{ "cells": [ { "cell_type": "markdown", "source": [ "# Analyzing Bird Audio\n", "\n", "- toc: false\n", "- badges: true\n", "- comments: true\n", "- category: datascience\n", "- description: An analysis of bird audio from Xeno Canto to determine if it was a song or a call.\n", "- image: images/copied_from_nb/birds.png" ], "metadata": { "tags": [], "cell_id": "00000-b98ee5de-4796-4f03-9cd5-4523c8709e6c", "deepnote_cell_type": "markdown" } }, { "cell_type": "markdown", "source": [ "![Analyzing Bird Audio Cover Photo](birds.png)\n", "\n", "**Authors**: [Adithya Balaji](https://www.linkedin.com/in/adithyabsk/),\n", "[Malika Khurana](https://www.linkedin.com/in/malikakhurana/)\n", "\n", "> This report details our process for analyzing bird audio, with some snippets of code. You can find the full project\n", "> repo [on github](https://github.com/adithyabsk/bird_audio)." ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "metadata": { "tags": [], "cell_id": "00000-3155da5a-5d99-4ec4-b125-8e5d4eecb1de", "deepnote_to_be_reexecuted": false, "source_hash": "8886d04a", "execution_start": 1621312147533, "execution_millis": 7, "deepnote_cell_type": "code" }, "source": [ "import IPython.display as ipd\n", "import requests" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "tags": [], "cell_id": "00002-36821c94-74e6-4e9a-8cc6-1e620079af98", "deepnote_to_be_reexecuted": false, "source_hash": "d2fb25ab", "execution_start": 1621312147545, "execution_millis": 15, "deepnote_cell_type": "code" }, "source": [ "# hide_input\n", "def display_code_block(url, start_line=1, end_line=-1):\n", " raw_audio = requests.get(url)\n", " text = \"\\n\".join(raw_audio.content.decode().split(\"\\n\")[start_line - 1 : end_line])\n", " ipd.display(\n", " ipd.Markdown(\n", " f\"\"\"\n", "```python\n", "{text}\n", "```\n", "\"\"\"\n", " )\n", " )" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Introduction\n", "\n", "We aim to accurately classify bird sounds as songs or calls. We used 3 different approaches and models based on\n", "recording metadata, the audio data itself, and spectrogram images of the recording to perform this classification task.\n", "\n", "
df_index | id | gen | sp | ssp | en | rec | cnt | loc | lat | lng | alt | type | url | file | file-name | sono | lic | q | length | time | date | uploaded | also | rmk | bird-seen | playback-used | pred | gender | age | month | day | hour | minute | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 96 | 454911 | Branta | canadensis | NaN | Canada Goose | Bruce Lagerquist | United States | Sedro-Woolley, Skagit County, Washington | 48.5237 | -122.0185 | 30 | call | //www.xeno-canto.org/454911 | //www.xeno-canto.org/454911/download | XC454911-190202_02 Canadian Geese.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/JHFICMRVUX/ffts/XC454911-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/JHFICMRVUX/ffts/XC454911-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/JHFICMRVUX/ffts/XC454911-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/JHFICMRVUX/ffts/XC454911-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | A | 0:17 | 1900-01-01 11:30:00 | 2019-02-02 | 2019-02-04 | ['Cygnus buccinator'] | Mixed flock of Trumpeter Swans and Canada Geese feeding in an agricultural field. Recording of Swan's here XC454910 | yes | no | 1 | NaN | NaN | 2.0 | 2.0 | 11.0 | 30.0 |
1 | 97 | 418340 | Branta | canadensis | NaN | Canada Goose | Sue Riffe | United States | Au Sable SF - Big Creek Rd, Michigan | 44.0185 | -83.7560 | 180 | song | //www.xeno-canto.org/418340 | //www.xeno-canto.org/418340/download | XC418340-Canada Goose on 5.11.18 at Au Sable SF MI at 11.20 for .14 _0908 .mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC418340-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC418340-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC418340-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC418340-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | A | 0:14 | 1900-01-01 11:20:00 | 2018-05-11 | 2018-06-03 | ['Agelaius phoeniceus'] | Natural vocalization | yes | no | 0 | NaN | NaN | 5.0 | 11.0 | 11.0 | 20.0 |
2 | 107 | 291051 | Branta | canadensis | NaN | Canada Goose | Eric Hough | United States | San Juan River, Cottonwood Day-Use Area, Navajo Lake State Park, San Juan County, New Mexico | 36.8068 | -107.6789 | 1800 | call | //www.xeno-canto.org/291051 | //www.xeno-canto.org/291051/download | XC291051-CANG_11515_1730_SanJuanRiver-NavajoDam.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/BCFUZDOSJZ/ffts/XC291051-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/BCFUZDOSJZ/ffts/XC291051-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/BCFUZDOSJZ/ffts/XC291051-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/BCFUZDOSJZ/ffts/XC291051-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | A | 0:15 | 1900-01-01 17:30:00 | 2015-11-15 | 2015-11-18 | [''] | Flock calling while flying over at dusk. Amplification, low and high pass filters used in Audacity. | yes | no | 1 | NaN | NaN | 11.0 | 15.0 | 17.0 | 30.0 |
3 | 108 | 283618 | Branta | canadensis | NaN | Canada Goose | Garrett MacDonald | United States | Beluga--North Bog, Kenai Peninsula Borough, Alaska | 61.2089 | -151.0103 | 40 | call, flight call | //www.xeno-canto.org/283618 | //www.xeno-canto.org/283618/download | XC283618-LS100466.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/CDHIAMGTRT/ffts/XC283618-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/CDHIAMGTRT/ffts/XC283618-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/CDHIAMGTRT/ffts/XC283618-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/CDHIAMGTRT/ffts/XC283618-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | A | 0:10 | 1900-01-01 11:00:00 | 2015-05-20 | 2015-10-03 | [''] | Natural vocalizations from a pair of birds in flight. Recording not modified. | yes | no | 1 | NaN | NaN | 5.0 | 20.0 | 11.0 | 0.0 |
4 | 110 | 209702 | Branta | canadensis | NaN | Canada Goose | Albert @ Max lastukhin | United States | Oyster Bay (near Lattingtown), Nassau, New York | 40.8881 | -73.5851 | 10 | call | //www.xeno-canto.org/209702 | //www.xeno-canto.org/209702/download | XC209702-Poecile atricapillus Dec_27,_2014,_4_05_PM,C1.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/LELYWQKUZX/ffts/XC209702-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/LELYWQKUZX/ffts/XC209702-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/LELYWQKUZX/ffts/XC209702-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/LELYWQKUZX/ffts/XC209702-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | A | 0:11 | 1900-01-01 16:00:00 | 2014-12-27 | 2015-01-09 | ['Poecile atricapillus'] | NaN | yes | no | 1 | NaN | NaN | 12.0 | 27.0 | 16.0 | 0.0 |
5 | 118 | 165398 | Branta | canadensis | parvipes | Canada Goose | Ted Floyd | United States | Boulder, Colorado | 40.0160 | -105.2765 | 1600 | call | //www.xeno-canto.org/165398 | //www.xeno-canto.org/165398/download | XC165398-CanG for Xeno-Canto.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/KADPGEQPZI/ffts/XC165398-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/KADPGEQPZI/ffts/XC165398-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/KADPGEQPZI/ffts/XC165398-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/KADPGEQPZI/ffts/XC165398-full.png'} | //creativecommons.org/licenses/by-nc-sa/3.0/ | A | 0:19 | 1900-01-01 09:30:00 | 2014-01-24 | 2014-01-25 | [''] | A large flock of Canada Geese taking off. I believe most of the birds in this flock were parvipes (\\\"Lesser\\\") Canada Geese, but there were also larger (subspecies moffitti?) Canada Geese and a few Cackling Geese (several of the subspecies hutchinsii and possibly one of the subspecies minima) in the general vicinity. \\r\\n\\r\\nIn the old days this would have been an \\\"obvious\\\" or \\\"easy\\\" flock of \\\"Canada Geese.\\\" Now we're dealing with perhaps two species and probably two or three subspecies in the recording. Again, I believe most of the birds audible here are parvipes (\\\"Lesser\\\") Canada Geese. | yes | no | 1 | NaN | NaN | 1.0 | 24.0 | 9.0 | 30.0 |
6 | 129 | 1136 | Branta | canadensis | NaN | Canada Goose | Don Jones | United States | Brace Road, Southampton, NJ | 39.9337 | -74.7170 | ? | song | //www.xeno-canto.org/1136 | //www.xeno-canto.org/1136/download | bird034.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/BCWZQTGMSO/ffts/XC1136-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/BCWZQTGMSO/ffts/XC1136-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/BCWZQTGMSO/ffts/XC1136-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/BCWZQTGMSO/ffts/XC1136-full.png'} | //creativecommons.org/licenses/by-nc-nd/2.5/ | A | 0:10 | NaT | 1997-10-17 | 2008-11-20 | [''] | NaN | unknown | unknown | 0 | NaN | NaN | 10.0 | 17.0 | NaN | NaN |
7 | 132 | 536877 | Branta | canadensis | NaN | Canada Goose | Sue Riffe | United States | S Cape May Meadows, Cape May Cty, New Jersey | 38.9381 | -74.9446 | 0 | adult, call, sex uncertain | //www.xeno-canto.org/536877 | //www.xeno-canto.org/536877/download | XC536877-Canada Goose on 10.18.19 at S Cape May Meadows NJ at 18.52 for .19.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC536877-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC536877-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC536877-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC536877-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | B | 0:19 | 1900-01-01 18:52:00 | 2019-10-18 | 2020-03-21 | ['Charadrius vociferus'] | Natural vocalization of a flock of geese landing on the water near sunset. Windy | yes | no | 1 | NaN | adult | 10.0 | 18.0 | 18.0 | 52.0 |
8 | 133 | 511453 | Branta | canadensis | NaN | Canada Goose | Phoenix Birder | United States | Gilbert, Maricopa County, Arizona | 33.3634 | -111.7341 | 380 | adult, call, female, male | //www.xeno-canto.org/511453 | //www.xeno-canto.org/511453/download | XC511453-CaGo.2019.12.10.AZ.Maricopa.RiparianPreserve.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/UKNISVRBBF/ffts/XC511453-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/UKNISVRBBF/ffts/XC511453-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/UKNISVRBBF/ffts/XC511453-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/UKNISVRBBF/ffts/XC511453-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | B | 0:19 | 1900-01-01 08:52:00 | 2019-12-10 | 2019-12-10 | ['Toxostoma curvirostre'] | Sound Devices MixPre-3 Wildtronics Stereo Model #WTPMMSA 22” Parabolic Reflector, phoenixbirder@gmail.com | yes | no | 1 | male | adult | 12.0 | 10.0 | 8.0 | 52.0 |
9 | 134 | 504983 | Branta | canadensis | canadensis | Canada Goose | nick talbot | United States | Central Park, New York city,USA | 40.7740 | -73.9710 | 20 | call | //www.xeno-canto.org/504983 | //www.xeno-canto.org/504983/download | XC504983-2019_10_21 Branta canadensis2.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/CCUCXWCPSW/ffts/XC504983-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/CCUCXWCPSW/ffts/XC504983-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/CCUCXWCPSW/ffts/XC504983-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/CCUCXWCPSW/ffts/XC504983-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | B | 0:13 | 1900-01-01 13:00:00 | 2019-10-21 | 2019-10-30 | [''] | A pair of birds calling from a lake | yes | no | 1 | NaN | NaN | 10.0 | 21.0 | 13.0 | 0.0 |
df_index | id | gen | sp | ssp | en | rec | cnt | loc | lat | lng | alt | type | url | file | file-name | sono | lic | q | length | time | date | uploaded | also | rmk | bird-seen | playback-used | pred | gender | age | month | day | hour | minute | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 96 | 454911 | Branta | canadensis | NaN | Canada Goose | Bruce Lagerquist | United States | Sedro-Woolley, Skagit County, Washington | 48.5237 | -122.0185 | 30 | call | //www.xeno-canto.org/454911 | //www.xeno-canto.org/454911/download | XC454911-190202_02 Canadian Geese.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/JHFICMRVUX/ffts/XC454911-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/JHFICMRVUX/ffts/XC454911-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/JHFICMRVUX/ffts/XC454911-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/JHFICMRVUX/ffts/XC454911-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | A | 0:17 | 1900-01-01 11:30:00 | 2019-02-02 | 2019-02-04 | ['Cygnus buccinator'] | Mixed flock of Trumpeter Swans and Canada Geese feeding in an agricultural field. Recording of Swan's here XC454910 | yes | no | 1 | NaN | NaN | 2.0 | 2.0 | 11.0 | 30.0 |
1 | 97 | 418340 | Branta | canadensis | NaN | Canada Goose | Sue Riffe | United States | Au Sable SF - Big Creek Rd, Michigan | 44.0185 | -83.7560 | 180 | song | //www.xeno-canto.org/418340 | //www.xeno-canto.org/418340/download | XC418340-Canada Goose on 5.11.18 at Au Sable SF MI at 11.20 for .14 _0908 .mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC418340-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC418340-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC418340-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC418340-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | A | 0:14 | 1900-01-01 11:20:00 | 2018-05-11 | 2018-06-03 | ['Agelaius phoeniceus'] | Natural vocalization | yes | no | 0 | NaN | NaN | 5.0 | 11.0 | 11.0 | 20.0 |
2 | 107 | 291051 | Branta | canadensis | NaN | Canada Goose | Eric Hough | United States | San Juan River, Cottonwood Day-Use Area, Navajo Lake State Park, San Juan County, New Mexico | 36.8068 | -107.6789 | 1800 | call | //www.xeno-canto.org/291051 | //www.xeno-canto.org/291051/download | XC291051-CANG_11515_1730_SanJuanRiver-NavajoDam.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/BCFUZDOSJZ/ffts/XC291051-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/BCFUZDOSJZ/ffts/XC291051-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/BCFUZDOSJZ/ffts/XC291051-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/BCFUZDOSJZ/ffts/XC291051-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | A | 0:15 | 1900-01-01 17:30:00 | 2015-11-15 | 2015-11-18 | [''] | Flock calling while flying over at dusk. Amplification, low and high pass filters used in Audacity. | yes | no | 1 | NaN | NaN | 11.0 | 15.0 | 17.0 | 30.0 |
3 | 108 | 283618 | Branta | canadensis | NaN | Canada Goose | Garrett MacDonald | United States | Beluga--North Bog, Kenai Peninsula Borough, Alaska | 61.2089 | -151.0103 | 40 | call, flight call | //www.xeno-canto.org/283618 | //www.xeno-canto.org/283618/download | XC283618-LS100466.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/CDHIAMGTRT/ffts/XC283618-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/CDHIAMGTRT/ffts/XC283618-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/CDHIAMGTRT/ffts/XC283618-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/CDHIAMGTRT/ffts/XC283618-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | A | 0:10 | 1900-01-01 11:00:00 | 2015-05-20 | 2015-10-03 | [''] | Natural vocalizations from a pair of birds in flight. Recording not modified. | yes | no | 1 | NaN | NaN | 5.0 | 20.0 | 11.0 | 0.0 |
4 | 110 | 209702 | Branta | canadensis | NaN | Canada Goose | Albert @ Max lastukhin | United States | Oyster Bay (near Lattingtown), Nassau, New York | 40.8881 | -73.5851 | 10 | call | //www.xeno-canto.org/209702 | //www.xeno-canto.org/209702/download | XC209702-Poecile atricapillus Dec_27,_2014,_4_05_PM,C1.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/LELYWQKUZX/ffts/XC209702-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/LELYWQKUZX/ffts/XC209702-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/LELYWQKUZX/ffts/XC209702-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/LELYWQKUZX/ffts/XC209702-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | A | 0:11 | 1900-01-01 16:00:00 | 2014-12-27 | 2015-01-09 | ['Poecile atricapillus'] | NaN | yes | no | 1 | NaN | NaN | 12.0 | 27.0 | 16.0 | 0.0 |
5 | 118 | 165398 | Branta | canadensis | parvipes | Canada Goose | Ted Floyd | United States | Boulder, Colorado | 40.0160 | -105.2765 | 1600 | call | //www.xeno-canto.org/165398 | //www.xeno-canto.org/165398/download | XC165398-CanG for Xeno-Canto.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/KADPGEQPZI/ffts/XC165398-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/KADPGEQPZI/ffts/XC165398-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/KADPGEQPZI/ffts/XC165398-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/KADPGEQPZI/ffts/XC165398-full.png'} | //creativecommons.org/licenses/by-nc-sa/3.0/ | A | 0:19 | 1900-01-01 09:30:00 | 2014-01-24 | 2014-01-25 | [''] | A large flock of Canada Geese taking off. I believe most of the birds in this flock were parvipes (\"Lesser\") Canada Geese, but there were also larger (subspecies moffitti?) Canada Geese and a few Cackling Geese (several of the subspecies hutchinsii and possibly one of the subspecies minima) in the general vicinity. \r\n\r\nIn the old days this would have been an \"obvious\" or \"easy\" flock of \"Canada Geese.\" Now we're dealing with perhaps two species and probably two or three subspecies in the recording. Again, I believe most of the birds audible here are parvipes (\"Lesser\") Canada Geese. | yes | no | 1 | NaN | NaN | 1.0 | 24.0 | 9.0 | 30.0 |
6 | 129 | 1136 | Branta | canadensis | NaN | Canada Goose | Don Jones | United States | Brace Road, Southampton, NJ | 39.9337 | -74.7170 | ? | song | //www.xeno-canto.org/1136 | //www.xeno-canto.org/1136/download | bird034.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/BCWZQTGMSO/ffts/XC1136-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/BCWZQTGMSO/ffts/XC1136-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/BCWZQTGMSO/ffts/XC1136-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/BCWZQTGMSO/ffts/XC1136-full.png'} | //creativecommons.org/licenses/by-nc-nd/2.5/ | A | 0:10 | NaT | 1997-10-17 | 2008-11-20 | [''] | NaN | unknown | unknown | 0 | NaN | NaN | 10.0 | 17.0 | NaN | NaN |
7 | 132 | 536877 | Branta | canadensis | NaN | Canada Goose | Sue Riffe | United States | S Cape May Meadows, Cape May Cty, New Jersey | 38.9381 | -74.9446 | 0 | adult, call, sex uncertain | //www.xeno-canto.org/536877 | //www.xeno-canto.org/536877/download | XC536877-Canada Goose on 10.18.19 at S Cape May Meadows NJ at 18.52 for .19.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC536877-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC536877-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC536877-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/PVQOLRXXWL/ffts/XC536877-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | B | 0:19 | 1900-01-01 18:52:00 | 2019-10-18 | 2020-03-21 | ['Charadrius vociferus'] | Natural vocalization of a flock of geese landing on the water near sunset. Windy | yes | no | 1 | NaN | adult | 10.0 | 18.0 | 18.0 | 52.0 |
8 | 133 | 511453 | Branta | canadensis | NaN | Canada Goose | Phoenix Birder | United States | Gilbert, Maricopa County, Arizona | 33.3634 | -111.7341 | 380 | adult, call, female, male | //www.xeno-canto.org/511453 | //www.xeno-canto.org/511453/download | XC511453-CaGo.2019.12.10.AZ.Maricopa.RiparianPreserve.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/UKNISVRBBF/ffts/XC511453-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/UKNISVRBBF/ffts/XC511453-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/UKNISVRBBF/ffts/XC511453-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/UKNISVRBBF/ffts/XC511453-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | B | 0:19 | 1900-01-01 08:52:00 | 2019-12-10 | 2019-12-10 | ['Toxostoma curvirostre'] | Sound Devices MixPre-3 Wildtronics Stereo Model #WTPMMSA 22” Parabolic Reflector, phoenixbirder@gmail.com | yes | no | 1 | male | adult | 12.0 | 10.0 | 8.0 | 52.0 |
9 | 134 | 504983 | Branta | canadensis | canadensis | Canada Goose | nick talbot | United States | Central Park, New York city,USA | 40.7740 | -73.9710 | 20 | call | //www.xeno-canto.org/504983 | //www.xeno-canto.org/504983/download | XC504983-2019_10_21 Branta canadensis2.mp3 | {'small': '//www.xeno-canto.org/sounds/uploaded/CCUCXWCPSW/ffts/XC504983-small.png', 'med': '//www.xeno-canto.org/sounds/uploaded/CCUCXWCPSW/ffts/XC504983-med.png', 'large': '//www.xeno-canto.org/sounds/uploaded/CCUCXWCPSW/ffts/XC504983-large.png', 'full': '//www.xeno-canto.org/sounds/uploaded/CCUCXWCPSW/ffts/XC504983-full.png'} | //creativecommons.org/licenses/by-nc-sa/4.0/ | B | 0:13 | 1900-01-01 13:00:00 | 2019-10-21 | 2019-10-30 | [''] | A pair of birds calling from a lake | yes | no | 1 | NaN | NaN | 10.0 | 21.0 | 13.0 | 0.0 |