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
Weekly Challenge #103
Input
C:\Users\nick\AppData\Local\Temp\Engine_9968_1fc0dbd2df184f288fe3161ca822705a_\Engine_1520_3e4b849072194eddbd00f5e26e257e03_.yxdb
Single
Profile
C:\Users\nick\AppData\Local\Temp\Engine_9968_1fc0dbd2df184f288fe3161ca822705a_\Engine_1520_9861bdb3ef98483fb28501a73d6228da_.yxdb
Single
Profile
,,,,,,,,,,Score,Score,Offense,Offense,Offense,Offense,Offense,Defense,Defense,Defense,Defense,Defense,Expected Points,Expected Points,Expected Points
Week,Day,Date,,,,OT,Rec,,Opp,Tm,Opp,1stD,TotYd,PassY,RushY,TO,1stD,TotYd,PassY,RushY,TO,Offense,Defense,Sp. Tms
1,Thu,September 7,8:30PM ET,boxscore,L,,0-1,,Kansas City Chiefs,27,42,25,371,247,124,,26,537,352,185,1,5.92,-23.18,0.73
2,Sun,September 17,1:00PM ET,boxscore,W,,1-1,@,New Orleans Saints,36,20,29,555,436,119,,20,429,348,81,,27.58,-12.16,-2.32
3,Sun,September 24,1:00PM ET,boxscore,W,,2-1,,Houston Texans,36,33,21,396,337,59,1,23,417,292,125,2,11.52,-7.08,-1.48
4,Sun,October 1,1:00PM ET,boxscore,L,,2-2,,Carolina Panthers,30,33,24,373,293,80,,28,444,304,140,2,18.56,-24.18,2.62
5,Thu,October 5,8:25PM ET,boxscore,W,,3-2,@,Tampa Bay Buccaneers,19,14,23,402,289,113,2,26,409,319,90,,-0.71,-10.33,14.94
6,Sun,October 15,1:00PM ET,boxscore,W,,4-2,@,New York Jets,24,17,23,375,257,118,2,23,408,334,74,3,10.44,0.33,-2.19
7,Sun,October 22,8:30PM ET,boxscore,W,,5-2,,Atlanta Falcons,23,7,25,403,241,162,,21,343,223,120,,15.29,-6.18,6.42
8,Sun,October 29,1:00PM ET,boxscore,W,,6-2,,Los Angeles Chargers,21,13,27,414,317,97,,16,349,192,157,1,9.64,-8.46,5.70
9,,,,,,,,,Bye Week,,,,,,,,,,,,,,,
10,Sun,November 12,8:30PM ET,boxscore,W,,7-2,@,Denver Broncos,41,16,28,396,297,99,,17,339,221,118,2,14.71,-3.58,13.56
11,Sun,November 19,4:25PM ET,boxscore,W,,8-2,@,Oakland Raiders,33,8,25,421,332,89,,21,344,235,109,2,23.44,-1.26,2.48
12,Sun,November 26,1:00PM ET,boxscore,W,,9-2,,Miami Dolphins,35,17,25,417,221,196,2,15,221,154,67,3,9.46,11.65,-4.69
13,Sun,December 3,1:00PM ET,boxscore,W,,10-2,@,Buffalo Bills,23,3,23,435,244,191,1,16,268,85,183,1,10.85,14.27,-2.35
14,Mon,December 11,8:30PM ET,boxscore,L,,10-3,@,Miami Dolphins,20,27,14,248,223,25,2,21,362,242,120,,-3.59,-7.02,2.39
15,Sun,December 17,4:25PM ET,boxscore,W,,11-3,@,Pittsburgh Steelers,27,24,21,360,283,77,1,21,413,270,143,1,15.30,-12.04,-0.66
16,Sun,December 24,1:00PM ET,boxscore,W,,12-3,,Buffalo Bills,37,16,28,411,218,193,1,17,326,242,84,,21.06,2.94,-0.79
17,Sun,December 31,1:00PM ET,boxscore,W,,13-3,,New York Jets,26,6,28,330,183,147,,14,247,207,40,,9.07,8.84,1.73
,,Playoffs,,,,,,,,,,,,,,,,,,,,,,
Division,Sat,January 13,8:15PM ET,boxscore,W,,14-3,,Tennessee Titans,35,14,31,438,337,101,,15,267,202,65,,25.58,2.00,-7.65
Conf. Champ.,Sun,January 21,3:05PM ET,boxscore,W,,15-3,,Jacksonville Jaguars,24,20,22,344,298,46,1,22,374,273,101,,10.37,-3.55,-1.40
SuperBowl,Sun,February 4,6:30PM ET,boxscore,L,,15-4,N,Philadelphia Eagles,33,41,29,613,500,113,1,25,538,374,164,1,27.61,-29.59,-4.32
2017 Patriots Data
2017 Patriots Data
,,,,,,,,,,Score,Score,Offense,Offense,Offense,Offense,Offense,Defense,Defense,Defense,Defense,Defense,Expected Points,Expected Points,Expected Points
Week,Day,Date,,,,OT,Rec,,Opp,Tm,Opp,1stD,TotYd,PassY,RushY,TO,1stD,TotYd,PassY,RushY,TO,Offense,Defense,Sp. Tms
1,Sun,September 11,8:30PM ET,boxscore,W,,1-0,@,Arizona Cardinals,23,21,19,363,257,106,2,21,344,252,92,,5.61,-11.42,9.08
2,Sun,September 18,1:02PM ET,boxscore,W,,2-0,,Miami Dolphins,31,24,29,463,302,161,1,23,457,387,70,4,17.47,-6.98,-3.95
3,Thu,September 22,8:26PM ET,boxscore,W,,3-0,,Houston Texans,27,0,15,282,97,185,,19,284,175,109,3,1.19,14.60,10.11
4,Sun,October 2,1:02PM ET,boxscore,L,,3-1,,Buffalo Bills,0,16,13,277,187,90,1,24,378,244,134,,-10.11,-6.11,3.66
5,Sun,October 9,1:02PM ET,boxscore,W,,4-1,@,Cleveland Browns,33,13,24,501,403,98,,17,262,235,27,1,17.05,4.26,-3.15
6,Sun,October 16,1:02PM ET,boxscore,W,,5-1,,Cincinnati Bengals,35,17,25,437,358,79,,20,357,237,120,,21.68,-8.15,3.28
7,Sun,October 23,4:25PM ET,boxscore,W,,6-1,@,Pittsburgh Steelers,27,16,21,362,222,140,2,17,375,281,94,1,12.52,4.28,-6.81
8,Sun,October 30,1:02PM ET,boxscore,W,,7-1,@,Buffalo Bills,41,25,23,357,285,72,,25,376,209,167,,22.71,-13.72,6.16
9,,,,,,,,,Bye Week,,,,,,,,,,,,,,,
10,Sun,November 13,8:30PM ET,boxscore,L,,7-2,,Seattle Seahawks,24,31,25,385,304,81,2,23,420,324,96,,11.93,-17.85,-1.92
11,Sun,November 20,4:25PM ET,boxscore,W,,8-2,@,San Francisco 49ers,30,17,28,444,273,171,,20,299,177,122,,17.09,-1.68,1.82
12,Sun,November 27,4:25PM ET,boxscore,W,,9-2,@,New York Jets,22,17,26,377,286,91,,16,333,269,64,2,11.44,-0.93,-2.73
13,Sun,December 4,1:00PM ET,boxscore,W,,10-2,,Los Angeles Rams,26,10,20,402,269,133,,7,162,126,36,2,3.25,18.27,-6.34
14,Mon,December 12,8:30PM ET,boxscore,W,,11-2,,Baltimore Ravens,30,23,20,496,401,95,3,17,348,306,42,1,16.83,2.31,-8.57
15,Sun,December 18,4:25PM ET,boxscore,W,,12-2,@,Denver Broncos,16,3,20,313,177,136,,15,309,251,58,3,-4.97,14.82,2.33
16,Sat,December 24,1:00PM ET,boxscore,W,,13-2,,New York Jets,41,3,21,325,211,114,,14,239,128,111,4,16.02,18.13,2.07
17,Sun,January 1,1:00PM ET,boxscore,W,,14-2,@,Miami Dolphins,35,14,22,396,276,120,,16,280,205,75,2,19.55,3.73,-6.78
,,Playoffs,,,,,,,,,,,,,,,,,,,,,,
Division,Sat,January 14,8:15PM ET,boxscore,W,,15-2,,Houston Texans,34,16,20,377,279,98,3,14,302,197,105,3,2.26,20.16,-2.22
Conf. Champ.,Sun,January 22,6:40PM ET,boxscore,W,,16-2,,Pittsburgh Steelers,36,17,26,431,374,57,,22,368,314,54,2,20.62,-2.88,2.03
SuperBowl,Sun,February 5,6:30PM ET,boxscore,W,OT,17-2,N,Atlanta Falcons,34,28,37,546,442,104,2,17,344,240,104,1,15.60,-7.42,1.22
2016 Patriots Data
2016 Patriots Data
C:\Users\nick\AppData\Local\Temp\Engine_9968_1fc0dbd2df184f288fe3161ca822705a_\Engine_1520_7fcf1d9544f340c1ba2b49a13be7ded6_.yxdb
SuperBowl
33
40.3120578110302
SuperBowl
34
43.9307031132482
Superbowl Model Results
Superbowl Model Results
13
26
402
0
126
27.6855666919335
13
23
435
1
85
27.3553631256612
Week 13 (Regular Season Game) Model Results
Week 13 (Regular Season Game) Model Results
C:\Users\nick\AppData\Local\Temp\Engine_9968_1fc0dbd2df184f288fe3161ca822705a_\Engine_1520_004cf54ed28a407d8185c8ac8eb90e84_.yxdb
Single
Profile
Field_1
Last
Skip
1
Skip 1st 1
FirstRow
Warn
Simple
IsNotEmpty
Tm
True
fixed
2020-03-03 14:27:53
0
2020-03-03 14:27:53
2020-03-03 14:27:53
!IsEmpty([Tm])
Field_1
Last
Skip
1
Skip 1st 1
FirstRow
Warn
Simple
IsNotEmpty
Tm
True
fixed
2020-03-03 14:27:53
0
2020-03-03 14:27:53
2020-03-03 14:27:53
!IsEmpty([Tm])
Warning
All
ByName
[Week] = '13' or [Week] = 'SuperBowl'
Custom
[Week] = '13' or [Week] = 'SuperBowl'
C:\Users\nick\AppData\Local\Temp\Engine_14428_c6d0169ef824438aa94a3f06283f221e_\Engine_1520_0b994c47b3d144cd99060b4330059690_.db
False
C:\Users\nick\AppData\Local\Temp\Engine_9968_1fc0dbd2df184f288fe3161ca822705a_\Engine_1520_97055bf67e2f4d65b758ee39ef29e3e3_.db
Tm
34
expert
C:\ProgramData\Alteryx\Tools\Modeling\..\MachineLearningTools_venv\python.exe
-m hamilton runserver --threads=5 --db-filepath="C:\Users\nick\AppData\Local\Temp\Engine_14428_c6d0169ef824438aa94a3f06283f221e_\Engine_1520_0b994c47b3d144cd99060b4330059690_.db" --raw-data-filepath="C:\Users\nick\AppData\Local\Temp\Engine_9968_1fc0dbd2df184f288fe3161ca822705a_\Engine_1520_97055bf67e2f4d65b758ee39ef29e3e3_.db" --log-filepath="C:\Users\nick\AppData\Local\Alteryx\Log\ModelingLog_toolID124.txt" --settings="PROD" --port=54818
54818
Tools.Modeling.1
Target = Tm
Random Forest Regressor
datatyping
column_selection
Week
True
categorical
Rec
True
categorical
Opp
True
numeric
1stD
True
numeric
TotYd
True
numeric
PassY
True
numeric
RushY
True
numeric
TO
True
categorical
1stD2
True
numeric
TotYd2
True
numeric
PassY2
True
numeric
RushY2
True
numeric
TO2
True
categorical
Offense
True
numeric
Defense
True
numeric
Sp. Tms
True
numeric
Year
True
categorical
datatyping
PassY2
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
categorical
RushY2
numeric
numeric
categorical
boolean
id
numeric
Week
id
numeric
categorical
boolean
id
categorical
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
TO2
categorical
numeric
categorical
boolean
id
categorical
1stD
numeric
numeric
categorical
boolean
id
numeric
TO
categorical
numeric
categorical
boolean
id
categorical
RushY
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
Opp
numeric
numeric
categorical
boolean
id
numeric
Rec
id
numeric
categorical
boolean
id
categorical
TotYd
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Offense
numeric
numeric
categorical
boolean
id
numeric
na_handling
Week
impute_value
drop_column
categorical
Rec
impute_value
drop_column
categorical
Opp
impute_median
drop_column
numeric
1stD
impute_median
drop_column
numeric
TotYd
impute_median
drop_column
numeric
PassY
impute_median
drop_column
numeric
RushY
impute_median
drop_column
numeric
TO
impute_value
drop_column
categorical
1stD2
impute_median
drop_column
numeric
TotYd2
impute_median
drop_column
numeric
PassY2
impute_median
drop_column
numeric
RushY2
impute_median
drop_column
numeric
TO2
impute_value
drop_column
categorical
Offense
impute_median
drop_column
numeric
Defense
impute_median
drop_column
numeric
Sp. Tms
impute_median
drop_column
numeric
Year
impute_value
drop_column
categorical
one_hot_encoding
Week
True
True
ignore
error
error
categorical
Rec
True
True
ignore
error
error
categorical
Opp
False
False
ignore
error
error
numeric
1stD
False
False
ignore
error
error
numeric
TotYd
False
False
ignore
error
error
numeric
PassY
False
False
ignore
error
error
numeric
RushY
False
False
ignore
error
error
numeric
TO
True
True
ignore
error
error
categorical
1stD2
False
False
ignore
error
error
numeric
TotYd2
False
False
ignore
error
error
numeric
PassY2
False
False
ignore
error
error
numeric
RushY2
False
False
ignore
error
error
numeric
TO2
True
True
ignore
error
error
categorical
Offense
False
False
ignore
error
error
numeric
Defense
False
False
ignore
error
error
numeric
Sp. Tms
False
False
ignore
error
error
numeric
Year
True
True
ignore
error
error
categorical
False
Tools.Transformation.1
2019.4.0.22600
Set Data Types
na_handling
column_selection
Opp
True
numeric
1stD
True
numeric
TotYd
True
numeric
PassY
True
numeric
RushY
True
numeric
TO
True
categorical
1stD2
True
numeric
TotYd2
True
numeric
PassY2
True
numeric
RushY2
True
numeric
TO2
True
categorical
Offense
True
numeric
Defense
True
numeric
Sp. Tms
True
numeric
Year
True
numeric
datatyping
Opp
numeric
numeric
categorical
boolean
id
numeric
1stD
numeric
numeric
categorical
boolean
id
numeric
TotYd
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
RushY
numeric
numeric
categorical
boolean
id
numeric
TO
categorical
numeric
categorical
boolean
id
categorical
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
PassY2
numeric
numeric
categorical
boolean
id
numeric
RushY2
numeric
numeric
categorical
boolean
id
numeric
TO2
categorical
numeric
categorical
boolean
id
categorical
Offense
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
numeric
na_handling
TotYd2
False
impute_median
drop_column
numeric
1stD
False
impute_median
drop_column
numeric
TO
False
impute_value
drop_column
categorical
Year
False
impute_median
drop_column
numeric
Opp
False
impute_median
drop_column
numeric
TotYd
False
impute_median
drop_column
numeric
TO2
False
impute_value
drop_column
categorical
1stD2
False
impute_median
drop_column
numeric
Offense
False
impute_median
drop_column
numeric
RushY2
False
impute_median
drop_column
numeric
Defense
False
impute_median
drop_column
numeric
PassY2
False
impute_median
drop_column
numeric
PassY
False
impute_median
drop_column
numeric
Sp. Tms
False
impute_median
drop_column
numeric
RushY
False
impute_median
drop_column
numeric
one_hot_encoding
Opp
False
False
ignore
error
error
numeric
1stD
False
False
ignore
error
error
numeric
TotYd
False
False
ignore
error
error
numeric
PassY
False
False
ignore
error
error
numeric
RushY
False
False
ignore
error
error
numeric
TO
True
True
ignore
error
error
categorical
1stD2
False
False
ignore
error
error
numeric
TotYd2
False
False
ignore
error
error
numeric
PassY2
False
False
ignore
error
error
numeric
RushY2
False
False
ignore
error
error
numeric
TO2
True
True
ignore
error
error
categorical
Offense
False
False
ignore
error
error
numeric
Defense
False
False
ignore
error
error
numeric
Sp. Tms
False
False
ignore
error
error
numeric
Year
False
False
ignore
error
error
numeric
False
Tools.Transformation.1
2019.4.0.22600
Clean Up Missing Values
column_selection
column_selection
Opp
true
numeric
1stD
true
numeric
TotYd
true
numeric
PassY
true
numeric
RushY
true
numeric
TO
true
categorical
1stD2
true
numeric
TotYd2
true
numeric
PassY2
true
numeric
RushY2
true
numeric
TO2
true
categorical
Offense
true
numeric
Defense
true
numeric
Sp. Tms
true
numeric
Year
true
numeric
na_handling
Opp
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
1stD
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
TotYd
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
PassY
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
RushY
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
TO
impute_value
impute_value
impute_mode
drop_column
categorical
1stD2
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
TotYd2
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
PassY2
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
RushY2
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
TO2
impute_value
impute_value
impute_mode
drop_column
categorical
Offense
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
Defense
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
Sp. Tms
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
Year
impute_median
impute_median
impute_mean
impute_mode
drop_column
numeric
datatyping
Opp
numeric
numeric
categorical
boolean
id
numeric
1stD
numeric
numeric
categorical
boolean
id
numeric
TotYd
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
RushY
numeric
numeric
categorical
boolean
id
numeric
TO
categorical
numeric
categorical
boolean
id
categorical
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
PassY2
numeric
numeric
categorical
boolean
id
numeric
RushY2
numeric
numeric
categorical
boolean
id
numeric
TO2
categorical
numeric
categorical
boolean
id
categorical
Offense
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
numeric
one_hot_encoding
Opp
false
false
ignore
error
error
numeric
1stD
false
false
ignore
error
error
numeric
TotYd
false
false
ignore
error
error
numeric
PassY
false
false
ignore
error
error
numeric
RushY
false
false
ignore
error
error
numeric
TO
true
true
ignore
error
error
categorical
1stD2
false
false
ignore
error
error
numeric
TotYd2
false
false
ignore
error
error
numeric
PassY2
false
false
ignore
error
error
numeric
RushY2
false
false
ignore
error
error
numeric
TO2
true
true
ignore
error
error
categorical
Offense
false
false
ignore
error
error
numeric
Defense
false
false
ignore
error
error
numeric
Sp. Tms
false
false
ignore
error
error
numeric
Year
false
false
ignore
error
error
numeric
0
0
0
0
0
false
Tools.Transformation.1
2019.4.0.22600
Select Features
one_hot_encoding
column_selection
Opp
True
numeric
1stD
True
numeric
TotYd
True
numeric
PassY
True
numeric
RushY
True
numeric
TO
True
categorical
1stD2
True
numeric
TotYd2
True
numeric
PassY2
True
numeric
RushY2
True
numeric
TO2
True
categorical
Offense
True
numeric
Defense
True
numeric
Sp. Tms
True
numeric
Year
True
numeric
datatyping
Opp
numeric
numeric
categorical
boolean
id
numeric
1stD
numeric
numeric
categorical
boolean
id
numeric
TotYd
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
RushY
numeric
numeric
categorical
boolean
id
numeric
TO
categorical
numeric
categorical
boolean
id
categorical
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
PassY2
numeric
numeric
categorical
boolean
id
numeric
RushY2
numeric
numeric
categorical
boolean
id
numeric
TO2
categorical
numeric
categorical
boolean
id
categorical
Offense
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
numeric
na_handling
Opp
impute_median
drop_column
numeric
1stD
impute_median
drop_column
numeric
TotYd
impute_median
drop_column
numeric
PassY
impute_median
drop_column
numeric
RushY
impute_median
drop_column
numeric
TO
impute_value
drop_column
categorical
1stD2
impute_median
drop_column
numeric
TotYd2
impute_median
drop_column
numeric
PassY2
impute_median
drop_column
numeric
RushY2
impute_median
drop_column
numeric
TO2
impute_value
drop_column
categorical
Offense
impute_median
drop_column
numeric
Defense
impute_median
drop_column
numeric
Sp. Tms
impute_median
drop_column
numeric
Year
impute_median
drop_column
numeric
one_hot_encoding
Opp
False
False
ignore
error
error
numeric
1stD
False
False
ignore
error
error
numeric
TotYd
False
False
ignore
error
error
numeric
PassY
False
False
ignore
error
error
numeric
RushY
False
False
ignore
error
error
numeric
TO
True
True
ignore
error
error
categorical
1stD2
False
False
ignore
error
error
numeric
TotYd2
False
False
ignore
error
error
numeric
PassY2
False
False
ignore
error
error
numeric
RushY2
False
False
ignore
error
error
numeric
TO2
True
True
ignore
error
error
categorical
Offense
False
False
ignore
error
error
numeric
Defense
False
False
ignore
error
error
numeric
Sp. Tms
False
False
ignore
error
error
numeric
Year
False
False
ignore
error
error
numeric
False
Tools.Transformation.1
2019.4.0.22600
One Hot Encoding
random_forest_regressor
linear_regression
True
True
random_forest_regressor
100
mse
True
10
True
2
2
0.01
auto
1
auto
0
0
False
10
True
decision_tree_regressor
mse
True
10
True
2
2
0.01
auto
1
auto
0
0
False
10
True
10
best
False
Tools.Regression.1
random_forest_info_text
True
True
False
False
False
True
False
False
False
True
False
False
False
2019.4.0.22600
Random Forest
Tools.Fit.1
2019.4.0.22600
Train Model
Tools.Predict.1
2019.4.0.22600
Predict Values
Linear Regression
datatyping
column_selection
Week
True
categorical
Rec
True
categorical
Opp
True
numeric
1stD
True
numeric
TotYd
True
numeric
PassY
True
numeric
RushY
True
numeric
TO
True
categorical
1stD2
True
numeric
TotYd2
True
numeric
PassY2
True
numeric
RushY2
True
numeric
TO2
True
categorical
Offense
True
numeric
Defense
True
numeric
Sp. Tms
True
numeric
Year
True
categorical
datatyping
Rec
id
numeric
categorical
boolean
id
categorical
Opp
numeric
numeric
categorical
boolean
id
numeric
Week
id
numeric
categorical
boolean
id
categorical
RushY2
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
categorical
1stD
numeric
numeric
categorical
boolean
id
numeric
TO2
categorical
numeric
categorical
boolean
id
categorical
PassY2
numeric
numeric
categorical
boolean
id
numeric
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd
numeric
numeric
categorical
boolean
id
numeric
RushY
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
Offense
numeric
numeric
categorical
boolean
id
numeric
TO
categorical
numeric
categorical
boolean
id
categorical
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
na_handling
Week
impute_value
drop_column
categorical
Rec
impute_value
drop_column
categorical
Opp
impute_median
drop_column
numeric
1stD
impute_median
drop_column
numeric
TotYd
impute_median
drop_column
numeric
PassY
impute_median
drop_column
numeric
RushY
impute_median
drop_column
numeric
TO
impute_value
drop_column
categorical
1stD2
impute_median
drop_column
numeric
TotYd2
impute_median
drop_column
numeric
PassY2
impute_median
drop_column
numeric
RushY2
impute_median
drop_column
numeric
TO2
impute_value
drop_column
categorical
Offense
impute_median
drop_column
numeric
Defense
impute_median
drop_column
numeric
Sp. Tms
impute_median
drop_column
numeric
Year
impute_value
drop_column
categorical
one_hot_encoding
Week
True
True
ignore
error
error
categorical
Rec
True
True
ignore
error
error
categorical
Opp
False
False
ignore
error
error
numeric
1stD
False
False
ignore
error
error
numeric
TotYd
False
False
ignore
error
error
numeric
PassY
False
False
ignore
error
error
numeric
RushY
False
False
ignore
error
error
numeric
TO
True
True
ignore
error
error
categorical
1stD2
False
False
ignore
error
error
numeric
TotYd2
False
False
ignore
error
error
numeric
PassY2
False
False
ignore
error
error
numeric
RushY2
False
False
ignore
error
error
numeric
TO2
True
True
ignore
error
error
categorical
Offense
False
False
ignore
error
error
numeric
Defense
False
False
ignore
error
error
numeric
Sp. Tms
False
False
ignore
error
error
numeric
Year
True
True
ignore
error
error
categorical
False
Tools.Transformation.1
2019.4.0.22600
Set Data Types
na_handling
column_selection
Opp
True
numeric
1stD
True
numeric
TotYd
True
numeric
PassY
True
numeric
RushY
True
numeric
TO
True
categorical
1stD2
True
numeric
TotYd2
True
numeric
PassY2
True
numeric
RushY2
True
numeric
TO2
True
categorical
Offense
True
numeric
Defense
True
numeric
Sp. Tms
True
numeric
Year
True
numeric
datatyping
Opp
numeric
numeric
categorical
boolean
id
numeric
1stD
numeric
numeric
categorical
boolean
id
numeric
TotYd
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
RushY
numeric
numeric
categorical
boolean
id
numeric
TO
categorical
numeric
categorical
boolean
id
categorical
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
PassY2
numeric
numeric
categorical
boolean
id
numeric
RushY2
numeric
numeric
categorical
boolean
id
numeric
TO2
categorical
numeric
categorical
boolean
id
categorical
Offense
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
numeric
na_handling
PassY2
False
impute_median
drop_column
numeric
Defense
False
impute_median
drop_column
numeric
Sp. Tms
False
impute_median
drop_column
numeric
Year
False
impute_median
drop_column
numeric
TO
False
impute_value
drop_column
categorical
RushY2
False
impute_median
drop_column
numeric
TotYd
False
impute_median
drop_column
numeric
RushY
False
impute_median
drop_column
numeric
Opp
False
impute_median
drop_column
numeric
TO2
False
impute_value
drop_column
categorical
Offense
False
impute_median
drop_column
numeric
TotYd2
False
impute_median
drop_column
numeric
1stD2
False
impute_median
drop_column
numeric
PassY
False
impute_median
drop_column
numeric
1stD
False
impute_median
drop_column
numeric
one_hot_encoding
Opp
False
False
ignore
error
error
numeric
1stD
False
False
ignore
error
error
numeric
TotYd
False
False
ignore
error
error
numeric
PassY
False
False
ignore
error
error
numeric
RushY
False
False
ignore
error
error
numeric
TO
True
True
ignore
error
error
categorical
1stD2
False
False
ignore
error
error
numeric
TotYd2
False
False
ignore
error
error
numeric
PassY2
False
False
ignore
error
error
numeric
RushY2
False
False
ignore
error
error
numeric
TO2
True
True
ignore
error
error
categorical
Offense
False
False
ignore
error
error
numeric
Defense
False
False
ignore
error
error
numeric
Sp. Tms
False
False
ignore
error
error
numeric
Year
False
False
ignore
error
error
numeric
False
Tools.Transformation.1
2019.4.0.22600
Clean Up Missing Values
column_selection
column_selection
1stD2
True
numeric
Year
True
numeric
PassY2
True
numeric
PassY
True
numeric
TotYd
True
numeric
Defense
True
numeric
TO2
True
categorical
Sp. Tms
True
numeric
RushY2
True
numeric
TO
True
categorical
1stD
True
numeric
Offense
True
numeric
Opp
True
numeric
TotYd2
True
numeric
RushY
True
numeric
datatyping
Opp
numeric
numeric
categorical
boolean
id
numeric
1stD
numeric
numeric
categorical
boolean
id
numeric
TotYd
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
RushY
numeric
numeric
categorical
boolean
id
numeric
TO
categorical
numeric
categorical
boolean
id
categorical
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
PassY2
numeric
numeric
categorical
boolean
id
numeric
RushY2
numeric
numeric
categorical
boolean
id
numeric
TO2
categorical
numeric
categorical
boolean
id
categorical
Offense
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
numeric
na_handling
Opp
impute_median
drop_column
numeric
1stD
impute_median
drop_column
numeric
TotYd
impute_median
drop_column
numeric
PassY
impute_median
drop_column
numeric
RushY
impute_median
drop_column
numeric
TO
impute_value
drop_column
categorical
1stD2
impute_median
drop_column
numeric
TotYd2
impute_median
drop_column
numeric
PassY2
impute_median
drop_column
numeric
RushY2
impute_median
drop_column
numeric
TO2
impute_value
drop_column
categorical
Offense
impute_median
drop_column
numeric
Defense
impute_median
drop_column
numeric
Sp. Tms
impute_median
drop_column
numeric
Year
impute_median
drop_column
numeric
one_hot_encoding
Opp
False
False
ignore
error
error
numeric
1stD
False
False
ignore
error
error
numeric
TotYd
False
False
ignore
error
error
numeric
PassY
False
False
ignore
error
error
numeric
RushY
False
False
ignore
error
error
numeric
TO
True
True
ignore
error
error
categorical
1stD2
False
False
ignore
error
error
numeric
TotYd2
False
False
ignore
error
error
numeric
PassY2
False
False
ignore
error
error
numeric
RushY2
False
False
ignore
error
error
numeric
TO2
True
True
ignore
error
error
categorical
Offense
False
False
ignore
error
error
numeric
Defense
False
False
ignore
error
error
numeric
Sp. Tms
False
False
ignore
error
error
numeric
Year
False
False
ignore
error
error
numeric
False
Tools.Transformation.1
2019.4.0.22600
Select Features
one_hot_encoding
column_selection
Opp
True
numeric
1stD
True
numeric
TotYd
True
numeric
PassY
True
numeric
RushY
True
numeric
TO
True
categorical
1stD2
True
numeric
TotYd2
True
numeric
PassY2
True
numeric
RushY2
True
numeric
TO2
True
categorical
Offense
True
numeric
Defense
True
numeric
Sp. Tms
True
numeric
Year
True
numeric
datatyping
Opp
numeric
numeric
categorical
boolean
id
numeric
1stD
numeric
numeric
categorical
boolean
id
numeric
TotYd
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
RushY
numeric
numeric
categorical
boolean
id
numeric
TO
categorical
numeric
categorical
boolean
id
categorical
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
PassY2
numeric
numeric
categorical
boolean
id
numeric
RushY2
numeric
numeric
categorical
boolean
id
numeric
TO2
categorical
numeric
categorical
boolean
id
categorical
Offense
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
numeric
na_handling
Opp
impute_median
drop_column
numeric
1stD
impute_median
drop_column
numeric
TotYd
impute_median
drop_column
numeric
PassY
impute_median
drop_column
numeric
RushY
impute_median
drop_column
numeric
TO
impute_value
drop_column
categorical
1stD2
impute_median
drop_column
numeric
TotYd2
impute_median
drop_column
numeric
PassY2
impute_median
drop_column
numeric
RushY2
impute_median
drop_column
numeric
TO2
impute_value
drop_column
categorical
Offense
impute_median
drop_column
numeric
Defense
impute_median
drop_column
numeric
Sp. Tms
impute_median
drop_column
numeric
Year
impute_median
drop_column
numeric
one_hot_encoding
Opp
False
False
ignore
error
error
numeric
1stD
False
False
ignore
error
error
numeric
TotYd
False
False
ignore
error
error
numeric
PassY
False
False
ignore
error
error
numeric
RushY
False
False
ignore
error
error
numeric
TO
True
True
ignore
error
error
categorical
1stD2
False
False
ignore
error
error
numeric
TotYd2
False
False
ignore
error
error
numeric
PassY2
False
False
ignore
error
error
numeric
RushY2
False
False
ignore
error
error
numeric
TO2
True
True
ignore
error
error
categorical
Offense
False
False
ignore
error
error
numeric
Defense
False
False
ignore
error
error
numeric
Sp. Tms
False
False
ignore
error
error
numeric
Year
False
False
ignore
error
error
numeric
False
Tools.Transformation.1
2019.4.0.22600
One Hot Encoding
linear_regression
linear_regression
True
True
random_forest_regressor
100
mse
True
10
True
2
2
0.01
auto
1
auto
0
0
False
10
True
decision_tree_regressor
mse
True
10
True
2
2
0.01
auto
1
auto
0
0
False
10
True
10
best
False
Tools.Regression.1
linear_regression_info_text
True
True
False
False
False
True
False
False
False
True
False
False
False
2019.4.0.22600
Linear Regression
Tools.Fit.1
2019.4.0.22600
Train Model
Tools.Predict.1
2019.4.0.22600
Predict Values
Decision Tree Regressor
datatyping
column_selection
Week
True
categorical
Rec
True
categorical
Opp
True
numeric
1stD
True
numeric
TotYd
True
numeric
PassY
True
numeric
RushY
True
numeric
TO
True
categorical
1stD2
True
numeric
TotYd2
True
numeric
PassY2
True
numeric
RushY2
True
numeric
TO2
True
categorical
Offense
True
numeric
Defense
True
numeric
Sp. Tms
True
numeric
Year
True
categorical
datatyping
TO
categorical
numeric
categorical
boolean
id
categorical
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
1stD
numeric
numeric
categorical
boolean
id
numeric
Opp
numeric
numeric
categorical
boolean
id
numeric
RushY2
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Offense
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
categorical
Week
id
numeric
categorical
boolean
id
categorical
TotYd
numeric
numeric
categorical
boolean
id
numeric
Rec
id
numeric
categorical
boolean
id
categorical
TO2
categorical
numeric
categorical
boolean
id
categorical
PassY2
numeric
numeric
categorical
boolean
id
numeric
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
RushY
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
na_handling
Week
impute_value
drop_column
categorical
Rec
impute_value
drop_column
categorical
Opp
impute_median
drop_column
numeric
1stD
impute_median
drop_column
numeric
TotYd
impute_median
drop_column
numeric
PassY
impute_median
drop_column
numeric
RushY
impute_median
drop_column
numeric
TO
impute_value
drop_column
categorical
1stD2
impute_median
drop_column
numeric
TotYd2
impute_median
drop_column
numeric
PassY2
impute_median
drop_column
numeric
RushY2
impute_median
drop_column
numeric
TO2
impute_value
drop_column
categorical
Offense
impute_median
drop_column
numeric
Defense
impute_median
drop_column
numeric
Sp. Tms
impute_median
drop_column
numeric
Year
impute_value
drop_column
categorical
one_hot_encoding
Week
True
True
ignore
error
error
categorical
Rec
True
True
ignore
error
error
categorical
Opp
False
False
ignore
error
error
numeric
1stD
False
False
ignore
error
error
numeric
TotYd
False
False
ignore
error
error
numeric
PassY
False
False
ignore
error
error
numeric
RushY
False
False
ignore
error
error
numeric
TO
True
True
ignore
error
error
categorical
1stD2
False
False
ignore
error
error
numeric
TotYd2
False
False
ignore
error
error
numeric
PassY2
False
False
ignore
error
error
numeric
RushY2
False
False
ignore
error
error
numeric
TO2
True
True
ignore
error
error
categorical
Offense
False
False
ignore
error
error
numeric
Defense
False
False
ignore
error
error
numeric
Sp. Tms
False
False
ignore
error
error
numeric
Year
True
True
ignore
error
error
categorical
False
Tools.Transformation.1
2019.4.0.22600
Set Data Types
na_handling
column_selection
Opp
True
numeric
1stD
True
numeric
TotYd
True
numeric
PassY
True
numeric
RushY
True
numeric
TO
True
categorical
1stD2
True
numeric
TotYd2
True
numeric
PassY2
True
numeric
RushY2
True
numeric
TO2
True
categorical
Offense
True
numeric
Defense
True
numeric
Sp. Tms
True
numeric
Year
True
numeric
datatyping
Opp
numeric
numeric
categorical
boolean
id
numeric
1stD
numeric
numeric
categorical
boolean
id
numeric
TotYd
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
RushY
numeric
numeric
categorical
boolean
id
numeric
TO
categorical
numeric
categorical
boolean
id
categorical
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
PassY2
numeric
numeric
categorical
boolean
id
numeric
RushY2
numeric
numeric
categorical
boolean
id
numeric
TO2
categorical
numeric
categorical
boolean
id
categorical
Offense
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
numeric
na_handling
Opp
False
impute_median
drop_column
numeric
Defense
False
impute_median
drop_column
numeric
RushY2
False
impute_median
drop_column
numeric
TotYd2
False
impute_median
drop_column
numeric
Year
False
impute_median
drop_column
numeric
Offense
False
impute_median
drop_column
numeric
TO
False
impute_value
drop_column
categorical
RushY
False
impute_median
drop_column
numeric
1stD2
False
impute_median
drop_column
numeric
TO2
False
impute_value
drop_column
categorical
1stD
False
impute_median
drop_column
numeric
PassY2
False
impute_median
drop_column
numeric
Sp. Tms
False
impute_median
drop_column
numeric
PassY
False
impute_median
drop_column
numeric
TotYd
False
impute_median
drop_column
numeric
one_hot_encoding
Opp
False
False
ignore
error
error
numeric
1stD
False
False
ignore
error
error
numeric
TotYd
False
False
ignore
error
error
numeric
PassY
False
False
ignore
error
error
numeric
RushY
False
False
ignore
error
error
numeric
TO
True
True
ignore
error
error
categorical
1stD2
False
False
ignore
error
error
numeric
TotYd2
False
False
ignore
error
error
numeric
PassY2
False
False
ignore
error
error
numeric
RushY2
False
False
ignore
error
error
numeric
TO2
True
True
ignore
error
error
categorical
Offense
False
False
ignore
error
error
numeric
Defense
False
False
ignore
error
error
numeric
Sp. Tms
False
False
ignore
error
error
numeric
Year
False
False
ignore
error
error
numeric
False
Tools.Transformation.1
2019.4.0.22600
Clean Up Missing Values
column_selection
column_selection
1stD
True
numeric
PassY
True
numeric
Opp
True
numeric
Year
True
numeric
RushY2
True
numeric
TotYd
True
numeric
Defense
True
numeric
RushY
True
numeric
1stD2
True
numeric
PassY2
True
numeric
TO2
True
categorical
TO
True
categorical
TotYd2
True
numeric
Sp. Tms
True
numeric
Offense
True
numeric
datatyping
Opp
numeric
numeric
categorical
boolean
id
numeric
1stD
numeric
numeric
categorical
boolean
id
numeric
TotYd
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
RushY
numeric
numeric
categorical
boolean
id
numeric
TO
categorical
numeric
categorical
boolean
id
categorical
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
PassY2
numeric
numeric
categorical
boolean
id
numeric
RushY2
numeric
numeric
categorical
boolean
id
numeric
TO2
categorical
numeric
categorical
boolean
id
categorical
Offense
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
numeric
na_handling
Opp
impute_median
drop_column
numeric
1stD
impute_median
drop_column
numeric
TotYd
impute_median
drop_column
numeric
PassY
impute_median
drop_column
numeric
RushY
impute_median
drop_column
numeric
TO
impute_value
drop_column
categorical
1stD2
impute_median
drop_column
numeric
TotYd2
impute_median
drop_column
numeric
PassY2
impute_median
drop_column
numeric
RushY2
impute_median
drop_column
numeric
TO2
impute_value
drop_column
categorical
Offense
impute_median
drop_column
numeric
Defense
impute_median
drop_column
numeric
Sp. Tms
impute_median
drop_column
numeric
Year
impute_median
drop_column
numeric
one_hot_encoding
Opp
False
False
ignore
error
error
numeric
1stD
False
False
ignore
error
error
numeric
TotYd
False
False
ignore
error
error
numeric
PassY
False
False
ignore
error
error
numeric
RushY
False
False
ignore
error
error
numeric
TO
True
True
ignore
error
error
categorical
1stD2
False
False
ignore
error
error
numeric
TotYd2
False
False
ignore
error
error
numeric
PassY2
False
False
ignore
error
error
numeric
RushY2
False
False
ignore
error
error
numeric
TO2
True
True
ignore
error
error
categorical
Offense
False
False
ignore
error
error
numeric
Defense
False
False
ignore
error
error
numeric
Sp. Tms
False
False
ignore
error
error
numeric
Year
False
False
ignore
error
error
numeric
False
Tools.Transformation.1
2019.4.0.22600
Select Features
one_hot_encoding
column_selection
Opp
True
numeric
1stD
True
numeric
TotYd
True
numeric
PassY
True
numeric
RushY
True
numeric
TO
True
categorical
1stD2
True
numeric
TotYd2
True
numeric
PassY2
True
numeric
RushY2
True
numeric
TO2
True
categorical
Offense
True
numeric
Defense
True
numeric
Sp. Tms
True
numeric
Year
True
numeric
datatyping
Opp
numeric
numeric
categorical
boolean
id
numeric
1stD
numeric
numeric
categorical
boolean
id
numeric
TotYd
numeric
numeric
categorical
boolean
id
numeric
PassY
numeric
numeric
categorical
boolean
id
numeric
RushY
numeric
numeric
categorical
boolean
id
numeric
TO
categorical
numeric
categorical
boolean
id
categorical
1stD2
numeric
numeric
categorical
boolean
id
numeric
TotYd2
numeric
numeric
categorical
boolean
id
numeric
PassY2
numeric
numeric
categorical
boolean
id
numeric
RushY2
numeric
numeric
categorical
boolean
id
numeric
TO2
categorical
numeric
categorical
boolean
id
categorical
Offense
numeric
numeric
categorical
boolean
id
numeric
Defense
numeric
numeric
categorical
boolean
id
numeric
Sp. Tms
numeric
numeric
categorical
boolean
id
numeric
Year
numeric
numeric
categorical
boolean
id
numeric
na_handling
Opp
impute_median
drop_column
numeric
1stD
impute_median
drop_column
numeric
TotYd
impute_median
drop_column
numeric
PassY
impute_median
drop_column
numeric
RushY
impute_median
drop_column
numeric
TO
impute_value
drop_column
categorical
1stD2
impute_median
drop_column
numeric
TotYd2
impute_median
drop_column
numeric
PassY2
impute_median
drop_column
numeric
RushY2
impute_median
drop_column
numeric
TO2
impute_value
drop_column
categorical
Offense
impute_median
drop_column
numeric
Defense
impute_median
drop_column
numeric
Sp. Tms
impute_median
drop_column
numeric
Year
impute_median
drop_column
numeric
one_hot_encoding
Opp
False
False
ignore
error
error
numeric
1stD
False
False
ignore
error
error
numeric
TotYd
False
False
ignore
error
error
numeric
PassY
False
False
ignore
error
error
numeric
RushY
False
False
ignore
error
error
numeric
TO
True
True
ignore
error
error
categorical
1stD2
False
False
ignore
error
error
numeric
TotYd2
False
False
ignore
error
error
numeric
PassY2
False
False
ignore
error
error
numeric
RushY2
False
False
ignore
error
error
numeric
TO2
True
True
ignore
error
error
categorical
Offense
False
False
ignore
error
error
numeric
Defense
False
False
ignore
error
error
numeric
Sp. Tms
False
False
ignore
error
error
numeric
Year
False
False
ignore
error
error
numeric
False
Tools.Transformation.1
2019.4.0.22600
One Hot Encoding
decision_tree_regressor
linear_regression
True
True
random_forest_regressor
100
mse
True
10
True
2
2
0.01
auto
1
auto
0
0
False
10
True
decision_tree_regressor
mse
True
10
True
2
2
0.01
auto
1
auto
0
0
False
10
True
10
best
False
Tools.Regression.1
decision_tree_info_text
True
True
False
False
False
True
False
False
False
True
False
False
False
2019.4.0.22600
Decision Tree
Tools.Fit.1
2019.4.0.22600
Train Model
Tools.Predict.1
2019.4.0.22600
Predict Values
C:\Users\nick\AppData\Local\Temp\Engine_9968_1fc0dbd2df184f288fe3161ca822705a_\Engine_1520_9443116e9f3841e98765555f2efbbee9_.yxdb
Single
Profile
C:\Users\nick\AppData\Local\Temp\Engine_9968_1fc0dbd2df184f288fe3161ca822705a_\Engine_1520_67226d608bcd4f3b944b018f3965767d_.yxdb
Single
Profile
C:\Users\nick\AppData\Local\Temp\Engine_9968_1fc0dbd2df184f288fe3161ca822705a_\Engine_1520_8b9c299dc906469da0aeced90fab63a1_.yxdb
Single
Profile
Horizontal
challenge_103_Solution_file