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22 changes: 19 additions & 3 deletions README.md
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The implementation of the Proficiency Metric in various settings:

* predeval.py:ConfusionMX: Classification
* `predeval.py:ConfusionMX`: Classification

* predeval.py:MuLabCat: Multi-Label Categorization
* `predeval.py:MuLabCat`: Multi-Label Categorization

### paper

The research paper describing the Proficiency Metric
The research paper describing the Proficiency Metric.

### data

The test data for the results in the paper:

* `annotated`: human-labeled examples

* `results`: algorithmically categorized examples

* `labeler[123].txt`: KDD Cup 2005

* `Trec_beta`: ???

* `sk`: ???

* `magnetic`: hand-annotated examples from searches in the Magnetic.com database of search events
68 changes: 68 additions & 0 deletions data/Trec_beta_annotations.txt
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id1 0 /m/0fd4x total recall 0.98
id1 0 /m/0tc7 arnold schwarzenegger 0.95
id2 0 /m/0fd4x total recall 0.98
id2 1 /m/0gvrws1 total recall 0.95
id3 0 /m/0tc7 the governator 0.9
id3 1 /m/0gj5qr6 the governator 0.8
TREC-7 0 /m/04cnvy bowflex 1
TREC-8 0 /m/03d452 brooks brothers 1
TREC-10 0 /m/01n7q california 1
TREC-11 0 /m/0nfgq cass county missouri 1
TREC-13 0 /m/020ys5 condo 1
TREC-13 0 /m/02xry florida 1
TREC-14 0 /m/0c4tkd culpeper national cemetery 1
TREC-17 0 /m/02st88 discovery channel 1
TREC-17 1 /m/0kc8y discovery channel 1
TREC-20 0 /m/0dc3_ dutchess county 1
TREC-22 0 /m/03ck4lv east ridge high school 1
TREC-22 1 /m/027311j east ridge high school 1
TREC-22 2 /m/0bs8gsb east ridge high school 1
TREC-25 0 /m/0180mw er 1
TREC-28 0 /m/02761b3 french lick resort and casino 1
TREC-34 0 /m/03v0t illinois state 1
TREC-36 0 /m/03v1s indiana 1
TREC-37 0 /m/03v1s indiana state 1
TREC-40 0 /m/03s0w iowa 1
TREC-42 0 /m/04f_d kansas city mo 1
TREC-43 0 /m/02qvp5f kenmore 1
TREC-45 0 /m/03rk0 india 1
TREC-48 0 /m/02dp7g madam cj walker 1
TREC-49 0 /m/015fr brazil 1
TREC-50 0 /m/09c7w0 united states 1
TREC-51 0 /m/01b370 martha stewart 1
TREC-51 0 /m/0j6rg imclone 1
TREC-52 0 /m/0158xh mayo clinic 1
TREC-52 0 /m/0ggh3 jacksonville fl 1
TREC-53 0 /m/04p2zc milwaukee journal sentinel 1
TREC-54 0 /m/0cjjt mothers day 1
TREC-55 0 /m/02mjmr obama 1
TREC-56 0 /m/0gyytc orange county convention center 1
TREC-57 0 /m/0k1jw pacific northwest laboratory 1
TREC-60 0 /m/066kp ps 2 1
TREC-61 0 /m/04r3s1 ralph owen brewster 1
TREC-62 0 /m/02_zt7 rincon 1
TREC-63 0 /m/0288kpv ritz carlto 1
TREC-63 0 /m/06y9l6 lake las vegas 1
TREC-65 0 /m/064m90 rocky mountain news 1
TREC-69 0 /m/0l35f sonoma county 1
TREC-70 0 /m/05b5w nile 1
TREC-72 0 /m/07b_l texas 1
TREC-72 0 /m/02qtlv border patrol 1
TREC-73 0 /m/07c0j the beatles 1
TREC-74 0 /m/0p4s9 the music man 1
TREC-74 1 /m/0cqnss the music man 1
TREC-74 2 /m/0gwypk the music man 1
TREC-75 0 /m/0251j3 the secret garden 1
TREC-75 1 /m/064xfg the secret garden 1
TREC-75 2 /m/049cgk the secret garden 1
TREC-75 3 /m/03cn0k6 the secret garden 1
TREC-75 4 /m/0dj9x08 the secret garden 1
TREC-76 0 /m/07h34 tn 1
TREC-76 0 /m/024ckj highway partol 1
TREC-81 0 /m/02gnrt university of phoenix 1
TREC-82 0 /m/08874 yellowstone national park 1
TREC-83 0 /m/07vth us capitol 1
TREC-85 0 /m/01fmw0 uss yorktown 1
TREC-85 0 /m/0gkgp charleston sc 1
TREC-86 0 /m/05q4wt8 va dmv 1

74 changes: 74 additions & 0 deletions data/Trec_beta_results.txt
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id1 0 /m/0tc7 arnold schwarzenegger 0.17
id1 0 /m/0fd4x total recall 0.14
id1 1 /m/0tc7 arnold schwarzenegger 0.17
id1 1 /m/0gvrws1 total recall 0.15
id2 0 /m/0gvrws1 total recall 0.17
id2 1 /m/0fd4x total recall 0.17
id3 0 /m/0gj5qr6 the governator 0.47
id3 1 /m/0tc7 the governator 0.07
TREC-1 0 /m/03rk0 india 1
TREC-7 0 /m/04cnvy bowflex 0.33
TREC-8 0 /m/03d452 brooks brothers 0.18
TREC-10 0 /m/01n7q california 1
TREC-11 0 /m/0nfgq cass county missouri 0.2
TREC-13 0 /m/02xry florida 1
TREC-14 0 /m/0c4tkd culpeper national cemetery 0.2
TREC-15 0 /m/057lcq asbestos 0.13
TREC-15 0 /m/03nqt5b dangers 0.15
TREC-17 0 /m/0kc8y discovery channel store 0.2
TREC-20 0 /m/0dc3_ dutchess county 0.17
TREC-22 0 /m/027311j east ridge high school 0.1
TREC-22 1 /m/0bs8gsb east ridge high school 0.1
TREC-23 0 /m/0f6msb skeet shoot 0.24
TREC-25 0 /m/0180mw er tv show 0.17
TREC-26 0 /m/0fql_ uranus 0.07
TREC-28 0 /m/02761b3 french lick resort 0.3
TREC-34 0 /m/03v0t illinois 1
TREC-36 0 /m/03v1s indiana 1
TREC-37 0 /m/04shkp indiana state fairgrounds 0.2
TREC-40 0 /m/03s0w iowa 1
TREC-42 0 /m/04f_d kansas city mo 0.15
TREC-43 0 /m/010rgv kenmore 0.06
TREC-45 0 /m/03rk0 india 1
TREC-48 0 /m/02dp7g madam cj walker 0.24
TREC-49 0 /m/015fr brazil 1
TREC-51 0 /m/01b370 martha stewart 0.22
TREC-51 0 /m/0j6rg imclone 0.21
TREC-51 1 /m/07kczv0 martha stewart 0.12
TREC-51 1 /m/0j6rg imclone 0.21
TREC-52 0 /m/0158xh mayo clinic 0.19
TREC-52 0 /m/0ggh3 jacksonville fl 0.15
TREC-53 0 /m/04p2zc milwaukee journal sentinel 0.26
TREC-54 0 /m/0cjjt mothers day 0.1
TREC-56 0 /m/0gyytc orange county convention center 0.22
TREC-57 0 /m/0k1jw pacific northwest laboratory 0.18
TREC-61 0 /m/04r3s1 ralph owen brewster 0.27
TREC-62 0 /m/02_zt7 rincon puerto rico 0.16
TREC-63 0 /m/0288kpv ritz carlton 0.23
TREC-64 0 /m/01pvr35 gem 0.05
TREC-65 0 /m/064m90 rocky mountain news 0.22
TREC-69 0 /m/03c3c7h sonoma county 0.16
TREC-69 1 /m/0l35f sonoma county 0.1
TREC-70 0 /m/05b5w source of the nile 0.2
TREC-72 0 /m/0c9jmt border patrol 0.11
TREC-72 0 /m/07b_l texas 1
TREC-73 0 /m/057xsbz the beatles rock band 0.15
TREC-74 0 /m/0cqnss the music man 0.15
TREC-74 1 /m/0gwypk the music man 0.15
TREC-74 2 /m/0p4s9 the music man 0.1
TREC-75 0 /m/049cgk the secret garden 0.15
TREC-75 1 /m/0dj9x08 the secret garden 0.15
TREC-75 2 /m/0251j3 the secret garden 0.15
TREC-75 3 /m/0pcpkmn the secret garden 0.09
TREC-76 0 /m/07h34 tn 1
TREC-79 0 /m/05t3df tv 0.17
TREC-80 0 /m/016tw3 universal 0.14
TREC-80 1 /m/034130 universal 0.1
TREC-81 0 /m/02gnrt university of phoenix 0.18
TREC-82 0 /m/08874 yellowstone national park 0.16
TREC-83 0 /m/07vth us capitol 0.16
TREC-85 0 /m/0gkgp charleston sc 0.16
TREC-85 0 /m/01fmw0 uss yorktown 0.06
TREC-86 0 /m/07z1m va 1
TREC-87 0 /m/0217wz vines 0.15
TREC-90 0 /m/02y10n calculator 0.05

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