Example PoolBasedBinaryClassification

init.twitter.yaml

app_id: PoolBasedBinaryClassification
args:
  alg_list:
    - {alg_id: RoundRobin, alg_label: RoundRobin, test_alg_label: Test}
    - {alg_id: RandomSamplingLinearLeastSquares, alg_label: RandomSamplingLinearLeastSquares, test_alg_label: Test}
  algorithm_management_settings:
    mode: fixed_proportions
    params:
    - {alg_label: RoundRobin, proportion: 0.5}
    - {alg_label: RandomSamplingLinearLeastSquares, proportion: 0.5}
  num_tries: 2
  instructions: Click on this Tweet and Click Yes/No if it is a viral tweet
  debrief: Test debrief
  failure_probability: 0.05
  instructions: You will be given some number of tweets to label has having gone viral or not. Answer Y/N
  participant_to_algorithm_management: one_to_many
  #targets: '/hdd/work/tmp/twitter_targets_sample.json'
  targets: '/next_backend/next/../tmp/twitter_targets_sample.json'
  debrief: You labeled 6 tweets, hit refresh to label more!

twitter_targets_smaple.small.json

{"category":"news","meta":{"features":[-2.5090866991,19.5765762842,-4.0514629579,-3.7274940111,-3.0569656806,-0.1418576578,3.1923353796,-6.6523500401,-0.4267827656,0.05635918,-0.2230678662,-2.5228545799,-5.3746398808,-2.7171850606,1.4647906022,4.0735176845,-1.9071144719,3.9270528415,-0.7967356778,3.259356339,1.7352095995,2.0596987947,-0.7866332529,3.6777014646,0.2197778898,-0.0686476516,-1.7962038563,-2.0903669795,-4.2102221009,2.1716786306,-1.6570069667,-0.4842795171,1.2294620495,-0.1452618026,0.2234747668,-3.8536339485,-4.1219786835,0.9457618258,-1.1939523425,0.796656033,-5.5883508175,-2.0177250176,-0.9649245719,-2.6145777553,-0.1753698375,0.434789219,2.3007589612,2.2796065682,0.1772809629,0.958709553,1.7222671473,-0.8493543192,-0.7601955119,-0.9629722383,0.8707669178,-0.7088785093,2.761600661,0.6252837332,1.1388741812,-2.004028153,-0.6493607842,0.8188335826,-1.8831894978,0.7036290819,0.7031253531,-1.5650122281,-0.7365905366,1.4516297192,-2.4354288796,-1.6353288593,0.7998890369,2.7791872321,-0.9550495664,-1.0799561741,0.5762918741,0.6439696223,-1.1511956706,-2.1360286576,1.1148339136,-2.1942167321,-0.8308673484,1.6102683496,0.854029609,-0.8669243098,-0.501345775,2.0274378845,2.0409733722,1.1435032958,-0.1043193605,0.7875097162,-0.2693971119,-0.4138962078,0.0481606392,-2.8335520803,2.5586420853,0.7116748778,0.2882714875,-0.748001603,0.4286068589,-0.2548702479,1.7885893474,1.8197932068,-0.4817968736,-0.8536671923,0.4142590909,-0.3529242155,-1.0821869522,1.1217358532,-0.2923016026,0.4624791329,0.6475996461,0.2462308556,-0.0676401189,0.403225879,-2.9457768215,1.6768521964,1.0142456033,2.4543477472,1.8796455491,0.4132173641,-1.3867668494,0.6358693198,3.7933009252,-2.3146653807,-2.1099804674,-0.693895398,-0.1386815712,-3.0487313728,-0.9482546725,0.6074506511,-1.9346820348,-0.6529742498,-2.0326725833,1.6029380427,1.1866351686,1.8656507666,-0.6426883049,-2.1969050076,-0.2053506514,0.7723563657,-0.9489328806,-0.9911047997,-0.1667079306,-1.444146646,0.0521753179,0.0904432538,-0.2843784226,-0.875496503,-0.2249230586,-0.9742847854]},"id":"\"280770824590475264\"","primary_description":"CODE THIS TWEET:\n\n\"rt @mmfa: fox news' extreme pro-gun rhetoric vs. rupert murdoch's call for a weapons ban: http:\/\/t.co\/pqgj8f7o\"\n\nRETWEET, FOR CONTEXT:\n\n\"fox news' extreme pro-gun rhetoric vs. rupert murdoch's call for a weapons ban: http:\/\/t.co\/pqgj8f7o\""}
{"category":"gun_policy","meta":{"features":[-5.2203401511,-0.0434807049,-5.0140667293,-5.4784181774,-2.1260612507,4.0858940395,2.540980333,-3.3352330974,6.1895313676,-0.0109178693,2.6562861317,-4.0259136914,-3.5127276463,-1.3978268597,-2.0755737293,-1.0351588816,-0.8928519046,4.3071524571,-2.9145335058,-3.3694786714,-2.573407061,-0.6790939523,-2.6806169643,2.3746263979,4.3613562235,-4.50716975,-2.2693415506,1.3812421187,1.5667117239,-3.851599904,2.3326906746,0.379424274,0.6189192534,-0.2305982836,-0.7277646401,-0.3923373294,-1.5237338136,-4.9874757559,-2.5598389567,0.9495056986,0.4424412931,-2.7721732056,-1.7310539992,-1.8885594805,-3.6103352187,-0.1329937507,0.4088242862,-1.7218611487,1.2063624822,-1.5853738814,-1.5835096976,0.44479243,-5.9119480878,2.1995985125,-0.7958349872,0.9762764331,0.5072900027,-2.8040093675,-0.3273873489,1.7933579679,2.10988843,-0.4790174217,-1.9226452618,-1.3153824301,0.5808039757,-2.162027546,1.3238897788,-0.7403245096,1.0156411323,-0.948506258,-2.0464382728,0.7034198618,-0.8634547803,-1.4666298022,0.8663875464,-0.6371045647,2.6937075815,1.0960165197,0.0535391641,-0.3185245098,0.8819509405,-2.0733449916,1.637492202,-0.4803152072,0.2493766388,-0.2655203988,-1.8178828986,1.0217399951,1.5567070162,-0.4123809193,0.5833016731,-0.7154964315,-1.3723687486,1.9252030571,0.4380402018,1.8408060177,1.3133090383,0.7820527832,-1.0244183885,-0.3300056386,1.5966761724,-1.5577383574,-1.2064223885,-0.5169888926,-0.3272054313,0.8873113211,-1.6901077275,2.0245293537,-3.0916604383,-2.2210997306,-0.2867622417,0.7942833093,-0.0884493577,0.7368165776,0.9526470689,0.2378792871,1.8575952143,-1.4980506866,-0.8027522749,0.4550774116,-3.3382530369,1.296111963,-0.0655024423,2.8218760714,2.0113594512,-2.1095003731,0.6285596757,-1.8239668453,1.4199201297,0.4027734716,1.5051827466,-2.0128992182,0.4143236441,0.6963691855,-0.4308892076,-0.6023178001,0.037459509,0.0050308199,1.0748851121,-1.0560298287,2.1938978117,-0.3533326841,0.4289974522,-0.413824595,-0.107447883,0.4577894849,0.2853996489,-1.0947455339,-0.453211219,-0.1223577025]},"id":"\"276644426238005249\"","primary_description":"CODE THIS TWEET:\n\n\"@projected_penid the sprocket sound track of <ray gun virus>works towards establishing an accurate representation\"\n\nRETWEET, FOR CONTEXT:\n\n\"\""}
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{"category":"express_prayers_thoughts","meta":{"features":[-24.7954948894,-20.7348317311,-3.0158967911,-6.8340792911,3.8655635971,7.9910790022,-3.2673360741,1.1218542754,-2.5558224942,0.1625099986,0.1789587378,-1.4228711288,2.7687338459,1.3132680954,0.6158684255,-2.148350904,-0.9695810135,-4.8601345137,0.1856227286,-0.8422649044,-0.5623691373,-1.0406226986,0.2356874186,-2.2318553221,0.5970191622,1.1190544515,0.024757294,-0.2600330751,0.5728694999,0.0114271811,5.1899303985,-1.8820845866,2.2020861762,1.3536357334,2.7929337136,-0.5238163317,0.6662927767,3.162498622,-1.7235409291,2.874868634,-3.5564798713,0.9415026189,-0.9313217516,1.8906702691,2.3275473535,-1.5653138456,1.529313431,0.4412886532,1.2028377972,-1.228158798,2.6703553419,3.1129221237,-0.1483309063,-1.3522594163,0.8961659725,0.8989167039,1.8470022662,1.1611154221,-0.4574629696,-0.1135799386,0.4565453555,2.1898887574,-0.4476593348,-0.5038070252,-1.045449409,1.3900177296,1.7851165667,-0.2563591281,-0.4492303813,0.080346192,0.7232487129,1.7834140019,-3.5549319668,1.8322031471,-1.6285308292,0.3004717333,0.6770207548,-0.1470615494,-0.0939462625,-0.8789367374,0.5473378074,-0.2961058142,-1.9504371835,-1.7497859645,0.9145122961,-1.661479717,-1.1742368574,-0.4741366526,0.6054534083,-1.4589680626,-2.0317428227,1.5843584772,-1.9778835627,-1.9464687462,0.369607267,-0.2878769915,-0.5731146999,1.080022758,-1.1982194127,-1.2089201174,1.7306834734,0.4704823547,2.0386017901,0.59986402,1.2126106893,0.0161708057,1.1687793895,-0.3434595985,1.1734469231,0.4368143868,-0.7793581027,-1.3889544096,-0.5655059177,1.9215326143,-1.3278099501,-0.765721753,-1.1892999521,0.3340676134,0.4809198192,-1.6340367164,-1.0882858257,-1.5234523502,0.2828285631,1.2869337854,2.1075330119,-0.6689229163,0.6950326379,1.349175684,-1.604328608,1.1703653811,1.0840557001,-0.2111840328,2.3837986067,1.5746502806,0.2398327292,-1.2550441509,0.2536340066,0.4521823871,0.9698249127,2.3511683682,-1.4248869633,0.1836150775,2.0255507406,-0.9667110206,-2.3668059628,-1.6304082599,1.2143893435,-1.1948407149,1.5737745049,-1.6676580392]},"id":"\"442692790250909696\"","primary_description":"CODE THIS TWEET:\n\n\"you got a gun up in your waist please don't shoot up the place why, cuz i see some ladies tonight that should be having my babyyy #rip\"\n\nRETWEET, FOR CONTEXT:\n\n\"\""}
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