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807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] 1B [Who is Eligible] Only first basemen [What it Means]
First Base
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] 2B [Who is Eligible] Only second basemen [What it Means]
Second Base
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] 3B [Who is Eligible] Only third basemen [What it Means]
Third Base
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] SS [Who is Eligible] Only Shortstops [What it Means]
Shortstop
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] C [Who is Eligible] Only catchers [What it Means]
Catcher
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] CI [Who is Eligible] Any first or third baseman [What it Means]
Corner Infield
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] MI [Who is Eligible] Any second baseman or shortstop [What it Means]
Middle Infield
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] IF [Who is Eligible] Any infielder [What it Means]
Infield
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] LF [Who is Eligible] Only left fielders [What it Means]
Left Field
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] CF [Who is Eligible] Only center fielders [What it Means]
Center Field
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] RF [Who is Eligible] Only right fielders [What it Means]
Right Field
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] OF [Who is Eligible] Any left, center or right fielder [What it Means]
Outfield
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] Util [Who is Eligible] Any non-pitcher [What it Means]
Utility
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] SP [Who is Eligible] Only starting pitchers [What it Means]
Starting Pitcher
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] RP [Who is Eligible] Only relief pitchers [What it Means]
Relief Pitcher
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] P [Who is Eligible] Any starting or relief pitcher [What it Means]
Pitcher
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] BN [Who is Eligible] Any player [What it Means]
Bench
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
807b5934_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] DL [Who is Eligible] Any player on real-life DL [What it Means]
Disabled List
[]
Yahoo Public 44923 - Greenbean | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/44923/8?stat1=SPS&stat2=31_2013
36/1438042988598.68_20150728002308-00220-ip-10-236-191-2_21638903_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] 1B [Who is Eligible] Only first basemen [What it Means]
First Base
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] 2B [Who is Eligible] Only second basemen [What it Means]
Second Base
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] 3B [Who is Eligible] Only third basemen [What it Means]
Third Base
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] SS [Who is Eligible] Only Shortstops [What it Means]
Shortstop
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] C [Who is Eligible] Only catchers [What it Means]
Catcher
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] CI [Who is Eligible] Any first or third baseman [What it Means]
Corner Infield
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] MI [Who is Eligible] Any second baseman or shortstop [What it Means]
Middle Infield
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] IF [Who is Eligible] Any infielder [What it Means]
Infield
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] LF [Who is Eligible] Only left fielders [What it Means]
Left Field
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] CF [Who is Eligible] Only center fielders [What it Means]
Center Field
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] RF [Who is Eligible] Only right fielders [What it Means]
Right Field
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] OF [Who is Eligible] Any left, center or right fielder [What it Means]
Outfield
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] Util [Who is Eligible] Any non-pitcher [What it Means]
Utility
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] SP [Who is Eligible] Only starting pitchers [What it Means]
Starting Pitcher
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] RP [Who is Eligible] Only relief pitchers [What it Means]
Relief Pitcher
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] P [Who is Eligible] Any starting or relief pitcher [What it Means]
Pitcher
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] BN [Who is Eligible] Any player [What it Means]
Bench
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
ef13c7ab_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] DL [Who is Eligible] Any player on real-life DL [What it Means]
Disabled List
[]
Yahoo Public 81387 - | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/81387/18?stat1=S&stat2=D
36/1438042989443.69_20150728002309-00136-ip-10-236-191-2_20871132_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] 1B [Who is Eligible] Only first basemen [What it Means]
First Base
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] 2B [Who is Eligible] Only second basemen [What it Means]
Second Base
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] 3B [Who is Eligible] Only third basemen [What it Means]
Third Base
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] SS [Who is Eligible] Only Shortstops [What it Means]
Shortstop
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] C [Who is Eligible] Only catchers [What it Means]
Catcher
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] CI [Who is Eligible] Any first or third baseman [What it Means]
Corner Infield
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] MI [Who is Eligible] Any second baseman or shortstop [What it Means]
Middle Infield
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] IF [Who is Eligible] Any infielder [What it Means]
Infield
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] LF [Who is Eligible] Only left fielders [What it Means]
Left Field
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] CF [Who is Eligible] Only center fielders [What it Means]
Center Field
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] RF [Who is Eligible] Only right fielders [What it Means]
Right Field
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] OF [Who is Eligible] Any left, center or right fielder [What it Means]
Outfield
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] Util [Who is Eligible] Any non-pitcher [What it Means]
Utility
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] SP [Who is Eligible] Only starting pitchers [What it Means]
Starting Pitcher
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] RP [Who is Eligible] Only relief pitchers [What it Means]
Relief Pitcher
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] P [Who is Eligible] Any starting or relief pitcher [What it Means]
Pitcher
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] BN [Who is Eligible] Any player [What it Means]
Bench
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
0578de24_antasy_Baseball___Yahoo_Sports__What_it_Means
[Pos] DL [Who is Eligible] Any player on real-life DL [What it Means]
Disabled List
[]
El Jefe's Perfect League - Panthers | Fantasy Baseball | Yahoo Sports
What it Means
http://baseball.fantasysports.yahoo.com/b1/16780/9?date=2013-05-19&stat1=O&stat2=O
36/1438042988598.68_20150728002308-00097-ip-10-236-191-2_22428043_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] 1B [What it Means] First Base [Who is Eligible]
Only first basemen
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] 2B [What it Means] Second Base [Who is Eligible]
Only second basemen
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] 3B [What it Means] Third Base [Who is Eligible]
Only third basemen
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] SS [What it Means] Shortstop [Who is Eligible]
Only Shortstops
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] C [What it Means] Catcher [Who is Eligible]
Only catchers
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] CI [What it Means] Corner Infield [Who is Eligible]
Any first or third baseman
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] MI [What it Means] Middle Infield [Who is Eligible]
Any second baseman or shortstop
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] IF [What it Means] Infield [Who is Eligible]
Any infielder
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] LF [What it Means] Left Field [Who is Eligible]
Only left fielders
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] CF [What it Means] Center Field [Who is Eligible]
Only center fielders
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] RF [What it Means] Right Field [Who is Eligible]
Only right fielders
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] OF [What it Means] Outfield [Who is Eligible]
Any left, center or right fielder
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] Util [What it Means] Utility [Who is Eligible]
Any non-pitcher
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] SP [What it Means] Starting Pitcher [Who is Eligible]
Only starting pitchers
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] RP [What it Means] Relief Pitcher [Who is Eligible]
Only relief pitchers
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] P [What it Means] Pitcher [Who is Eligible]
Any starting or relief pitcher
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] BN [What it Means] Bench [Who is Eligible]
Any player
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
6efdfab9_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] DL [What it Means] Disabled List [Who is Eligible]
Any player on real-life DL
[]
Yahoo Public 44923 - High Rollers | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/4?date=2013-04-02&stat1=S&stat2=L7
36/1438042989443.69_20150728002309-00081-ip-10-236-191-2_23781310_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] 1B [What it Means] First Base [Who is Eligible]
Only first basemen
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] 2B [What it Means] Second Base [Who is Eligible]
Only second basemen
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] 3B [What it Means] Third Base [Who is Eligible]
Only third basemen
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] SS [What it Means] Shortstop [Who is Eligible]
Only Shortstops
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] C [What it Means] Catcher [Who is Eligible]
Only catchers
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] CI [What it Means] Corner Infield [Who is Eligible]
Any first or third baseman
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] MI [What it Means] Middle Infield [Who is Eligible]
Any second baseman or shortstop
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] IF [What it Means] Infield [Who is Eligible]
Any infielder
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] LF [What it Means] Left Field [Who is Eligible]
Only left fielders
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] CF [What it Means] Center Field [Who is Eligible]
Only center fielders
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] RF [What it Means] Right Field [Who is Eligible]
Only right fielders
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] OF [What it Means] Outfield [Who is Eligible]
Any left, center or right fielder
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] Util [What it Means] Utility [Who is Eligible]
Any non-pitcher
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] SP [What it Means] Starting Pitcher [Who is Eligible]
Only starting pitchers
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] RP [What it Means] Relief Pitcher [Who is Eligible]
Only relief pitchers
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] P [What it Means] Pitcher [Who is Eligible]
Any starting or relief pitcher
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] BN [What it Means] Bench [Who is Eligible]
Any player
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
b8c98e29_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] DL [What it Means] Disabled List [Who is Eligible]
Any player on real-life DL
[]
Yahoo Public 37624 - | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/37624/16?date=2013-06-15&stat1=O&stat2=O
36/1438042988308.23_20150728002308-00319-ip-10-236-191-2_21883151_6.json
081097ca_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] 1B [What it Means] First Base [Who is Eligible]
Only first basemen
[]
Yahoo Public 44923 - Wildcast 13 | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/9?date=2013-04-07&stat1=S&stat2=D
36/1438042989443.69_20150728002309-00185-ip-10-236-191-2_21410705_6.json
081097ca_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] 2B [What it Means] Second Base [Who is Eligible]
Only second basemen
[]
Yahoo Public 44923 - Wildcast 13 | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/9?date=2013-04-07&stat1=S&stat2=D
36/1438042989443.69_20150728002309-00185-ip-10-236-191-2_21410705_6.json
081097ca_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] 3B [What it Means] Third Base [Who is Eligible]
Only third basemen
[]
Yahoo Public 44923 - Wildcast 13 | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/9?date=2013-04-07&stat1=S&stat2=D
36/1438042989443.69_20150728002309-00185-ip-10-236-191-2_21410705_6.json
081097ca_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] SS [What it Means] Shortstop [Who is Eligible]
Only Shortstops
[]
Yahoo Public 44923 - Wildcast 13 | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/9?date=2013-04-07&stat1=S&stat2=D
36/1438042989443.69_20150728002309-00185-ip-10-236-191-2_21410705_6.json
081097ca_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] C [What it Means] Catcher [Who is Eligible]
Only catchers
[]
Yahoo Public 44923 - Wildcast 13 | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/9?date=2013-04-07&stat1=S&stat2=D
36/1438042989443.69_20150728002309-00185-ip-10-236-191-2_21410705_6.json
081097ca_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] CI [What it Means] Corner Infield [Who is Eligible]
Any first or third baseman
[]
Yahoo Public 44923 - Wildcast 13 | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/9?date=2013-04-07&stat1=S&stat2=D
36/1438042989443.69_20150728002309-00185-ip-10-236-191-2_21410705_6.json
081097ca_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] MI [What it Means] Middle Infield [Who is Eligible]
Any second baseman or shortstop
[]
Yahoo Public 44923 - Wildcast 13 | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/9?date=2013-04-07&stat1=S&stat2=D
36/1438042989443.69_20150728002309-00185-ip-10-236-191-2_21410705_6.json
081097ca_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] IF [What it Means] Infield [Who is Eligible]
Any infielder
[]
Yahoo Public 44923 - Wildcast 13 | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/9?date=2013-04-07&stat1=S&stat2=D
36/1438042989443.69_20150728002309-00185-ip-10-236-191-2_21410705_6.json
081097ca_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] LF [What it Means] Left Field [Who is Eligible]
Only left fielders
[]
Yahoo Public 44923 - Wildcast 13 | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/9?date=2013-04-07&stat1=S&stat2=D
36/1438042989443.69_20150728002309-00185-ip-10-236-191-2_21410705_6.json
081097ca_antasy_Baseball___Yahoo_Sports__Who_is_Eligible
[Pos] CF [What it Means] Center Field [Who is Eligible]
Only center fielders
[]
Yahoo Public 44923 - Wildcast 13 | Fantasy Baseball | Yahoo Sports
Who is Eligible
http://baseball.fantasysports.yahoo.com/b1/44923/9?date=2013-04-07&stat1=S&stat2=D
36/1438042989443.69_20150728002309-00185-ip-10-236-191-2_21410705_6.json

Dataset Card for "UnpredicTable-baseball-fantasysports-yahoo-com" - Dataset of Few-shot Tasks from Tables

Dataset Summary

The UnpredicTable dataset consists of web tables formatted as few-shot tasks for fine-tuning language models to improve their few-shot performance.

There are several dataset versions available:

Supported Tasks and Leaderboards

Since the tables come from the web, the distribution of tasks and topics is very broad. The shape of our dataset is very wide, i.e., we have 1000's of tasks, while each task has only a few examples, compared to most current NLP datasets which are very deep, i.e., 10s of tasks with many examples. This implies that our dataset covers a broad range of potential tasks, e.g., multiple-choice, question-answering, table-question-answering, text-classification, etc.

The intended use of this dataset is to improve few-shot performance by fine-tuning/pre-training on our dataset.

Languages

English

Dataset Structure

Data Instances

Each task is represented as a jsonline file and consists of several few-shot examples. Each example is a dictionary containing a field 'task', which identifies the task, followed by an 'input', 'options', and 'output' field. The 'input' field contains several column elements of the same row in the table, while the 'output' field is a target which represents an individual column of the same row. Each task contains several such examples which can be concatenated as a few-shot task. In the case of multiple choice classification, the 'options' field contains the possible classes that a model needs to choose from.

There are also additional meta-data fields such as 'pageTitle', 'title', 'outputColName', 'url', 'wdcFile'.

Data Fields

'task': task identifier

'input': column elements of a specific row in the table.

'options': for multiple choice classification, it provides the options to choose from.

'output': target column element of the same row as input.

'pageTitle': the title of the page containing the table.

'outputColName': output column name

'url': url to the website containing the table

'wdcFile': WDC Web Table Corpus file

Data Splits

The UnpredicTable datasets do not come with additional data splits.

Dataset Creation

Curation Rationale

Few-shot training on multi-task datasets has been demonstrated to improve language models' few-shot learning (FSL) performance on new tasks, but it is unclear which training tasks lead to effective downstream task adaptation. Few-shot learning datasets are typically produced with expensive human curation, limiting the scale and diversity of the training tasks available to study. As an alternative source of few-shot data, we automatically extract 413,299 tasks from diverse internet tables. We provide this as a research resource to investigate the relationship between training data and few-shot learning.

Source Data

Initial Data Collection and Normalization

We use internet tables from the English-language Relational Subset of the WDC Web Table Corpus 2015 (WTC). The WTC dataset tables were extracted from the July 2015 Common Crawl web corpus (http://webdatacommons.org/webtables/2015/EnglishStatistics.html). The dataset contains 50,820,165 tables from 323,160 web domains. We then convert the tables into few-shot learning tasks. Please see our publication for more details on the data collection and conversion pipeline.

Who are the source language producers?

The dataset is extracted from WDC Web Table Corpora.

Annotations

Annotation process

Manual annotation was only carried out for the UnpredicTable-rated-low, UnpredicTable-rated-medium, and UnpredicTable-rated-high data subsets to rate task quality. Detailed instructions of the annotation instructions can be found in our publication.

Who are the annotators?

Annotations were carried out by a lab assistant.

Personal and Sensitive Information

The data was extracted from WDC Web Table Corpora, which in turn extracted tables from the Common Crawl. We did not filter the data in any way. Thus any user identities or otherwise sensitive information (e.g., data that reveals racial or ethnic origins, sexual orientations, religious beliefs, political opinions or union memberships, or locations; financial or health data; biometric or genetic data; forms of government identification, such as social security numbers; criminal history, etc.) might be contained in our dataset.

Considerations for Using the Data

Social Impact of Dataset

This dataset is intended for use as a research resource to investigate the relationship between training data and few-shot learning. As such, it contains high- and low-quality data, as well as diverse content that may be untruthful or inappropriate. Without careful investigation, it should not be used for training models that will be deployed for use in decision-critical or user-facing situations.

Discussion of Biases

Since our dataset contains tables that are scraped from the web, it will also contain many toxic, racist, sexist, and otherwise harmful biases and texts. We have not run any analysis on the biases prevalent in our datasets. Neither have we explicitly filtered the content. This implies that a model trained on our dataset may potentially reflect harmful biases and toxic text that exist in our dataset.

Other Known Limitations

No additional known limitations.

Additional Information

Dataset Curators

Jun Shern Chan, Michael Pieler, Jonathan Jao, Jérémy Scheurer, Ethan Perez

Licensing Information

Apache 2.0

Citation Information

@misc{chan2022few,
  author = {Chan, Jun Shern and Pieler, Michael and Jao, Jonathan and Scheurer, Jérémy and Perez, Ethan},
  title = {Few-shot Adaptation Works with UnpredicTable Data},
  publisher={arXiv},
  year = {2022},
  url = {https://arxiv.org/abs/2208.01009}
}
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