20,396.90,20.85}
 | 2 | 11.50
-{1,6.96215,0.00,18.100,0,0.7000,5.7130,97.00,1.9265,24,666.0,20.20,394.43,17.11}
 | 2 | 15.10
-{1,5.29305,0.00,18.100,0,0.7000,6.0510,82.50,2.1678,24,666.0,20.20,378.38,18.76}
 | 2 | 23.20
-{1,11.57790,0.00,18.100,0,0.7000,5.0360,97.00,1.7700,24,666.0,20.20,396.90,25.68}
 | 2 | 9.70
-{1,8.64476,0.00,18.100,0,0.6930,6.1930,92.60,1.7912,24,666.0,20.20,396.90,15.17}
 | 2 | 13.80
-{1,13.35980,0.00,18.100,0,0.6930,5.8870,94.70,1.7821,24,666.0,20.20,396.90,16.35}
 | 2 | 12.70
-{1,8.71675,0.00,18.100,0,0.6930,6.4710,98.80,1.7257,24,666.0,20.20,391.98,17.12}
 | 2 | 13.10
-{1,5.87205,0.00,18.100,0,0.6930,6.4050,96.00,1.6768,24,666.0,20.20,396.90,19.37}
 | 2 | 12.50
-{1,7.67202,0.00,18.100,0,0.6930,5.7470,98.90,1.6334,24,666.0,20.20,393.10,19.92}
 | 2 | 8.50
-{1,38.35180,0.00,18.100,0,0.6930,5.4530,100.00,1.4896,24,666.0,20.20,396.90,30.59}
 | 2 | 5.00
-{1,9.91655,0.00,18.100,0,0.6930,5.8520,77.80,1.5004,24,666.0,20.20,338.16,29.97}
 | 2 | 6.30
-{1,25.04610,0.00,18.100,0,0.6930,5.9870,100.00,1.5888,24,666.0,20.20,396.90,26.77}
 | 2 | 5.60
-{1,14.23620,0.00,18.100,0,0.6930,6.3430,100.00,1.5741,24,666.0,20.20,396.90,20.32}
 | 2 | 7.20
-{1,9.59571,0.00,18.100,0,0.6930,6.4040,100.00,1.6390,24,666.0,20.20,376.11,20.31}
 | 2 | 12.10
-{1,24.80170,0.00,18.100,0,0.6930,5.3490,96.00,1.7028,24,666.0,20.20,396.90,19.77}
 | 2 | 8.30
-{1,41.52920,0.00,18.100,0,0.6930,5.5310,85.40,1.6074,24,666.0,20.20,329.46,27.38}
 | 2 | 8.50
-{1,67.92080,0.00,18.100,0,0.6930,5.6830,100.00,1.4254,24,666.0,20.20,384.97,22.98}
 | 2 | 5.00
-{1,20.71620,0.00,18.100,0,0.6590,4.1380,100.00,1.1781,24,666.0,20.20,370.22,23.34}
 | 2 | 11.90
-{1,11.95110,0.00,18.100,0,0.6590,5.6080,100.00,1.2852,24,666.0,20.20,332.09,12.13}
 | 2 | 27.90
-{1,7.40389,0.00,18.100,0,0.5970,5.6170,97.90,1.4547,24,666.0,20.20,314.64,26.40}
 | 2 | 17.20
-{1,14.43830,0.00,18.100,0,0.5970,6.8520,100.00,1.4655,24,666.0,20.20,179.36,19.78}
 | 2 | 27.50
-{1,51.13580,0.00,18.100,0,0.5970,5.7570,100.00,1.4130,24,666.0,20.20,2.60,10.11}
 | 2 | 15.00
-{1,14.05070,0.00,18.100,0,0.5970,6.6570,100.00,1.5275,24,666.0,20.20,35.05,21.22}
 | 2 | 17.20
-{1,18.81100,0.00,18.100,0,0.5970,4.6280,100.00,1.5539,24,666.0,20.20,28.79,34.37}
 | 2 | 17.90
-{1,28.65580,0.00,18.100,0,0.5970,5.1550,100.00,1.5894,24,666.0,20.20,210.97,20.08}
 | 2 | 16.30
-{1,45.74610,0.00,18.100,0,0.6930,4.5190,100.00,1.6582,24,666.0,20.20,88.27,36.98}
 | 2 | 7.00
-{1,18.08460,0.00,18.100,0,0.6790,6.4340,100.00,1.8347,24,666.0,20.20,27.25,29.05}
 | 2 | 7.20
-{1,10.83420,0.00,18.100,0,0.6790,6.7820,90.80,1.8195,24,666.0,20.20,21.57,25.79}
 | 2 | 7.50
-{1,25.94060,0.00,18.100,0,0.6790,5.3040,89.10,1.6475,24,666.0,20.20,127.36,26.64}
 | 2 | 10.40
-{1,73.53410,0.00,18.100,0,0.6790,5.9570,100.00,1.8026,24,666.0,20.20,16.45,20.62}
 | 2 | 8.80
-{1,11.81230,0.00,18.100,0,0.7180,6.8240,76.50,1.7940,24,666.0,20.20,48.45,22.74}
 | 2 | 8.40
-{1,11.08740,0.00,18.100,0,0.7180,6.4110,100.00,1.8589,24,666.0,20.20,318.75,15.02}
 | 2 | 16.70
-{1,7.02259,0.00,18.100,0,0.7180,6.0060,95.30,1.8746,24,666.0,20.20,319.98,15.70}
 | 2 | 14.20
-{1,12.04820,0.00,18.100,0,0.6140,5.6480,87.60,1.9512,24,666.0,20.20,291.55,14.10}
 | 2 | 20.80
-{1,7.05042,0.00,18.100,0,0.6140,6.1030,85.10,2.0218,24,666.0,20.20,2.52,23.29} 
| 2 | 13.40
-{1,8.79212,0.00,18.100,0,0.5840,5.5650,70.60,2.0635,24,666.0,20.20,3.65,17.16} 
| 2 | 11.70
-{1,15.86030,0.00,18.100,0,0.6790,5.8960,95.40,1.9096,24,666.0,20.20,7.68,24.39}
 | 2 | 8.30
-{1,12.24720,0.00,18.100,0,0.5840,5.8370,59.70,1.9976,24,666.0,20.20,24.65,15.69}
 | 2 | 10.20
-{1,37.66190,0.00,18.100,0,0.6790,6.2020,78.70,1.8629,24,666.0,20.20,18.82,14.52}
 | 2 | 10.90
-{1,7.36711,0.00,18.100,0,0.6790,6.1930,78.10,1.9356,24,666.0,20.20,96.73,21.52}
 | 2 | 11.00
-{1,9.33889,0.00,18.100,0,0.6790,6.3800,95.60,1.9682,24,666.0,20.20,60.72,24.08}
 | 2 | 9.50
-{1,8.49213,0.00,18.100,0,0.5840,6.3480,86.10,2.0527,24,666.0,20.20,83.45,17.64}
 | 2 | 14.50
-{1,10.06230,0.00,18.100,0,0.5840,6.8330,94.30,2.0882,24,666.0,20.20,81.33,19.69}
 | 2 | 14.10
-{1,6.44405,0.00,18.100,0,0.5840,6.4250,74.80,2.2004,24,666.0,20.20,97.95,12.03}
 | 2 | 16.10
-{1,5.58107,0.00,18.100,0,0.7130,6.4360,87.90,2.3158,24,666.0,20.20,100.19,16.22}
 | 2 | 14.30
-{1,13.91340,0.00,18.100,0,0.7130,6.2080,95.00,2.2222,24,666.0,20.20,100.63,15.17}
 | 2 | 11.70
-{1,11.16040,0.00,18.100,0,0.7400,6.6290,94.60,2.1247,24,666.0,20.20,109.85,23.27}
 | 2 | 13.40
-{1,14.42080,0.00,18.100,0,0.7400,6.4610,93.30,2.0026,24,666.0,20.20,27.49,18.05}
 | 2 | 9.60
-{1,15.17720,0.00,18.100,0,0.7400,6.1520,100.00,1.9142,24,666.0,20.20,9.32,26.45}
 | 2 | 8.70
-{1,13.67810,0.00,18.100,0,0.7400,5.9350,87.90,1.8206,24,666.0,20.20,68.95,34.02}
 | 2 | 8.40
-{1,9.39063,0.00,18.100,0,0.7400,5.6270,93.90,1.8172,24,666.0,20.20,396.90,22.88}
 | 2 | 12.80
-{1,22.05110,0.00,18.100,0,0.7400,5.8180,92.40,1.8662,24,666.0,20.20,391.45,22.11}
 | 2 | 10.50
-{1,9.72418,0.00,18.100,0,0.7400,6.4060,97.20,2.0651,24,666.0,20.20,385.96,19.52}
 | 2 | 17.10
-{1,5.66637,0.00,18.100,0,0.7400,6.2190,100.00,2.0048,24,666.0,20.20,395.69,16.59}
 | 2 | 18.40
-{1,9.96654,0.00,18.100,0,0.7400,6.4850,100.00,1.9784,24,666.0,20.20,386.73,18.85}
 | 2 | 15.40
-{1,12.80230,0.00,18.100,0,0.7400,5.8540,96.60,1.8956,24,666.0,20.20,240.52,23.79}
 | 2 | 10.80
-{1,10.67180,0.00,18.100,0,0.7400,6.4590,94.80,1.9879,24,666.0,20.20,43.06,23.98}
 | 2 | 11.80
-{1,6.28807,0.00,18.100,0,0.7400,6.3410,96.40,2.0720,24,666.0,20.20,318.01,17.79}
 | 2 | 14.90
-{1,9.92485,0.00,18.100,0,0.7400,6.2510,96.60,2.1980,24,666.0,20.20,388.52,16.44}
 | 2 | 12.60
-{1,9.32909,0.00,18.100,0,0.7130,6.1850,98.70,2.2616,24,666.0,20.20,396.90,18.13}
 | 2 | 14.10
-{1,7.52601,0.00,18.100,0,0.7130,6.4170,98.30,2.1850,24,666.0,20.20,304.21,19.31}
 | 2 | 13.00
-{1,6.71772,0.00,18.100,0,0.7130,6.7490,92.60,2.3236,24,666.0,20.20,0.32,17.44} 
| 2 | 13.40
-{1,5.44114,0.00,18.100,0,0.7130,6.6550,98.20,2.3552,24,666.0,20.20,355.29,17.73}
 | 2 | 15.20
-{1,5.09017,0.00,18.100,0,0.7130,6.2970,91.80,2.3682,24,666.0,20.20,385.09,17.27}
 | 2 | 16.10
-{1,8.24809,0.00,18.100,0,0.7130,7.3930,99.30,2.4527,24,666.0,20.20,375.87,16.74}
 | 2 | 17.80
-{1,9.51363,0.00,18.100,0,0.7130,6.7280,94.10,2.4961,24,666.0,20.20,6.68,18.71} 
| 2 | 14.90
-{1,4.75237,0.00,18.100,0,0.7130,6.5250,86.50,2.4358,24,666.0,20.20,50.92,18.13}
 | 2 | 14.10
-{1,4.66883,0.00,18.100,0,0.7130,5.9760,87.90,2.5806,24,666.0,20.20,10.48,19.01}
 | 2 | 12.70
-{1,8.20058,0.00,18.100,0,0.7130,5.9360,80.30,2.7792,24,666.0,20.20,3.50,16.94} 
| 2 | 13.50
-{1,7.75223,0.00,18.100,0,0.7130,6.3010,83.70,2.7831,24,666.0,20.20,272.21,16.23}
 | 2 | 14.90
-{1,6.80117,0.00,18.100,0,0.7130,6.0810,84.40,2.7175,24,666.0,20.20,396.90,14.70}
 | 2 | 20.00
-{1,4.81213,0.00,18.100,0,0.7130,6.7010,90.00,2.5975,24,666.0,20.20,255.23,16.42}
 | 2 | 16.40
-{1,3.69311,0.00,18.100,0,0.7130,6.3760,88.40,2.5671,24,666.0,20.20,391.43,14.65}
 | 2 | 17.70
-{1,6.65492,0.00,18.100,0,0.7130,6.3170,83.00,2.7344,24,666.0,20.20,396.90,13.99}
 | 2 | 19.50
-{1,5.82115,0.00,18.100,0,0.7130,6.5130,89.90,2.8016,24,666.0,20.20,393.82,10.29}
 | 2 | 20.20
-{1,7.83932,0.00,18.100,0,0.6550,6.2090,65.40,2.9634,24,666.0,20.20,396.90,13.22}
 | 2 | 21.40
-{1,3.16360,0.00,18.100,0,0.6550,5.7590,48.20,3.0665,24,666.0,20.20,334.40,14.13}
 | 2 | 19.90
-{1,3.77498,0.00,18.100,0,0.6550,5.9520,84.70,2.8715,24,666.0,20.20,22.01,17.15}
 | 2 | 19.00
-{1,4.42228,0.00,18.100,0,0.5840,6.0030,94.50,2.5403,24,666.0,20.20,331.29,21.32}
 | 2 | 19.10
-{1,15.57570,0.00,18.100,0,0.5800,5.9260,71.00,2.9084,24,666.0,20.20,368.74,18.13}
 | 2 | 19.10
-{1,13.07510,0.00,18.100,0,0.5800,5.7130,56.70,2.8237,24,666.0,20.20,396.90,14.76}
 | 2 | 20.10
-{1,4.34879,0.00,18.100,0,0.5800,6.1670,84.00,3.0334,24,666.0,20.20,396.90,16.29}
 | 2 | 19.90
-{1,4.03841,0.00,18.100,0,0.5320,6.2290,90.70,3.0993,24,666.0,20.20,395.33,12.87}
 | 2 | 19.60
-{1,3.56868,0.00,18.100,0,0.5800,6.4370,75.00,2.8965,24,666.0,20.20,393.37,14.36}
 | 2 | 23.20
-{1,4.64689,0.00,18.100,0,0.6140,6.9800,67.60,2.5329,24,666.0,20.20,374.68,11.66}
 | 2 | 29.80
-{1,8.05579,0.00,18.100,0,0.5840,5.4270,95.40,2.4298,24,666.0,20.20,352.58,18.14}
 | 2 | 13.80
-{1,6.39312,0.00,18.100,0,0.5840,6.1620,97.40,2.2060,24,666.0,20.20,302.76,24.10}
 | 2 | 13.30
-{1,4.87141,0.00,18.100,0,0.6140,6.4840,93.60,2.3053,24,666.0,20.20,396.21,18.68}
 | 2 | 16.70
-{1,15.02340,0.00,18.100,0,0.6140,5.3040,97.30,2.1007,24,666.0,20.20,349.48,24.91}
 | 2 | 12.00
-{1,10.23300,0.00,18.100,0,0.6140,6.1850,96.70,2.1705,24,666.0,20.20,379.70,18.03}
 | 2 | 14.60
-{1,14.33370,0.00,18.100,0,0.6140,6.2290,88.00,1.9512,24,666.0,20.20,383.32,13.11}
 | 2 | 21.40
-{1,5.82401,0.00,18.100,0,0.5320,6.2420,64.70,3.4242,24,666.0,20.20,396.90,10.74}
 | 2 | 23.00
-{1,5.70818,0.00,18.100,0,0.5320,6.7500,74.90,3.3317,24,666.0,20.20,393.07,7.74}
 | 2 | 23.70
-{1,5.73116,0.00,18.100,0,0.5320,7.0610,77.00,3.4106,24,666.0,20.20,395.28,7.01}
 | 2 | 25.00
-{1,2.81838,0.00,18.100,0,0.5320,5.7620,40.30,4.0983,24,666.0,20.20,392.92,10.42}
 | 2 | 21.80
-{1,2.37857,0.00,18.100,0,0.5830,5.8710,41.90,3.7240,24,666.0,20.20,370.73,13.34}
 | 2 | 20.60
-{1,3.67367,0.00,18.100,0,0.5830,6.3120,51.90,3.9917,24,666.0,20.20,388.62,10.58}
 | 2 | 21.20
-{1,5.69175,0.00,18.100,0,0.5830,6.1140,79.80,3.5459,24,666.0,20.20,392.68,14.98}
 | 2 | 19.10
-{1,4.83567,0.00,18.100,0,0.5830,5.9050,53.20,3.1523,24,666.0,20.20,388.22,11.45}
 | 2 | 20.60
-{1,0.15086,0.00,27.740,0,0.6090,5.4540,92.70,1.8209,4,711.0,20.10,395.09,18.06}
 | 2 | 15.20
-{1,0.18337,0.00,27.740,0,0.6090,5.4140,98.30,1.7554,4,711.0,20.10,344.05,23.97}
 | 2 | 7.00
-{1,0.20746,0.00,27.740,0,0.6090,5.0930,98.00,1.8226,4,711.0,20.10,318.43,29.68}
 | 2 | 8.10
-{1,0.10574,0.00,27.740,0,0.6090,5.9830,98.80,1.8681,4,711.0,20.10,390.11,18.07}
 | 2 | 13.60
-{1,0.11132,0.00,27.740,0,0.6090,5.9830,83.50,2.1099,4,711.0,20.10,396.90,13.35}
 | 2 | 20.10
-{1,0.17331,0.00,9.690,0,0.5850,5.7070,54.00,2.3817,6,391.0,19.20,396.90,12.01} 
| 2 | 21.80
-{1,0.27957,0.00,9.690,0,0.5850,5.9260,42.60,2.3817,6,391.0,19.20,396.90,13.59} 
| 2 | 24.50
-{1,0.17899,0.00,9.690,0,0.5850,5.6700,28.80,2.7986,6,391.0,19.20,393.29,17.60} 
| 2 | 23.10
-{1,0.28960,0.00,9.690,0,0.5850,5.3900,72.90,2.7986,6,391.0,19.20,396.90,21.14} 
| 2 | 19.70
-{1,0.26838,0.00,9.690,0,0.5850,5.7940,70.60,2.8927,6,391.0,19.20,396.90,14.10} 
| 2 | 18.30
-{1,0.23912,0.00,9.690,0,0.5850,6.0190,65.30,2.4091,6,391.0,19.20,396.90,12.92} 
| 2 | 21.20
-{1,0.17783,0.00,9.690,0,0.5850,5.5690,73.50,2.3999,6,391.0,19.20,395.77,15.10} 
| 2 | 17.50
-{1,0.22438,0.00,9.690,0,0.5850,6.0270,79.70,2.4982,6,391.0,19.20,396.90,14.33} 
| 2 | 16.80
-{1,0.06263,0.00,11.930,0,0.5730,6.5930,69.10,2.4786,1,273.0,21.00,391.99,9.67} 
| 2 | 22.40
-{1,0.04527,0.00,11.930,0,0.5730,6.1200,76.70,2.2875,1,273.0,21.00,396.90,9.08} 
| 2 | 20.60
-{1,0.06076,0.00,11.930,0,0.5730,6.9760,91.00,2.1675,1,273.0,21.00,396.90,5.64} 
| 2 | 23.90
-{1,0.10959,0.00,11.930,0,0.5730,6.7940,89.30,2.3889,1,273.0,21.00,393.45,6.48} 
| 2 | 22.00
-{1,0.04741,0.00,11.930,0,0.5730,6.0300,80.80,2.5050,1,273.0,21.00,396.90,7.88} 
| 2 | 11.90
+{1,0.00632,18.00,2.310,0,0.5380,6.5750,65.20,4.0900,1,296.0,15.30,396.90,4.98} 
| 1 | {24.00}
+{1,0.02731,0.00,7.070,0,0.4690,6.4210,78.90,4.9671,2,242.0,17.80,396.90,9.14} 
| 1 | {21.60}
+{1,0.02729,0.00,7.070,0,0.4690,7.1850,61.10,4.9671,2,242.0,17.80,392.83,4.03} 
| 1 | {34.70}
+{1,0.03237,0.00,2.180,0,0.4580,6.9980,45.80,6.0622,3,222.0,18.70,394.63,2.94} 
| 1 | {33.40}
+{1,0.06905,0.00,2.180,0,0.4580,7.1470,54.20,6.0622,3,222.0,18.70,396.90,5.33} 
| 1 | {36.20}
+{1,0.02985,0.00,2.180,0,0.4580,6.4300,58.70,6.0622,3,222.0,18.70,394.12,5.21} 
| 1 | {28.70}
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 | 1 | {22.90}
+{1,0.14455,12.50,7.870,0,0.5240,6.1720,96.10,5.9505,5,311.0,15.20,396.90,19.15}
 | 1 | {27.10}
+{1,0.21124,12.50,7.870,0,0.5240,5.6310,100.00,6.0821,5,311.0,15.20,386.63,29.93}
 | 1 | {16.50}
+{1,0.17004,12.50,7.870,0,0.5240,6.0040,85.90,6.5921,5,311.0,15.20,386.71,17.10}
 | 1 | {18.90}
+{1,0.22489,12.50,7.870,0,0.5240,6.3770,94.30,6.3467,5,311.0,15.20,392.52,20.45}
 | 1 | {15.00}
+{1,0.11747,12.50,7.870,0,0.5240,6.0090,82.90,6.2267,5,311.0,15.20,396.90,13.27}
 | 1 | {18.90}
+{1,0.09378,12.50,7.870,0,0.5240,5.8890,39.00,5.4509,5,311.0,15.20,390.50,15.71}
 | 1 | {21.70}
+{1,0.62976,0.00,8.140,0,0.5380,5.9490,61.80,4.7075,4,307.0,21.00,396.90,8.26} 
| 1 | {20.40}
+{1,0.63796,0.00,8.140,0,0.5380,6.0960,84.50,4.4619,4,307.0,21.00,380.02,10.26} 
| 1 | {18.20}
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| 1 | {19.90}
+{1,1.05393,0.00,8.140,0,0.5380,5.9350,29.30,4.4986,4,307.0,21.00,386.85,6.58} 
| 1 | {23.10}
+{1,0.78420,0.00,8.140,0,0.5380,5.9900,81.70,4.2579,4,307.0,21.00,386.75,14.67} 
| 1 | {17.50}
+{1,0.80271,0.00,8.140,0,0.5380,5.4560,36.60,3.7965,4,307.0,21.00,288.99,11.69} 
| 1 | {20.20}
+{1,0.72580,0.00,8.140,0,0.5380,5.7270,69.50,3.7965,4,307.0,21.00,390.95,11.28} 
| 1 | {18.20}
+{1,1.25179,0.00,8.140,0,0.5380,5.5700,98.10,3.7979,4,307.0,21.00,376.57,21.02} 
| 1 | {13.60}
+{1,0.85204,0.00,8.140,0,0.5380,5.9650,89.20,4.0123,4,307.0,21.00,392.53,13.83} 
| 1 | {19.60}
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| 1 | {15.20}
+{1,0.98843,0.00,8.140,0,0.5380,5.8130,100.00,4.0952,4,307.0,21.00,394.54,19.88}
 | 1 | {14.50}
+{1,0.75026,0.00,8.140,0,0.5380,5.9240,94.10,4.3996,4,307.0,21.00,394.33,16.30} 
| 1 | {15.60}
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| 1 | {13.90}
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| 1 | {16.60}
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| 1 | {14.80}
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| 1 | {18.40}
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| 1 | {21.00}
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| 1 | {12.70}
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 | 1 | {14.50}
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| 1 | {13.20}
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| 1 | {13.10}
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| 1 | {13.50}
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| 1 | {18.90}
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| 1 | {20.00}
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| 1 | {21.00}
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| 1 | {24.70}
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| 1 | {30.80}
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| 1 | {34.90}
+{1,0.12744,0.00,6.910,0,0.4480,6.7700,2.90,5.7209,3,233.0,17.90,385.41,4.84} | 
1 | {26.60}
+{1,0.14150,0.00,6.910,0,0.4480,6.1690,6.60,5.7209,3,233.0,17.90,383.37,5.81} | 
1 | {25.30}
+{1,0.15936,0.00,6.910,0,0.4480,6.2110,6.50,5.7209,3,233.0,17.90,394.46,7.44} | 
1 | {24.70}
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| 1 | {21.20}
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| 1 | {19.30}
+{1,0.18836,0.00,6.910,0,0.4480,5.7860,33.30,5.1004,3,233.0,17.90,396.90,14.15} 
| 1 | {20.00}
+{1,0.22927,0.00,6.910,0,0.4480,6.0300,85.50,5.6894,3,233.0,17.90,392.74,18.80} 
| 1 | {16.60}
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| 1 | {14.40}
+{1,0.21977,0.00,6.910,0,0.4480,5.6020,62.00,6.0877,3,233.0,17.90,396.90,16.20} 
| 1 | {19.40}
+{1,0.08873,21.00,5.640,0,0.4390,5.9630,45.70,6.8147,4,243.0,16.80,395.56,13.45}
 | 1 | {19.70}
+{1,0.04337,21.00,5.640,0,0.4390,6.1150,63.00,6.8147,4,243.0,16.80,393.97,9.43} 
| 1 | {20.50}
+{1,0.05360,21.00,5.640,0,0.4390,6.5110,21.10,6.8147,4,243.0,16.80,396.90,5.28} 
| 1 | {25.00}
+{1,0.04981,21.00,5.640,0,0.4390,5.9980,21.40,6.8147,4,243.0,16.80,396.90,8.43} 
| 1 | {23.40}
+{1,0.01360,75.00,4.000,0,0.4100,5.8880,47.60,7.3197,3,469.0,21.10,396.90,14.80}
 | 1 | {18.90}
+{1,0.01311,90.00,1.220,0,0.4030,7.2490,21.90,8.6966,5,226.0,17.90,395.93,4.81} 
| 1 | {35.40}
+{1,0.02055,85.00,0.740,0,0.4100,6.3830,35.70,9.1876,2,313.0,17.30,396.90,5.77} 
| 1 | {24.70}
+{1,0.01432,100.00,1.320,0,0.4110,6.8160,40.50,8.3248,5,256.0,15.10,392.90,3.95}
 | 1 | {31.60}
+{1,0.15445,25.00,5.130,0,0.4530,6.1450,29.20,7.8148,8,284.0,19.70,390.68,6.86} 
| 1 | {23.30}
+{1,0.10328,25.00,5.130,0,0.4530,5.9270,47.20,6.9320,8,284.0,19.70,396.90,9.22} 
| 1 | {19.60}
+{1,0.14932,25.00,5.130,0,0.4530,5.7410,66.20,7.2254,8,284.0,19.70,395.11,13.15}
 | 1 | {18.70}
+{1,0.17171,25.00,5.130,0,0.4530,5.9660,93.40,6.8185,8,284.0,19.70,378.08,14.44}
 | 1 | {16.00}
+{1,0.11027,25.00,5.130,0,0.4530,6.4560,67.80,7.2255,8,284.0,19.70,396.90,6.73} 
| 1 | {22.20}
+{1,0.12650,25.00,5.130,0,0.4530,6.7620,43.40,7.9809,8,284.0,19.70,395.58,9.50} 
| 1 | {25.00}
+{1,0.01951,17.50,1.380,0,0.4161,7.1040,59.50,9.2229,3,216.0,18.60,393.24,8.05} 
| 1 | {33.00}
+{1,0.03584,80.00,3.370,0,0.3980,6.2900,17.80,6.6115,4,337.0,16.10,396.90,4.67} 
| 1 | {23.50}
+{1,0.04379,80.00,3.370,0,0.3980,5.7870,31.10,6.6115,4,337.0,16.10,396.90,10.24}
 | 1 | {19.40}
+{1,0.05789,12.50,6.070,0,0.4090,5.8780,21.40,6.4980,4,345.0,18.90,396.21,8.10} 
| 1 | {22.00}
+{1,0.13554,12.50,6.070,0,0.4090,5.5940,36.80,6.4980,4,345.0,18.90,396.90,13.09}
 | 1 | {17.40}
+{1,0.12816,12.50,6.070,0,0.4090,5.8850,33.00,6.4980,4,345.0,18.90,396.90,8.79} 
| 1 | {20.90}
+{1,0.08826,0.00,10.810,0,0.4130,6.4170,6.60,5.2873,4,305.0,19.20,383.73,6.72} 
| 1 | {24.20}
+{1,0.15876,0.00,10.810,0,0.4130,5.9610,17.50,5.2873,4,305.0,19.20,376.94,9.88} 
| 1 | {21.70}
+{1,0.09164,0.00,10.810,0,0.4130,6.0650,7.80,5.2873,4,305.0,19.20,390.91,5.52} 
| 1 | {22.80}
+{1,0.19539,0.00,10.810,0,0.4130,6.2450,6.20,5.2873,4,305.0,19.20,377.17,7.54} 
| 1 | {23.40}
+{1,0.07896,0.00,12.830,0,0.4370,6.2730,6.00,4.2515,5,398.0,18.70,394.92,6.78} 
| 1 | {24.10}
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| 1 | {21.40}
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| 2 | {27.10}
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| 2 | {20.40}
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| 2 | {25.00}
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+{1,14.43830,0.00,18.100,0,0.5970,6.8520,100.00,1.4655,24,666.0,20.20,179.36,19.78}
 | 2 | {27.50}
+{1,51.13580,0.00,18.100,0,0.5970,5.7570,100.00,1.4130,24,666.0,20.20,2.60,10.11}
 | 2 | {15.00}
+{1,14.05070,0.00,18.100,0,0.5970,6.6570,100.00,1.5275,24,666.0,20.20,35.05,21.22}
 | 2 | {17.20}
+{1,18.81100,0.00,18.100,0,0.5970,4.6280,100.00,1.5539,24,666.0,20.20,28.79,34.37}
 | 2 | {17.90}
+{1,28.65580,0.00,18.100,0,0.5970,5.1550,100.00,1.5894,24,666.0,20.20,210.97,20.08}
 | 2 | {16.30}
+{1,45.74610,0.00,18.100,0,0.6930,4.5190,100.00,1.6582,24,666.0,20.20,88.27,36.98}
 | 2 | {7.00}
+{1,18.08460,0.00,18.100,0,0.6790,6.4340,100.00,1.8347,24,666.0,20.20,27.25,29.05}
 | 2 | {7.20}
+{1,10.83420,0.00,18.100,0,0.6790,6.7820,90.80,1.8195,24,666.0,20.20,21.57,25.79}
 | 2 | {7.50}
+{1,25.94060,0.00,18.100,0,0.6790,5.3040,89.10,1.6475,24,666.0,20.20,127.36,26.64}
 | 2 | {10.40}
+{1,73.53410,0.00,18.100,0,0.6790,5.9570,100.00,1.8026,24,666.0,20.20,16.45,20.62}
 | 2 | {8.80}
+{1,11.81230,0.00,18.100,0,0.7180,6.8240,76.50,1.7940,24,666.0,20.20,48.45,22.74}
 | 2 | {8.40}
+{1,11.08740,0.00,18.100,0,0.7180,6.4110,100.00,1.8589,24,666.0,20.20,318.75,15.02}
 | 2 | {16.70}
+{1,7.02259,0.00,18.100,0,0.7180,6.0060,95.30,1.8746,24,666.0,20.20,319.98,15.70}
 | 2 | {14.20}
+{1,12.04820,0.00,18.100,0,0.6140,5.6480,87.60,1.9512,24,666.0,20.20,291.55,14.10}
 | 2 | {20.80}
+{1,7.05042,0.00,18.100,0,0.6140,6.1030,85.10,2.0218,24,666.0,20.20,2.52,23.29} 
| 2 | {13.40}
+{1,8.79212,0.00,18.100,0,0.5840,5.5650,70.60,2.0635,24,666.0,20.20,3.65,17.16} 
| 2 | {11.70}
+{1,15.86030,0.00,18.100,0,0.6790,5.8960,95.40,1.9096,24,666.0,20.20,7.68,24.39}
 | 2 | {8.30}
+{1,12.24720,0.00,18.100,0,0.5840,5.8370,59.70,1.9976,24,666.0,20.20,24.65,15.69}
 | 2 | {10.20}
+{1,37.66190,0.00,18.100,0,0.6790,6.2020,78.70,1.8629,24,666.0,20.20,18.82,14.52}
 | 2 | {10.90}
+{1,7.36711,0.00,18.100,0,0.6790,6.1930,78.10,1.9356,24,666.0,20.20,96.73,21.52}
 | 2 | {11.00}
+{1,9.33889,0.00,18.100,0,0.6790,6.3800,95.60,1.9682,24,666.0,20.20,60.72,24.08}
 | 2 | {9.50}
+{1,8.49213,0.00,18.100,0,0.5840,6.3480,86.10,2.0527,24,666.0,20.20,83.45,17.64}
 | 2 | {14.50}
+{1,10.06230,0.00,18.100,0,0.5840,6.8330,94.30,2.0882,24,666.0,20.20,81.33,19.69}
 | 2 | {14.10}
+{1,6.44405,0.00,18.100,0,0.5840,6.4250,74.80,2.2004,24,666.0,20.20,97.95,12.03}
 | 2 | {16.10}
+{1,5.58107,0.00,18.100,0,0.7130,6.4360,87.90,2.3158,24,666.0,20.20,100.19,16.22}
 | 2 | {14.30}
+{1,13.91340,0.00,18.100,0,0.7130,6.2080,95.00,2.2222,24,666.0,20.20,100.63,15.17}
 | 2 | {11.70}
+{1,11.16040,0.00,18.100,0,0.7400,6.6290,94.60,2.1247,24,666.0,20.20,109.85,23.27}
 | 2 | {13.40}
+{1,14.42080,0.00,18.100,0,0.7400,6.4610,93.30,2.0026,24,666.0,20.20,27.49,18.05}
 | 2 | {9.60}
+{1,15.17720,0.00,18.100,0,0.7400,6.1520,100.00,1.9142,24,666.0,20.20,9.32,26.45}
 | 2 | {8.70}
+{1,13.67810,0.00,18.100,0,0.7400,5.9350,87.90,1.8206,24,666.0,20.20,68.95,34.02}
 | 2 | {8.40}
+{1,9.39063,0.00,18.100,0,0.7400,5.6270,93.90,1.8172,24,666.0,20.20,396.90,22.88}
 | 2 | {12.80}
+{1,22.05110,0.00,18.100,0,0.7400,5.8180,92.40,1.8662,24,666.0,20.20,391.45,22.11}
 | 2 | {10.50}
+{1,9.72418,0.00,18.100,0,0.7400,6.4060,97.20,2.0651,24,666.0,20.20,385.96,19.52}
 | 2 | {17.10}
+{1,5.66637,0.00,18.100,0,0.7400,6.2190,100.00,2.0048,24,666.0,20.20,395.69,16.59}
 | 2 | {18.40}
+{1,9.96654,0.00,18.100,0,0.7400,6.4850,100.00,1.9784,24,666.0,20.20,386.73,18.85}
 | 2 | {15.40}
+{1,12.80230,0.00,18.100,0,0.7400,5.8540,96.60,1.8956,24,666.0,20.20,240.52,23.79}
 | 2 | {10.80}
+{1,10.67180,0.00,18.100,0,0.7400,6.4590,94.80,1.9879,24,666.0,20.20,43.06,23.98}
 | 2 | {11.80}
+{1,6.28807,0.00,18.100,0,0.7400,6.3410,96.40,2.0720,24,666.0,20.20,318.01,17.79}
 | 2 | {14.90}
+{1,9.92485,0.00,18.100,0,0.7400,6.2510,96.60,2.1980,24,666.0,20.20,388.52,16.44}
 | 2 | {12.60}
+{1,9.32909,0.00,18.100,0,0.7130,6.1850,98.70,2.2616,24,666.0,20.20,396.90,18.13}
 | 2 | {14.10}
+{1,7.52601,0.00,18.100,0,0.7130,6.4170,98.30,2.1850,24,666.0,20.20,304.21,19.31}
 | 2 | {13.00}
+{1,6.71772,0.00,18.100,0,0.7130,6.7490,92.60,2.3236,24,666.0,20.20,0.32,17.44} 
| 2 | {13.40}
+{1,5.44114,0.00,18.100,0,0.7130,6.6550,98.20,2.3552,24,666.0,20.20,355.29,17.73}
 | 2 | {15.20}
+{1,5.09017,0.00,18.100,0,0.7130,6.2970,91.80,2.3682,24,666.0,20.20,385.09,17.27}
 | 2 | {16.10}
+{1,8.24809,0.00,18.100,0,0.7130,7.3930,99.30,2.4527,24,666.0,20.20,375.87,16.74}
 | 2 | {17.80}
+{1,9.51363,0.00,18.100,0,0.7130,6.7280,94.10,2.4961,24,666.0,20.20,6.68,18.71} 
| 2 | {14.90}
+{1,4.75237,0.00,18.100,0,0.7130,6.5250,86.50,2.4358,24,666.0,20.20,50.92,18.13}
 | 2 | {14.10}
+{1,4.66883,0.00,18.100,0,0.7130,5.9760,87.90,2.5806,24,666.0,20.20,10.48,19.01}
 | 2 | {12.70}
+{1,8.20058,0.00,18.100,0,0.7130,5.9360,80.30,2.7792,24,666.0,20.20,3.50,16.94} 
| 2 | {13.50}
+{1,7.75223,0.00,18.100,0,0.7130,6.3010,83.70,2.7831,24,666.0,20.20,272.21,16.23}
 | 2 | {14.90}
+{1,6.80117,0.00,18.100,0,0.7130,6.0810,84.40,2.7175,24,666.0,20.20,396.90,14.70}
 | 2 | {20.00}
+{1,4.81213,0.00,18.100,0,0.7130,6.7010,90.00,2.5975,24,666.0,20.20,255.23,16.42}
 | 2 | {16.40}
+{1,3.69311,0.00,18.100,0,0.7130,6.3760,88.40,2.5671,24,666.0,20.20,391.43,14.65}
 | 2 | {17.70}
+{1,6.65492,0.00,18.100,0,0.7130,6.3170,83.00,2.7344,24,666.0,20.20,396.90,13.99}
 | 2 | {19.50}
+{1,5.82115,0.00,18.100,0,0.7130,6.5130,89.90,2.8016,24,666.0,20.20,393.82,10.29}
 | 2 | {20.20}
+{1,7.83932,0.00,18.100,0,0.6550,6.2090,65.40,2.9634,24,666.0,20.20,396.90,13.22}
 | 2 | {21.40}
+{1,3.16360,0.00,18.100,0,0.6550,5.7590,48.20,3.0665,24,666.0,20.20,334.40,14.13}
 | 2 | {19.90}
+{1,3.77498,0.00,18.100,0,0.6550,5.9520,84.70,2.8715,24,666.0,20.20,22.01,17.15}
 | 2 | {19.00}
+{1,4.42228,0.00,18.100,0,0.5840,6.0030,94.50,2.5403,24,666.0,20.20,331.29,21.32}
 | 2 | {19.10}
+{1,15.57570,0.00,18.100,0,0.5800,5.9260,71.00,2.9084,24,666.0,20.20,368.74,18.13}
 | 2 | {19.10}
+{1,13.07510,0.00,18.100,0,0.5800,5.7130,56.70,2.8237,24,666.0,20.20,396.90,14.76}
 | 2 | {20.10}
+{1,4.34879,0.00,18.100,0,0.5800,6.1670,84.00,3.0334,24,666.0,20.20,396.90,16.29}
 | 2 | {19.90}
+{1,4.03841,0.00,18.100,0,0.5320,6.2290,90.70,3.0993,24,666.0,20.20,395.33,12.87}
 | 2 | {19.60}
+{1,3.56868,0.00,18.100,0,0.5800,6.4370,75.00,2.8965,24,666.0,20.20,393.37,14.36}
 | 2 | {23.20}
+{1,4.64689,0.00,18.100,0,0.6140,6.9800,67.60,2.5329,24,666.0,20.20,374.68,11.66}
 | 2 | {29.80}
+{1,8.05579,0.00,18.100,0,0.5840,5.4270,95.40,2.4298,24,666.0,20.20,352.58,18.14}
 | 2 | {13.80}
+{1,6.39312,0.00,18.100,0,0.5840,6.1620,97.40,2.2060,24,666.0,20.20,302.76,24.10}
 | 2 | {13.30}
+{1,4.87141,0.00,18.100,0,0.6140,6.4840,93.60,2.3053,24,666.0,20.20,396.21,18.68}
 | 2 | {16.70}
+{1,15.02340,0.00,18.100,0,0.6140,5.3040,97.30,2.1007,24,666.0,20.20,349.48,24.91}
 | 2 | {12.00}
+{1,10.23300,0.00,18.100,0,0.6140,6.1850,96.70,2.1705,24,666.0,20.20,379.70,18.03}
 | 2 | {14.60}
+{1,14.33370,0.00,18.100,0,0.6140,6.2290,88.00,1.9512,24,666.0,20.20,383.32,13.11}
 | 2 | {21.40}
+{1,5.82401,0.00,18.100,0,0.5320,6.2420,64.70,3.4242,24,666.0,20.20,396.90,10.74}
 | 2 | {23.00}
+{1,5.70818,0.00,18.100,0,0.5320,6.7500,74.90,3.3317,24,666.0,20.20,393.07,7.74}
 | 2 | {23.70}
+{1,5.73116,0.00,18.100,0,0.5320,7.0610,77.00,3.4106,24,666.0,20.20,395.28,7.01}
 | 2 | {25.00}
+{1,2.81838,0.00,18.100,0,0.5320,5.7620,40.30,4.0983,24,666.0,20.20,392.92,10.42}
 | 2 | {21.80}
+{1,2.37857,0.00,18.100,0,0.5830,5.8710,41.90,3.7240,24,666.0,20.20,370.73,13.34}
 | 2 | {20.60}
+{1,3.67367,0.00,18.100,0,0.5830,6.3120,51.90,3.9917,24,666.0,20.20,388.62,10.58}
 | 2 | {21.20}
+{1,5.69175,0.00,18.100,0,0.5830,6.1140,79.80,3.5459,24,666.0,20.20,392.68,14.98}
 | 2 | {19.10}
+{1,4.83567,0.00,18.100,0,0.5830,5.9050,53.20,3.1523,24,666.0,20.20,388.22,11.45}
 | 2 | {20.60}
+{1,0.15086,0.00,27.740,0,0.6090,5.4540,92.70,1.8209,4,711.0,20.10,395.09,18.06}
 | 2 | {15.20}
+{1,0.18337,0.00,27.740,0,0.6090,5.4140,98.30,1.7554,4,711.0,20.10,344.05,23.97}
 | 2 | {7.00}
+{1,0.20746,0.00,27.740,0,0.6090,5.0930,98.00,1.8226,4,711.0,20.10,318.43,29.68}
 | 2 | {8.10}
+{1,0.10574,0.00,27.740,0,0.6090,5.9830,98.80,1.8681,4,711.0,20.10,390.11,18.07}
 | 2 | {13.60}
+{1,0.11132,0.00,27.740,0,0.6090,5.9830,83.50,2.1099,4,711.0,20.10,396.90,13.35}
 | 2 | {20.10}
+{1,0.17331,0.00,9.690,0,0.5850,5.7070,54.00,2.3817,6,391.0,19.20,396.90,12.01} 
| 2 | {21.80}
+{1,0.27957,0.00,9.690,0,0.5850,5.9260,42.60,2.3817,6,391.0,19.20,396.90,13.59} 
| 2 | {24.50}
+{1,0.17899,0.00,9.690,0,0.5850,5.6700,28.80,2.7986,6,391.0,19.20,393.29,17.60} 
| 2 | {23.10}
+{1,0.28960,0.00,9.690,0,0.5850,5.3900,72.90,2.7986,6,391.0,19.20,396.90,21.14} 
| 2 | {19.70}
+{1,0.26838,0.00,9.690,0,0.5850,5.7940,70.60,2.8927,6,391.0,19.20,396.90,14.10} 
| 2 | {18.30}
+{1,0.23912,0.00,9.690,0,0.5850,6.0190,65.30,2.4091,6,391.0,19.20,396.90,12.92} 
| 2 | {21.20}
+{1,0.17783,0.00,9.690,0,0.5850,5.5690,73.50,2.3999,6,391.0,19.20,395.77,15.10} 
| 2 | {17.50}
+{1,0.22438,0.00,9.690,0,0.5850,6.0270,79.70,2.4982,6,391.0,19.20,396.90,14.33} 
| 2 | {16.80}
+{1,0.06263,0.00,11.930,0,0.5730,6.5930,69.10,2.4786,1,273.0,21.00,391.99,9.67} 
| 2 | {22.40}
+{1,0.04527,0.00,11.930,0,0.5730,6.1200,76.70,2.2875,1,273.0,21.00,396.90,9.08} 
| 2 | {20.60}
+{1,0.06076,0.00,11.930,0,0.5730,6.9760,91.00,2.1675,1,273.0,21.00,396.90,5.64} 
| 2 | {23.90}
+{1,0.10959,0.00,11.930,0,0.5730,6.7940,89.30,2.3889,1,273.0,21.00,393.45,6.48} 
| 2 | {22.00}
+{1,0.04741,0.00,11.930,0,0.5730,6.0300,80.80,2.5050,1,273.0,21.00,396.90,7.88} 
| 2 | {11.90}
 \.
 
 
@@ -829,6 +830,7 @@ CREATE TABLE lin_housing_wi_batch_summary(
     output_table text,
     dependent_varname text,
     independent_varname text,
+    dependent_vartype text,
     buffer_size integer,
     class_values text[],
     num_rows_processed integer,
@@ -836,7 +838,7 @@ CREATE TABLE lin_housing_wi_batch_summary(
     grouping_cols text
 );
 INSERT INTO lin_housing_wi_batch_summary VALUES
-('lin_housing_wi','lin_housing_wi_batch','y','x',50,NULL,410,0,'grp');
+('lin_housing_wi_does_not_exist','lin_housing_wi_batch','y','x','float8',50,NULL,410,0,'grp');
 
 -- Create the corresponding standardization table for preprocessed data
 CREATE TABLE lin_housing_wi_batch_standardization(
@@ -846,7 +848,7 @@ CREATE TABLE lin_housing_wi_batch_standardization(
 );
 INSERT INTO lin_housing_wi_batch_standardization VALUES
 -- TODO get real numbers by running preprocessor
-(1,ARRAY[1,4.40216212195,7.51829268293,12.4008536585,0.0365853658537,0.57236804878,6.15941707317,72.44,3.53274926829,10.6170731707,436.743902439,18.8995121951,349.478317073,13.6464390244],
 
ARRAY[1,9.37232721366,19.5307832574,6.88889668698,0.187741516077,0.116893738398,0.612794748753,26.8174708253,2.03272510382,9.29081378039,174.135271989,1.94044243285,99.8411145886,7.16704694791]),
+(1,ARRAY[1,4.40216212195,7.51829268293,12.4008536585,0.0365853658537,0.57236804878,6.125941707317,72.44,3.5327492689,10.6170731707,436.743902439,18.8995121951,349.478317073,13.6464390244],
 
ARRAY[1,9.37232721366,19.5307832574,6.88889668698,0.187741516077,0.116893738398,0.612794748753,26.8174708253,2.03272510382,9.29081378039,174.135271989,1.94044243285,99.8411145886,7.16704694791]),
 
(2,ARRAY[1,4.40216212195,7.51829268293,12.4008536585,0.0365853658537,0.57236804878,6.15941707317,72.44,3.53274926829,10.6170731707,436.743902439,18.8995121951,349.478317073,13.6464390244],
 
ARRAY[1,9.37232721366,19.5307832574,6.88889668698,0.187741516077,0.116893738398,0.612794748753,26.8174708253,2.03272510382,9.29081378039,174.135271989,1.94044243285,99.8411145886,7.16704694791]);
 
 SELECT setseed(0);
@@ -874,6 +876,11 @@ SELECT mlp_predict(
     'id',
     'mlp_prediction_regress',
     'output');
+SELECT assert(
+              __to_char(pg_typeof(estimated_y)) = 'double precision[]',
+              'Estimated y should be an array. Actual ' || 
__to_char(pg_typeof(estimated_y))
+             )
+FROM mlp_prediction_regress  LIMIT 1;
 
 -- minibatch without grouping and without warm start
 DROP TABLE IF EXISTS mlp_regress_batch, mlp_regress_batch_summary, 
mlp_regress_batch_standardization;
@@ -900,6 +907,11 @@ SELECT mlp_predict(
     'id',
     'mlp_prediction_regress_batch',
     'output');
+SELECT assert(
+              __to_char(pg_typeof(estimated_y)) = 'double precision',
+              'Estimated y should be a scalar. Actual ' || 
__to_char(pg_typeof(estimated_y))
+             )
+FROM mlp_prediction_regress_batch  LIMIT 1;
 
 -- minibatch with grouping and without warm start
 DROP TABLE IF EXISTS mlp_regress_batch, mlp_regress_batch_summary, 
mlp_regress_batch_standardization;

http://git-wip-us.apache.org/repos/asf/madlib/blob/5a71ff6f/src/ports/postgres/modules/utilities/minibatch_preprocessing.py_in
----------------------------------------------------------------------
diff --git a/src/ports/postgres/modules/utilities/minibatch_preprocessing.py_in 
b/src/ports/postgres/modules/utilities/minibatch_preprocessing.py_in
index bb9fddd..4a1c8ae 100644
--- a/src/ports/postgres/modules/utilities/minibatch_preprocessing.py_in
+++ b/src/ports/postgres/modules/utilities/minibatch_preprocessing.py_in
@@ -172,6 +172,7 @@ class MiniBatchPreProcessor:
             self.output_table,
             self.dependent_varname,
             self.independent_varname,
+            dependent_var_dbtype,
             calculated_buffer_size,
             dep_var_classes_str,
             num_rows_processed,
@@ -441,11 +442,17 @@ class MiniBatchStandardizer:
 
 class MiniBatchSummarizer:
     @staticmethod
-    def create_output_summary_table(output_summary_table, source_table,
-                                    output_table, dep_var_array_str,
-                                    indep_var_array_str, buffer_size,
-                                    class_values, num_rows_processed,
-                                    num_missing_rows_skipped, grouping_cols):
+    def create_output_summary_table(output_summary_table,
+                                    source_table,
+                                    output_table,
+                                    dep_var_array_str,
+                                    indep_var_array_str,
+                                    dependent_var_dbtype,
+                                    buffer_size,
+                                    class_values,
+                                    num_rows_processed,
+                                    num_missing_rows_skipped,
+                                    grouping_cols):
         # 1. All the string columns are surrounded by "$$" to take care of
         #    special characters in the column name.
         # 2. We have to typecast all the string column names to ::TEXT because
@@ -457,6 +464,7 @@ class MiniBatchSummarizer:
             $${output_table}$$::TEXT AS output_table,
             $${dependent_varname}$$::TEXT AS dependent_varname,
             $${independent_varname}$$::TEXT AS independent_varname,
+            $${dependent_var_dbtype}$$::TEXT AS dependent_vartype,
             {buffer_size} AS buffer_size,
             {class_values} AS class_values,
             {num_rows_processed} AS num_rows_processed,
@@ -467,6 +475,7 @@ class MiniBatchSummarizer:
                    output_table = output_table,
                    dependent_varname = dep_var_array_str,
                    independent_varname = indep_var_array_str,
+                   dependent_var_dbtype = dependent_var_dbtype,
                    buffer_size = buffer_size,
                    class_values = class_values,
                    num_rows_processed = num_rows_processed,

http://git-wip-us.apache.org/repos/asf/madlib/blob/5a71ff6f/src/ports/postgres/modules/utilities/test/minibatch_preprocessing.sql_in
----------------------------------------------------------------------
diff --git 
a/src/ports/postgres/modules/utilities/test/minibatch_preprocessing.sql_in 
b/src/ports/postgres/modules/utilities/test/minibatch_preprocessing.sql_in
index 7eaafb6..04c7fb5 100644
--- a/src/ports/postgres/modules/utilities/test/minibatch_preprocessing.sql_in
+++ b/src/ports/postgres/modules/utilities/test/minibatch_preprocessing.sql_in
@@ -138,6 +138,7 @@ SELECT assert
         output_table        = 'minibatch_preprocessing_out' AND
         dependent_varname   = 'length>0.2' AND
         independent_varname = 
'ARRAY[diameter,height,whole,shucked,viscera,shell]' AND
+        dependent_vartype   = 'boolean' AND
         buffer_size         = 4 AND
         class_values        = '{f,t}' AND -- we sort the class values in python
         num_rows_processed  = 10 AND