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bcbc7d17_Sufjan_Stevens_Lyrics__Song
[Duration] 2:33 [Song]
Abraham
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Sufjan Stevens Lyrics
Song
http://www.lyrics.net/artist/Sufjan+Stevens
19/1438044160065.87_20150728004240-00298-ip-10-236-191-2_562918667_4.json
bcbc7d17_Sufjan_Stevens_Lyrics__Song
[Duration] 2:32 [Song]
The Dress Looks Nice on You
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Sufjan Stevens Lyrics
Song
http://www.lyrics.net/artist/Sufjan+Stevens
19/1438044160065.87_20150728004240-00298-ip-10-236-191-2_562918667_4.json
bcbc7d17_Sufjan_Stevens_Lyrics__Song
[Duration] 3:16 [Song]
A Good Man Is Hard to Find
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Sufjan Stevens Lyrics
Song
http://www.lyrics.net/artist/Sufjan+Stevens
19/1438044160065.87_20150728004240-00298-ip-10-236-191-2_562918667_4.json
bcbc7d17_Sufjan_Stevens_Lyrics__Song
[Duration] 2:43 [Song]
He Woke Me Up Again
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Sufjan Stevens Lyrics
Song
http://www.lyrics.net/artist/Sufjan+Stevens
19/1438044160065.87_20150728004240-00298-ip-10-236-191-2_562918667_4.json
bcbc7d17_Sufjan_Stevens_Lyrics__Song
[Duration] 4:57 [Song]
In the Devil's Territory
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Sufjan Stevens Lyrics
Song
http://www.lyrics.net/artist/Sufjan+Stevens
19/1438044160065.87_20150728004240-00298-ip-10-236-191-2_562918667_4.json
bcbc7d17_Sufjan_Stevens_Lyrics__Song
[Duration] 6:33 [Song]
Seven Swans
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Sufjan Stevens Lyrics
Song
http://www.lyrics.net/artist/Sufjan+Stevens
19/1438044160065.87_20150728004240-00298-ip-10-236-191-2_562918667_4.json
bcbc7d17_Sufjan_Stevens_Lyrics__Song
[Duration] 3:04 [Song]
Size Too Small
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Sufjan Stevens Lyrics
Song
http://www.lyrics.net/artist/Sufjan+Stevens
19/1438044160065.87_20150728004240-00298-ip-10-236-191-2_562918667_4.json
bcbc7d17_Sufjan_Stevens_Lyrics__Song
[Duration] 5:18 [Song]
The Transfiguration
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Sufjan Stevens Lyrics
Song
http://www.lyrics.net/artist/Sufjan+Stevens
19/1438044160065.87_20150728004240-00298-ip-10-236-191-2_562918667_4.json
bcbc7d17_Sufjan_Stevens_Lyrics__Song
[Duration] 2:16 [Song]
We Won't Need Legs to Stand
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Sufjan Stevens Lyrics
Song
http://www.lyrics.net/artist/Sufjan+Stevens
19/1438044160065.87_20150728004240-00298-ip-10-236-191-2_562918667_4.json
54f29f89_iBuy___element14_ind_the_right_solution_for_you_Custom_Data_Catalogue
[Benefit] Globally scaleable solution [Punchout / Roundtrip] True [Purchase to Pay Integration] True [ePass] True [iBuy] True [Custom Data Catalogue]
True
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iBuy | element14
Custom Data Catalogue
http://nz.element14.com/ibuy
46/1438042988922.24_20150728002308-00001-ip-10-236-191-2_184093551_0.json
54f29f89_iBuy___element14_ind_the_right_solution_for_you_Custom_Data_Catalogue
[Benefit] Reduce product selection errors [Punchout / Roundtrip] True [Purchase to Pay Integration] True [ePass] True [iBuy] True [Custom Data Catalogue]
True
[ [ "T", "r", "u", "e" ], [ "F", "a", "l", "s", "e" ] ]
iBuy | element14
Custom Data Catalogue
http://nz.element14.com/ibuy
46/1438042988922.24_20150728002308-00001-ip-10-236-191-2_184093551_0.json
54f29f89_iBuy___element14_ind_the_right_solution_for_you_Custom_Data_Catalogue
[Benefit] Reduce cost by process automation [Punchout / Roundtrip] True [Purchase to Pay Integration] True [ePass] True [iBuy] True [Custom Data Catalogue]
True
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iBuy | element14
Custom Data Catalogue
http://nz.element14.com/ibuy
46/1438042988922.24_20150728002308-00001-ip-10-236-191-2_184093551_0.json
54f29f89_iBuy___element14_ind_the_right_solution_for_you_Custom_Data_Catalogue
[Benefit] Customer back office integration capability [Punchout / Roundtrip] True [Purchase to Pay Integration] True [ePass] True [iBuy] false [Custom Data Catalogue]
True
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iBuy | element14
Custom Data Catalogue
http://nz.element14.com/ibuy
46/1438042988922.24_20150728002308-00001-ip-10-236-191-2_184093551_0.json
54f29f89_iBuy___element14_ind_the_right_solution_for_you_Custom_Data_Catalogue
[Benefit] Latest products, availability and pricing [Punchout / Roundtrip] True [Purchase to Pay Integration] False [ePass] True [iBuy] True [Custom Data Catalogue]
False
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iBuy | element14
Custom Data Catalogue
http://nz.element14.com/ibuy
46/1438042988922.24_20150728002308-00001-ip-10-236-191-2_184093551_0.json
54f29f89_iBuy___element14_ind_the_right_solution_for_you_Custom_Data_Catalogue
[Benefit] Comprehensive product data [Punchout / Roundtrip] True [Purchase to Pay Integration] False [ePass] True [iBuy] True [Custom Data Catalogue]
False
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iBuy | element14
Custom Data Catalogue
http://nz.element14.com/ibuy
46/1438042988922.24_20150728002308-00001-ip-10-236-191-2_184093551_0.json
54f29f89_iBuy___element14_ind_the_right_solution_for_you_Custom_Data_Catalogue
[Benefit] Product alternatives [Punchout / Roundtrip] True [Purchase to Pay Integration] False [ePass] False [iBuy] True [Custom Data Catalogue]
False
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iBuy | element14
Custom Data Catalogue
http://nz.element14.com/ibuy
46/1438042988922.24_20150728002308-00001-ip-10-236-191-2_184093551_0.json
448ad070_IRA__Roth_IRA__401K__403B__457__Solo_401K
[0] 401K [401K] Shared [IRA] Limited [Roth IRA] Yes [403B] Shared [TSP] Shared [457] Yes [SEP IRA] Yes [SIMPLE IRA] Shared [Roth 401K] Yes [Solo 401K]
Shared
[ [ "S", "h", "a", "r", "e", "d" ], [ "Y", "e", "s" ] ]
Can I Contribute to Both Retirement Accounts: IRA, Roth IRA, 401K, 403B, 457
Solo 401K
http://ptmoney.com/can-i-contribute-to-both-accounts-and-is-the-limit-shared/
48/1438042987034.19_20150728002307-00241-ip-10-236-191-2_189164258_0.json
448ad070_IRA__Roth_IRA__401K__403B__457__Solo_401K
[0] IRA [401K] Limited [IRA] Shared [Roth IRA] Shared [403B] Limited [TSP] Limited [457] Yes [SEP IRA] Yes [SIMPLE IRA] Yes [Roth 401K] Yes [Solo 401K]
Shared
[ [ "S", "h", "a", "r", "e", "d" ], [ "Y", "e", "s" ] ]
Can I Contribute to Both Retirement Accounts: IRA, Roth IRA, 401K, 403B, 457
Solo 401K
http://ptmoney.com/can-i-contribute-to-both-accounts-and-is-the-limit-shared/
48/1438042987034.19_20150728002307-00241-ip-10-236-191-2_189164258_0.json
448ad070_IRA__Roth_IRA__401K__403B__457__Solo_401K
[0] Roth IRA [401K] Yes [IRA] Shared [Roth IRA] Shared [403B] Yes [TSP] Yes [457] Yes [SEP IRA] Yes [SIMPLE IRA] Yes [Roth 401K] Yes [Solo 401K]
Yes
[ [ "S", "h", "a", "r", "e", "d" ], [ "Y", "e", "s" ] ]
Can I Contribute to Both Retirement Accounts: IRA, Roth IRA, 401K, 403B, 457
Solo 401K
http://ptmoney.com/can-i-contribute-to-both-accounts-and-is-the-limit-shared/
48/1438042987034.19_20150728002307-00241-ip-10-236-191-2_189164258_0.json
448ad070_IRA__Roth_IRA__401K__403B__457__Solo_401K
[0] 403B [401K] Shared [IRA] Limited [Roth IRA] Yes [403B] Shared [TSP] Shared [457] Yes [SEP IRA] Yes [SIMPLE IRA] Shared [Roth 401K] Yes [Solo 401K]
Shared
[ [ "S", "h", "a", "r", "e", "d" ], [ "Y", "e", "s" ] ]
Can I Contribute to Both Retirement Accounts: IRA, Roth IRA, 401K, 403B, 457
Solo 401K
http://ptmoney.com/can-i-contribute-to-both-accounts-and-is-the-limit-shared/
48/1438042987034.19_20150728002307-00241-ip-10-236-191-2_189164258_0.json
448ad070_IRA__Roth_IRA__401K__403B__457__Solo_401K
[0] TSP [401K] Shared [IRA] Limited [Roth IRA] Yes [403B] Shared [TSP] Shared [457] Yes [SEP IRA] Yes [SIMPLE IRA] Shared [Roth 401K] Yes [Solo 401K]
Shared
[ [ "S", "h", "a", "r", "e", "d" ], [ "Y", "e", "s" ] ]
Can I Contribute to Both Retirement Accounts: IRA, Roth IRA, 401K, 403B, 457
Solo 401K
http://ptmoney.com/can-i-contribute-to-both-accounts-and-is-the-limit-shared/
48/1438042987034.19_20150728002307-00241-ip-10-236-191-2_189164258_0.json
448ad070_IRA__Roth_IRA__401K__403B__457__Solo_401K
[0] 457 [401K] Yes [IRA] Yes [Roth IRA] Yes [403B] Yes [TSP] Yes [457] Shared [SEP IRA] Yes [SIMPLE IRA] Yes [Roth 401K] Yes [Solo 401K]
Yes
[ [ "S", "h", "a", "r", "e", "d" ], [ "Y", "e", "s" ] ]
Can I Contribute to Both Retirement Accounts: IRA, Roth IRA, 401K, 403B, 457
Solo 401K
http://ptmoney.com/can-i-contribute-to-both-accounts-and-is-the-limit-shared/
48/1438042987034.19_20150728002307-00241-ip-10-236-191-2_189164258_0.json
448ad070_IRA__Roth_IRA__401K__403B__457__Solo_401K
[0] SEP IRA [401K] Yes [IRA] Yes [Roth IRA] Yes [403B] Yes [TSP] Yes [457] Yes [SEP IRA] Shared [SIMPLE IRA] Yes [Roth 401K] Yes [Solo 401K]
Yes
[ [ "S", "h", "a", "r", "e", "d" ], [ "Y", "e", "s" ] ]
Can I Contribute to Both Retirement Accounts: IRA, Roth IRA, 401K, 403B, 457
Solo 401K
http://ptmoney.com/can-i-contribute-to-both-accounts-and-is-the-limit-shared/
48/1438042987034.19_20150728002307-00241-ip-10-236-191-2_189164258_0.json
448ad070_IRA__Roth_IRA__401K__403B__457__Solo_401K
[0] SIMPLE IRA [401K] Shared [IRA] Yes [Roth IRA] Yes [403B] Shared [TSP] Shared [457] Yes [SEP IRA] Yes [SIMPLE IRA] Shared [Roth 401K] Yes [Solo 401K]
Shared
[ [ "S", "h", "a", "r", "e", "d" ], [ "Y", "e", "s" ] ]
Can I Contribute to Both Retirement Accounts: IRA, Roth IRA, 401K, 403B, 457
Solo 401K
http://ptmoney.com/can-i-contribute-to-both-accounts-and-is-the-limit-shared/
48/1438042987034.19_20150728002307-00241-ip-10-236-191-2_189164258_0.json
448ad070_IRA__Roth_IRA__401K__403B__457__Solo_401K
[0] Solo 401K [401K] Shared [IRA] Shared [Roth IRA] Yes [403B] Shared [TSP] Shared [457] Yes [SEP IRA] Yes [SIMPLE IRA] Shared [Roth 401K] Yes [Solo 401K]
Shared
[ [ "S", "h", "a", "r", "e", "d" ], [ "Y", "e", "s" ] ]
Can I Contribute to Both Retirement Accounts: IRA, Roth IRA, 401K, 403B, 457
Solo 401K
http://ptmoney.com/can-i-contribute-to-both-accounts-and-is-the-limit-shared/
48/1438042987034.19_20150728002307-00241-ip-10-236-191-2_189164258_0.json
448ad070_IRA__Roth_IRA__401K__403B__457__Solo_401K
[0] Roth 401K [401K] Shared [IRA] Yes [Roth IRA] Yes [403B] Shared [TSP] Yes [457] Yes [SEP IRA] Yes [SIMPLE IRA] Yes [Roth 401K] Shared [Solo 401K]
Yes
[ [ "S", "h", "a", "r", "e", "d" ], [ "Y", "e", "s" ] ]
Can I Contribute to Both Retirement Accounts: IRA, Roth IRA, 401K, 403B, 457
Solo 401K
http://ptmoney.com/can-i-contribute-to-both-accounts-and-is-the-limit-shared/
48/1438042987034.19_20150728002307-00241-ip-10-236-191-2_189164258_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 1 [View] view | download [Description]
First PyS60 program
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 2 [View] view | download [Description]
Different dialogs
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 3 [View] view | download [Description]
Different notes
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 4 [View] view | download [Description]
Different queries
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 5 [View] view | download [Description]
Popup menu
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 6 [View] view | download [Description]
Selection list
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 7 [View] view | download [Description]
Multi-selection list
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 8 [View] view | download [Description]
Shopping list assistant
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 9 [View] view | download [Description]
Two dialogs
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 10 [View] view | download [Description]
First function
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 11 [View] view | download [Description]
First application
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 12 [View] view | download [Description]
Application menu
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 13 [View] view | download [Description]
SMS voter
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 14 [View] view | download [Description]
SMS inbox
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 15 [View] view | download [Description]
Inbox search
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 16 [View] view | download [Description]
Inbox sorter
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 17 [View] view | download [Description]
SMS receiver
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 18 [View] view | download [Description]
Filtering SMS gateway
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 19-21 [View] view | download [Description]
Hangman server
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 22 [View] view | download [Description]
Text to speech
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 23 [View] view | download [Description]
MP3 player
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 24 [View] view | download [Description]
Blocking MP3 player
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 25 [View] view | download [Description]
MIDI player
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 26 [View] view | download [Description]
Sound recorder
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 27 [View] view | download [Description]
Animal sounds
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 28 [View] view | download [Description]
Binding a keycode to a callback function
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 29 [View] view | download [Description]
Binding a keycode to a callback function
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 30 [View] view | download [Description]
Key pressed or key is down
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 31 [View] view | download [Description]
Graphics primitives
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 32 [View] view | download [Description]
Screenshot
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 33 [View] view | download [Description]
Moving graphics
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 34 [View] view | download [Description]
Viewfinder
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 35 [View] view | download [Description]
Minimalistic camera
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 36 [View] view | download [Description]
Taking photos with a viewfinder (fixed 29/10/07)
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 37-39 [View] view | download [Description]
Ufo Zapper
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 40 [View] view | download [Description]
Creating directory for application data
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 41 [View] view | download [Description]
Basic file operations
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 42 [View] view | download [Description]
Read a sound
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 43 [View] view | download [Description]
Read an image
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 44 [View] view | download [Description]
Read a video
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 45 [View] view | download [Description]
Read and write text
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 46 [View] view | download [Description]
Writing dictionary to file
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 47 [View] view | download [Description]
Read dictionary from a file
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 48 [View] view | download [Description]
Local database
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 49 [View] view | download [Description]
Retrieve the current GSM Cell ID
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 50 [View] view | download [Description]
GSM locationing application
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 51-53 [View] view | download [Description]
Vocabulector
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 54 [View] view | download [Description]
OBEX discovery
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 55 [View] view | download [Description]
RFCOMM discovery
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 56 [View] view | download [Description]
Send photos to another phone via Bluetooth
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 57-58 [View] view | download [Description]
Bluetooth chat
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 59 [View] view | download [Description]
Bluetooth client
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 60 [View] view | download [Description]
PySerial script running on PC
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 61 [View] view | download [Description]
AppleScript interface running on Mac
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 62 [View] view | download [Description]
GPS reader
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 63 [View] view | download [Description]
Telephone
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 64 [View] view | download [Description]
Contacts
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 65 [View] view | download [Description]
Sysinfo
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 66 [View] view | download [Description]
Web downloader
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 67 [View] view | download [Description]
Web file viewer (fixed 29/10/07)
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 68 [View] view | download [Description]
Photo uploader
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 69 [View] view | download [Description]
Test server
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 70 [View] view | download [Description]
TCP client
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
13/1438042989891.18_20150728002309-00306-ip-10-236-191-2_594449639_0.json
3d8e4a6d_Mobile_Python_Book__Description
[Number] 71 [View] view | download [Description]
Yahoo Web service test
[]
Mobile Python Book
Description
http://www.mobilenin.com/mobilepythonbook/examples.html
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End of preview. Expand in Dataset Viewer.

Dataset Card for "UnpredicTable-rated-low" - 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}
}
Downloads last month
42
Homepage:
ethanperez.net
Repository:
github.com
Paper:
Few-shot Adaptation Works with UnpredicTable Data
Point of Contact:
perez@nyu.edu
Size of downloaded dataset files:
6.18 MB
Size of the auto-converted Parquet files:
946 kB
Number of rows:
11,146