Browse Source

retrieving and matching classifications

Lucas Gautheron 11 months ago
parent
commit
bb1a19cb7e
5 changed files with 681 additions and 1 deletions
  1. 67 1
      README.md
  2. 510 0
      classifications/classifications.csv
  3. 22 0
      classifications/match.py
  4. 82 0
      classifications/matched.csv
  5. BIN
      extra/zoo1.png

+ 67 - 1
README.md

@@ -130,7 +130,73 @@ uploading chunk BN32_010007.mp3 (38391252,38391752)
 The subject set and its subjects (i.e. the chunks) now appears in the project:
 
 ![Zooniverse subjects](extra/zoo1.png)
-1[Zooniverse subjects](extra/zoo2.png)
+![Zooniverse subjects](extra/zoo2.png)
 
 ## Retrieving classifications
 
+The classifications performed by citizens on Zooniverse for this project can be retrieved with ChildProject's retrieve-classifications command:
+
+```bash
+child-project zooniverse retrieve-classifications \
+  --destination classifications/classifications.csv \
+  --project-id $PROJECT_ID
+```
+
+```bash
+$ head classifications/classifications.csv 
+id,user_id,subject_id,task_id,answer_id,workflow_id,answer
+335442480,2202359,61513545,T1,4,17576,Junk
+335442502,2202359,61513542,T1,4,17576,Junk
+335442523,2202359,61513540,T1,4,17576,Junk
+335442614,2202359,61513546,T1,4,17576,Junk
+335442630,2202359,61513544,T1,4,17576,Junk
+335443247,2221541,61513546,T1,4,17576,Junk
+335443443,2202359,61513544,T1,4,17576,Junk
+335450309,1078249,61513540,T1,4,17576,Junk
+335457868,2202359,61514279,T1,4,17576,Junk
+```
+
+Two special notes about the output of `retrieve-classifications`:
+
+  - It contains no information related to the metadata of the input dataset, which is the desired behavior (Zooniverse should not store any data that might compromise the privacy of the participants)
+  - It contains all the classifications for this project, including those for data outside of the current campaign.
+
+### Matching classifications the metadata
+
+Classifications can be matched to the original metadata (the recording from which the clips were extracted, the timestamps of the clips, etc.) with `classifications/match.py`:
+
+```bash
+$ python classifications/match.py --help
+usage: match.py [-h] --chunks CHUNKS [CHUNKS ...] classifications output
+
+match classifications with extracted chunks
+
+positional arguments:
+  classifications       classifications file
+  output                output
+
+optional arguments:
+  -h, --help            show this help message and exit
+  --chunks CHUNKS [CHUNKS ...]
+                        list of chunks
+```
+
+```bash
+python classifications/match.py \
+ classifications/classifications.csv \ 
+ classifications/matched.csv \ 
+ --chunks samples/chi_fem/chunks/chunks*.csv
+```
+
+|id       |user_id  |subject_id|task_id|answer_id|workflow_id|answer       |index|recording_filename|onset   |offset  |segment_onset|segment_offset|wav                              |mp3                              |date_extracted     |uploaded|project_id|subject_set   |zooniverse_id|keyword|
+|---------|---------|----------|-------|---------|-----------|-------------|-----|------------------|--------|--------|-------------|--------------|---------------------------------|---------------------------------|-------------------|--------|----------|--------------|-------------|-------|
+|346474371|2202359.0|64210633  |T1     |4        |17576      |Junk         |38   |BN32_010007.mp3   |24587156|24587656|24584902     |24588410      |BN32_010007_24587156_24587656.wav|BN32_010007_24587156_24587656.mp3|2021-07-16 19:19:44|True    |14957     |vandam_chi_fem|64210633     |chi_fem|
+|346474611|2202359.0|64210607  |T1     |4        |17576      |Junk         |30   |BN32_010007.mp3   |14108752|14109252|14107993     |14109011      |BN32_010007_14108752_14109252.wav|BN32_010007_14108752_14109252.mp3|2021-07-16 19:19:44|True    |14957     |vandam_chi_fem|64210607     |chi_fem|
+|346474648|2202359.0|64210647  |T1     |4        |17576      |Junk         |43   |BN32_010007.mp3   |4713603 |4714103 |4713263      |4714944       |BN32_010007_4713603_4714103.wav  |BN32_010007_4713603_4714103.mp3  |2021-07-16 19:19:44|True    |14957     |vandam_chi_fem|64210647     |chi_fem|
+|346474683|2202359.0|64210890  |T1     |4        |17576      |Junk         |125  |BN32_010007.mp3   |4713103 |4713603 |4713263      |4714944       |BN32_010007_4713103_4713603.wav  |BN32_010007_4713103_4713603.mp3  |2021-07-16 19:19:44|True    |14957     |vandam_chi_fem|64210890     |chi_fem|
+|346474902|2202359.0|64210872  |T1     |4        |17576      |Junk         |119  |BN32_010007.mp3   |39329854|39330354|39328511     |39331697      |BN32_010007_39329854_39330354.wav|BN32_010007_39329854_39330354.mp3|2021-07-16 19:19:44|True    |14957     |vandam_chi_fem|64210872     |chi_fem|
+|346475101|2202359.0|64210613  |T1     |4        |17576      |Junk         |32   |BN32_010007.mp3   |4149238 |4149738 |4148967      |4149510       |BN32_010007_4149238_4149738.wav  |BN32_010007_4149238_4149738.mp3  |2021-07-16 19:19:44|True    |14957     |vandam_chi_fem|64210613     |chi_fem|
+|346475237|2202359.0|64210774  |T1     |4        |17576      |Junk         |86   |BN32_010007.mp3   |17157819|17158319|17157511     |17158127      |BN32_010007_17157819_17158319.wav|BN32_010007_17157819_17158319.mp3|2021-07-16 19:19:44|True    |14957     |vandam_chi_fem|64210774     |chi_fem|
+|346474475|2202359.0|64210728  |T1     |0        |17576      |Baby         |70   |BN32_010007.mp3   |37978055|37978555|37978100     |37979011      |BN32_010007_37978055_37978555.wav|BN32_010007_37978055_37978555.mp3|2021-07-16 19:19:44|True    |14957     |vandam_chi_fem|64210728     |chi_fem|
+|346474475|2202359.0|64210728  |T3     |1        |17576      |Non-Canonical|70   |BN32_010007.mp3   |37978055|37978555|37978100     |37979011      |BN32_010007_37978055_37978555.wav|BN32_010007_37978055_37978555.mp3|2021-07-16 19:19:44|True    |14957     |vandam_chi_fem|64210728     |chi_fem|
+

+ 510 - 0
classifications/classifications.csv

@@ -0,0 +1,510 @@
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+346475140,2202359,64210825,T3,0,17576,Canonical
+346475230,2202359,64210569,T3,0,17576,Canonical
+346475257,2202359,64210584,T3,0,17576,Canonical
+346475286,2202359,64210796,T3,0,17576,Canonical
+335443208,2221541,61513544,T1,2,17576,Adolescent
+335455937,1078249,61514285,T1,2,17576,Adolescent
+341406373,,61514271,T1,2,17576,Adolescent
+341406464,,61514355,T1,2,17576,Adolescent
+341406500,,61514390,T1,2,17576,Adolescent
+341408436,,61514373,T1,2,17576,Adolescent
+341412321,,61514253,T1,2,17576,Adolescent
+341413406,,61514376,T1,2,17576,Adolescent
+346472791,2202359,61514353,T1,2,17576,Adolescent
+346475140,2202359,64210825,T1,2,17576,Adolescent
+346475257,2202359,64210584,T1,2,17576,Adolescent
+335443208,2221541,61513544,T2,1,17576,Male
+335443239,2221541,61513542,T2,1,17576,Male
+335456074,1078249,61514297,T2,1,17576,Male
+341405995,,61514366,T2,1,17576,Male
+341406373,,61514271,T2,1,17576,Male
+341406400,,61514297,T2,1,17576,Male
+341406464,,61514355,T2,1,17576,Male
+341407928,,61514262,T2,1,17576,Male
+341408436,,61514373,T2,1,17576,Male
+341411835,,61514299,T2,1,17576,Male
+341412084,,61514254,T2,1,17576,Male
+341412321,,61514253,T2,1,17576,Male
+341413438,,61514367,T2,1,17576,Male
+346472491,2202359,61514254,T2,1,17576,Male
+346472791,2202359,61514353,T2,1,17576,Male
+346474826,2202359,64210531,T2,1,17576,Male
+346475050,2202359,64210733,T2,1,17576,Male
+346475230,2202359,64210569,T2,1,17576,Male
+335443208,2221541,61513544,T3,3,17576,Crying
+335443239,2221541,61513542,T3,3,17576,Crying
+335604410,,61514332,T3,3,17576,Crying
+341405901,,61514369,T3,3,17576,Crying
+341406565,,61514387,T3,3,17576,Crying
+341408222,,61514332,T3,3,17576,Crying
+341411600,,61514307,T3,3,17576,Crying
+341411795,,61514393,T3,3,17576,Crying
+341412278,,61514315,T3,3,17576,Crying
+341413215,,61514346,T3,3,17576,Crying
+341413533,,61514269,T3,3,17576,Crying
+341413955,,61514303,T3,3,17576,Crying
+346471882,2202359,61514340,T3,3,17576,Crying
+346471905,2202359,61514305,T3,3,17576,Crying
+346472521,2202359,61514336,T3,3,17576,Crying
+346472546,2202359,61514271,T3,3,17576,Crying
+346472600,2202359,61514269,T3,3,17576,Crying
+346474521,2202359,64210859,T3,3,17576,Crying
+346474540,2202359,64210621,T3,3,17576,Crying
+346474597,2202359,64210706,T3,3,17576,Crying
+346474649,2202359,64210723,T3,3,17576,Crying
+346474668,2202359,64210652,T3,3,17576,Crying
+346474754,2202359,64210644,T3,3,17576,Crying
+335443239,2221541,61513542,T1,3,17576,Adult
+335450337,1078249,61513545,T1,3,17576,Adult
+335456007,1078249,61514350,T1,3,17576,Adult
+335456074,1078249,61514297,T1,3,17576,Adult
+335457604,2202359,61514313,T1,3,17576,Adult
+335457836,2202359,61514354,T1,3,17576,Adult
+341090811,,61514390,T1,3,17576,Adult
+341090839,,61514310,T1,3,17576,Adult
+341090858,,61514293,T1,3,17576,Adult
+341090941,,61514354,T1,3,17576,Adult
+341091056,,61514342,T1,3,17576,Adult
+341091252,,61514386,T1,3,17576,Adult
+341091283,,61514375,T1,3,17576,Adult
+341405995,,61514366,T1,3,17576,Adult
+341406019,,61514300,T1,3,17576,Adult
+341406212,,61514310,T1,3,17576,Adult
+341406400,,61514297,T1,3,17576,Adult
+341406437,,61514284,T1,3,17576,Adult
+341406548,,61514358,T1,3,17576,Adult
+341406580,,61514304,T1,3,17576,Adult
+341407726,,61514293,T1,3,17576,Adult
+341407928,,61514262,T1,3,17576,Adult
+341408310,,61514305,T1,3,17576,Adult
+341408954,,61514364,T1,3,17576,Adult
+341408995,,61514374,T1,3,17576,Adult
+341411126,,61514337,T1,3,17576,Adult
+341411666,,61514272,T1,3,17576,Adult
+341411835,,61514299,T1,3,17576,Adult
+341411961,,61514351,T1,3,17576,Adult
+341412084,,61514254,T1,3,17576,Adult
+341412193,,61514350,T1,3,17576,Adult
+341412345,,61514322,T1,3,17576,Adult
+341412450,,61514343,T1,3,17576,Adult
+341412495,,61514286,T1,3,17576,Adult
+341413341,,61514313,T1,3,17576,Adult
+341413438,,61514367,T1,3,17576,Adult
+341413832,,61514258,T1,3,17576,Adult
+341413999,,61514381,T1,3,17576,Adult
+341414112,,61514320,T1,3,17576,Adult
+341414140,,61514318,T1,3,17576,Adult
+346472120,2202359,61514300,T1,3,17576,Adult
+346472162,2202359,61514350,T1,3,17576,Adult
+346472194,2202359,61514322,T1,3,17576,Adult
+346472228,2202359,61514304,T1,3,17576,Adult
+346472353,2202359,61514293,T1,3,17576,Adult
+346472491,2202359,61514254,T1,3,17576,Adult
+346472697,2202359,61514348,T1,3,17576,Adult
+346472755,2202359,61514321,T1,3,17576,Adult
+346474407,2202359,64210618,T1,3,17576,Adult
+346474451,2202359,64210760,T1,3,17576,Adult
+346474714,2202359,64210580,T1,3,17576,Adult
+346474740,2202359,64210794,T1,3,17576,Adult
+346474826,2202359,64210531,T1,3,17576,Adult
+346474894,2202359,64210520,T1,3,17576,Adult
+346474940,2202359,64210819,T1,3,17576,Adult
+346474989,2202359,64210789,T1,3,17576,Adult
+346475050,2202359,64210733,T1,3,17576,Adult
+346475080,2202359,64210763,T1,3,17576,Adult
+346475230,2202359,64210569,T1,3,17576,Adult
+346475286,2202359,64210796,T1,3,17576,Adult
+335443277,2221541,61513540,T1,1,17576,Child
+335604418,,61514290,T1,1,17576,Child
+341091015,,61514346,T1,1,17576,Child
+341091115,,61514259,T1,1,17576,Child
+341091136,,61514344,T1,1,17576,Child
+341091174,,61514323,T1,1,17576,Child
+341405962,,61514375,T1,1,17576,Child
+341406048,,61514380,T1,1,17576,Child
+341407750,,61514261,T1,1,17576,Child
+341407824,,61514363,T1,1,17576,Child
+341408276,,61514344,T1,1,17576,Child
+341408343,,61514283,T1,1,17576,Child
+341408367,,61514339,T1,1,17576,Child
+341408384,,61514257,T1,1,17576,Child
+341408483,,61514323,T1,1,17576,Child
+341408574,,61514326,T1,1,17576,Child
+341409014,,61514392,T1,1,17576,Child
+341410970,,61514328,T1,1,17576,Child
+341411432,,61514289,T1,1,17576,Child
+341411558,,61514329,T1,1,17576,Child
+341411619,,61514274,T1,1,17576,Child
+341411682,,61514342,T1,1,17576,Child
+341411713,,61514292,T1,1,17576,Child
+341412371,,61514295,T1,1,17576,Child
+341412408,,61514259,T1,1,17576,Child
+341413484,,61514356,T1,1,17576,Child
+341413558,,61514349,T1,1,17576,Child
+341413712,,61514319,T1,1,17576,Child
+341413864,,61514348,T1,1,17576,Child
+341414088,,61514285,T1,1,17576,Child
+341414188,,61514372,T1,1,17576,Child
+341414280,,61514291,T1,1,17576,Child
+346471971,2202359,61514276,T1,1,17576,Child
+346472033,2202359,61514374,T1,1,17576,Child
+346472427,2202359,61514356,T1,1,17576,Child
+346472631,2202359,61514372,T1,1,17576,Child
+335455937,1078249,61514285,T2,0,17576,Female
+335456007,1078249,61514350,T2,0,17576,Female
+335457604,2202359,61514313,T2,0,17576,Female
+335457836,2202359,61514354,T2,0,17576,Female
+341090811,,61514390,T2,0,17576,Female
+341090839,,61514310,T2,0,17576,Female
+341090858,,61514293,T2,0,17576,Female
+341090941,,61514354,T2,0,17576,Female
+341091056,,61514342,T2,0,17576,Female
+341091252,,61514386,T2,0,17576,Female
+341091283,,61514375,T2,0,17576,Female
+341406019,,61514300,T2,0,17576,Female
+341406212,,61514310,T2,0,17576,Female
+341406437,,61514284,T2,0,17576,Female
+341406500,,61514390,T2,0,17576,Female
+341406548,,61514358,T2,0,17576,Female
+341406580,,61514304,T2,0,17576,Female
+341407726,,61514293,T2,0,17576,Female
+341408310,,61514305,T2,0,17576,Female
+341408954,,61514364,T2,0,17576,Female
+341408995,,61514374,T2,0,17576,Female
+341411126,,61514337,T2,0,17576,Female
+341411666,,61514272,T2,0,17576,Female
+341411961,,61514351,T2,0,17576,Female
+341412193,,61514350,T2,0,17576,Female
+341412345,,61514322,T2,0,17576,Female
+341412450,,61514343,T2,0,17576,Female
+341412495,,61514286,T2,0,17576,Female
+341413341,,61514313,T2,0,17576,Female
+341413406,,61514376,T2,0,17576,Female
+341413832,,61514258,T2,0,17576,Female
+341413999,,61514381,T2,0,17576,Female
+341414112,,61514320,T2,0,17576,Female
+341414140,,61514318,T2,0,17576,Female
+346472120,2202359,61514300,T2,0,17576,Female
+346472162,2202359,61514350,T2,0,17576,Female
+346472194,2202359,61514322,T2,0,17576,Female
+346472228,2202359,61514304,T2,0,17576,Female
+346472353,2202359,61514293,T2,0,17576,Female
+346472697,2202359,61514348,T2,0,17576,Female
+346472755,2202359,61514321,T2,0,17576,Female
+346474407,2202359,64210618,T2,0,17576,Female
+346474451,2202359,64210760,T2,0,17576,Female
+346474714,2202359,64210580,T2,0,17576,Female
+346474740,2202359,64210794,T2,0,17576,Female
+346474894,2202359,64210520,T2,0,17576,Female
+346474940,2202359,64210819,T2,0,17576,Female
+346474989,2202359,64210789,T2,0,17576,Female
+346475080,2202359,64210763,T2,0,17576,Female
+346475140,2202359,64210825,T2,0,17576,Female
+346475257,2202359,64210584,T2,0,17576,Female
+346475286,2202359,64210796,T2,0,17576,Female
+335457755,2202359,61514267,T3,1,17576,Non-Canonical
+335604418,,61514290,T3,1,17576,Non-Canonical
+341090879,,61514305,T3,1,17576,Non-Canonical
+341090968,,61514335,T3,1,17576,Non-Canonical
+341091015,,61514346,T3,1,17576,Non-Canonical
+341091088,,61514256,T3,1,17576,Non-Canonical
+341091155,,61514393,T3,1,17576,Non-Canonical
+341091372,,61514306,T3,1,17576,Non-Canonical
+341405866,,61514311,T3,1,17576,Non-Canonical
+341405930,,61514334,T3,1,17576,Non-Canonical
+341405995,,61514366,T3,1,17576,Non-Canonical
+341406048,,61514380,T3,1,17576,Non-Canonical
+341406074,,61514335,T3,1,17576,Non-Canonical
+341406212,,61514310,T3,1,17576,Non-Canonical
+341406373,,61514271,T3,1,17576,Non-Canonical
+341407750,,61514261,T3,1,17576,Non-Canonical
+341407958,,61514256,T3,1,17576,Non-Canonical
+341408200,,61514386,T3,1,17576,Non-Canonical
+341408310,,61514305,T3,1,17576,Non-Canonical
+341408384,,61514257,T3,1,17576,Non-Canonical
+341408411,,61514247,T3,1,17576,Non-Canonical
+341408623,,61514267,T3,1,17576,Non-Canonical
+341408842,,61514378,T3,1,17576,Non-Canonical
+341408939,,61514338,T3,1,17576,Non-Canonical
+341408976,,61514306,T3,1,17576,Non-Canonical
+341409014,,61514392,T3,1,17576,Non-Canonical
+341411343,,61514377,T3,1,17576,Non-Canonical
+341411558,,61514329,T3,1,17576,Non-Canonical
+341411767,,61514290,T3,1,17576,Non-Canonical
+341412111,,61514276,T3,1,17576,Non-Canonical
+341412217,,61514384,T3,1,17576,Non-Canonical
+341412321,,61514253,T3,1,17576,Non-Canonical
+341412426,,61514302,T3,1,17576,Non-Canonical
+341413185,,61514341,T3,1,17576,Non-Canonical
+341413305,,61514252,T3,1,17576,Non-Canonical
+341413558,,61514349,T3,1,17576,Non-Canonical
+341413603,,61514301,T3,1,17576,Non-Canonical
+341413745,,61514371,T3,1,17576,Non-Canonical
+341413929,,61514324,T3,1,17576,Non-Canonical
+341414088,,61514285,T3,1,17576,Non-Canonical
+341414216,,61514340,T3,1,17576,Non-Canonical
+346471930,2202359,61514298,T3,1,17576,Non-Canonical
+346472458,2202359,61514386,T3,1,17576,Non-Canonical
+346472577,2202359,61514378,T3,1,17576,Non-Canonical
+346472755,2202359,61514321,T3,1,17576,Non-Canonical
+346472791,2202359,61514353,T3,1,17576,Non-Canonical
+346474407,2202359,64210618,T3,1,17576,Non-Canonical
+346474475,2202359,64210728,T3,1,17576,Non-Canonical
+346474497,2202359,64210710,T3,1,17576,Non-Canonical
+346474560,2202359,64210752,T3,1,17576,Non-Canonical
+346474583,2202359,64210624,T3,1,17576,Non-Canonical
+346474848,2202359,64210762,T3,1,17576,Non-Canonical
+346474958,2202359,64210738,T3,1,17576,Non-Canonical
+346475050,2202359,64210733,T3,1,17576,Non-Canonical
+346475158,2202359,64210863,T3,1,17576,Non-Canonical
+346475187,2202359,64210626,T3,1,17576,Non-Canonical

+ 22 - 0
classifications/match.py

@@ -0,0 +1,22 @@
+import argparse
+import pandas as pd
+
+parser = argparse.ArgumentParser(description = 'match classifications with extracted chunks')
+parser.add_argument('classifications', help = 'classifications file')
+parser.add_argument('output', help = 'output')
+parser.add_argument('--chunks', help = 'list of chunks', nargs = '+', required = True)
+args = parser.parse_args()
+
+classifications = pd.read_csv(args.classifications)
+
+chunks = pd.concat([
+    pd.read_csv(f) for f in args.chunks
+])
+
+classifications = classifications.merge(
+    chunks,
+    left_on = 'subject_id',
+    right_on = 'zooniverse_id'
+)
+
+classifications.to_csv(args.output, index = False)

+ 82 - 0
classifications/matched.csv

@@ -0,0 +1,82 @@
+id,user_id,subject_id,task_id,answer_id,workflow_id,answer,index,recording_filename,onset,offset,segment_onset,segment_offset,wav,mp3,date_extracted,uploaded,project_id,subject_set,zooniverse_id,keyword
+346474371,2202359.0,64210633,T1,4,17576,Junk,38,BN32_010007.mp3,24587156,24587656,24584902,24588410,BN32_010007_24587156_24587656.wav,BN32_010007_24587156_24587656.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210633,chi_fem
+346474611,2202359.0,64210607,T1,4,17576,Junk,30,BN32_010007.mp3,14108752,14109252,14107993,14109011,BN32_010007_14108752_14109252.wav,BN32_010007_14108752_14109252.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210607,chi_fem
+346474648,2202359.0,64210647,T1,4,17576,Junk,43,BN32_010007.mp3,4713603,4714103,4713263,4714944,BN32_010007_4713603_4714103.wav,BN32_010007_4713603_4714103.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210647,chi_fem
+346474683,2202359.0,64210890,T1,4,17576,Junk,125,BN32_010007.mp3,4713103,4713603,4713263,4714944,BN32_010007_4713103_4713603.wav,BN32_010007_4713103_4713603.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210890,chi_fem
+346474902,2202359.0,64210872,T1,4,17576,Junk,119,BN32_010007.mp3,39329854,39330354,39328511,39331697,BN32_010007_39329854_39330354.wav,BN32_010007_39329854_39330354.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210872,chi_fem
+346475101,2202359.0,64210613,T1,4,17576,Junk,32,BN32_010007.mp3,4149238,4149738,4148967,4149510,BN32_010007_4149238_4149738.wav,BN32_010007_4149238_4149738.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210613,chi_fem
+346475237,2202359.0,64210774,T1,4,17576,Junk,86,BN32_010007.mp3,17157819,17158319,17157511,17158127,BN32_010007_17157819_17158319.wav,BN32_010007_17157819_17158319.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210774,chi_fem
+346474475,2202359.0,64210728,T1,0,17576,Baby,70,BN32_010007.mp3,37978055,37978555,37978100,37979011,BN32_010007_37978055_37978555.wav,BN32_010007_37978055_37978555.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210728,chi_fem
+346474475,2202359.0,64210728,T3,1,17576,Non-Canonical,70,BN32_010007.mp3,37978055,37978555,37978100,37979011,BN32_010007_37978055_37978555.wav,BN32_010007_37978055_37978555.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210728,chi_fem
+346474497,2202359.0,64210710,T1,0,17576,Baby,64,BN32_010007.mp3,43132213,43132713,43132417,43133009,BN32_010007_43132213_43132713.wav,BN32_010007_43132213_43132713.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210710,chi_fem
+346474497,2202359.0,64210710,T3,1,17576,Non-Canonical,64,BN32_010007.mp3,43132213,43132713,43132417,43133009,BN32_010007_43132213_43132713.wav,BN32_010007_43132213_43132713.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210710,chi_fem
+346474521,2202359.0,64210859,T1,0,17576,Baby,116,BN32_010007.mp3,24584656,24585156,24584902,24588410,BN32_010007_24584656_24585156.wav,BN32_010007_24584656_24585156.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210859,chi_fem
+346474521,2202359.0,64210859,T3,3,17576,Crying,116,BN32_010007.mp3,24584656,24585156,24584902,24588410,BN32_010007_24584656_24585156.wav,BN32_010007_24584656_24585156.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210859,chi_fem
+346474540,2202359.0,64210621,T1,0,17576,Baby,34,BN32_010007.mp3,13968039,13968539,13968140,13969439,BN32_010007_13968039_13968539.wav,BN32_010007_13968039_13968539.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210621,chi_fem
+346474540,2202359.0,64210621,T3,3,17576,Crying,34,BN32_010007.mp3,13968039,13968539,13968140,13969439,BN32_010007_13968039_13968539.wav,BN32_010007_13968039_13968539.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210621,chi_fem
+346474560,2202359.0,64210752,T1,0,17576,Baby,79,BN32_010007.mp3,22739523,22740023,22739743,22740303,BN32_010007_22739523_22740023.wav,BN32_010007_22739523_22740023.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210752,chi_fem
+346474560,2202359.0,64210752,T3,1,17576,Non-Canonical,79,BN32_010007.mp3,22739523,22740023,22739743,22740303,BN32_010007_22739523_22740023.wav,BN32_010007_22739523_22740023.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210752,chi_fem
+346474583,2202359.0,64210624,T1,0,17576,Baby,35,BN32_010007.mp3,24936946,24937446,24937180,24937712,BN32_010007_24936946_24937446.wav,BN32_010007_24936946_24937446.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210624,chi_fem
+346474583,2202359.0,64210624,T3,1,17576,Non-Canonical,35,BN32_010007.mp3,24936946,24937446,24937180,24937712,BN32_010007_24936946_24937446.wav,BN32_010007_24936946_24937446.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210624,chi_fem
+346474597,2202359.0,64210706,T1,0,17576,Baby,63,BN32_010007.mp3,13045173,13045673,13045420,13045926,BN32_010007_13045173_13045673.wav,BN32_010007_13045173_13045673.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210706,chi_fem
+346474597,2202359.0,64210706,T3,3,17576,Crying,63,BN32_010007.mp3,13045173,13045673,13045420,13045926,BN32_010007_13045173_13045673.wav,BN32_010007_13045173_13045673.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210706,chi_fem
+346474649,2202359.0,64210723,T1,0,17576,Baby,68,BN32_010007.mp3,33543745,33544245,33543437,33544554,BN32_010007_33543745_33544245.wav,BN32_010007_33543745_33544245.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210723,chi_fem
+346474649,2202359.0,64210723,T3,3,17576,Crying,68,BN32_010007.mp3,33543745,33544245,33543437,33544554,BN32_010007_33543745_33544245.wav,BN32_010007_33543745_33544245.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210723,chi_fem
+346474668,2202359.0,64210652,T1,0,17576,Baby,44,BN32_010007.mp3,33543245,33543745,33543437,33544554,BN32_010007_33543245_33543745.wav,BN32_010007_33543245_33543745.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210652,chi_fem
+346474668,2202359.0,64210652,T3,3,17576,Crying,44,BN32_010007.mp3,33543245,33543745,33543437,33544554,BN32_010007_33543245_33543745.wav,BN32_010007_33543245_33543745.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210652,chi_fem
+346474754,2202359.0,64210644,T1,0,17576,Baby,42,BN32_010007.mp3,3485356,3485856,3485447,3487266,BN32_010007_3485356_3485856.wav,BN32_010007_3485356_3485856.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210644,chi_fem
+346474754,2202359.0,64210644,T3,3,17576,Crying,42,BN32_010007.mp3,3485356,3485856,3485447,3487266,BN32_010007_3485356_3485856.wav,BN32_010007_3485356_3485856.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210644,chi_fem
+346474848,2202359.0,64210762,T1,0,17576,Baby,82,BN32_010007.mp3,42312252,42312752,42311992,42312512,BN32_010007_42312252_42312752.wav,BN32_010007_42312252_42312752.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210762,chi_fem
+346474848,2202359.0,64210762,T3,1,17576,Non-Canonical,82,BN32_010007.mp3,42312252,42312752,42311992,42312512,BN32_010007_42312252_42312752.wav,BN32_010007_42312252_42312752.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210762,chi_fem
+346474871,2202359.0,64210629,T1,0,17576,Baby,37,BN32_010007.mp3,4270852,4271352,4270857,4271348,BN32_010007_4270852_4271352.wav,BN32_010007_4270852_4271352.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210629,chi_fem
+346474871,2202359.0,64210629,T3,2,17576,Laughing,37,BN32_010007.mp3,4270852,4271352,4270857,4271348,BN32_010007_4270852_4271352.wav,BN32_010007_4270852_4271352.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210629,chi_fem
+346474958,2202359.0,64210738,T1,0,17576,Baby,74,BN32_010007.mp3,24586656,24587156,24584902,24588410,BN32_010007_24586656_24587156.wav,BN32_010007_24586656_24587156.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210738,chi_fem
+346474958,2202359.0,64210738,T3,1,17576,Non-Canonical,74,BN32_010007.mp3,24586656,24587156,24584902,24588410,BN32_010007_24586656_24587156.wav,BN32_010007_24586656_24587156.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210738,chi_fem
+346475007,2202359.0,64210787,T1,0,17576,Baby,90,BN32_010007.mp3,33311117,33311617,33310843,33311391,BN32_010007_33311117_33311617.wav,BN32_010007_33311117_33311617.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210787,chi_fem
+346475007,2202359.0,64210787,T3,2,17576,Laughing,90,BN32_010007.mp3,33311117,33311617,33310843,33311391,BN32_010007_33311117_33311617.wav,BN32_010007_33311117_33311617.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210787,chi_fem
+346475158,2202359.0,64210863,T1,0,17576,Baby,117,BN32_010007.mp3,36758530,36759030,36758764,36759296,BN32_010007_36758530_36759030.wav,BN32_010007_36758530_36759030.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210863,chi_fem
+346475158,2202359.0,64210863,T3,1,17576,Non-Canonical,117,BN32_010007.mp3,36758530,36759030,36758764,36759296,BN32_010007_36758530_36759030.wav,BN32_010007_36758530_36759030.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210863,chi_fem
+346475187,2202359.0,64210626,T1,0,17576,Baby,36,BN32_010007.mp3,39330354,39330854,39328511,39331697,BN32_010007_39330354_39330854.wav,BN32_010007_39330354_39330854.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210626,chi_fem
+346475187,2202359.0,64210626,T3,1,17576,Non-Canonical,36,BN32_010007.mp3,39330354,39330854,39328511,39331697,BN32_010007_39330354_39330854.wav,BN32_010007_39330354_39330854.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210626,chi_fem
+346474740,2202359.0,64210794,T3,2,17576,Laughing,93,BN32_010007.mp3,35608594,35609094,35608672,35610017,BN32_010007_35608594_35609094.wav,BN32_010007_35608594_35609094.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210794,chi_fem
+346474740,2202359.0,64210794,T1,3,17576,Adult,93,BN32_010007.mp3,35608594,35609094,35608672,35610017,BN32_010007_35608594_35609094.wav,BN32_010007_35608594_35609094.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210794,chi_fem
+346474740,2202359.0,64210794,T2,0,17576,Female,93,BN32_010007.mp3,35608594,35609094,35608672,35610017,BN32_010007_35608594_35609094.wav,BN32_010007_35608594_35609094.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210794,chi_fem
+346474451,2202359.0,64210760,T3,0,17576,Canonical,81,BN32_010007.mp3,39328854,39329354,39328511,39331697,BN32_010007_39328854_39329354.wav,BN32_010007_39328854_39329354.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210760,chi_fem
+346474451,2202359.0,64210760,T1,3,17576,Adult,81,BN32_010007.mp3,39328854,39329354,39328511,39331697,BN32_010007_39328854_39329354.wav,BN32_010007_39328854_39329354.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210760,chi_fem
+346474451,2202359.0,64210760,T2,0,17576,Female,81,BN32_010007.mp3,39328854,39329354,39328511,39331697,BN32_010007_39328854_39329354.wav,BN32_010007_39328854_39329354.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210760,chi_fem
+346474714,2202359.0,64210580,T3,0,17576,Canonical,21,BN32_010007.mp3,46618622,46619122,46618733,46619011,BN32_010007_46618622_46619122.wav,BN32_010007_46618622_46619122.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210580,chi_fem
+346474714,2202359.0,64210580,T1,3,17576,Adult,21,BN32_010007.mp3,46618622,46619122,46618733,46619011,BN32_010007_46618622_46619122.wav,BN32_010007_46618622_46619122.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210580,chi_fem
+346474714,2202359.0,64210580,T2,0,17576,Female,21,BN32_010007.mp3,46618622,46619122,46618733,46619011,BN32_010007_46618622_46619122.wav,BN32_010007_46618622_46619122.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210580,chi_fem
+346474826,2202359.0,64210531,T3,0,17576,Canonical,5,BN32_010007.mp3,45433933,45434433,45432993,45435374,BN32_010007_45433933_45434433.wav,BN32_010007_45433933_45434433.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210531,chi_fem
+346474826,2202359.0,64210531,T2,1,17576,Male,5,BN32_010007.mp3,45433933,45434433,45432993,45435374,BN32_010007_45433933_45434433.wav,BN32_010007_45433933_45434433.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210531,chi_fem
+346474826,2202359.0,64210531,T1,3,17576,Adult,5,BN32_010007.mp3,45433933,45434433,45432993,45435374,BN32_010007_45433933_45434433.wav,BN32_010007_45433933_45434433.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210531,chi_fem
+346474894,2202359.0,64210520,T3,0,17576,Canonical,2,BN32_010007.mp3,46794141,46794641,46794213,46794569,BN32_010007_46794141_46794641.wav,BN32_010007_46794141_46794641.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210520,chi_fem
+346474894,2202359.0,64210520,T1,3,17576,Adult,2,BN32_010007.mp3,46794141,46794641,46794213,46794569,BN32_010007_46794141_46794641.wav,BN32_010007_46794141_46794641.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210520,chi_fem
+346474894,2202359.0,64210520,T2,0,17576,Female,2,BN32_010007.mp3,46794141,46794641,46794213,46794569,BN32_010007_46794141_46794641.wav,BN32_010007_46794141_46794641.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210520,chi_fem
+346474940,2202359.0,64210819,T3,0,17576,Canonical,103,BN32_010007.mp3,38739438,38739938,38736978,38740399,BN32_010007_38739438_38739938.wav,BN32_010007_38739438_38739938.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210819,chi_fem
+346474940,2202359.0,64210819,T1,3,17576,Adult,103,BN32_010007.mp3,38739438,38739938,38736978,38740399,BN32_010007_38739438_38739938.wav,BN32_010007_38739438_38739938.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210819,chi_fem
+346474940,2202359.0,64210819,T2,0,17576,Female,103,BN32_010007.mp3,38739438,38739938,38736978,38740399,BN32_010007_38739438_38739938.wav,BN32_010007_38739438_38739938.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210819,chi_fem
+346474989,2202359.0,64210789,T3,0,17576,Canonical,91,BN32_010007.mp3,45432933,45433433,45432993,45435374,BN32_010007_45432933_45433433.wav,BN32_010007_45432933_45433433.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210789,chi_fem
+346474989,2202359.0,64210789,T1,3,17576,Adult,91,BN32_010007.mp3,45432933,45433433,45432993,45435374,BN32_010007_45432933_45433433.wav,BN32_010007_45432933_45433433.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210789,chi_fem
+346474989,2202359.0,64210789,T2,0,17576,Female,91,BN32_010007.mp3,45432933,45433433,45432993,45435374,BN32_010007_45432933_45433433.wav,BN32_010007_45432933_45433433.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210789,chi_fem
+346475080,2202359.0,64210763,T3,0,17576,Canonical,83,BN32_010007.mp3,38739938,38740438,38736978,38740399,BN32_010007_38739938_38740438.wav,BN32_010007_38739938_38740438.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210763,chi_fem
+346475080,2202359.0,64210763,T1,3,17576,Adult,83,BN32_010007.mp3,38739938,38740438,38736978,38740399,BN32_010007_38739938_38740438.wav,BN32_010007_38739938_38740438.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210763,chi_fem
+346475080,2202359.0,64210763,T2,0,17576,Female,83,BN32_010007.mp3,38739938,38740438,38736978,38740399,BN32_010007_38739938_38740438.wav,BN32_010007_38739938_38740438.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210763,chi_fem
+346475140,2202359.0,64210825,T3,0,17576,Canonical,105,BN32_010007.mp3,47056441,47056941,47055995,47056888,BN32_010007_47056441_47056941.wav,BN32_010007_47056441_47056941.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210825,chi_fem
+346475140,2202359.0,64210825,T1,2,17576,Adolescent,105,BN32_010007.mp3,47056441,47056941,47055995,47056888,BN32_010007_47056441_47056941.wav,BN32_010007_47056441_47056941.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210825,chi_fem
+346475140,2202359.0,64210825,T2,0,17576,Female,105,BN32_010007.mp3,47056441,47056941,47055995,47056888,BN32_010007_47056441_47056941.wav,BN32_010007_47056441_47056941.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210825,chi_fem
+346475230,2202359.0,64210569,T3,0,17576,Canonical,17,BN32_010007.mp3,4290796,4291296,4290978,4291115,BN32_010007_4290796_4291296.wav,BN32_010007_4290796_4291296.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210569,chi_fem
+346475230,2202359.0,64210569,T2,1,17576,Male,17,BN32_010007.mp3,4290796,4291296,4290978,4291115,BN32_010007_4290796_4291296.wav,BN32_010007_4290796_4291296.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210569,chi_fem
+346475230,2202359.0,64210569,T1,3,17576,Adult,17,BN32_010007.mp3,4290796,4291296,4290978,4291115,BN32_010007_4290796_4291296.wav,BN32_010007_4290796_4291296.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210569,chi_fem
+346475257,2202359.0,64210584,T3,0,17576,Canonical,22,BN32_010007.mp3,47180540,47181040,47180097,47181484,BN32_010007_47180540_47181040.wav,BN32_010007_47180540_47181040.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210584,chi_fem
+346475257,2202359.0,64210584,T1,2,17576,Adolescent,22,BN32_010007.mp3,47180540,47181040,47180097,47181484,BN32_010007_47180540_47181040.wav,BN32_010007_47180540_47181040.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210584,chi_fem
+346475257,2202359.0,64210584,T2,0,17576,Female,22,BN32_010007.mp3,47180540,47181040,47180097,47181484,BN32_010007_47180540_47181040.wav,BN32_010007_47180540_47181040.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210584,chi_fem
+346475286,2202359.0,64210796,T3,0,17576,Canonical,94,BN32_010007.mp3,14488435,14488935,14488529,14488841,BN32_010007_14488435_14488935.wav,BN32_010007_14488435_14488935.mp3,2021-07-16 19:19:44,True,14957,vandam_chi_fem,64210796,chi_fem
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extra/zoo1.png