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audio
audioduration (s)
53
60.2
key
stringlengths
36
36
user_obs_status_queen
stringclasses
5 values
pred_status_queen
stringclasses
5 values
pred_score
int64
48
100
request_timestamp
timestamp[ns]date
2024-04-19 10:21:13
2024-12-06 19:21:31
0a6f9e16-c28a-4128-8be5-874119b7e810
unknown
queen present and newly accepted
92
2024-04-19T12:48:32
01b4b0f9-4fa7-4f38-9b19-c666f67b0fd2
queen present or original queen
Insect
84
2024-04-25T11:30:01
02cda6fb-21ba-452c-9fee-5b2031c20f5b
queen not present
queen not present
51
2024-04-23T10:47:48
2aaeb9d0-b0a3-4c64-b344-9aaaf0028acc
queen present and newly accepted
queen present or original queen
83
2024-05-03T12:15:07
04bf8fca-d0ee-48b3-8a5a-4cebb2d64863
queen not present
queen present or original queen
97
2024-04-29T11:33:53
4c476535-caff-4fa6-a0bf-201a9f21aa49
unknown
queen present or original queen
98
2024-07-10T09:27:07
4f8a28ea-91bf-4e13-8bb7-ad5ca847dfb7
unknown
Animal
55
2024-04-24T17:48:58
4f786d4e-944d-4fca-a0d7-a26535ca9648
unknown
queen present or original queen
80
2024-05-03T14:45:07
4f810dd4-ae5e-4629-afef-c2d8f4d30981
unknown
queen present or original queen
83
2024-06-12T19:12:01
4f3783d5-42b4-4f87-925f-93a166a000ee
unknown
queen present or original queen
60
2024-06-15T11:25:00
5a0d83f2-cf2c-40db-b0c3-6450f9f00162
queen present or original queen
queen present or original queen
98
2024-05-01T13:08:23
6a3b62e9-6b43-4f37-b08a-c049485be32d
unknown
queen present or original queen
100
2024-05-05T16:06:01
6fbe3392-2d54-4316-9153-bc2d65201500
unknown
queen present or original queen
85
2024-06-12T19:20:11
6fe7bc46-1d46-41d1-8a58-7120c4d02bde
unknown
queen present or original queen
81
2024-05-03T14:15:14
6fe9c07a-54d2-46e9-a4e1-00c459151054
unknown
queen present or original queen
53
2024-12-06T19:21:31
7b0c4a4c-67c5-441b-8280-478b3629518b
queen not present
queen present or original queen
70
2024-05-20T18:48:09
7ccde344-8833-4873-a59c-100c3d15705d
unknown
Insect
100
2024-04-23T10:10:37
8d68165c-0fd8-43d4-a923-71f6310282c6
unknown
queen present or original queen
99
2024-05-16T09:44:17
8e19d119-d99d-47b0-98ad-9f07a3c437cb
queen not present
queen present or original queen
95
2024-05-01T12:59:38
8f35ba46-be38-4f7d-8818-e62a7341601c
queen present or original queen
queen present or original queen
99
2024-05-04T11:30:04
9c975668-ad56-409c-96f9-ce0ec00a0c18
unknown
queen not present
82
2024-04-27T15:48:48
15e1eb62-a57c-41e6-94ce-c2dbdee4678c
unknown
queen present or original queen
100
2024-05-05T16:09:11
23b2f79f-f1dd-4d5b-afa9-0b4ce8c4da35
unknown
queen present or original queen
75
2024-04-27T16:33:29
30df9532-9d29-4c3b-ad63-abfa4f83cc05
queen not present
queen not present
54
2024-04-29T07:38:20
38f662bf-04e2-4c62-a04d-41108c97b36f
queen present and newly accepted
Insect
76
2024-04-25T11:12:32
045f8e03-3849-4d15-be36-5d65e2ecf28b
unknown
Insect
99
2024-04-25T10:38:16
60df5e4c-903e-47f0-a65e-141b0655ee8e
unknown
queen present or original queen
86
2024-04-27T15:37:55
76b09c85-e28a-41bd-b256-fa11c144a6a3
queen present or original queen
Insect
85
2024-04-25T11:58:15
79c9be5c-f79a-417d-8706-fc8b1a22b4d4
unknown
queen present or original queen
96
2024-06-12T19:14:35
80fdfafb-b0fd-4160-a238-5b7046340b37
queen present or original queen
queen present or original queen
96
2024-05-16T09:46:28
87c62697-3365-4913-8fa4-732ba570b5af
queen not present
queen present or original queen
62
2024-04-29T09:37:57
94a35f3a-475c-4de4-ad6b-cdb672cbb2aa
unknown
queen not present
61
2024-04-19T10:59:00
098b2d31-bd67-4911-8e25-cddb7228a2d1
unknown
queen present or original queen
100
2024-05-05T16:07:42
206ecf2d-e55b-4390-b828-a2f1d342a309
queen not present
queen present or original queen
98
2024-05-19T10:52:24
471eb886-b661-49e0-824f-077036346b2b
queen present and rejected
queen present or original queen
67
2024-05-03T14:13:08
508b5907-e847-48cb-8167-8f0d91a7d753
queen present or original queen
Insect
100
2024-04-25T11:56:38
0518feae-4e83-4012-9ae9-170f78d30855
unknown
queen present or original queen
89
2024-04-29T06:57:05
647d76b0-212b-411f-a0c3-273655bdc235
queen present or original queen
queen present or original queen
88
2024-04-27T17:13:51
648da509-b475-4363-8b12-41817b3aa8e8
queen not present
queen present or original queen
95
2024-06-10T10:03:55
734e0cf1-3a33-4b2b-a5b6-ad43921e56b3
queen not present
queen present or original queen
98
2024-06-05T17:43:56
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unknown
queen not present
79
2024-04-19T10:42:20
827e5350-cc1e-4de8-a06c-b0405329f12a
unknown
queen present or original queen
98
2024-05-03T13:44:17
2022b239-aa78-4d61-881d-5f6b18241497
queen not present
Insect
100
2024-04-25T10:59:18
6356c3c2-0313-4aaf-940d-4ca038d3361f
queen present or original queen
queen present or original queen
100
2024-05-17T15:50:33
8128b1e8-7423-4789-959c-cdca0c7d1d02
unknown
queen present and newly accepted
55
2024-04-19T12:41:45
11676c60-a40b-4ae5-8cce-9ac10bfa1d11
queen present or original queen
queen present or original queen
86
2024-04-27T16:12:16
46753bb9-8cd5-4a0b-b415-8881ac759551
unknown
queen present or original queen
93
2024-04-27T15:39:27
58356b81-184f-40b3-9a25-ab1376b3fc9a
queen present and newly accepted
queen present or original queen
100
2024-04-29T17:58:10
75325eac-897f-421f-88ce-1bb98cd6ad78
queen present or original queen
queen present or original queen
100
2024-06-05T17:41:01
83144cf6-7ee2-4eb2-852a-1a8c91909c4d
queen present and rejected
queen present or original queen
86
2024-05-03T12:30:51
89804a2a-7d54-416f-8d2b-72df0ed2ad84
unknown
Insect
100
2024-04-23T10:11:50
7377091e-c678-422e-8638-6485b2b70fea
unknown
Insect
69
2024-04-19T10:37:32
63838157-17a0-49e1-bb2e-e2c8b8d8b106
unknown
queen present or original queen
100
2024-04-30T17:58:47
83246701-1f04-4bdd-bf79-be9d8fa48045
unknown
queen present or original queen
66
2024-06-15T11:23:50
86168066-392c-4d54-a1e3-f7552cb74e18
unknown
queen not present
54
2024-05-01T16:52:43
a8dbc0d5-ebda-4a4f-a71f-54cc090d8e55
unknown
queen present or original queen
84
2024-06-15T11:20:53
a138d23a-3c9e-456a-a13a-b081ecebdc29
queen not present
queen present or original queen
97
2024-06-18T16:30:54
ab7c8622-21e3-486b-a882-cce6bdb47327
queen present or original queen
queen present or original queen
99
2024-06-05T17:42:30
ab789b35-4aa7-41ee-823a-2ff284a57fac
unknown
queen present or original queen
60
2024-04-29T06:55:06
ad6f9c84-045b-4fd8-8828-b41869273be7
queen present and newly accepted
queen present or original queen
96
2024-04-30T18:01:59
b3ea4582-9057-475e-9938-4b17b1e884ef
unknown
Insect
100
2024-04-23T10:15:36
b48b3f2a-fd36-49b5-bff4-5dd970cfe970
unknown
Insect
57
2024-04-19T10:21:13
b53ff150-1cde-474e-a5dc-62f9729603aa
queen not present
queen not present
53
2024-04-29T08:25:10
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unknown
queen present or original queen
97
2024-04-29T06:52:36
b3694512-f724-433a-9409-ec28bcf9c2ef
queen present or original queen
queen present or original queen
88
2024-06-10T10:05:41
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unknown
queen present or original queen
72
2024-04-27T15:32:05
c966dcac-f13e-4161-9e0e-21d435e1b2e7
queen not present
Insect
87
2024-04-25T10:48:15
c4703ec6-74a8-47cc-9c76-1636fea5d386
unknown
queen present or original queen
83
2024-04-29T06:36:00
c6545ab8-9d3d-413e-8475-20c8c4cbb30d
unknown
Insect
76
2024-04-24T17:50:19
c7508e23-dc93-4225-83dd-f3de7cc65bdb
queen present and rejected
queen present or original queen
68
2024-05-03T16:03:13
cab25c8b-6954-412a-bad2-42ecb7161776
unknown
queen not present
87
2024-04-27T15:23:28
cbf10df6-2fba-4ac3-adc3-d54de792b3dd
unknown
Insect
93
2024-04-25T11:10:58
cc407a99-56df-40b5-b5a1-d9652a0f93e5
queen not present
queen present or original queen
99
2024-04-30T17:57:31
d4fc1e16-f13c-4270-b243-5329cadfa55a
queen present or original queen
queen present or original queen
100
2024-05-17T15:52:37
d340d106-68d0-405a-8f34-0cbecc62ca4c
queen present or original queen
queen present or original queen
89
2024-05-01T13:01:45
db81ff78-4f89-457c-91ee-ed79ed72cb1b
unknown
queen present and newly accepted
48
2024-04-25T09:34:40
de8deaff-fbb8-4118-b3d0-9543d9fac6a5
queen not present
queen present or original queen
100
2024-06-18T16:28:39
dee661b8-d7cf-43d6-8a13-b16593034ffc
unknown
Insect
80
2024-04-19T11:08:32
dfb4f51c-c42c-43d7-80dd-1a670d02ba18
unknown
queen present or original queen
94
2024-07-10T09:28:30
e9d6f294-00a0-4310-a586-04a0b57635ee
unknown
queen present or original queen
100
2024-06-03T10:14:31
e62356d9-1e9e-4a5b-9370-078fc3a116c2
queen present and newly accepted
queen present or original queen
90
2024-06-10T10:10:22
ef5982b0-b378-4ad0-83e4-6f53466d0ffd
unknown
queen present or original queen
100
2024-05-05T16:03:45
eff4e7ca-dd59-42c4-b631-0e18b605beec
unknown
Insect
87
2024-04-23T10:50:30
f0e12826-9013-4609-af6b-9dc8b04460bc
unknown
queen present or original queen
52
2024-04-29T06:37:55
f36e5f75-bc5d-407c-b880-c1fed789be80
queen present or original queen
queen present or original queen
90
2024-05-01T13:04:22
fee92fa7-872b-4e18-b84c-f42e64f561f0
unknown
queen present or original queen
97
2024-06-15T11:22:29

Dataset Card for AI-Belha

Dataset Summary

AI-Belha is a dataset comprising audio recordings from beehives, collected to determine the presence and status of the queen bee. The dataset includes 86 mono WAV files, each approximately 60 seconds long and sampled at 16 kHz, totaling about 1 hour and 26 minutes of audio. Each recording is annotated with beekeeper observations and model predictions regarding the queen bee's status.

Supported Tasks and Leaderboards

  • Audio Classification: Classify beehive audio recordings to determine the queen bee's status.
  • Environmental Monitoring: Use acoustic data for non-invasive monitoring of beehive health.

Languages

Not applicable (non-verbal audio data).

Dataset Structure

Data Instances

Each instance in the dataset includes:

  • audio: The WAV file containing beehive sounds.
  • user_obs_status_queen: Beekeeper's observation of the queen bee's status, categorized as:
    • unknown
    • queen_present_original
    • queen_absent
    • queen_present_newly_accepted
    • queen_present_rejected
  • pred_status_queen: Model's predicted status of the queen bee.
  • pred_score: Confidence score (0–100%) of the model's prediction.
  • request_timestamp: Timestamp of when the audio was recorded.

Data Fields

Field Type Description
audio audio WAV file of beehive sounds.
user_obs_status_queen string Beekeeper's observation of queen bee's status.
pred_status_queen string Model's predicted queen bee status.
pred_score float32 Confidence score of the prediction (0–100%).
request_timestamp timestamp Timestamp of audio recording.

Dataset Creation

Curation Rationale

The dataset was created to facilitate research into non-invasive methods for monitoring beehive health, specifically focusing on detecting the presence and status of the queen bee through acoustic analysis.

Source Data

Initial Data Collection and Normalization

Audio samples were collected between April and December 2024 by beekeepers across various regions of Portugal. Recordings were made using smartphone microphones placed outside the beehives. All beekeeper information has been anonymized to comply with data privacy standards.

Annotations

Annotations include:

  • Beekeeper observations regarding the queen bee's status.
  • Model predictions generated by a fine-tuned YAMNet model.

Considerations for Using the Data

Social Impact

This dataset aims to support sustainable beekeeping practices by providing tools for non-invasive monitoring of hive health, potentially aiding in the conservation of bee populations.

Discussion of Biases

Potential biases may arise from:

  • Variability in recording equipment and environmental conditions.
  • Subjectivity in beekeeper observations.
  • Limited to recordings from Portugal within a specific timeframe.
  • Audio quality may vary due to differing recording devices and ambient noise.

Licensing Information

This dataset is released under the MIT License.

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