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a969caf5_Problems_of_Hens___For_Dummies__Possible_Actions
[Problem] Respiratory illness [Signs] Sneezing, coughing, gasping, swollen face [Common Cause] Mycoplasmosis (MG), infectious coryza, infectious bronchitis [Possible Actions]
Isolate sick birds from the rest of the flock
[]
Causes of Common Problems of Hens - For Dummies
Possible Actions
http://www.dummies.com/how-to/content/causes-of-common-problems-of-hens.html
36/1438042988308.23_20150728002308-00000-ip-10-236-191-2_419769626_0.json
a969caf5_Problems_of_Hens___For_Dummies__Possible_Actions
[Problem] Feather loss [Signs] All over [Common Cause] Normal molt or louse infestation [Possible Actions]
Examine feather shafts for lice
[]
Causes of Common Problems of Hens - For Dummies
Possible Actions
http://www.dummies.com/how-to/content/causes-of-common-problems-of-hens.html
36/1438042988308.23_20150728002308-00000-ip-10-236-191-2_419769626_0.json
a969caf5_Problems_of_Hens___For_Dummies__Possible_Actions
[Signs] Head, neck, and shoulders [Common Cause] Feather pecking from flock mates, poking head through wire fence [Possible Actions]
Observe flock for signs of feather pecking behavior
[]
Causes of Common Problems of Hens - For Dummies
Possible Actions
http://www.dummies.com/how-to/content/causes-of-common-problems-of-hens.html
36/1438042988308.23_20150728002308-00000-ip-10-236-191-2_419769626_0.json
a969caf5_Problems_of_Hens___For_Dummies__Possible_Actions
[Signs] Hen’s back [Common Cause] Attention from the rooster [Possible Actions]
Provide hens with protective cloth saddles
[]
Causes of Common Problems of Hens - For Dummies
Possible Actions
http://www.dummies.com/how-to/content/causes-of-common-problems-of-hens.html
36/1438042988308.23_20150728002308-00000-ip-10-236-191-2_419769626_0.json
a969caf5_Problems_of_Hens___For_Dummies__Possible_Actions
[Signs] Vent area [Common Cause] Feather pecking from flock mates [Possible Actions]
Provide toys and veggie scraps to keep the flock busy
[]
Causes of Common Problems of Hens - For Dummies
Possible Actions
http://www.dummies.com/how-to/content/causes-of-common-problems-of-hens.html
36/1438042988308.23_20150728002308-00000-ip-10-236-191-2_419769626_0.json
a969caf5_Problems_of_Hens___For_Dummies__Possible_Actions
[Problem] Strange eggs [Signs] Thin shells [Common Cause] Old hen, hot weather, or lack of calcium in diet [Possible Actions]
Keep hens cool, provide oyster shell for the hens to eat
[]
Causes of Common Problems of Hens - For Dummies
Possible Actions
http://www.dummies.com/how-to/content/causes-of-common-problems-of-hens.html
36/1438042988308.23_20150728002308-00000-ip-10-236-191-2_419769626_0.json
a969caf5_Problems_of_Hens___For_Dummies__Possible_Actions
[Signs] Soft or no shells [Common Cause] A scare or a stressful event, or an infection of the oviduct [Possible Actions]
Handle hens quietly and gently. Make their living quarters safe from predators.
[]
Causes of Common Problems of Hens - For Dummies
Possible Actions
http://www.dummies.com/how-to/content/causes-of-common-problems-of-hens.html
36/1438042988308.23_20150728002308-00000-ip-10-236-191-2_419769626_0.json
a969caf5_Problems_of_Hens___For_Dummies__Possible_Actions
[Signs] Blood-stained shells [Common Cause] Young hen, underweight hen, or vent pecking by flock mates [Possible Actions]
Feed good quality layer diet. Place nest boxes no more than 18 inches off the ground.
[]
Causes of Common Problems of Hens - For Dummies
Possible Actions
http://www.dummies.com/how-to/content/causes-of-common-problems-of-hens.html
36/1438042988308.23_20150728002308-00000-ip-10-236-191-2_419769626_0.json
a969caf5_Problems_of_Hens___For_Dummies__Possible_Actions
[Signs] Weird-shaped shells: ridges, chalky coating, lumps, and so on [Common Cause] Stress, rough handling, too few nest boxes, or oviduct infection [Possible Actions]
Provide more nest boxes. Handle hens quietly and gently.
[]
Causes of Common Problems of Hens - For Dummies
Possible Actions
http://www.dummies.com/how-to/content/causes-of-common-problems-of-hens.html
36/1438042988308.23_20150728002308-00000-ip-10-236-191-2_419769626_0.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] acted [1] edited [2]
proofread
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] addressed [1] enabled [2]
publicized
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] arranged [1] facilitated [2]
published
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] assessed [1] fashioned [2]
realized
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] authored [1] formulated [2]
reconciled
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] briefed [1] influenced [2]
recruited
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] built [1] initiated [2]
rectified
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] clarified [1] interpreted [2]
remodeled
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] composed [1] interviewed [2]
reported
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] conducted [1] introduced [2]
revitalized
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
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36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] constructed [1] invented [2]
scheduled
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
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36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] corresponded [1] launched [2]
screened
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
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36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] costumed [1] lectured [2]
shaped
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] created [1] modernized [2]
stimulated
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] critiqued [1] performed [2]
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[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] demonstrated [1] planned [2]
taught
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] designed [1] presented [2]
trained
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] developed [1] produced [2]
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[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
e7b298e1_ith_Action_Words___For_Dummies__2
[0] directed [1] projected [2]
wrote
[]
Selling Yourself in a Resume with Action Words - For Dummies
2
http://www.dummies.com/how-to/content/selling-yourself-in-a-resume-with-action-words.seriesId-135246.html
36/1438042989443.69_20150728002309-00336-ip-10-236-191-2_412754236_1.json
66e507ac_ols_with_Twitter___For_Dummies_Twitter_Companion_Tools_What_It_Does
[Tool] Bit.ly [URL] www.bit.ly [What It Does]
Shortens URLs to fit within 140-character tweets and provides statistics on how many people visit the link
[]
Use Tools with Twitter - For Dummies
What It Does
http://www.dummies.com/how-to/content/use-tools-with-twitter.navId-390357.html
36/1438042989443.69_20150728002309-00228-ip-10-236-191-2_409364692_0.json
66e507ac_ols_with_Twitter___For_Dummies_Twitter_Companion_Tools_What_It_Does
[Tool] Blip.fm [URL] www.blip.fm [What It Does]
Helps you discover music and share it using short URLs on Twitter
[]
Use Tools with Twitter - For Dummies
What It Does
http://www.dummies.com/how-to/content/use-tools-with-twitter.navId-390357.html
36/1438042989443.69_20150728002309-00228-ip-10-236-191-2_409364692_0.json
66e507ac_ols_with_Twitter___For_Dummies_Twitter_Companion_Tools_What_It_Does
[Tool] OneForty [URL] www.oneforty.com [What It Does]
Supplies a directory of all Twitter applications with reviews
[]
Use Tools with Twitter - For Dummies
What It Does
http://www.dummies.com/how-to/content/use-tools-with-twitter.navId-390357.html
36/1438042989443.69_20150728002309-00228-ip-10-236-191-2_409364692_0.json
66e507ac_ols_with_Twitter___For_Dummies_Twitter_Companion_Tools_What_It_Does
[Tool] Posterous [URL] www.posterous.com [What It Does]
Offers a free blogging platform that will autopost to Twitter and Facebook
[]
Use Tools with Twitter - For Dummies
What It Does
http://www.dummies.com/how-to/content/use-tools-with-twitter.navId-390357.html
36/1438042989443.69_20150728002309-00228-ip-10-236-191-2_409364692_0.json
66e507ac_ols_with_Twitter___For_Dummies_Twitter_Companion_Tools_What_It_Does
[Tool] Seesmic [URL] www.seesmic.com [What It Does]
Has a desktop or browser client to organize your Twitter and Facebook friends and posts
[]
Use Tools with Twitter - For Dummies
What It Does
http://www.dummies.com/how-to/content/use-tools-with-twitter.navId-390357.html
36/1438042989443.69_20150728002309-00228-ip-10-236-191-2_409364692_0.json
66e507ac_ols_with_Twitter___For_Dummies_Twitter_Companion_Tools_What_It_Does
[Tool] TweetDeck [URL] www.tweetdeck.com [What It Does]
Helps you organize and track your posts in Twitter and Facebook, and manage your Twitter friends
[]
Use Tools with Twitter - For Dummies
What It Does
http://www.dummies.com/how-to/content/use-tools-with-twitter.navId-390357.html
36/1438042989443.69_20150728002309-00228-ip-10-236-191-2_409364692_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] First-aid kit [Clothing] Life jacket [Fishing Equipment]
Rods/reels
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] Camera [Clothing] Foul-weather waterproof bag containing rainsuit, knit hat, gloves, and dry socks) [Fishing Equipment]
Tackle carrier containing all your terminal tackle, as well as your lures and flies
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] Meals and snacks [Clothing] Polarized sunglasses [Fishing Equipment]
Line clippers
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] Insect repellant [Clothing] Baseball cap [Fishing Equipment]
Needlenose pliers
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] Flashlight or headlamp [Clothing] Waterproof boots [Fishing Equipment]
Towel (for drying hands after catching fish)
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] Cooler containing (nonalcoholic) beverages [Clothing] Deck shoes [Fishing Equipment]
Cooler containing bait (keep livebait cool and dry, and keep minnows cool and wet)
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] Thermos [Clothing] Gloves [Fishing Equipment]
Landing net
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] GPS unit or compass [Clothing] Waders or hip boots [Fishing Equipment]
Extra spool of line
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] Knife or multitool [Clothing] Fleece jacket [Fishing Equipment]
Measuring tape
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] Lighter or matches in waterproof case [Clothing] Shirt – SPF fabric and longsleeved [Fishing Equipment]
Castnet or seine if you plan to gather bait
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] Sunscreen [Clothing] Shirt – SPF fabric and shortsleeved [Fishing Equipment]
Mouth spreader if you’re fishing for species with teeth
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
7a3f2f10_ent_and_Clothing___For_Dummies__Fishing_Equipment
[General Equipment] Hand sanitizer [Clothing] Long underwear [Fishing Equipment]
Weight scale
[]
Outfitting Your Fishing Trip with the Right Equipment and Clothing - For Dummies
Fishing Equipment
http://www.dummies.com/how-to/content/outfitting-your-fishing-trip-with-the-right-equipm.html
36/1438042988308.23_20150728002308-00213-ip-10-236-191-2_421220287_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] AVERAGE [What it calculates]
Mean of a set of numbers
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] AVERAGEIF [What it calculates]
Mean of a set of numbers that meet a condition
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] AVERAGEIFS [What it calculates]
Mean of a set of numbers that meet one or more conditions
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] HARMEAN [What it calculates]
Harmonic mean of a set of positive numbers
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] GEOMEAN [What it calculates]
Geometric mean of a set of positive numbers
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] MODE [What it calculates]
Mode of a set of numbers
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] MEDIAN [What it calculates]
Median of a set of numbers
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] VARP [What it calculates]
Variance of a set of numbers considered to be a population
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] VAR [What it calculates]
Variance of a set of numbers considered to be a sample
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] STDEVP [What it calculates]
Standard deviation of a set of numbers considered to be a population
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] STDEV [What it calculates]
Standard deviation of a set of numbers considered to be a sample
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
adc5d72e_ksheet_Functions___For_Dummies_ntral_Tendency_and_Variability_What_it_calculates
[Function] STANDARDIZE [What it calculates]
A standard score based on a given mean and standard deviation
[]
Some Excel Worksheet Functions - For Dummies
What it calculates
http://www.dummies.com/how-to/content/some-excel-worksheet-functions.html
36/1438042988598.68_20150728002308-00049-ip-10-236-191-2_419687633_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Replace strings and wipe down new strings after every use to prolong their life [Guitar Problem]
Strings have lost luster, are difficult to play, or fret sharp
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Wipe with cotton or chamois cloth, apply guitar polish [Guitar Problem]
Dull or dirty wood
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Wipe with cloth, apply jewelers’ polish [Guitar Problem]
Dull or greasy-looking
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Keep in a humidity-controlled environment of 45–55 percent at room temperature (65–75° F) [Guitar Problem]
Guitar swells and cracks due to moisture absorption; or guitar dries and cracks due to insufficient moisture
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Tighten loose hardware connection with screwdriver or wrench [Guitar Problem]
Rattling or buzzing from hardware as you play
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Lower or raise the string saddles at the bridge [Guitar Problem]
Difficulty fretting because strings are sitting too high; or buzzing because strings sit too low
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Tighten truss rod to make neck arch upward slightly [Guitar Problem]
Neck bows outward (away from strings) between seventh and twelfth frets, causing strings to be too high and difficult to fret
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Loosen truss rod to make neck sag slightly [Guitar Problem]
Neck bows inward (into strings) between seventh and twelfth frets, causing strings to be too low and making strings buzz
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Adjust intonation by moving saddles toward bridge or toward nut [Guitar Problem]
Strings fret sharp; or strings fret flat
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Purchase and install replacement, making sure that mounting holes align exactly with holes already in headstock [Guitar Problem]
Tuning machine breaks or gears strip
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Apply plastic wood or white glue and replace, allowing substance to dry completely [Guitar Problem]
Strap pin screw comes loose and doesn’t hold tight in hole
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Replace, tighten, or add springs to the tailpiece in the rear cavity; or remove springs or loosen plate [Guitar Problem]
Movable bridge has too much play or feels too loose; or bridge feels stiff and doesn’t respond well to whammy bar manipulations
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Vigorously turn the knob or switch back and forth to work out the dirt or corrosion [Guitar Problem]
Crackling volume or tone knob or pickup selector switch
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Solder loose or broken wire back to appropriate lug [Guitar Problem]
Crackling pickup jack
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
9e197e56__Guitar_Problems___For_Dummies__Guitar_Problem
[Solution] Purchase compatible replacement set, follow included directions, neatly solder all connections [Guitar Problem]
Pickups break, wear out, or no longer give you desired sound
[]
Troubleshooting Guide for Guitar Problems - For Dummies
Guitar Problem
http://www.dummies.com/how-to/content/troubleshooting-guide-for-guitar-problems.seriesId-105966.html
36/1438042988308.23_20150728002308-00093-ip-10-236-191-2_416650723_0.json
1c813ad7_isual_Basic_2008___For_Dummies__pens_When_You_Use_the_Shortcut
[Visual Studio Element] Build [Keyboard Shortcut] Ctrl+Shift+B
The most handy keyboard shortcut in the entire system, this key combination compiles your solution.
[]
Keyboard Shortcut Keys for Visual Studio in Visual Basic 2008 - For Dummies
What Happens When You Use the Shortcut
http://www.dummies.com/how-to/content/keyboard-shortcut-keys-for-visual-studio-in-visual.seriesId-195206.html
36/1438042988598.68_20150728002308-00256-ip-10-236-191-2_410734308_0.json
1c813ad7_isual_Basic_2008___For_Dummies__pens_When_You_Use_the_Shortcut
[Visual Studio Element] Full Screen [Keyboard Shortcut] Shift+Alt+Enter
When you are mostly writing code, it is sometimes handy to fill the entire screen with the code window.
[]
Keyboard Shortcut Keys for Visual Studio in Visual Basic 2008 - For Dummies
What Happens When You Use the Shortcut
http://www.dummies.com/how-to/content/keyboard-shortcut-keys-for-visual-studio-in-visual.seriesId-195206.html
36/1438042988598.68_20150728002308-00256-ip-10-236-191-2_410734308_0.json
1c813ad7_isual_Basic_2008___For_Dummies__pens_When_You_Use_the_Shortcut
[Visual Studio Element] Close application [Keyboard Shortcut] Alt+F4
Closes the Visual Studio window. (Works for other applications, too.)
[]
Keyboard Shortcut Keys for Visual Studio in Visual Basic 2008 - For Dummies
What Happens When You Use the Shortcut
http://www.dummies.com/how-to/content/keyboard-shortcut-keys-for-visual-studio-in-visual.seriesId-195206.html
36/1438042988598.68_20150728002308-00256-ip-10-236-191-2_410734308_0.json
1c813ad7_isual_Basic_2008___For_Dummies__pens_When_You_Use_the_Shortcut
[Visual Studio Element] Close document [Keyboard Shortcut] Ctrl+F6
Closes the active application document.
[]
Keyboard Shortcut Keys for Visual Studio in Visual Basic 2008 - For Dummies
What Happens When You Use the Shortcut
http://www.dummies.com/how-to/content/keyboard-shortcut-keys-for-visual-studio-in-visual.seriesId-195206.html
36/1438042988598.68_20150728002308-00256-ip-10-236-191-2_410734308_0.json
1c813ad7_isual_Basic_2008___For_Dummies__pens_When_You_Use_the_Shortcut
[Visual Studio Element] Shortcut menu [Keyboard Shortcut] Shift+F10
Displays the context-sensitive shortcut menu for whatever is actively selected (such as the Toolbox or Solution Explorer).
[]
Keyboard Shortcut Keys for Visual Studio in Visual Basic 2008 - For Dummies
What Happens When You Use the Shortcut
http://www.dummies.com/how-to/content/keyboard-shortcut-keys-for-visual-studio-in-visual.seriesId-195206.html
36/1438042988598.68_20150728002308-00256-ip-10-236-191-2_410734308_0.json
1c813ad7_isual_Basic_2008___For_Dummies__pens_When_You_Use_the_Shortcut
[Visual Studio Element] Show Properties window [Keyboard Shortcut] F4
Shows the Properties window — arguably one of the most common windows you need on a moment’s notice.
[]
Keyboard Shortcut Keys for Visual Studio in Visual Basic 2008 - For Dummies
What Happens When You Use the Shortcut
http://www.dummies.com/how-to/content/keyboard-shortcut-keys-for-visual-studio-in-visual.seriesId-195206.html
36/1438042988598.68_20150728002308-00256-ip-10-236-191-2_410734308_0.json
1c813ad7_isual_Basic_2008___For_Dummies__pens_When_You_Use_the_Shortcut
[Visual Studio Element] Toggle tree focus selection [Keyboard Shortcut] Ctrl+Spacebar
Toggles a selection for the current focus in tree view.
[]
Keyboard Shortcut Keys for Visual Studio in Visual Basic 2008 - For Dummies
What Happens When You Use the Shortcut
http://www.dummies.com/how-to/content/keyboard-shortcut-keys-for-visual-studio-in-visual.seriesId-195206.html
36/1438042988598.68_20150728002308-00256-ip-10-236-191-2_410734308_0.json
b98b23a5_mies_Cheat_Sheet___For_Dummies__Daily_Uses
[Word Cue] Follow [Daily Uses]
When walking about town or off your property, or to encourage attention in your home
[]
Understanding Your Dog For Dummies Cheat Sheet - For Dummies
Daily Uses
http://www.dummies.com/how-to/content/understanding-your-dog-for-dummies-cheat-sheet.html?cid=RSS_DUMMIES2_CONTENT
36/1438042988598.68_20150728002308-00124-ip-10-236-191-2_419713177_0.json
b98b23a5_mies_Cheat_Sheet___For_Dummies__Daily_Uses
[Word Cue] Wait-okay [Daily Uses]
To get your dog to stop and check in before entering or exiting your home or new buildings, as well as when you cross the street and approach stairs
[]
Understanding Your Dog For Dummies Cheat Sheet - For Dummies
Daily Uses
http://www.dummies.com/how-to/content/understanding-your-dog-for-dummies-cheat-sheet.html?cid=RSS_DUMMIES2_CONTENT
36/1438042988598.68_20150728002308-00124-ip-10-236-191-2_419713177_0.json
b98b23a5_mies_Cheat_Sheet___For_Dummies__Daily_Uses
[Word Cue] No (and other derivations, such as Not now, Leave it, Don't think about it) [Daily Uses]
To alert your dog that any given impulse is not in her best interest (for example, stealing food, chasing an object or animal, and so on)
[]
Understanding Your Dog For Dummies Cheat Sheet - For Dummies
Daily Uses
http://www.dummies.com/how-to/content/understanding-your-dog-for-dummies-cheat-sheet.html?cid=RSS_DUMMIES2_CONTENT
36/1438042988598.68_20150728002308-00124-ip-10-236-191-2_419713177_0.json
b98b23a5_mies_Cheat_Sheet___For_Dummies__Daily_Uses
[Word Cue] Stay [Daily Uses]
Enforces impulse to control; ideally used when you need your dog to be still or to relax
[]
Understanding Your Dog For Dummies Cheat Sheet - For Dummies
Daily Uses
http://www.dummies.com/how-to/content/understanding-your-dog-for-dummies-cheat-sheet.html?cid=RSS_DUMMIES2_CONTENT
36/1438042988598.68_20150728002308-00124-ip-10-236-191-2_419713177_0.json
b98b23a5_mies_Cheat_Sheet___For_Dummies__Daily_Uses
[Word Cue] Down (and Settle down) [Daily Uses]
Directs your dog into a submissive, relaxed pose or to her bed
[]
Understanding Your Dog For Dummies Cheat Sheet - For Dummies
Daily Uses
http://www.dummies.com/how-to/content/understanding-your-dog-for-dummies-cheat-sheet.html?cid=RSS_DUMMIES2_CONTENT
36/1438042988598.68_20150728002308-00124-ip-10-236-191-2_419713177_0.json
b98b23a5_mies_Cheat_Sheet___For_Dummies__Daily_Uses
[Word Cue] Come [Daily Uses]
The human phrase equivalent of the word "Huddle"
[]
Understanding Your Dog For Dummies Cheat Sheet - For Dummies
Daily Uses
http://www.dummies.com/how-to/content/understanding-your-dog-for-dummies-cheat-sheet.html?cid=RSS_DUMMIES2_CONTENT
36/1438042988598.68_20150728002308-00124-ip-10-236-191-2_419713177_0.json
ec331232__in_Quicken_2012___For_Dummies_Quicken_Comparison_Reports_Description
[Report] Current Spending Vs. Average Spending By Category [Description]
Summarizes spending by category and compares category totals to the average category total over the last six months.
[]
Comparison Reports and Investing Reports in Quicken 2012 - For Dummies
Description
http://www.dummies.com/how-to/content/comparison-reports-and-investing-reports-in-quicke.html
36/1438042989443.69_20150728002309-00276-ip-10-236-191-2_408029967_1.json
ec331232__in_Quicken_2012___For_Dummies_Quicken_Comparison_Reports_Description
[Report] Current Spending Vs. Average Spending By Payee [Description]
Summarizes spending by payee and compares payee totals with the average payee total over the last six months.
[]
Comparison Reports and Investing Reports in Quicken 2012 - For Dummies
Description
http://www.dummies.com/how-to/content/comparison-reports-and-investing-reports-in-quicke.html
36/1438042989443.69_20150728002309-00276-ip-10-236-191-2_408029967_1.json
ec331232__in_Quicken_2012___For_Dummies_Quicken_Comparison_Reports_Description
[Report] Cash Flow Comparison [Description]
Lets you compare category totals from two periods. You can use this report to compare January’s activity with February’s activity, for example. Remember: Because you’re comparing two periods, you need to enter two transaction date ranges.
[]
Comparison Reports and Investing Reports in Quicken 2012 - For Dummies
Description
http://www.dummies.com/how-to/content/comparison-reports-and-investing-reports-in-quicke.html
36/1438042989443.69_20150728002309-00276-ip-10-236-191-2_408029967_1.json
ec331232__in_Quicken_2012___For_Dummies_Quicken_Comparison_Reports_Description
[Report] Income And Expense Comparison By Category [Description]
Summarizes spending totals by category for two time periods.
[]
Comparison Reports and Investing Reports in Quicken 2012 - For Dummies
Description
http://www.dummies.com/how-to/content/comparison-reports-and-investing-reports-in-quicke.html
36/1438042989443.69_20150728002309-00276-ip-10-236-191-2_408029967_1.json
ec331232__in_Quicken_2012___For_Dummies_Quicken_Comparison_Reports_Description
[Report] Income And Expense Comparison By Payee [Description]
Summarizes spending totals by payee for two time periods.
[]
Comparison Reports and Investing Reports in Quicken 2012 - For Dummies
Description
http://www.dummies.com/how-to/content/comparison-reports-and-investing-reports-in-quicke.html
36/1438042989443.69_20150728002309-00276-ip-10-236-191-2_408029967_1.json
ec331232__in_Quicken_2012___For_Dummies_Quicken_Comparison_Reports_Description
[Report] Profit and Loss Comparison [Description]
Compares one period’s income and expense with a previous period’s income and expense. Note that this report only appears after you unlock the Business Tools features of Quicken.
[]
Comparison Reports and Investing Reports in Quicken 2012 - For Dummies
Description
http://www.dummies.com/how-to/content/comparison-reports-and-investing-reports-in-quicke.html
36/1438042989443.69_20150728002309-00276-ip-10-236-191-2_408029967_1.json
9ad8820c_mies_Cheat_Sheet___For_Dummies__Description
[Name] WordPress Plugin Directory [Description]
Offers thousands of downloads that let you do "almost anything you can imagine" — and you can imagine quite a lot, can't you?
[]
WordPress All-in-One For Dummies Cheat Sheet - For Dummies
Description
http://www.dummies.com/how-to/content/wordpress-allinone-for-dummies-cheat-sheet.html
36/1438042988308.23_20150728002308-00025-ip-10-236-191-2_427871968_2.json
9ad8820c_mies_Cheat_Sheet___For_Dummies__Description
[Name] Free Themes Directory [Description]
Lets you choose from hundreds of themes to manage the look and functionality of your home page.
[]
WordPress All-in-One For Dummies Cheat Sheet - For Dummies
Description
http://www.dummies.com/how-to/content/wordpress-allinone-for-dummies-cheat-sheet.html
36/1438042988308.23_20150728002308-00025-ip-10-236-191-2_427871968_2.json
9ad8820c_mies_Cheat_Sheet___For_Dummies__Description
[Name] WordPress Codex [Description]
Try the Codex to tap into the "encyclopedia of WordPress knowledge."
[]
WordPress All-in-One For Dummies Cheat Sheet - For Dummies
Description
http://www.dummies.com/how-to/content/wordpress-allinone-for-dummies-cheat-sheet.html
36/1438042988308.23_20150728002308-00025-ip-10-236-191-2_427871968_2.json
9ad8820c_mies_Cheat_Sheet___For_Dummies__Description
[Name] WordPress News & Updates [Description]
This section of the official WordPress website gives you the latest news and notes on all things WordPress.
[]
WordPress All-in-One For Dummies Cheat Sheet - For Dummies
Description
http://www.dummies.com/how-to/content/wordpress-allinone-for-dummies-cheat-sheet.html
36/1438042988308.23_20150728002308-00025-ip-10-236-191-2_427871968_2.json
9ad8820c_mies_Cheat_Sheet___For_Dummies__Description
[Name] Support forums for WordPress.com [Description]
Lets you post questions, answers, and comments for other WordPress users who are using the hosted/commercial version of WordPress.com.
[]
WordPress All-in-One For Dummies Cheat Sheet - For Dummies
Description
http://www.dummies.com/how-to/content/wordpress-allinone-for-dummies-cheat-sheet.html
36/1438042988308.23_20150728002308-00025-ip-10-236-191-2_427871968_2.json
9ad8820c_mies_Cheat_Sheet___For_Dummies__Description
[Name] Support forums for WordPress.org [Description]
Post your questions and obtain answers from the vast WordPress community for users of the self-hosted WordPress.org software.
[]
WordPress All-in-One For Dummies Cheat Sheet - For Dummies
Description
http://www.dummies.com/how-to/content/wordpress-allinone-for-dummies-cheat-sheet.html
36/1438042988308.23_20150728002308-00025-ip-10-236-191-2_427871968_2.json
8a73c02b_enance_Checklist___For_Dummies__Schedule
[Task] Check for updates with Software Update [Schedule]
Automatic setting
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OS X Mountain Lion Maintenance Checklist - For Dummies
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8a73c02b_enance_Checklist___For_Dummies__Schedule
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Automatic
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OS X Mountain Lion Maintenance Checklist - For Dummies
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http://www.dummies.com/how-to/content/os-x-mountain-lion-maintenance-checklist.html
36/1438042988598.68_20150728002308-00063-ip-10-236-191-2_414857105_0.json

Dataset Card for "UnpredicTable-dummies-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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