{"header":{"message":"first commit","description":null,"timestamp":"2023-11-28T19:15:57.470149Z","authors":[{}]},"hash":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC","authors":[{"key":"AEj8dahVWy718uSSFPe9VSRJ5qX5G8pC2zvFzJJ8yzBd"}],"deps":{"hashes":[["NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC","first commit"],["AA",null],["G4IN2F2T2ZENRYWXXMEB73IUCTZ4SILAII2NVECLY2UEGKP44XYQC",""]],"deps":["G4IN2F2T2ZENRYWXXMEB73IUCTZ4SILAII2NVECLY2UEGKP44XYQC"],"known":[]},"hunks":[{"FileAdd":{"meta":{"basename":"test","metadata":576},"context":[{"change":2,"pos":1}],"contents":[]}},{"FileAdd":{"meta":{"basename":"runtests.jl","metadata":64},"context":[{"change":0,"pos":1}],"contents":[{"Add":{"text":"using Skraak","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:32"}},{"Add":{"text":"using Test","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:43"}},{"Add":{"text":"using DataFrames, Dates","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:67"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:68"}},{"Add":{"text":"@testset \"Skraak.jl\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:95"}},{"Add":{"text":" @testset \"make_clips functon\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:135"}},{"Add":{"text":" @testset \"function Skraak.assert_not_empty\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:193"}},{"Add":{"text":" # Empty dataframe should throw an error","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:245"}},{"Add":{"text":" df1 = DataFrame()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:275"}},{"Add":{"text":" @test_throws MethodError Skraak.assert_not_empty(df1, \"/abc/def\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353"}},{"Add":{"text":" # Non-empty dataframe should return the same dataframe","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:420"}},{"Add":{"text":" df2 = DataFrame(A=[1,2,3], B=[4,5,6])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:470"}},{"Add":{"text":" @test Skraak.assert_not_empty(df2, \"/abc/def\") == DataFrame(A=[1,2,3], B=[4,5,6])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:564"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:576"}},{"Add":{"text":" @testset \"function Skraak.rename_column!\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:632"}},{"Add":{"text":" # Should do nothing if col does not exist","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:686"}},{"Add":{"text":" df1 = DataFrame(A = [1, 2], B = [3, 4])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:738"}},{"Add":{"text":" @test Skraak.rename_column!(df1, \"C\", \"D\") == DataFrame(A = [1, 2], B = [3, 4])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:830"}},{"Add":{"text":" # existing column should be renamed","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:878"}},{"Add":{"text":" df2 = DataFrame(A = [1, 2], B = [1, 2])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:930"}},{"Add":{"text":" @test Skraak.rename_column!(df2, \"B\", \"C\") == DataFrame(A = [1, 2], C = [1, 2])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1022"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1034"}},{"Add":{"text":" @testset \"function Skraak.assert_detections_present\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1101"}},{"Add":{"text":" # should return the same dataframe","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1148"}},{"Add":{"text":" df1 = DataFrame(loc=[\"Auckland\"], kiwi=[1.0])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1206"}},{"Add":{"text":" @test Skraak.assert_detections_present(df1, \"location\", \"trip date\") == DataFrame(loc=[\"Auckland\"], kiwi=[1.0])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1330"}},{"Add":{"text":" # no detections so throws error to shortcicuit the pipe","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1398"}},{"Add":{"text":" df2 = DataFrame(loc=[\"Wellington\", \"Auckland\"], kiwi=[0.0, 0.0])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1475"}},{"Add":{"text":" @test_throws MethodError Skraak.assert_detections_present(df2, \"location\", \"trip_date\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1575"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1587"}},{"Add":{"text":" @testset \"function filter_positives!\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1639"}},{"Add":{"text":" # All positives","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1667"}},{"Add":{"text":" @test Skraak.filter_positives!(DataFrame(kiwi=[1.0, 1.0, 1.0])) == DataFrame(kiwi=[1.0, 1.0, 1.0])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1778"}},{"Add":{"text":" # Mix of positive and negative","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1821"}},{"Add":{"text":" @test Skraak.filter_positives!(DataFrame(kiwi=[1.0, 0.0, 1.0])) == DataFrame(kiwi=[1.0, 1.0])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1927"}},{"Add":{"text":" # All negatives","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:1955"}},{"Add":{"text":" @test Skraak.filter_positives!(DataFrame(kiwi=[0.0, 0.0, 0.0])) == DataFrame(kiwi=[])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2053"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2065"}},{"Add":{"text":" @testset \"function filename_to_datetime!\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2121"}},{"Add":{"text":" @testset \"DateTime from yyyymmdd_HHMMSS format\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2187"}},{"Add":{"text":" # Test with valid filename","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2230"}},{"Add":{"text":" @test Skraak.filename_to_datetime!(\"./20230328_213000.WAV\") == DateTime(2023, 3, 28, 21, 30, 0)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2342"}},{"Add":{"text":" # Test with invalid filename","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2387"}},{"Add":{"text":" @test_throws ArgumentError Skraak.filename_to_datetime!(\"./20230328_2130.WAV\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2482"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2498"}},{"Add":{"text":" @testset \"DateTime from ddmmyyyy_HHMMSS format\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2564"}},{"Add":{"text":" # Test with valid filename","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2607"}},{"Add":{"text":" @test Skraak.filename_to_datetime!(\"./280323_213000.wav\") == DateTime(2023,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2699"}},{"Add":{"text":" 3, 28, 21, 30, 0)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2733"}},{"Add":{"text":" # Test with invalid filename (does not throw, not sure why)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2809"}},{"Add":{"text":" #@test_throws ArgumentError Skraak.filename_to_datetime!(\"./280323_2130.WAV\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2903"}},{"Add":{"text":" @test_throws ArgumentError Skraak.filename_to_datetime!(\"./28323_213000.WAV\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:2997"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3013"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3025"}},{"Add":{"text":" @testset \"function insert_datetime_column!\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3083"}},{"Add":{"text":" df = DataFrame(file=[\"./20220101_120000.WV\", \"./011122_124500.wav\"])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3164"}},{"Add":{"text":" @test Skraak.insert_datetime_column!(df) == DataFrame(file=[\"./20220101_120000.WV\", \"./011122_124500.wav\"], DateTime=[DateTime(2022,1,1,12,0,0), DateTime(2022,11,1,12,45,0)])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3351"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3363"}},{"Add":{"text":" @testset \"functions construct_dawn_dusk_dict, night and exclude_daytime!\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3451"}},{"Add":{"text":" dict = Skraak.construct_dawn_dusk_dict(\"../../dawn_dusk.csv\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3525"}},{"Add":{"text":" # construct_dawn_dusk_dict","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3564"}},{"Add":{"text":" @test length(keys(dict)) >= 2557","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3609"}},{"Add":{"text":" @test haskey(dict, Date(2019, 1, 1))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3658"}},{"Add":{"text":" @test haskey(dict, Date(2024, 12, 31))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3709"}},{"Add":{"text":" @test dict[Date(2019, 1, 1)] == (DateTime(\"2019-01-01T06:03:03\"), DateTime(\"2019-01-01T21:43:33\"))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3820"}},{"Add":{"text":" @test dict[Date(2024, 12, 31)] == (DateTime(\"2024-12-31T06:02:38\"), DateTime(\"2024-12-31T21:43:30\"))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3933"}},{"Add":{"text":" # night","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:3953"}},{"Add":{"text":" @test Skraak.night(DateTime(\"2019-01-01T00:00:00\"), dict) == true","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:4031"}},{"Add":{"text":" @test Skraak.night(DateTime(\"2019-01-01T09:03:03\"), dict) == false","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:4110"}},{"Add":{"text":" @test Skraak.night(DateTime(\"2021-11-02T04:00:00\"), dict) == true","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:4188"}},{"Add":{"text":" @test Skraak.night(DateTime(\"2021-11-02T20:00:00\"), dict) == false","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:4267"}},{"Add":{"text":" # exclude_daytime!","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:4298"}},{"Add":{"text":" df = DataFrame(DateTime = [DateTime(\"2021-08-01T00:00:00\"), DateTime(\"2021-08-01T06:00:00\"), DateTime(\"2021-08-01T12:00:00\"), DateTime(\"2021-08-01T16:00:00\")])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:4470"}},{"Add":{"text":" Skraak.exclude_daytime!(df, dict)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:4516"}},{"Add":{"text":" @test df == DataFrame(DateTime = [DateTime(\"2021-08-01T00:00:00\"), DateTime(\"2021-08-01T06:00:00\")])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:4629"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:4641"}},{"Add":{"text":" @testset \"cluster_detections\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:4685"}},{"Add":{"text":" detections=[100.0, 102.5, 105.0, 107.5, 110.0, 112.5, 115.0, 117.5, 120.0, 122.5, 125.0, 127.5, 130.0, 132.5, 135.0, 137.5, 140.0, 685.0, 687.5, 690.0, 692.5, 695.0, 697.5, 700.0, 702.5, 705.0, 707.5, 710.0, 712.5, 717.5, 720.0, 890.0]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:4933"}},{"Add":{"text":" @test Skraak.cluster_detections(detections) == [[100.0, 102.5, 105.0, 107.5, 110.0, 112.5, 115.0, 117.5, 120.0, 122.5, 125.0, 127.5, 130.0, 132.5, 135.0, 137.5, 140.0], [685.0, 687.5, 690.0, 692.5, 695.0, 697.5, 700.0, 702.5, 705.0, 707.5, 710.0, 712.5, 717.5, 720.0]]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5214"}},{"Add":{"text":" @test Skraak.cluster_detections([100.0]) == []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5273"}},{"Add":{"text":" @test_throws BoundsError Skraak.cluster_detections(Float64[])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5347"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5359"}},{"Add":{"text":" @testset \"function calculate_clip_start_end\" begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5418"}},{"Add":{"text":" # assumes it is operating on 5 second clips","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5474"}},{"Add":{"text":" freq = 16000.0f0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5503"}},{"Add":{"text":" signal_length = Int(895*freq)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5545"}},{"Add":{"text":" # good long detection","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5579"}},{"Add":{"text":" detection=[100.0, 102.5, 105.0, 107.5, 110.0, 112.5, 115.0, 117.5, 120.0, 122.5, 125.0, 127.5, 130.0, 132.5, 135.0, 137.5, 140.0]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5721"}},{"Add":{"text":" @test Skraak.calculate_clip_start_end(detection, freq, signal_length) == (1.6e6, 2.32e6)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5822"}},{"Add":{"text":" @test Skraak.calculate_clip_start_end(detection[1:2], freq, signal_length) == (1.6e6, 1.72e6)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5928"}},{"Add":{"text":" # needs at least 2 detections","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:5970"}},{"Add":{"text":" @test_throws MethodError Skraak.calculate_clip_start_end(detection[1], freq, signal_length)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6074"}},{"Add":{"text":" # first detection at 0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6109"}},{"Add":{"text":" first = [0.0, 2.5]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6140"}},{"Add":{"text":" @test Skraak.calculate_clip_start_end(first, freq, signal_length) == (1.0, 120000.0)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6237"}},{"Add":{"text":" # last detection within 5s of last sample","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6291"}},{"Add":{"text":" last = [890.0, 892.5, 895.0]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6332"}},{"Add":{"text":" @test Skraak.calculate_clip_start_end(last, freq, signal_length) == (1.424e7, 1.432e7)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6431"}},{"Add":{"text":" @test Skraak.calculate_clip_start_end(last[1:2], freq, signal_length) == (1.424e7, 1.432e7)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6535"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6547"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6555"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6559"}}]}},{"FileAdd":{"meta":{"basename":"src","metadata":576},"context":[{"change":2,"pos":1}],"contents":[]}},{"FileAdd":{"meta":{"basename":"dawn_dusk_dict.jl","metadata":0},"context":[{"change":0,"pos":6598}],"contents":[{"Add":{"text":"# provides sunrise, sunset for Pomona Island every day between 2019-01-01 and 2024-12-31","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6704"}},{"Add":{"text":"const dddict = Dict(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6725"}},{"Add":{"text":" Dates.Date(\"2023-11-04\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6757"}},{"Add":{"text":" (Dates.DateTime(\"2023-11-04T06:22:28\"), Dates.DateTime(\"2023-11-04T20:44:49\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6845"}},{"Add":{"text":" Dates.Date(\"2022-08-12\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6877"}},{"Add":{"text":" (Dates.DateTime(\"2022-08-12T07:51:55\"), Dates.DateTime(\"2022-08-12T17:58:31\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6965"}},{"Add":{"text":" Dates.Date(\"2018-11-10\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:6997"}},{"Add":{"text":" (Dates.DateTime(\"2018-11-10T06:14:07\"), Dates.DateTime(\"2018-11-10T20:53:47\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7085"}},{"Add":{"text":" Dates.Date(\"2018-12-29\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7117"}},{"Add":{"text":" (Dates.DateTime(\"2018-12-29T06:00:30\"), Dates.DateTime(\"2018-12-29T21:43:13\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7205"}},{"Add":{"text":" Dates.Date(\"2020-07-09\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7237"}},{"Add":{"text":" (Dates.DateTime(\"2020-07-09T08:26:44\"), Dates.DateTime(\"2020-07-09T17:23:56\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7325"}},{"Add":{"text":" Dates.Date(\"2018-08-04\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7357"}},{"Add":{"text":" (Dates.DateTime(\"2018-08-04T08:03:16\"), Dates.DateTime(\"2018-08-04T17:49:13\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7445"}},{"Add":{"text":" Dates.Date(\"2022-03-22\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7477"}},{"Add":{"text":" (Dates.DateTime(\"2022-03-22T07:53:03\"), Dates.DateTime(\"2022-03-22T20:01:08\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7565"}},{"Add":{"text":" Dates.Date(\"2022-09-10\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7597"}},{"Add":{"text":" (Dates.DateTime(\"2022-09-10T07:01:23\"), Dates.DateTime(\"2022-09-10T18:33:04\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7685"}},{"Add":{"text":" Dates.Date(\"2020-10-16\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7717"}},{"Add":{"text":" (Dates.DateTime(\"2020-10-16T06:52:07\"), Dates.DateTime(\"2020-10-16T20:19:09\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7805"}},{"Add":{"text":" Dates.Date(\"2018-02-01\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7837"}},{"Add":{"text":" (Dates.DateTime(\"2018-02-01T06:43:19\"), Dates.DateTime(\"2018-02-01T21:23:51\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7925"}},{"Add":{"text":" Dates.Date(\"2022-06-12\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:7957"}},{"Add":{"text":" (Dates.DateTime(\"2022-06-12T08:25:29\"), Dates.DateTime(\"2022-06-12T17:14:14\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8045"}},{"Add":{"text":" Dates.Date(\"2023-12-23\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8077"}},{"Add":{"text":" (Dates.DateTime(\"2023-12-23T05:56:21\"), Dates.DateTime(\"2023-12-23T21:41:12\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8165"}},{"Add":{"text":" Dates.Date(\"2023-07-15\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8197"}},{"Add":{"text":" (Dates.DateTime(\"2023-07-15T08:23:43\"), Dates.DateTime(\"2023-07-15T17:28:19\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8285"}},{"Add":{"text":" Dates.Date(\"2023-12-05\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8317"}},{"Add":{"text":" (Dates.DateTime(\"2023-12-05T05:54:06\"), Dates.DateTime(\"2023-12-05T21:26:39\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8405"}},{"Add":{"text":" Dates.Date(\"2019-02-17\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8437"}},{"Add":{"text":" (Dates.DateTime(\"2019-02-17T07:06:52\"), Dates.DateTime(\"2019-02-17T21:01:21\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8525"}},{"Add":{"text":" Dates.Date(\"2018-01-29\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8557"}},{"Add":{"text":" (Dates.DateTime(\"2018-01-29T06:38:51\"), Dates.DateTime(\"2018-01-29T21:27:21\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8645"}},{"Add":{"text":" Dates.Date(\"2024-10-05\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8677"}},{"Add":{"text":" (Dates.DateTime(\"2024-10-05T07:12:18\"), Dates.DateTime(\"2024-10-05T20:04:39\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8765"}},{"Add":{"text":" Dates.Date(\"2018-05-23\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8797"}},{"Add":{"text":" (Dates.DateTime(\"2018-05-23T08:09:15\"), Dates.DateTime(\"2018-05-23T17:24:20\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8885"}},{"Add":{"text":" Dates.Date(\"2022-09-07\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:8917"}},{"Add":{"text":" (Dates.DateTime(\"2022-09-07T07:07:03\"), Dates.DateTime(\"2022-09-07T18:29:28\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9005"}},{"Add":{"text":" Dates.Date(\"2021-11-01\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9037"}},{"Add":{"text":" (Dates.DateTime(\"2021-11-01T06:26:08\"), Dates.DateTime(\"2021-11-01T20:41:12\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9125"}},{"Add":{"text":" Dates.Date(\"2022-02-01\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9157"}},{"Add":{"text":" (Dates.DateTime(\"2022-02-01T06:43:21\"), Dates.DateTime(\"2022-02-01T21:23:48\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9245"}},{"Add":{"text":" Dates.Date(\"2021-06-07\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9277"}},{"Add":{"text":" (Dates.DateTime(\"2021-06-07T08:22:34\"), Dates.DateTime(\"2021-06-07T17:15:17\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9365"}},{"Add":{"text":" Dates.Date(\"2018-06-18\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9397"}},{"Add":{"text":" (Dates.DateTime(\"2018-06-18T08:28:06\"), Dates.DateTime(\"2018-06-18T17:14:08\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9485"}},{"Add":{"text":" Dates.Date(\"2023-08-24\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9517"}},{"Add":{"text":" (Dates.DateTime(\"2023-08-24T07:32:51\"), Dates.DateTime(\"2023-08-24T18:12:27\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9605"}},{"Add":{"text":" Dates.Date(\"2019-05-10\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9637"}},{"Add":{"text":" (Dates.DateTime(\"2019-05-10T07:54:29\"), Dates.DateTime(\"2019-05-10T17:38:33\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9725"}},{"Add":{"text":" Dates.Date(\"2018-01-20\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9757"}},{"Add":{"text":" (Dates.DateTime(\"2018-01-20T06:25:51\"), Dates.DateTime(\"2018-01-20T21:36:03\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9845"}},{"Add":{"text":" Dates.Date(\"2018-04-18\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9877"}},{"Add":{"text":" (Dates.DateTime(\"2018-04-18T07:27:36\"), Dates.DateTime(\"2018-04-18T18:11:28\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9965"}},{"Add":{"text":" Dates.Date(\"2018-12-09\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:9997"}},{"Add":{"text":" (Dates.DateTime(\"2018-12-09T05:53:17\"), Dates.DateTime(\"2018-12-09T21:31:05\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10085"}},{"Add":{"text":" Dates.Date(\"2023-01-11\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10117"}},{"Add":{"text":" (Dates.DateTime(\"2023-01-11T06:13:46\"), Dates.DateTime(\"2023-01-11T21:41:40\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10205"}},{"Add":{"text":" Dates.Date(\"2020-10-21\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10237"}},{"Add":{"text":" (Dates.DateTime(\"2020-10-21T06:43:24\"), Dates.DateTime(\"2020-10-21T20:26:01\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10325"}},{"Add":{"text":" Dates.Date(\"2024-08-09\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10357"}},{"Add":{"text":" (Dates.DateTime(\"2024-08-09T07:55:35\"), Dates.DateTime(\"2024-08-09T17:55:37\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10445"}},{"Add":{"text":" Dates.Date(\"2023-05-29\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10477"}},{"Add":{"text":" (Dates.DateTime(\"2023-05-29T08:14:55\"), Dates.DateTime(\"2023-05-29T17:19:55\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10565"}},{"Add":{"text":" Dates.Date(\"2020-11-25\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10597"}},{"Add":{"text":" (Dates.DateTime(\"2020-11-25T05:58:44\"), Dates.DateTime(\"2020-11-25T21:15:23\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10685"}},{"Add":{"text":" Dates.Date(\"2022-02-19\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10717"}},{"Add":{"text":" (Dates.DateTime(\"2022-02-19T07:10:12\"), Dates.DateTime(\"2022-02-19T20:57:38\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10805"}},{"Add":{"text":" Dates.Date(\"2023-04-10\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10837"}},{"Add":{"text":" (Dates.DateTime(\"2023-04-10T07:17:12\"), Dates.DateTime(\"2023-04-10T18:25:58\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10925"}},{"Add":{"text":" Dates.Date(\"2021-04-13\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:10957"}},{"Add":{"text":" (Dates.DateTime(\"2021-04-13T07:21:37\"), Dates.DateTime(\"2021-04-13T18:19:43\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11045"}},{"Add":{"text":" Dates.Date(\"2020-11-10\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11077"}},{"Add":{"text":" (Dates.DateTime(\"2020-11-10T06:13:28\"), Dates.DateTime(\"2020-11-10T20:54:31\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11165"}},{"Add":{"text":" Dates.Date(\"2020-11-17\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11197"}},{"Add":{"text":" (Dates.DateTime(\"2020-11-17T06:05:35\"), Dates.DateTime(\"2020-11-17T21:04:30\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11285"}},{"Add":{"text":" Dates.Date(\"2021-08-10\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11317"}},{"Add":{"text":" (Dates.DateTime(\"2021-08-10T07:54:32\"), Dates.DateTime(\"2021-08-10T17:56:27\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11405"}},{"Add":{"text":" Dates.Date(\"2020-06-14\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11437"}},{"Add":{"text":" (Dates.DateTime(\"2020-06-14T08:26:43\"), Dates.DateTime(\"2020-06-14T17:14:02\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11525"}},{"Add":{"text":" Dates.Date(\"2021-08-16\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11557"}},{"Add":{"text":" (Dates.DateTime(\"2021-08-16T07:45:20\"), Dates.DateTime(\"2021-08-16T18:03:31\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11645"}},{"Add":{"text":" Dates.Date(\"2024-10-06\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11677"}},{"Add":{"text":" (Dates.DateTime(\"2024-10-06T07:10:25\"), Dates.DateTime(\"2024-10-06T20:05:57\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11765"}},{"Add":{"text":" Dates.Date(\"2019-03-24\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11797"}},{"Add":{"text":" (Dates.DateTime(\"2019-03-24T07:55:19\"), Dates.DateTime(\"2019-03-24T19:57:50\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11885"}},{"Add":{"text":" Dates.Date(\"2022-08-29\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:11917"}},{"Add":{"text":" (Dates.DateTime(\"2022-08-29T07:23:38\"), Dates.DateTime(\"2022-08-29T18:18:42\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:12005"}},{"Add":{"text":" Dates.Date(\"2020-04-04\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:12037"}},{"Add":{"text":" (Dates.DateTime(\"2020-04-04T08:10:28\"), Dates.DateTime(\"2020-04-04T19:35:39\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:12125"}},{"Add":{"text":" Dates.Date(\"2020-10-05\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:12157"}},{"Add":{"text":" (Dates.DateTime(\"2020-10-05T07:12:22\"), Dates.DateTime(\"2020-10-05T20:04:37\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:12245"}},{"Add":{"text":" 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Dates.DateTime(\"2019-03-13T20:18:45\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:310925"}},{"Add":{"text":" Dates.Date(\"2022-06-28\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:310957"}},{"Add":{"text":" (Dates.DateTime(\"2022-06-28T08:29:41\"), Dates.DateTime(\"2022-06-28T17:16:53\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311045"}},{"Add":{"text":" Dates.Date(\"2022-10-12\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311077"}},{"Add":{"text":" (Dates.DateTime(\"2022-10-12T07:00:13\"), Dates.DateTime(\"2022-10-12T20:13:08\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311165"}},{"Add":{"text":" Dates.Date(\"2024-09-25\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311197"}},{"Add":{"text":" (Dates.DateTime(\"2024-09-25T06:31:28\"), Dates.DateTime(\"2024-09-25T18:52:00\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311285"}},{"Add":{"text":" Dates.Date(\"2022-12-16\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311317"}},{"Add":{"text":" (Dates.DateTime(\"2022-12-16T05:53:45\"), Dates.DateTime(\"2022-12-16T21:37:09\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311405"}},{"Add":{"text":" Dates.Date(\"2024-08-10\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311437"}},{"Add":{"text":" (Dates.DateTime(\"2024-08-10T07:54:08\"), Dates.DateTime(\"2024-08-10T17:56:47\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311525"}},{"Add":{"text":" Dates.Date(\"2020-09-13\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311557"}},{"Add":{"text":" (Dates.DateTime(\"2020-09-13T06:54:43\"), Dates.DateTime(\"2020-09-13T18:37:16\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311645"}},{"Add":{"text":" Dates.Date(\"2019-11-23\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311677"}},{"Add":{"text":" (Dates.DateTime(\"2019-11-23T06:00:49\"), Dates.DateTime(\"2019-11-23T21:11:43\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311765"}},{"Add":{"text":" Dates.Date(\"2020-01-07\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311797"}},{"Add":{"text":" (Dates.DateTime(\"2020-01-07T06:08:50\"), Dates.DateTime(\"2020-01-07T21:43:02\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311885"}},{"Add":{"text":" Dates.Date(\"2022-07-07\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:311917"}},{"Add":{"text":" (Dates.DateTime(\"2022-07-07T08:27:49\"), Dates.DateTime(\"2022-07-07T17:22:07\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312005"}},{"Add":{"text":" Dates.Date(\"2023-05-04\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312037"}},{"Add":{"text":" (Dates.DateTime(\"2023-05-04T07:47:18\"), Dates.DateTime(\"2023-05-04T17:46:34\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312125"}},{"Add":{"text":" Dates.Date(\"2018-08-23\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312157"}},{"Add":{"text":" (Dates.DateTime(\"2018-08-23T07:34:12\"), Dates.DateTime(\"2018-08-23T18:11:30\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312245"}},{"Add":{"text":" Dates.Date(\"2023-01-02\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312277"}},{"Add":{"text":" (Dates.DateTime(\"2023-01-02T06:04:00\"), Dates.DateTime(\"2023-01-02T21:43:33\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312365"}},{"Add":{"text":" Dates.Date(\"2024-07-11\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312397"}},{"Add":{"text":" (Dates.DateTime(\"2024-07-11T08:25:42\"), Dates.DateTime(\"2024-07-11T17:25:34\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312485"}},{"Add":{"text":" Dates.Date(\"2022-05-09\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312517"}},{"Add":{"text":" (Dates.DateTime(\"2022-05-09T07:53:38\"), Dates.DateTime(\"2022-05-09T17:39:29\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312605"}},{"Add":{"text":" Dates.Date(\"2024-12-19\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312637"}},{"Add":{"text":" (Dates.DateTime(\"2024-12-19T05:54:51\"), Dates.DateTime(\"2024-12-19T21:39:30\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312725"}},{"Add":{"text":" Dates.Date(\"2019-12-22\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312757"}},{"Add":{"text":" (Dates.DateTime(\"2019-12-22T05:55:50\"), Dates.DateTime(\"2019-12-22T21:40:43\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312845"}},{"Add":{"text":" Dates.Date(\"2023-01-12\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312877"}},{"Add":{"text":" (Dates.DateTime(\"2023-01-12T06:15:00\"), Dates.DateTime(\"2023-01-12T21:41:13\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312965"}},{"Add":{"text":" Dates.Date(\"2022-08-20\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:312997"}},{"Add":{"text":" (Dates.DateTime(\"2022-08-20T07:39:12\"), Dates.DateTime(\"2022-08-20T18:07:58\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313085"}},{"Add":{"text":" Dates.Date(\"2024-12-01\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313117"}},{"Add":{"text":" (Dates.DateTime(\"2024-12-01T05:55:17\"), Dates.DateTime(\"2024-12-01T21:22:56\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313205"}},{"Add":{"text":" Dates.Date(\"2022-04-09\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313237"}},{"Add":{"text":" (Dates.DateTime(\"2022-04-09T07:16:14\"), Dates.DateTime(\"2022-04-09T18:27:21\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313325"}},{"Add":{"text":" Dates.Date(\"2022-05-04\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313357"}},{"Add":{"text":" (Dates.DateTime(\"2022-05-04T07:47:36\"), Dates.DateTime(\"2022-05-04T17:46:14\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313445"}},{"Add":{"text":" Dates.Date(\"2018-08-16\") =>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313477"}},{"Add":{"text":" (Dates.DateTime(\"2018-08-16T07:45:46\"), Dates.DateTime(\"2018-08-16T18:03:11\")),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313565"}},{"Add":{"text":")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313567"}}]}},{"FileAdd":{"meta":{"basename":"Utility.jl","metadata":0},"context":[{"change":0,"pos":6598}],"contents":[{"Add":{"text":"# Utility.jl","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313625"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313626"}},{"Add":{"text":"using CSV,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313637"}},{"Add":{"text":" DataFrames,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313653"}},{"Add":{"text":" Dates,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313664"}},{"Add":{"text":" DBInterface,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313681"}},{"Add":{"text":" DSP,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313690"}},{"Add":{"text":" DuckDB,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313702"}},{"Add":{"text":" Glob,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313712"}},{"Add":{"text":" HTTP,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313722"}},{"Add":{"text":" Images,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313734"}},{"Add":{"text":" JSON,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313744"}},{"Add":{"text":" PNGFiles,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313758"}},{"Add":{"text":" Random,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313770"}},{"Add":{"text":" SHA,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313779"}},{"Add":{"text":" TimeZones,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313794"}},{"Add":{"text":" WAV,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313803"}},{"Add":{"text":" XMLDict","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313815"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313816"}},{"Add":{"text":"export move_one_hour!,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313839"}},{"Add":{"text":" check_png_wav_both_present,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313871"}},{"Add":{"text":" file_metadata_to_df,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313896"}},{"Add":{"text":" resize_image!,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313915"}},{"Add":{"text":" twilight_tuple_local_time,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313946"}},{"Add":{"text":" utc_to_nzdt!","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313963"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313964"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:313968"}},{"Add":{"text":"move_one_hour!(files::Vector{String}, operator)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314016"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314017"}},{"Add":{"text":"This function takes a vector of file paths and renames each file in the","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314089"}},{"Add":{"text":"vector by changing the name of the file to the name of the file created one","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314165"}},{"Add":{"text":"hour before the original file. The new name format is yyyymmdd_HHMMSS.tmp,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314240"}},{"Add":{"text":"which represents the time stamp of the original file minus (or plus) one hour. This","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314324"}},{"Add":{"text":"function avoids force=true with mv, since new file names may already exist","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314399"}},{"Add":{"text":"and mv will stacktrace leaving a big mess to tidy up.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314453"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314454"}},{"Add":{"text":"Args:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314460"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314461"}},{"Add":{"text":"• files (Vector{String}): A vector of strings where each element is","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314532"}},{"Add":{"text":"a path to a file.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314550"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314551"}},{"Add":{"text":"Returns: Nothing - This function only renames files and saves them.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314619"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314620"}},{"Add":{"text":"I use this to turn the clock back at the end of daylight saving.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314685"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314689"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314690"}},{"Add":{"text":"#Assumes WAV files","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314709"}},{"Add":{"text":"function move_one_hour!(files::Vector{String}, operator)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314766"}},{"Add":{"text":" @assert operator == (+) || operator == (-)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314813"}},{"Add":{"text":" fix_extension_of_files = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314845"}},{"Add":{"text":" for old_file in files","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314871"}},{"Add":{"text":" # Extract the date and time of the original file using string chopping","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314950"}},{"Add":{"text":" a = chop(old_file, tail = 4)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:314987"}},{"Add":{"text":" d, t = split(a, \"_\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315016"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315017"}},{"Add":{"text":" ye = parse(Int64, d[1:4])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315051"}},{"Add":{"text":" mo = parse(Int64, d[5:6])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315085"}},{"Add":{"text":" da = parse(Int64, d[7:8])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315119"}},{"Add":{"text":" ho = parse(Int64, t[1:2])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315153"}},{"Add":{"text":" mi = parse(Int64, t[3:4])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315187"}},{"Add":{"text":" se = parse(Int64, t[5:6])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315221"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315222"}},{"Add":{"text":" dt = DateTime(ye, mo, da, ho, mi, se)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315268"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315269"}},{"Add":{"text":" #new_date = dt - Dates.Hour(1)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315308"}},{"Add":{"text":" new_date = operator(dt, Dates.Hour(1))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315355"}},{"Add":{"text":" # Must drop the WAV extension to avoiding force=true ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315417"}},{"Add":{"text":" # with mv, since the new file name may already exist and mv","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315487"}},{"Add":{"text":" # will stacktrace leaving a big mess to tidy up.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315544"}},{"Add":{"text":" base_file = Dates.format(new_date, \"yyyymmdd_HHMMSS\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315606"}},{"Add":{"text":" temp_file = base_file * \".tmp\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315645"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315646"}},{"Add":{"text":" # Tuple to tidy extensions later","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315687"}},{"Add":{"text":" tidy = (temp_file, base_file * \".WAV\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315734"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315735"}},{"Add":{"text":" mv(old_file, temp_file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315767"}},{"Add":{"text":" push!(fix_extension_of_files, tidy)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315811"}},{"Add":{"text":" print(\".\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315830"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315838"}},{"Add":{"text":" for item in fix_extension_of_files","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315877"}},{"Add":{"text":" mv(item[1], item[2])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315906"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315914"}},{"Add":{"text":" print(\"Tidy\\n\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315934"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315938"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315939"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315943"}},{"Add":{"text":"check_png_wav_both_present(folders::Vector{String})","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315995"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:315996"}},{"Add":{"text":"Given a vector of folder paths, this function checks whether each folder","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316069"}},{"Add":{"text":"contains a matching .png and .wav file. If a folder does not contain a","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316140"}},{"Add":{"text":"matching .wav file, a message is printed to indicate the folder path where","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316215"}},{"Add":{"text":"the .wav file is missing.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316241"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316242"}},{"Add":{"text":"Args:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316248"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316249"}},{"Add":{"text":"• folders (Vector{String}): A vector of strings where each element","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316319"}},{"Add":{"text":"is a path to a directory.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316345"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316346"}},{"Add":{"text":"Returns: Nothing - This function only prints messages to the console.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316416"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316420"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316421"}},{"Add":{"text":"function check_png_wav_both_present(folders::Vector{String})","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316482"}},{"Add":{"text":" println(\"No matching wav: \")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316515"}},{"Add":{"text":" for folder in folders","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316541"}},{"Add":{"text":" println(folder)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316565"}},{"Add":{"text":" println(\"Missing wav:\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316597"}},{"Add":{"text":" p = glob(\"$folder/*.png\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316631"}},{"Add":{"text":" for png in p","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316652"}},{"Add":{"text":" !isfile(chop(png, tail = 3) * \"wav\") && println(png)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316717"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316729"}},{"Add":{"text":" println(\"Missing png:\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316761"}},{"Add":{"text":" w = glob(\"$folder/*.[W,w][A,a][V,v]\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316807"}},{"Add":{"text":" for wav in w","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316828"}},{"Add":{"text":" !isfile(chop(wav, tail = 3) * \"png\") && println(wav)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316893"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316905"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316913"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316917"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316918"}},{"Add":{"text":"#=","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316921"}},{"Add":{"text":"used like:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316932"}},{"Add":{"text":"using Glob, Skraak, CSV","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316956"}},{"Add":{"text":"folders=glob(\"*/2023-11-02/\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:316986"}},{"Add":{"text":"for folder in folders","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317008"}},{"Add":{"text":"cd(folder)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317019"}},{"Add":{"text":" try","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317027"}},{"Add":{"text":" df = Skraak.file_metadata_to_df()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317069"}},{"Add":{"text":" CSV.write(\"/media/david/Pomona-3/Pomona-3/pomona_files_20231102.csv\", df; append=true)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317164"}},{"Add":{"text":" catch","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317174"}},{"Add":{"text":" @warn \"error with $folder\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317209"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317217"}},{"Add":{"text":"cd(\"/media/david/Pomona-3/Pomona-3/\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317255"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317259"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317260"}},{"Add":{"text":"Then using duckdb cli from SSD:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317292"}},{"Add":{"text":"duckdb AudioData.duckdb","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317316"}},{"Add":{"text":"show tables;","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317329"}},{"Add":{"text":"SELECT * FROM pomona_files;","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317357"}},{"Add":{"text":"COPY pomona_files FROM '/media/david/Pomona-3/Pomona-3/pomona_files_20231019.csv';","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317440"}},{"Add":{"text":"SELECT * FROM pomona_files;","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317468"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317469"}},{"Add":{"text":"Then backup with:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317487"}},{"Add":{"text":"EXPORT DATABASE 'AudioDataBackup_2023-07-29';","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317533"}},{"Add":{"text":".quit","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317539"}},{"Add":{"text":"Then quit and backup using cp on the db file","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317584"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317585"}},{"Add":{"text":"Then rsync ssd to usb","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317607"}},{"Add":{"text":"rsync -avzr --delete /media/david/SSD1/ /media/david/USB/","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317666"}},{"Add":{"text":"=#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317669"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317673"}},{"Add":{"text":"file_metadata_to_df()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317695"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317696"}},{"Add":{"text":"This function takes a file name, extracts wav metadata, gpx location, recording period start/end and returnes a dataframe.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317819"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317820"}},{"Add":{"text":"This function needs raw audiomoth wav files and a gpx.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317875"}},{"Add":{"text":"This function needs /media/david/SSD1/dawn_dusk.csv","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317927"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:317928"}},{"Add":{"text":"using DataFrames, Dates, DelimitedFiles, DuckDB, Glob, JSON3, Random, SHA, TimeZones, WAV, XMLDict","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318027"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318031"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318032"}},{"Add":{"text":"function file_metadata_to_df()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318063"}},{"Add":{"text":" # Initialise dataframe with columns: disk, location, trip_date, file, lattitude, longitude, start_recording_period_localt, finish_recording_period_localt, duration, sample_rate, zdt, ldt, moth_id, gain, battery, temperature","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318291"}},{"Add":{"text":" df = DataFrame(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318311"}},{"Add":{"text":" disk = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318336"}},{"Add":{"text":" location = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318365"}},{"Add":{"text":" trip_date = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318395"}},{"Add":{"text":" file = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318420"}},{"Add":{"text":" latitude = Float64[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318450"}},{"Add":{"text":" longitude = Float64[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318481"}},{"Add":{"text":" start_recording_period_localt = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318531"}},{"Add":{"text":" finish_recording_period_localt = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318582"}},{"Add":{"text":" duration = Float64[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318612"}},{"Add":{"text":" sample_rate = Int[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318641"}},{"Add":{"text":" utc = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318665"}},{"Add":{"text":" ldt = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318689"}},{"Add":{"text":" moth_id = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318717"}},{"Add":{"text":" gain = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318742"}},{"Add":{"text":" battery = Float64[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318771"}},{"Add":{"text":" temperature = Float64[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318804"}},{"Add":{"text":" sha2_256 = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318833"}},{"Add":{"text":" night = Bool[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318857"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318863"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318864"}},{"Add":{"text":" #Get WAV list for folder","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318893"}},{"Add":{"text":" wav_list = glob(\"*.WAV\") |> sort","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318930"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318931"}},{"Add":{"text":" #Return empty df if nothing in the folder","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:318977"}},{"Add":{"text":" if length(wav_list) == 0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319006"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319024"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319032"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319033"}},{"Add":{"text":" #Get path info from file system","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319069"}},{"Add":{"text":" raw_path_vec = split(pwd(), \"/\")[end-2:end]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319117"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319118"}},{"Add":{"text":" disk = raw_path_vec[1]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319145"}},{"Add":{"text":" location = raw_path_vec[2]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319176"}},{"Add":{"text":" trip_date = raw_path_vec[3]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319208"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319209"}},{"Add":{"text":" #Get location, assumes 1 gpx is in the follder","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319260"}},{"Add":{"text":" waypoint = glob(\"*.gpx\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319289"}},{"Add":{"text":" length(waypoint) != 1 && @error \"no gpx file in $trip_date $location\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319363"}},{"Add":{"text":" loc = read(waypoint[1], String) |> xml_dict","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319411"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319412"}},{"Add":{"text":" latitude = parse(Float64, (loc[\"gpx\"][\"wpt\"][:lat]))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319469"}},{"Add":{"text":" longitude = parse(Float64, (loc[\"gpx\"][\"wpt\"][:lon]))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319527"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319528"}},{"Add":{"text":" #Start of recording period","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319559"}},{"Add":{"text":" _, _, _, binary_metadata_start = wavread(wav_list[1])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319617"}},{"Add":{"text":" c_v_s = split(wav_info_read(binary_metadata_start)[:ICMT], \" \")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319685"}},{"Add":{"text":" comment_vector_start = length(c_v_s) < 22 ? c_v_s : c_v_s[1:19]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319753"}},{"Add":{"text":" date_start = split(comment_vector_start[4], \"/\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319806"}},{"Add":{"text":" time_start = split(comment_vector_start[3], \":\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319859"}},{"Add":{"text":" tz_start = chop(comment_vector_start[5], head = 4, tail = 1)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319924"}},{"Add":{"text":" time_zone_start = isempty(tz_start) ? \"+00\" : tz_start","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:319983"}},{"Add":{"text":" #zdt1 = ZonedDateTime(parse(Int, date_start[3]), parse(Int, date_start[2]), parse(Int, date_start[1]), parse(Int, time_start[1]), parse(Int, time_start[2]), parse(Int, time_start[3]), tz\"UTC\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320180"}},{"Add":{"text":" time_string_start =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320204"}},{"Add":{"text":" date_start[3] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320228"}},{"Add":{"text":" \"-\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320242"}},{"Add":{"text":" date_start[2] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320266"}},{"Add":{"text":" \"-\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320280"}},{"Add":{"text":" date_start[1] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320304"}},{"Add":{"text":" \"T\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320318"}},{"Add":{"text":" time_start[1] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320342"}},{"Add":{"text":" \":\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320356"}},{"Add":{"text":" time_start[2] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320380"}},{"Add":{"text":" \":\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320394"}},{"Add":{"text":" time_start[3] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320418"}},{"Add":{"text":" \".\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320432"}},{"Add":{"text":" \"000\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320448"}},{"Add":{"text":" time_zone_start","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320472"}},{"Add":{"text":" zdt1 = ZonedDateTime(time_string_start)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320516"}},{"Add":{"text":" start_recording_period_localt =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320552"}},{"Add":{"text":" Dates.format(astimezone(zdt1, tz\"Pacific/Auckland\"), \"yyyy-mm-dd HH:MM:SSzzzz\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320640"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320641"}},{"Add":{"text":" #End of recording period","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320670"}},{"Add":{"text":" _, _, _, binary_metadata_end = wavread(wav_list[end])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320728"}},{"Add":{"text":" c_v_e = split(wav_info_read(binary_metadata_end)[:ICMT], \" \")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320794"}},{"Add":{"text":" comment_vector_end = length(c_v_e) < 22 ? c_v_e : c_v_e[1:19]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320860"}},{"Add":{"text":" date_end = split(comment_vector_end[4], \"/\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320909"}},{"Add":{"text":" time_end = split(comment_vector_end[3], \":\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:320958"}},{"Add":{"text":" tz_end = chop(comment_vector_start[5], head = 4, tail = 1)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321021"}},{"Add":{"text":" time_zone_end = isempty(tz_end) ? \"+00\" : tz_end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321074"}},{"Add":{"text":" #zdt2 = ZonedDateTime(parse(Int, date_end[3]), parse(Int, date_end[2]), parse(Int, date_end[1]),parse(Int, time_end[1]), parse(Int, time_end[2]), parse(Int, time_end[3]), tz\"UTC\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321258"}},{"Add":{"text":" time_string_end =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321280"}},{"Add":{"text":" date_end[3] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321302"}},{"Add":{"text":" \"-\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321316"}},{"Add":{"text":" date_end[2] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321338"}},{"Add":{"text":" \"-\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321352"}},{"Add":{"text":" date_end[1] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321374"}},{"Add":{"text":" \"T\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321388"}},{"Add":{"text":" time_end[1] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321410"}},{"Add":{"text":" \":\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321424"}},{"Add":{"text":" time_end[2] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321446"}},{"Add":{"text":" \":\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321460"}},{"Add":{"text":" time_end[3] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321482"}},{"Add":{"text":" \".\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321496"}},{"Add":{"text":" \"000\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321512"}},{"Add":{"text":" time_zone_end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321534"}},{"Add":{"text":" zdt2 = ZonedDateTime(time_string_end)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321576"}},{"Add":{"text":" finish_recording_period_localt =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321613"}},{"Add":{"text":" Dates.format(astimezone(zdt2, tz\"Pacific/Auckland\"), \"yyyy-mm-dd HH:MM:SSzzzz\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321701"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321702"}},{"Add":{"text":" dict = Skraak.construct_dawn_dusk_dict(\"/media/david/SSD1/dawn_dusk.csv\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321780"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321781"}},{"Add":{"text":" #So I know what it is doing","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321813"}},{"Add":{"text":" println(raw_path_vec)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321839"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321840"}},{"Add":{"text":" #Loop over file list","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321865"}},{"Add":{"text":" for file in wav_list","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321890"}},{"Add":{"text":" #print(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321911"}},{"Add":{"text":" try","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321923"}},{"Add":{"text":" audio_data, sample_rate, _, binary_metadata = wavread(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:321995"}},{"Add":{"text":" c_v = split(wav_info_read(binary_metadata)[:ICMT], \" \")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322063"}},{"Add":{"text":" comment_vector = length(c_v) < 22 ? c_v : c_v[1:19]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322127"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322128"}},{"Add":{"text":" duration = Float64(length(audio_data) / sample_rate)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322193"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322194"}},{"Add":{"text":" date = split(comment_vector[4], \"/\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322243"}},{"Add":{"text":" time = split(comment_vector[3], \":\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322292"}},{"Add":{"text":" tz = chop(comment_vector[5], head = 4, tail = 1)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322353"}},{"Add":{"text":" time_zone = isempty(tz) ? \"+00\" : tz","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322402"}},{"Add":{"text":" #preformatting_zdt = ZonedDateTime(parse(Int, date[3]), parse(Int, date[2]), parse(Int, date[1]), parse(Int, time[1]), parse(Int, time[2]), parse(Int, time[3]), tz\"UTC\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322584"}},{"Add":{"text":" time_string =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322610"}},{"Add":{"text":" date[3] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322636"}},{"Add":{"text":" \"-\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322658"}},{"Add":{"text":" date[2] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322684"}},{"Add":{"text":" \"-\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322706"}},{"Add":{"text":" date[1] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322732"}},{"Add":{"text":" \"T\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322754"}},{"Add":{"text":" time[1] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322780"}},{"Add":{"text":" \":\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322802"}},{"Add":{"text":" time[2] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322828"}},{"Add":{"text":" \":\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322850"}},{"Add":{"text":" time[3] *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322876"}},{"Add":{"text":" \".\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322898"}},{"Add":{"text":" \"000\" *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322922"}},{"Add":{"text":" time_zone","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:322948"}},{"Add":{"text":" preformatting_zdt = ZonedDateTime(time_string)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323007"}},{"Add":{"text":" #zdt = Dates.format(preformatting_zdt, \"yyyy-mm-dd HH:MM:SSzzzz\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323085"}},{"Add":{"text":" preformatting_utc = astimezone(preformatting_zdt, tz\"UTC\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323156"}},{"Add":{"text":" utc = Dates.format(preformatting_utc, \"yyyy-mm-dd HH:MM:SSzzzz\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323233"}},{"Add":{"text":" preformatting_ldt = astimezone(preformatting_zdt, tz\"Pacific/Auckland\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323317"}},{"Add":{"text":" ldt = Dates.format(preformatting_ldt, \"yyyy-mm-dd HH:MM:SSzzzz\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323394"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323395"}},{"Add":{"text":" moth_id = comment_vector[8]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323435"}},{"Add":{"text":" gain = comment_vector[10]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323473"}},{"Add":{"text":" #index back from end because if V > 4.9 the wording chaaanges","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323547"}},{"Add":{"text":" battery = parse(Float64, chop(comment_vector[end-4], tail = 1))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323623"}},{"Add":{"text":" temperature = parse(Float64, chop(comment_vector[end], tail = 2))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323701"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323702"}},{"Add":{"text":" sha2_256 = bytes2hex(sha256(file))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323749"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323750"}},{"Add":{"text":" #assumes 15 minute file and calculates on half way time","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323818"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323819"}},{"Add":{"text":" nt = Skraak.night(DateTime(preformatting_ldt + Minute(7) + Second(30)), dict)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323909"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323910"}},{"Add":{"text":" #Populate row to push into df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323952"}},{"Add":{"text":" row = [","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323972"}},{"Add":{"text":" disk,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:323994"}},{"Add":{"text":" location,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324020"}},{"Add":{"text":" trip_date,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324047"}},{"Add":{"text":" file,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324069"}},{"Add":{"text":" latitude,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324095"}},{"Add":{"text":" longitude,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324122"}},{"Add":{"text":" start_recording_period_localt,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324169"}},{"Add":{"text":" finish_recording_period_localt,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324217"}},{"Add":{"text":" duration,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324243"}},{"Add":{"text":" Int(sample_rate),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324277"}},{"Add":{"text":" utc,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324298"}},{"Add":{"text":" ldt,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324319"}},{"Add":{"text":" moth_id,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324344"}},{"Add":{"text":" gain,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324366"}},{"Add":{"text":" battery,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324391"}},{"Add":{"text":" temperature,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324420"}},{"Add":{"text":" sha2_256,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324446"}},{"Add":{"text":" nt,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324466"}},{"Add":{"text":" ]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324480"}},{"Add":{"text":" push!(df, row)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324507"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324508"}},{"Add":{"text":" print(\".\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324531"}},{"Add":{"text":" catch","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324545"}},{"Add":{"text":" @warn \"error with $folder $file\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324590"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324602"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324610"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324624"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324628"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324629"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324633"}},{"Add":{"text":"resize_image!(name::String, x::Int64=224, y::Int64=224)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324689"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324690"}},{"Add":{"text":"This function resizes an image with a specified name to a smaller size with","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324766"}},{"Add":{"text":"dimensions x and y. By default, the dimensions are set to 224 x 224, which","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324841"}},{"Add":{"text":"is common for image classification models.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324884"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324885"}},{"Add":{"text":"Args:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324891"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324892"}},{"Add":{"text":"• name (String): A string representing the name and path of the","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324959"}},{"Add":{"text":"image file that needs to be resized.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324996"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:324997"}},{"Add":{"text":"• x (Int64): An integer representing the desired width of the","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325062"}},{"Add":{"text":"resized image. Default is set to 224.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325100"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325101"}},{"Add":{"text":"• y (Int64): An integer representing the desired height of the","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325167"}},{"Add":{"text":"resized image. Default is set to 224.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325205"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325206"}},{"Add":{"text":"Returns: Nothing - This function only resizes the image and saves it to the","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325282"}},{"Add":{"text":"same path.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325293"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325294"}},{"Add":{"text":"Use it like this:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325312"}},{"Add":{"text":"using Images, Glob","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325331"}},{"Add":{"text":"a=glob(\"*/*.png\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325349"}},{"Add":{"text":"for file in a","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325363"}},{"Add":{"text":"resize_image!(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325383"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325387"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325388"}},{"Add":{"text":"works really fast","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325406"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325410"}},{"Add":{"text":"function resize_image!(name::String, x::Int64 = 224, y::Int64 = 224)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325479"}},{"Add":{"text":" small_image = imresize(load(name), (x, y))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325526"}},{"Add":{"text":" save(name, small_image)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325554"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325558"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325559"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325563"}},{"Add":{"text":"twilight_tuple_local_time(dt::Date)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325599"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325600"}},{"Add":{"text":"Takes a date and returns a tuple with local time twilight times. Use to make a Dataframe then csv.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325699"}},{"Add":{"text":"Queries api.sunrise-sunset.org","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325730"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325731"}},{"Add":{"text":"was using civil_twilight_end, civil_twilight_begin, changed to sunrise, sunset","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325810"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325811"}},{"Add":{"text":"Use like this:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325826"}},{"Add":{"text":"Using CSV, Dates, DataFrames, Skraak","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325863"}},{"Add":{"text":"df = DataFrame(Date=[], Dawn=[], Dusk=[])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325905"}},{"Add":{"text":"dr = Dates.Date(2019,01,01):Dates.Day(1):Dates.Date(2024,12,31)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325969"}},{"Add":{"text":"for day in dr","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:325983"}},{"Add":{"text":" q = Utility.twilight_tuple_local_time(day)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326030"}},{"Add":{"text":" isempty(q) ? println(\"fail $day\") : push!(df, q)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326083"}},{"Add":{"text":" sleep(5)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326096"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326100"}},{"Add":{"text":"CSV.write(\"dawn_dusk.csv\", df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326131"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326132"}},{"Add":{"text":"using CSV, DataFrames, Dates, HTTP, JSON, TimeZones","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326184"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326188"}},{"Add":{"text":"function twilight_tuple_local_time(dt::Date)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326233"}},{"Add":{"text":" # C05 co-ordinates hard coded into function","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326281"}},{"Add":{"text":" resp1 = HTTP.get(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326303"}},{"Add":{"text":" \"https://api.sunrise-sunset.org/json?lat=-45.50608&lng=167.47822&date=$dt&formatted=0\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326399"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326405"}},{"Add":{"text":" resp2 = String(resp1.body) |> JSON.Parser.parse","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326457"}},{"Add":{"text":" resp3 = get(resp2, \"results\", \"missing\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326502"}},{"Add":{"text":" dusk_utc = get(resp3, \"sunset\", \"missing\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326549"}},{"Add":{"text":" dusk_utc_zoned = ZonedDateTime(dusk_utc, \"yyyy-mm-ddTHH:MM:SSzzzz\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326621"}},{"Add":{"text":" dusk_local = astimezone(dusk_utc_zoned, tz\"Pacific/Auckland\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326687"}},{"Add":{"text":" dusk_string = Dates.format(dusk_local, \"yyyy-mm-ddTHH:MM:SS\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326753"}},{"Add":{"text":" dawn_utc = get(resp3, \"sunrise\", \"missing\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326801"}},{"Add":{"text":" dawn_utc_zoned = ZonedDateTime(dawn_utc, \"yyyy-mm-ddTHH:MM:SSzzzz\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326873"}},{"Add":{"text":" dawn_local = astimezone(dawn_utc_zoned, tz\"Pacific/Auckland\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:326939"}},{"Add":{"text":" dawn_string = Dates.format(dawn_local, \"yyyy-mm-ddTHH:MM:SS\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327005"}},{"Add":{"text":" date = Dates.format(dt, \"yyyy-mm-dd\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327047"}},{"Add":{"text":" return (date, dawn_string, dusk_string)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327091"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327095"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327096"}},{"Add":{"text":"#use this function to get a date range of data, saves to csv in cwd and returns df ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327183"}},{"Add":{"text":"function twilight_tuple_local_time(dr::StepRange{Date,Day})","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327243"}},{"Add":{"text":" # C05 co-ordinates hard coded into function","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327291"}},{"Add":{"text":" cols = [","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327304"}},{"Add":{"text":" \"day\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327319"}},{"Add":{"text":" \"solar_noon\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327341"}},{"Add":{"text":" \"sunrise\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327360"}},{"Add":{"text":" \"day_length\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327382"}},{"Add":{"text":" \"sunset\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327400"}},{"Add":{"text":" \"civil_twilight_end\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327430"}},{"Add":{"text":" \"astronomical_twilight_end\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327467"}},{"Add":{"text":" \"astronomical_twilight_begin\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327506"}},{"Add":{"text":" \"nautical_twilight_begin\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327541"}},{"Add":{"text":" \"civil_twilight_begin\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327573"}},{"Add":{"text":" \"nautical_twilight_end\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327606"}},{"Add":{"text":" ]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327612"}},{"Add":{"text":" df = DataFrame([name => [] for name in cols])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327662"}},{"Add":{"text":" for day in dr","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327680"}},{"Add":{"text":" resp =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327695"}},{"Add":{"text":" HTTP.get(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327717"}},{"Add":{"text":" \"https://api.sunrise-sunset.org/json?lat=-45.50608&lng=167.47822&date=$day&formatted=0\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327822"}},{"Add":{"text":" ) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327839"}},{"Add":{"text":" x -> String(x.body) |> JSON.Parser.parse |> x -> get(x, \"results\", \"missing\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327929"}},{"Add":{"text":" resp[\"day\"] = string(day)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327963"}},{"Add":{"text":" push!(df, resp)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:327987"}},{"Add":{"text":" print(\"$day \")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328011"}},{"Add":{"text":" sleep(3)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328028"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328036"}},{"Add":{"text":" CSV.write(\"sunrise_sunset.csv\", df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328076"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328090"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328094"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328095"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328099"}},{"Add":{"text":"utc_to_nzdt!files::Vector{String})","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328134"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328135"}},{"Add":{"text":"Takes a list of moth files and rewrites UTC filenames to NZDT, because since","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328212"}},{"Add":{"text":"reconfiguring my moths at start of daylight saving they are recording UTC","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328286"}},{"Add":{"text":"filenames which is not consistent with the way my notebook works.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328352"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328353"}},{"Add":{"text":"a = glob(\"*/2022-12-17/\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328379"}},{"Add":{"text":"for folder in a","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328395"}},{"Add":{"text":"cd(folder)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328406"}},{"Add":{"text":"println(folder)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328422"}},{"Add":{"text":"files = glob(\"*.WAV\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328444"}},{"Add":{"text":"utc_to_nzdt!files)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328463"}},{"Add":{"text":"cd(\"/media/david/Pomona-2\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328491"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328495"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328496"}},{"Add":{"text":"using Dates, TimeZones","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328519"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328523"}},{"Add":{"text":"function utc_to_nzdt!(files::Vector{String})","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328568"}},{"Add":{"text":" fix_extension_of_files = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328600"}},{"Add":{"text":" for old_file in files","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328626"}},{"Add":{"text":" a = chop(old_file, tail = 4)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328663"}},{"Add":{"text":" d, t = split(a, \"_\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328692"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328693"}},{"Add":{"text":" ye = parse(Int64, d[1:4])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328727"}},{"Add":{"text":" mo = parse(Int64, d[5:6])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328761"}},{"Add":{"text":" da = parse(Int64, d[7:8])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328795"}},{"Add":{"text":" ho = parse(Int64, t[1:2])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328829"}},{"Add":{"text":" mi = parse(Int64, t[3:4])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328863"}},{"Add":{"text":" se = parse(Int64, t[5:6])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328897"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328898"}},{"Add":{"text":" dt = ZonedDateTime(ye, mo, da, ho, mi, se, tz\"UTC\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:328958"}},{"Add":{"text":" new_date = astimezone(dt, tz\"Pacific/Auckland\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329014"}},{"Add":{"text":" # Must drop the WAV extension to avoiding force=true ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329076"}},{"Add":{"text":" # with mv, since the new file name may already exist and mv","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329146"}},{"Add":{"text":" # will stacktrace leaving a big mess to tidy up.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329203"}},{"Add":{"text":" isfile(Dates.format(new_date, \"yyyymmdd_HHMMSS\") * \".tmp\") ?","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329272"}},{"Add":{"text":" base_file = Dates.format((new_date + Dates.Second(1)), \"yyyymmdd_HHMMSS\") :","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329356"}},{"Add":{"text":" base_file = Dates.format(new_date, \"yyyymmdd_HHMMSS\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329418"}},{"Add":{"text":" temp_file = base_file * \".tmp\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329457"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329458"}},{"Add":{"text":" # Tuple to tidy extensions later","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329499"}},{"Add":{"text":" tidy = (temp_file, base_file * \".WAV\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329546"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329547"}},{"Add":{"text":" mv(old_file, temp_file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329579"}},{"Add":{"text":" push!(fix_extension_of_files, tidy)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329623"}},{"Add":{"text":" print(\".\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329642"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329650"}},{"Add":{"text":" for item in fix_extension_of_files","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329689"}},{"Add":{"text":" mv(item[1], item[2])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329718"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329726"}},{"Add":{"text":" print(\"Tidy\\n\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329746"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329750"}}]}},{"FileAdd":{"meta":{"basename":"Train_delete.jl","metadata":0},"context":[{"change":0,"pos":6598}],"contents":[{"Add":{"text":"# Train.jl","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329799"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329800"}},{"Add":{"text":"# https://github.com/FluxML/model-zoo/blob/master/tutorials/transfer_learning/transfer_learning.jl","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329899"}},{"Add":{"text":"# This works on my data IT TRAINS best, but only -t 4","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329953"}},{"Add":{"text":"# dont forget temp env","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329976"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:329977"}},{"Add":{"text":"using Random: shuffle!","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330000"}},{"Add":{"text":"using Random: seed!","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330020"}},{"Add":{"text":"import Base: length","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330040"}},{"Add":{"text":"import Base: getindex","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330062"}},{"Add":{"text":"using Images","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330075"}},{"Add":{"text":"using Flux","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330086"}},{"Add":{"text":"using CUDA","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330097"}},{"Add":{"text":"using Metalhead","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330113"}},{"Add":{"text":"using Noise","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330125"}},{"Add":{"text":"using Glob","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330136"}},{"Add":{"text":"using BSON: @save","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330154"}},{"Add":{"text":"using Dates","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330166"}},{"Add":{"text":"#using CSV","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330177"}},{"Add":{"text":"using DataFrames","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330194"}},{"Add":{"text":"using FreqTables","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330211"}},{"Add":{"text":"using JLD2","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330222"}},{"Add":{"text":"using Logging, LoggingExtras","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330251"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330252"}},{"Add":{"text":"imgs = glob(\"2023-09-*/*/*/[N,K]/*.png\") #from SSD2","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330304"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330305"}},{"Add":{"text":"seed!(1234);","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330318"}},{"Add":{"text":"shuffle!(imgs)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330333"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330334"}},{"Add":{"text":"#CSV.write(\"files.csv\", DataFrame(file=imgs))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330380"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330381"}},{"Add":{"text":"device = CUDA.functional() ? gpu : cpu","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330420"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330421"}},{"Add":{"text":"struct ImageContainer{T<:Vector}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330454"}},{"Add":{"text":" img::T","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330465"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330469"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330470"}},{"Add":{"text":"struct ValidationImageContainer{T<:Vector}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330513"}},{"Add":{"text":" img::T","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330524"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330528"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330529"}},{"Add":{"text":"data = ImageContainer(imgs)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330557"}},{"Add":{"text":"val_data = ValidationImageContainer(imgs)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330599"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330600"}},{"Add":{"text":"length(data::ImageContainer) = length(data.img)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330648"}},{"Add":{"text":"length(data::ValidationImageContainer) = length(data.img)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330706"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330707"}},{"Add":{"text":"const im_size = (224, 224)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330734"}},{"Add":{"text":"name_to_idx = Dict{String,Int32}(\"K\" => 1, \"N\" => 2)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330787"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330788"}},{"Add":{"text":"function getindex(data::ImageContainer{Vector{String}}, idx::Int)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330854"}},{"Add":{"text":" path = data.img[idx]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330879"}},{"Add":{"text":" img =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330889"}},{"Add":{"text":" Images.load(path) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330918"}},{"Add":{"text":" x ->","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330931"}},{"Add":{"text":" Images.imresize(x, 224, 224) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330975"}},{"Add":{"text":" x ->","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:330992"}},{"Add":{"text":" Images.RGB.(x) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331026"}},{"Add":{"text":" x ->","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331047"}},{"Add":{"text":" Noise.add_gauss(x, (rand() * 0.2)) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331105"}},{"Add":{"text":" x ->","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331130"}},{"Add":{"text":" apply_mask(x, 3, 3, 12) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331181"}},{"Add":{"text":" x ->","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331210"}},{"Add":{"text":" collect(channelview(float32.(x))) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331275"}},{"Add":{"text":" x -> permutedims(x, (3, 2, 1))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331334"}},{"Add":{"text":" y = name_to_idx[(split(path, \"/\")[end-1])]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331381"}},{"Add":{"text":" return img, y","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331399"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331403"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331404"}},{"Add":{"text":"function getindex(data::ValidationImageContainer{Vector{String}}, idx::Int)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331480"}},{"Add":{"text":" path = data.img[idx]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331505"}},{"Add":{"text":" img =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331515"}},{"Add":{"text":" Images.load(path) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331544"}},{"Add":{"text":" x ->","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331557"}},{"Add":{"text":" Images.imresize(x, 224, 224) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331601"}},{"Add":{"text":" x ->","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331618"}},{"Add":{"text":" Images.RGB.(x) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331652"}},{"Add":{"text":" x -> collect(channelview(float32.(x))) |> x -> permutedims(x, (3, 2, 1))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331741"}},{"Add":{"text":" y = name_to_idx[(split(path, \"/\")[end-1])]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331788"}},{"Add":{"text":" return img, y","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331806"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331810"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331811"}},{"Add":{"text":"# assumes 224px square images","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331841"}},{"Add":{"text":"function apply_mask(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331862"}},{"Add":{"text":" img::Array{RGB{N0f8},2},","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331891"}},{"Add":{"text":" max_number::Int = 3,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331916"}},{"Add":{"text":" min_size::Int = 3,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331939"}},{"Add":{"text":" max_size::Int = 22,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331963"}},{"Add":{"text":")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331965"}},{"Add":{"text":" # horizontal","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:331982"}},{"Add":{"text":" for range in get_random_ranges(max_number, min_size, max_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332049"}},{"Add":{"text":" img[range, :] .= RGB{N0f8}(0.7, 0.7, 0.7)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332099"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332107"}},{"Add":{"text":" # vertical","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332122"}},{"Add":{"text":" for range in get_random_ranges(max_number, min_size, max_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332189"}},{"Add":{"text":" img[:, range] .= RGB{N0f8}(0.7, 0.7, 0.7)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332239"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332247"}},{"Add":{"text":" return img","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332262"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332266"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332267"}},{"Add":{"text":"# assumes 224px square images","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332297"}},{"Add":{"text":"function get_random_ranges(max_number::Int, min_size::Int, max_size::Int)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332371"}},{"Add":{"text":" number = rand(0:max_number)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332403"}},{"Add":{"text":" ranges = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332419"}},{"Add":{"text":" while length(ranges) < number","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332453"}},{"Add":{"text":" start = rand(1:224)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332481"}},{"Add":{"text":" size = rand(min_size:max_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332520"}},{"Add":{"text":" if start + size > 224","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332550"}},{"Add":{"text":" continue","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332571"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332583"}},{"Add":{"text":" push!(ranges, start:start+size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332623"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332631"}},{"Add":{"text":" return ranges","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332649"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332653"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332654"}},{"Add":{"text":"# define DataLoaders","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332675"}},{"Add":{"text":"const batch_size = 64","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332697"}},{"Add":{"text":"const train_test_split = 0.95","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332727"}},{"Add":{"text":"const ceiling = length(data) ÷ batch_size * batch_size","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332783"}},{"Add":{"text":"const train_test_index =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332808"}},{"Add":{"text":" ceiling ÷ batch_size * train_test_split |> round |> x -> x * batch_size |> Int","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332892"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332893"}},{"Add":{"text":"train = Flux.DataLoader(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332918"}},{"Add":{"text":" ImageContainer(imgs[1:train_test_index]);","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332964"}},{"Add":{"text":" batchsize = batch_size,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:332992"}},{"Add":{"text":" collate = true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333012"}},{"Add":{"text":" parallel = true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333033"}},{"Add":{"text":")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333035"}},{"Add":{"text":"device == gpu ? train = CuIterator(train) : nothing","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333087"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333088"}},{"Add":{"text":"train_sample = Flux.DataLoader(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333120"}},{"Add":{"text":" ValidationImageContainer(imgs[1:(ceiling-train_test_index)]);","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333186"}},{"Add":{"text":" batchsize = batch_size,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333214"}},{"Add":{"text":" collate = true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333234"}},{"Add":{"text":" parallel = true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333255"}},{"Add":{"text":")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333257"}},{"Add":{"text":"device == gpu ? train_sample = CuIterator(train_sample) : nothing","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333323"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333324"}},{"Add":{"text":"test = Flux.DataLoader(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333348"}},{"Add":{"text":" ValidationImageContainer(imgs[train_test_index+1:ceiling]);","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333412"}},{"Add":{"text":" batchsize = batch_size,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333440"}},{"Add":{"text":" collate = true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333460"}},{"Add":{"text":" parallel = true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333481"}},{"Add":{"text":")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333483"}},{"Add":{"text":"device == gpu ? test = CuIterator(test) : nothing","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333533"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333534"}},{"Add":{"text":"fst = Metalhead.ResNet(18, pretrain = true).layers","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333585"}},{"Add":{"text":"# BEWARE NUMBER CLASSES","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333609"}},{"Add":{"text":"lst = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(512 => 2));","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333684"}},{"Add":{"text":"model = Flux.Chain(fst[1], lst) |> device","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333726"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333727"}},{"Add":{"text":"function eval_f(m, d)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333749"}},{"Add":{"text":" good = 0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333762"}},{"Add":{"text":" count = 0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333776"}},{"Add":{"text":" pred = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333790"}},{"Add":{"text":" actual = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333806"}},{"Add":{"text":" for (x, y) in d","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333826"}},{"Add":{"text":" p = Flux.onecold(m(x))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333857"}},{"Add":{"text":" good += sum(p .== y)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333886"}},{"Add":{"text":" count += length(y)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333913"}},{"Add":{"text":" append!(pred, p)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333938"}},{"Add":{"text":" append!(actual, y)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333965"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:333973"}},{"Add":{"text":" accuracy = round(good / count, digits = 4)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334020"}},{"Add":{"text":" confusion_matrix =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334043"}},{"Add":{"text":" freqtable(DataFrame(targets = actual, predicts = pred), :targets, :predicts)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334128"}},{"Add":{"text":" return accuracy, confusion_matrix","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334166"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334170"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334171"}},{"Add":{"text":"# BEWARE NUMBER CLASSES","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334195"}},{"Add":{"text":"function train_epoch!(model; opt, train)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334236"}},{"Add":{"text":" Flux.train!(model, train, opt) do m, x, y","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334282"}},{"Add":{"text":" Flux.Losses.logitcrossentropy(m(x), Flux.onehotbatch(y, 1:2))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334352"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334360"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334364"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334365"}},{"Add":{"text":"opt = Flux.setup(Flux.Optimisers.Adam(1e-5), model);","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334418"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334419"}},{"Add":{"text":"logger = FileLogger(\"logfile.txt\"; append = true)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334469"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334470"}},{"Add":{"text":"@time metric_eval, v_confusion_matrix = eval_f(model, test)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334530"}},{"Add":{"text":"#with_logger(logger) do","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334554"}},{"Add":{"text":"@info \"eval\" accuracy = metric_eval","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334590"}},{"Add":{"text":"@info \"eval\" v_confusion_matrix","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334622"}},{"Add":{"text":"#end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334627"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334628"}},{"Add":{"text":"a = 0.0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334636"}},{"Add":{"text":"for iter in 1:15","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334653"}},{"Add":{"text":" println(\"\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334669"}},{"Add":{"text":" println(\"Epoch: $iter\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334697"}},{"Add":{"text":" @time train_epoch!(model; opt, train)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334739"}},{"Add":{"text":" @time metric_train, t_confusion_matrix = eval_f(model, train_sample)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334812"}},{"Add":{"text":" #with_logger(logger) do","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334840"}},{"Add":{"text":" @info \"Epoch: \" iter","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334865"}},{"Add":{"text":" @info \"train\" accuracy = metric_train","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334907"}},{"Add":{"text":" @info \"train\" t_confusion_matrix","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334944"}},{"Add":{"text":" #end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:334953"}},{"Add":{"text":" @time metric_eval, v_confusion_matrix = eval_f(model, test)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335017"}},{"Add":{"text":" #with_logger(logger) do","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335045"}},{"Add":{"text":" @info \"test\" accuracy = metric_eval","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335085"}},{"Add":{"text":" @info \"test\" v_confusion_matrix","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335121"}},{"Add":{"text":" #end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335130"}},{"Add":{"text":" metric_eval > a && begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335159"}},{"Add":{"text":" a = metric_eval","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335183"}},{"Add":{"text":" let _model = cpu(model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335215"}},{"Add":{"text":" jldsave(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335236"}},{"Add":{"text":" \"model_K1-4_CPU_epoch-$iter-$metric_eval-$(today()).jld2\";","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335311"}},{"Add":{"text":" model_state = Flux.state(_model),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335361"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335375"}},{"Add":{"text":" #BSON.@save \"model_K1-3_CPU_epoch-$iter-$metric_eval-$(now()).bson\" _model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335462"}},{"Add":{"text":" #with_logger(logger) do","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335498"}},{"Add":{"text":" @info \"Saved a best_model\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335537"}},{"Add":{"text":" #end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335554"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335566"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335574"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335578"}}]}},{"FileAdd":{"meta":{"basename":"Train.jl","metadata":0},"context":[{"change":0,"pos":6598}],"contents":[{"Add":{"text":"# Train.jl","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335631"}},{"Add":{"text":"#test commit","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335644"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335645"}},{"Add":{"text":"import Base: length, getindex","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335675"}},{"Add":{"text":"using CUDA, DataFrames, Dates, Images, Flux, FreqTables, Glob, JLD2, Noise","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335750"}},{"Add":{"text":"using Random: shuffle!, seed!","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335780"}},{"Add":{"text":"using Metalhead: ResNet","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335804"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335805"}},{"Add":{"text":"export train #beware Flux.train! is not Skraak.train","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335858"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335859"}},{"Add":{"text":"#=","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335862"}},{"Add":{"text":"function train(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335878"}},{"Add":{"text":" model_name::String,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335902"}},{"Add":{"text":" train_epochs::Int64,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335927"}},{"Add":{"text":" glob_pattern::String=\"*/*.png\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335963"}},{"Add":{"text":" pretrain::Model=true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:335989"}},{"Add":{"text":" train_test_split::Float64 = 0.8,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336026"}},{"Add":{"text":" batch_size::Int64 = 64,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336054"}},{"Add":{"text":")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336056"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336057"}},{"Add":{"text":"Note:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336063"}},{"Add":{"text":"Dont forget temp env, julia -t 4","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336097"}},{"Add":{"text":"Assumes 224x224 pixel RGB images as png's","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336139"}},{"Add":{"text":"Saves jld2's in current directory","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336173"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336174"}},{"Add":{"text":"Use like:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336184"}},{"Add":{"text":"using Skraak","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336197"}},{"Add":{"text":"glob_pattern = \"*/*/[N,K]/*.png\" #from SSD2/PrimaryDataset 7758648","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336264"}},{"Add":{"text":"train(\"K1-5\", 2, glob_pattern, true, 0.95, 64)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336311"}},{"Add":{"text":"glob_pattern = \"Clips_2023-09-11/[D,F,M,N]/*.png\" #from SSD2/Clips","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336378"}},{"Add":{"text":"train(\"Test\", 2, glob_pattern, false)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336416"}},{"Add":{"text":"train(\"Test2\", 2, glob_pattern, \"/media/david/SSD1/model_K1-3_CPU_epoch-10-0.9965-2023-10-18T17:32:36.747.jld2\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336529"}},{"Add":{"text":"train(\"Test3\", 2, glob_pattern, \"/Volumes/SSD1/model_DFMN1-1_CPU_epoch-11-0.9126-2023-10-20T08:42:32.533.jld2\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336641"}},{"Add":{"text":"=#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336644"}},{"Add":{"text":"const LABELTOINDEX::Dict{String,Int32} = Dict()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336692"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336693"}},{"Add":{"text":"Model = Union{Bool,String}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336720"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336721"}},{"Add":{"text":"function train(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336737"}},{"Add":{"text":" model_name::String,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336761"}},{"Add":{"text":" train_epochs::Int64,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336786"}},{"Add":{"text":" glob_pattern::String = \"*/*.png\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336824"}},{"Add":{"text":" pretrain::Model = true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336852"}},{"Add":{"text":" train_test_split::Float64 = 0.8,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336889"}},{"Add":{"text":" batch_size::Int64 = 64,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336917"}},{"Add":{"text":")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336919"}},{"Add":{"text":" epochs = 1:train_epochs","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:336947"}},{"Add":{"text":" images = glob(glob_pattern) |> shuffle! |> x -> x[1:1000]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337009"}},{"Add":{"text":" @assert !isempty(images) \"No png images found\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337060"}},{"Add":{"text":" @info \"$(length(images)) images in dataset\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337108"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337109"}},{"Add":{"text":" label_to_index = labels_to_dict(images)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337153"}},{"Add":{"text":" register_label_to_index!(label_to_index)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337198"}},{"Add":{"text":" @info \"Text labels translate to: \" label_to_index","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337252"}},{"Add":{"text":" classes = length(label_to_index)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337289"}},{"Add":{"text":" @assert classes >= 2 \"At least 2 label classes are required, for example: kiwi, not_kiwi\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337383"}},{"Add":{"text":" @info \"$classes classes in dataset\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337423"}},{"Add":{"text":" @info \"Device: $device\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337451"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337452"}},{"Add":{"text":" ceiling = seil(length(images), batch_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337499"}},{"Add":{"text":" train_test_index = train_test_idx(ceiling, batch_size, train_test_split)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337576"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337577"}},{"Add":{"text":" train, train_sample, test = process_data(images, train_test_index, ceiling, batch_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337669"}},{"Add":{"text":" @info \"Made data loaders\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337699"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337700"}},{"Add":{"text":" model = load_model(pretrain, classes)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337742"}},{"Add":{"text":" @info \"Loaded model\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337767"}},{"Add":{"text":" opt = Flux.setup(Flux.Optimisers.Adam(1e-5), model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337823"}},{"Add":{"text":" @info \"Setup optimiser\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337851"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337852"}},{"Add":{"text":" @info \"Training for $epochs epochs: \" now()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337900"}},{"Add":{"text":" training_loop!(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337920"}},{"Add":{"text":" model,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337935"}},{"Add":{"text":" opt,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337948"}},{"Add":{"text":" train,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337963"}},{"Add":{"text":" train_sample,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337985"}},{"Add":{"text":" test,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:337999"}},{"Add":{"text":" epochs,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338015"}},{"Add":{"text":" model_name,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338035"}},{"Add":{"text":" classes,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338052"}},{"Add":{"text":" label_to_index,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338076"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338082"}},{"Add":{"text":" @info \"Finished $(last(epochs)) epochs: \" now()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338134"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338138"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338139"}},{"Add":{"text":"struct ImageContainer{T<:Vector}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338172"}},{"Add":{"text":" img::T","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338183"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338187"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338188"}},{"Add":{"text":"struct ValidationImageContainer{T<:Vector}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338231"}},{"Add":{"text":" img::T","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338242"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338246"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338247"}},{"Add":{"text":"Container = Union{ImageContainer,ValidationImageContainer}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338306"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338307"}},{"Add":{"text":"function seil(n::Int, batch_size::Int)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338346"}},{"Add":{"text":" return n ÷ batch_size * batch_size","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338386"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338390"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338391"}},{"Add":{"text":"function train_test_idx(ceiling::Int, batch_size::Int, train_test_split::Float64)::Int","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338478"}},{"Add":{"text":" t =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338486"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338509"}},{"Add":{"text":" ceiling ÷ batch_size * train_test_split |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338561"}},{"Add":{"text":" round |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338578"}},{"Add":{"text":" x -> x * batch_size |> ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338610"}},{"Add":{"text":" x -> convert(Int, x)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338639"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338661"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338665"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338666"}},{"Add":{"text":"function labels_to_dict(list::Vector{String})::Dict{String,Int32}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338732"}},{"Add":{"text":" l =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338740"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338763"}},{"Add":{"text":" map(x -> split(x, \"/\")[end-1], list) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338811"}},{"Add":{"text":" unique |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338829"}},{"Add":{"text":" sort |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338845"}},{"Add":{"text":" x -> zip(x, 1:length(x)) |> ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338882"}},{"Add":{"text":" Dict","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338895"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338917"}},{"Add":{"text":" return l","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338930"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338934"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338935"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:338939"}},{"Add":{"text":" register_label_to_index!(label_to_index::Dict{String,Int32})","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339004"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339005"}},{"Add":{"text":" This will replace the content of the global variable LABELTOINDEX ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339076"}},{"Add":{"text":" with the content intended by the caller.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339121"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339122"}},{"Add":{"text":" Thanks algunion","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339142"}},{"Add":{"text":" https://discourse.julialang.org/t/dataloader-scope-troubles/105207/4","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339215"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339219"}},{"Add":{"text":"function register_label_to_index!(label_to_index::Dict{String,Int32})","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339289"}},{"Add":{"text":" empty!(LABELTOINDEX)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339314"}},{"Add":{"text":" merge!(LABELTOINDEX, label_to_index)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339355"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339359"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339360"}},{"Add":{"text":"device = CUDA.functional() ? gpu : cpu","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339399"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339400"}},{"Add":{"text":"function process_data(array_of_file_names, train_test_index, ceiling, batch_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339482"}},{"Add":{"text":" seed!(1234)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339498"}},{"Add":{"text":" images = shuffle!(array_of_file_names)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339541"}},{"Add":{"text":" train =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339553"}},{"Add":{"text":" ImageContainer(images[1:train_test_index]) |> x -> make_dataloader(x, batch_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339643"}},{"Add":{"text":" train_sample =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339662"}},{"Add":{"text":" ValidationImageContainer(images[1:(ceiling-train_test_index)]) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339736"}},{"Add":{"text":" x -> make_dataloader(x, batch_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339780"}},{"Add":{"text":" test =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339791"}},{"Add":{"text":" ValidationImageContainer(images[train_test_index+1:ceiling]) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339863"}},{"Add":{"text":" x -> make_dataloader(x, batch_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339907"}},{"Add":{"text":" return train, train_sample, test","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339944"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339948"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339949"}},{"Add":{"text":"length(data::ImageContainer) = length(data.img)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:339997"}},{"Add":{"text":"length(data::ValidationImageContainer) = length(data.img)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340055"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340056"}},{"Add":{"text":"function getindex(data::ImageContainer{Vector{String}}, index::Int)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340124"}},{"Add":{"text":" path = data.img[index]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340151"}},{"Add":{"text":" img =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340161"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340184"}},{"Add":{"text":" Images.load(path) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340213"}},{"Add":{"text":" #x -> Images.imresize(x, 224, 224) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340259"}},{"Add":{"text":" #x -> Images.RGB.(x) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340291"}},{"Add":{"text":" x -> Noise.add_gauss(x, (rand() * 0.2)) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340342"}},{"Add":{"text":" x -> apply_mask!(x, 3, 3, 12) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340383"}},{"Add":{"text":" x -> collect(channelview(float32.(x))) |> ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340434"}},{"Add":{"text":" x -> permutedims(x, (3, 2, 1))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340473"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340495"}},{"Add":{"text":" y = LABELTOINDEX[(split(path, \"/\")[end-1])]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340543"}},{"Add":{"text":" return img, y","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340561"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340565"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340566"}},{"Add":{"text":"function getindex(data::ValidationImageContainer{Vector{String}}, index::Int)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340644"}},{"Add":{"text":" path = data.img[index]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340671"}},{"Add":{"text":" img =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340681"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340704"}},{"Add":{"text":" Images.load(path) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340733"}},{"Add":{"text":" #x -> Images.imresize(x, 224, 224) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340779"}},{"Add":{"text":" #x -> Images.RGB.(x) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340811"}},{"Add":{"text":" x -> collect(channelview(float32.(x))) |> ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340862"}},{"Add":{"text":" x -> permutedims(x, (3, 2, 1))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340901"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340923"}},{"Add":{"text":" y = LABELTOINDEX[(split(path, \"/\")[end-1])]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340971"}},{"Add":{"text":" return img, y","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340989"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340993"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:340994"}},{"Add":{"text":"# assumes 224px square images","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341024"}},{"Add":{"text":"function apply_mask!(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341046"}},{"Add":{"text":" img::Array{RGB{N0f8},2},","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341075"}},{"Add":{"text":" max_number::Int = 3,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341100"}},{"Add":{"text":" min_size::Int = 3,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341123"}},{"Add":{"text":" max_size::Int = 22,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341147"}},{"Add":{"text":")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341149"}},{"Add":{"text":" # horizontal","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341166"}},{"Add":{"text":" for range in get_random_ranges(max_number, min_size, max_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341233"}},{"Add":{"text":" img[range, :] .= RGB{N0f8}(0.7, 0.7, 0.7)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341283"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341291"}},{"Add":{"text":" # vertical","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341306"}},{"Add":{"text":" for range in get_random_ranges(max_number, min_size, max_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341373"}},{"Add":{"text":" img[:, range] .= RGB{N0f8}(0.7, 0.7, 0.7)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341423"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341431"}},{"Add":{"text":" return img","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341446"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341450"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341451"}},{"Add":{"text":"# assumes 224px square images","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341481"}},{"Add":{"text":"function get_random_ranges(max_number::Int, min_size::Int, max_size::Int)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341555"}},{"Add":{"text":" number = rand(0:max_number)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341587"}},{"Add":{"text":" ranges = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341603"}},{"Add":{"text":" while length(ranges) < number","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341637"}},{"Add":{"text":" start = rand(1:224)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341665"}},{"Add":{"text":" size = rand(min_size:max_size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341704"}},{"Add":{"text":" if start + size > 224","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341734"}},{"Add":{"text":" continue","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341755"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341767"}},{"Add":{"text":" push!(ranges, start:start+size)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341807"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341815"}},{"Add":{"text":" return ranges","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341833"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341837"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341838"}},{"Add":{"text":"function make_dataloader(container::Container, batch_size::Int)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341902"}},{"Add":{"text":" data =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:341913"}},{"Add":{"text":" Flux.DataLoader(container; batchsize = batch_size, collate = true, parallel = true)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342005"}},{"Add":{"text":" device == gpu ? data = CuIterator(data) : nothing","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342059"}},{"Add":{"text":" return data","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342075"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342079"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342080"}},{"Add":{"text":"# see load_model() from predict, and below","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342123"}},{"Add":{"text":"function load_model(pretrain::Bool, classes::Int64)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342175"}},{"Add":{"text":" fst = Metalhead.ResNet(18, pretrain = pretrain).layers","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342234"}},{"Add":{"text":" lst = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(512 => classes))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342318"}},{"Add":{"text":" model = Flux.Chain(fst[1], lst) |> device","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342364"}},{"Add":{"text":" return model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342381"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342385"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342386"}},{"Add":{"text":"#If model classes == desired classes I don't empty the last layer","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342452"}},{"Add":{"text":"#That means that I can just train from where I left off for new data, DFMN model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342533"}},{"Add":{"text":"#Could be a gotcha if I want to train a different 4 class model, no need for a switch just yet","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342628"}},{"Add":{"text":"function load_model(model_path::String, classes::Int64)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342684"}},{"Add":{"text":" model_state = JLD2.load(model_path, \"model_state\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342739"}},{"Add":{"text":" model_classes = length(model_state[1][2][1][3][2])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342794"}},{"Add":{"text":" f = Metalhead.ResNet(18, pretrain = false).layers","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342848"}},{"Add":{"text":" l = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(512 => model_classes))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342936"}},{"Add":{"text":" m = Flux.Chain(f[1], l)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:342964"}},{"Add":{"text":" Flux.loadmodel!(m, model_state)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343000"}},{"Add":{"text":" if classes == model_classes","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343032"}},{"Add":{"text":" model = m |> device","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343060"}},{"Add":{"text":" else","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343069"}},{"Add":{"text":" fst = m.layers","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343092"}},{"Add":{"text":" lst = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(512 => classes))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343180"}},{"Add":{"text":" model = Flux.Chain(fst[1], lst) |> device","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343230"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343238"}},{"Add":{"text":" return model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343255"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343259"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343260"}},{"Add":{"text":"function evaluate(m, d)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343284"}},{"Add":{"text":" good = 0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343297"}},{"Add":{"text":" count = 0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343311"}},{"Add":{"text":" pred = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343325"}},{"Add":{"text":" actual = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343341"}},{"Add":{"text":" for (x, y) in d","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343361"}},{"Add":{"text":" p = Flux.onecold(m(x))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343392"}},{"Add":{"text":" good += sum(p .== y)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343421"}},{"Add":{"text":" count += length(y)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343448"}},{"Add":{"text":" append!(pred, p)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343473"}},{"Add":{"text":" append!(actual, y)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343500"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343508"}},{"Add":{"text":" accuracy = round(good / count, digits = 4)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343555"}},{"Add":{"text":" confusion_matrix =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343578"}},{"Add":{"text":" freqtable(DataFrame(targets = actual, predicts = pred), :targets, :predicts)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343663"}},{"Add":{"text":" return accuracy, confusion_matrix","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343701"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343705"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343706"}},{"Add":{"text":"function train_epoch!(model; opt, train, classes)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343756"}},{"Add":{"text":" Flux.train!(model, train, opt) do m, x, y","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343802"}},{"Add":{"text":" Flux.Losses.logitcrossentropy(m(x), Flux.onehotbatch(y, 1:classes))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343878"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343886"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343890"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343891"}},{"Add":{"text":"function dict_to_text_file(dict, model_name)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343936"}},{"Add":{"text":" text = \"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343950"}},{"Add":{"text":" for (key, value) in dict","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:343979"}},{"Add":{"text":" text = text * \"$(key) => $(value)\\n\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344024"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344032"}},{"Add":{"text":" open(\"labels_$(model_name)-$(today()).txt\", \"w\") do file","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344093"}},{"Add":{"text":" write(file, text)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344119"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344127"}},{"Add":{"text":" @info \"Saved label to index mapping for future reference\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344189"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344193"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344194"}},{"Add":{"text":"function training_loop!(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344219"}},{"Add":{"text":" model,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344230"}},{"Add":{"text":" opt,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344239"}},{"Add":{"text":" train,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344250"}},{"Add":{"text":" train_sample,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344268"}},{"Add":{"text":" test,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344278"}},{"Add":{"text":" epochs::UnitRange{Int64},","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344308"}},{"Add":{"text":" model_name::String,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344332"}},{"Add":{"text":" classes,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344345"}},{"Add":{"text":" label_to_index,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344365"}},{"Add":{"text":")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344367"}},{"Add":{"text":" @time eval, vcm = evaluate(model, test)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344411"}},{"Add":{"text":" @info \"warm up\" accuracy = eval","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344447"}},{"Add":{"text":" @info \"warm up\" vcm","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344471"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344472"}},{"Add":{"text":" a = 0.0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344484"}},{"Add":{"text":" for epoch in epochs","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344508"}},{"Add":{"text":" println(\"\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344528"}},{"Add":{"text":" @info \"Starting Epoch: $epoch\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344567"}},{"Add":{"text":" epoch == 1 && dict_to_text_file(label_to_index, model_name)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344635"}},{"Add":{"text":" @time train_epoch!(model; opt, train, classes)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344690"}},{"Add":{"text":" @time metric_train, train_confusion_matrix = evaluate(model, train_sample)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344773"}},{"Add":{"text":" @info \"Epoch: $epoch\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344803"}},{"Add":{"text":" @info \"train\" accuracy = metric_train","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344849"}},{"Add":{"text":" @info \"train\" train_confusion_matrix","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344894"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344895"}},{"Add":{"text":" @time metric_test, test_confusion_matrix = evaluate(model, test)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:344968"}},{"Add":{"text":" @info \"test\" accuracy = metric_test","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345012"}},{"Add":{"text":" @info \"test\" test_confusion_matrix","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345055"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345056"}},{"Add":{"text":" metric_test > a && begin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345089"}},{"Add":{"text":" a = metric_test","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345117"}},{"Add":{"text":" let _model = cpu(model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345153"}},{"Add":{"text":" jldsave(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345178"}},{"Add":{"text":" \"model_$(model_name)_CPU_epoch-$epoch-$metric_test-$(today()).jld2\";","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345267"}},{"Add":{"text":" model_state = Flux.state(_model),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345321"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345339"}},{"Add":{"text":" @info \"Saved a best_model\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345382"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345398"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345410"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345418"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345422"}}]}},{"FileAdd":{"meta":{"basename":"Skraak.jl","metadata":0},"context":[{"change":0,"pos":6598}],"contents":[{"Add":{"text":"module Skraak","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345472"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345473"}},{"Add":{"text":"export make_clips, move_clips_to_folders, aggregate_labels, audiodata_db","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345546"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345547"}},{"Add":{"text":"include(\"Train.jl\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345567"}},{"Add":{"text":"include(\"Predict.jl\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345589"}},{"Add":{"text":"#include(\"ConstructPrimaryDataset.jl\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345628"}},{"Add":{"text":"include(\"Utility.jl\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345650"}},{"Add":{"text":"include(\"dawn_dusk_dict.jl\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345679"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345680"}},{"Add":{"text":"using CSV, DataFrames, DataFramesMeta, Dates, DSP, Glob, JSON, Random, TimeZones, WAV, PNGFiles, Images #Plots","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345791"}},{"Add":{"text":"#import DataFramesMeta: @transform!, @subset!, @byrow, @passmissing","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345859"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345860"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:345864"}},{"Add":{"text":"make_clips(preds_path::String, dawn_dusk_dict::Dict{Dates.Date, Tuple{Dates.DateTime, Dates.DateTime}} = construct_dawn_dusk_dict(\"/media/david/SSD1/dawn_dusk.csv\"))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346030"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346031"}},{"Add":{"text":"This function takes a preds.csv files and generates","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346083"}},{"Add":{"text":"file names, wav's, spectrograms etc to be reviewed.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346135"}},{"Add":{"text":"it calls night() and may call construct_dawn_dusk_dict() unless the dict is globally defined and passed in","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346242"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346243"}},{"Add":{"text":"It should be run from Pomona-1/, Pomona-2/ or Pomona-3/, assumes it is, it uses the path","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346332"}},{"Add":{"text":"It saves wav and png files to /home/david/Upload/","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346383"}},{"Add":{"text":"need to use a try/catch because the 2 assert functions thow an error to short circuit the function","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346482"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346483"}},{"Add":{"text":"using Glob, Skraak","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346502"}},{"Add":{"text":"predictions = glob(\"*/2023-09-11*/preds*\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346545"}},{"Add":{"text":"predictions = glob(\"path/to/preds*\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346582"}},{"Add":{"text":"for file in predictions #[1:6][7:12][13:18][19:24]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346633"}},{"Add":{"text":"try","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346637"}},{"Add":{"text":"make_clips(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346654"}},{"Add":{"text":"catch x","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346662"}},{"Add":{"text":"println(x)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346673"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346677"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346681"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346682"}},{"Add":{"text":"if needed to change headers in preds csv","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346723"}},{"Add":{"text":"shift, control, f in subl","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346749"}},{"Add":{"text":"file,start_time,end_time,label","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346780"}},{"Add":{"text":"/media/david/Pomona-2,, preds-2023-02-27.csv","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346842"}},{"Add":{"text":"file,start_time,end_time,absent,present","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346882"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346883"}},{"Add":{"text":"using Glob, CSV, DataFrames, DataFramesMeta, Dates, DSP, Plots, Random, WAV","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346959"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346963"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346964"}},{"Add":{"text":"# Assumes run on linux","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:346987"}},{"Add":{"text":"# Assumes function run from Pomona-1 or Pomona-2","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347036"}},{"Add":{"text":"#dawn_dusk_dict::Dict{Dates.Date,Tuple{Dates.DateTime,Dates.DateTime}} = construct_dawn_dusk_dict(\"/media/david/SSD1/dawn_dusk.csv\",),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347171"}},{"Add":{"text":"function make_clips(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347192"}},{"Add":{"text":" preds_path::String,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347216"}},{"Add":{"text":" label::Int = 1,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347236"}},{"Add":{"text":" night::Bool = true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347260"}},{"Add":{"text":" dawn_dusk_dict = dddict,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347289"}},{"Add":{"text":")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347291"}},{"Add":{"text":" # Assumes function run from Pomona-1 or Pomona-2","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347344"}},{"Add":{"text":" location, trip_date, _ = split(preds_path, \"/\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347396"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347397"}},{"Add":{"text":" # Load and group data frame by file","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347437"}},{"Add":{"text":" gdf =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347447"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347470"}},{"Add":{"text":" DataFrame(CSV.File(preds_path)) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347513"}},{"Add":{"text":" x -> assert_not_empty(x, preds_path) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347561"}},{"Add":{"text":" x -> rename_column!(x, \"1.0\", \"label\") |> #can remove now, needs to be label","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347646"}},{"Add":{"text":" x -> assert_detections_present(x, label, location, trip_date) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347719"}},{"Add":{"text":" x -> filter_positives!(x, label) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347763"}},{"Add":{"text":" insert_datetime_column! |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347798"}},{"Add":{"text":" x -> night_or_day!(x, dawn_dusk_dict, night) |> #true=night, false=day","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347877"}},{"Add":{"text":" group_by_file!","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347900"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347922"}},{"Add":{"text":" # Make clip and spectrogram","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347954"}},{"Add":{"text":" for (k, v) in pairs(gdf)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:347983"}},{"Add":{"text":" #file_name = chop(v.file[1], head = 2, tail = 4)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348040"}},{"Add":{"text":" file_name = path_to_file_string(v.file[1])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348091"}},{"Add":{"text":" start_times = v[!, :start_time] |> sort","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348139"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348140"}},{"Add":{"text":" detections = cluster_detections(start_times)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348193"}},{"Add":{"text":" isempty(detections) && continue","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348233"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348234"}},{"Add":{"text":" signal, freq = wavread(\"$location/$trip_date/$file_name.WAV\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348304"}},{"Add":{"text":" length_signal = length(signal)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348343"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348344"}},{"Add":{"text":" for detection in detections","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348380"}},{"Add":{"text":" st, en = calculate_clip_start_end(detection, freq, length_signal)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348458"}},{"Add":{"text":" name = \"$location-$trip_date-$file_name-$(Int(floor(st/freq)))-$(Int(ceil(en/freq)))\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348556"}},{"Add":{"text":" f = \"Clips_$(today())\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348591"}},{"Add":{"text":" mkpath(f)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348613"}},{"Add":{"text":" outfile = \"$f/$name\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348646"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348647"}},{"Add":{"text":" sample = signal[Int(st):Int(en)]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348692"}},{"Add":{"text":" wavwrite(sample, \"$outfile.wav\", Fs = Int(freq))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348753"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348754"}},{"Add":{"text":" #plot = plot_spectrogram(sample, freq)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348805"}},{"Add":{"text":" #savefig(plot, \"$outfile.png\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348848"}},{"Add":{"text":" image = get_image_from_sample(sample, freq)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348904"}},{"Add":{"text":" PNGFiles.save(\"$outfile.png\", image)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348953"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348965"}},{"Add":{"text":" print(\".\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348984"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:348992"}},{"Add":{"text":" println(\"\\ndone $location/$trip_date \\n\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349038"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349042"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349043"}},{"Add":{"text":"#######################################################################","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349115"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349116"}},{"Add":{"text":"function assert_not_empty(df::DataFrame, preds_path::String)::DataFrame","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349188"}},{"Add":{"text":" size(df) != (0, 0) ? (return df) : @error \"Empty dataframe at $preds_path\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349267"}},{"Add":{"text":" #return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349282"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349286"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349287"}},{"Add":{"text":"function rename_column!(df::DataFrame, old_name::String, new_name::String)::DataFrame","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349373"}},{"Add":{"text":" old_name in names(df) && rename!(df, old_name => new_name)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349436"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349450"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349454"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349455"}},{"Add":{"text":"# assumes kiwi, binary classifier from opensoundscape","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349509"}},{"Add":{"text":"# needed to remove ::String annotation for location, trip_date to make it work","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349588"}},{"Add":{"text":"function assert_detections_present(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349624"}},{"Add":{"text":" df::DataFrame,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349643"}},{"Add":{"text":" label::Int,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349659"}},{"Add":{"text":" location,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349673"}},{"Add":{"text":" trip_date,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349688"}},{"Add":{"text":")::DataFrame","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349701"}},{"Add":{"text":" label in levels(df.label) ? (return df) :","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349747"}},{"Add":{"text":" @error \"No detections for label = $label at $location/$trip_date\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349817"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349821"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349822"}},{"Add":{"text":"# assumes kiwi","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349837"}},{"Add":{"text":"function filter_positives!(df::DataFrame, label)::DataFrame","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349897"}},{"Add":{"text":" #filter!(row -> row.kiwi > 0, df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349935"}},{"Add":{"text":" filter!(row -> row.label == label, df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349978"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349992"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349996"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:349997"}},{"Add":{"text":"function path_to_file_string(path) #becareful path::String won't work: no method matching path_to_file_string(::InlineStrings.String31) line 70","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350141"}},{"Add":{"text":" f = split(path, \"/\")[end] |> x -> split(x, \".\") |> first","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350202"}},{"Add":{"text":" #f = chop(file, head = 2, tail = 4)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350242"}},{"Add":{"text":" return f","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350255"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350259"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350260"}},{"Add":{"text":"function filename_to_datetime!(file)::DateTime","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350307"}},{"Add":{"text":" #file_string = chop(file, head = 2, tail = 4)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350357"}},{"Add":{"text":" file_string = path_to_file_string(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350401"}},{"Add":{"text":" date_time =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350417"}},{"Add":{"text":" length(file_string) > 13 ? DateTime(file_string, dateformat\"yyyymmdd_HHMMSS\") :","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350505"}},{"Add":{"text":" DateTime(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350523"}},{"Add":{"text":" (file_string[1:4] * \"20\" * file_string[5:end]),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350583"}},{"Add":{"text":" dateformat\"ddmmyyyy_HHMMSS\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350624"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350634"}},{"Add":{"text":" return date_time","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350655"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350659"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350660"}},{"Add":{"text":"function insert_datetime_column!(df::DataFrame)::DataFrame","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350719"}},{"Add":{"text":" @transform!(df, @byrow :DateTime = filename_to_datetime!(String(:file)))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350796"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350810"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350814"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350815"}},{"Add":{"text":"# calls night(), needs dawn_dusk_dict in local time format","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350874"}},{"Add":{"text":"function night_or_day!(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350898"}},{"Add":{"text":" df::DataFrame,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350917"}},{"Add":{"text":" dawn_dusk_dict::Dict{Dates.Date,Tuple{Dates.DateTime,Dates.DateTime}},","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:350992"}},{"Add":{"text":" night_time::Bool = true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351021"}},{"Add":{"text":")::DataFrame","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351034"}},{"Add":{"text":" night_time ? @subset!(df, @byrow night(:DateTime, dawn_dusk_dict)) :","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351107"}},{"Add":{"text":" @subset!(df, @byrow !night(:DateTime, dawn_dusk_dict))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351166"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351180"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351184"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351185"}},{"Add":{"text":"function group_by_file!(df::DataFrame)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351224"}},{"Add":{"text":" gdf = groupby(df, :file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351253"}},{"Add":{"text":" return gdf","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351268"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351272"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351273"}},{"Add":{"text":"function cluster_detections(start_times::Vector{Float64})::Vector{Vector{Float64}}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351356"}},{"Add":{"text":" s = Vector{Float64}[]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351382"}},{"Add":{"text":" t = Float64[start_times[1]]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351414"}},{"Add":{"text":" for time in start_times[2:end]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351449"}},{"Add":{"text":" if time - last(t) <= 15.0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351483"}},{"Add":{"text":" push!(t, time)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351510"}},{"Add":{"text":" else","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351523"}},{"Add":{"text":" push!(s, copy(t))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351553"}},{"Add":{"text":" t = Float64[time]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351583"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351595"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351603"}},{"Add":{"text":" push!(s, copy(t))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351625"}},{"Add":{"text":" detections = filter(x -> length(x) > 1, s)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351672"}},{"Add":{"text":" return detections","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351694"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351698"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351699"}},{"Add":{"text":"# assumes it is operating on 5 second clips","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351743"}},{"Add":{"text":"function calculate_clip_start_end(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351778"}},{"Add":{"text":" detection::Vector{Float64},","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351810"}},{"Add":{"text":" freq::Float32,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351829"}},{"Add":{"text":" length_signal::Int64,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351855"}},{"Add":{"text":")::Tuple{Float64,Float64}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351881"}},{"Add":{"text":" first(detection) > 0 ? st = first(detection) * freq : st = 1","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:351946"}},{"Add":{"text":" (last(detection) + 5.0) * freq <= length_signal ? en = (last(detection) + 5.0) * freq :","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352038"}},{"Add":{"text":" en = length_signal","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352061"}},{"Add":{"text":" return st, en","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352079"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352083"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352084"}},{"Add":{"text":"#= Deprecated use get_image_from_sample()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352126"}},{"Add":{"text":"function plot_spectrogram(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352153"}},{"Add":{"text":" sample::Vector{Float64},","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352182"}},{"Add":{"text":" freq::Float32,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352201"}},{"Add":{"text":")::Plots.Plot{Plots.GRBackend}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352232"}},{"Add":{"text":" S = DSP.spectrogram(sample[:, 1], 400, 2; fs = convert(Int, freq))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352303"}},{"Add":{"text":" plot = Plots.heatmap(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352329"}},{"Add":{"text":" S.time,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352345"}},{"Add":{"text":" S.freq,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352361"}},{"Add":{"text":" pow2db.(S.power),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352387"}},{"Add":{"text":" size = (448, 448),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352414"}},{"Add":{"text":" showaxis = false,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352440"}},{"Add":{"text":" ticks = false,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352463"}},{"Add":{"text":" legend = false,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352487"}},{"Add":{"text":" thickness_scaling = 0,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352518"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352524"}},{"Add":{"text":" return plot","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352540"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352544"}},{"Add":{"text":"=#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352547"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352548"}},{"Add":{"text":"# f neeeds to be an Int","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352572"}},{"Add":{"text":"function get_image_from_sample(sample, f) #sample::Vector{Float64}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352639"}},{"Add":{"text":" S = DSP.spectrogram(sample, 400, 2; fs = convert(Int, f))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352701"}},{"Add":{"text":" i = S.power","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352717"}},{"Add":{"text":" if minimum(i) == 0.0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352742"}},{"Add":{"text":" l = i |> vec |> unique |> sort","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352781"}},{"Add":{"text":" replace!(i, 0.0 => l[2])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352814"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352822"}},{"Add":{"text":" image =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352834"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352857"}},{"Add":{"text":" DSP.pow2db.(i) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352883"}},{"Add":{"text":" x -> x .+ abs(minimum(x)) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352920"}},{"Add":{"text":" x -> x ./ maximum(x) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352952"}},{"Add":{"text":" x -> reverse(x, dims = 1) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:352989"}},{"Add":{"text":" x -> RGB.(x) |> ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353014"}},{"Add":{"text":" x -> imresize(x, 224, 224)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353049"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353071"}},{"Add":{"text":" return image","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353088"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353092"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353093"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353097"}},{"Add":{"text":"construct_dawn_dusk_dict(file::String)::Dict{Date,Tuple{DateTime,DateTime}}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353173"}},{"Add":{"text":"sun = DataFrame(CSV.File(file))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353205"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353206"}},{"Add":{"text":"Takes dawn dusk.csv and returns a dict to be consumeed by night().","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353273"}},{"Add":{"text":"~/dawn_dusk.csv","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353289"}},{"Add":{"text":"At present it goes from the start of 2019 to the end of 2024","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353350"}},{"Add":{"text":"The csv contains local time sunrise and sunset","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353397"}},{"Add":{"text":"I use this to decide if a file with a local time encoded name was recorded at night","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353481"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353482"}},{"Add":{"text":"dict = construct_dawn_dusk_dict(\"/Volumes/SSD1/dawn_dusk.csv\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353545"}},{"Add":{"text":"dict = Utility.construct_dawn_dusk_dict(\"/media/david/SSD1/dawn_dusk.csv\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353620"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353621"}},{"Add":{"text":"using CSV, DataFrames","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353643"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353647"}},{"Add":{"text":"function construct_dawn_dusk_dict(file::String)::Dict{Date,Tuple{DateTime,DateTime}}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353732"}},{"Add":{"text":" sun = DataFrame(CSV.File(file))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353768"}},{"Add":{"text":" x = Tuple(zip(sun.Dawn, sun.Dusk))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353807"}},{"Add":{"text":" y = Dict(zip(sun.Date, x))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353838"}},{"Add":{"text":" return y","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353851"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353855"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353856"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353860"}},{"Add":{"text":"night(call_time::DateTime, dict::Dict{Date, Tuple{DateTime, DateTime}})::Bool","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353938"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:353939"}},{"Add":{"text":"Returns true if time is at night, ie between civil twilights, dusk to dawn.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354015"}},{"Add":{"text":"Consumes dict from construct_dawn_dusk_dict","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354059"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354060"}},{"Add":{"text":"time=DateTime(\"2021-11-02T21:14:35\",dateformat\"yyyy-mm-ddTHH:MM:SS\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354129"}},{"Add":{"text":"Utility.night(time, dict)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354155"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354159"}},{"Add":{"text":"function night(call_time::DateTime, dict::Dict{Date,Tuple{DateTime,DateTime}})::Bool","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354244"}},{"Add":{"text":" dawn = dict[Date(call_time)][1]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354280"}},{"Add":{"text":" dusk = dict[Date(call_time)][2]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354316"}},{"Add":{"text":" if call_time <= dawn || call_time >= dusk","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354362"}},{"Add":{"text":" return true","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354382"}},{"Add":{"text":" else","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354391"}},{"Add":{"text":" return false","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354412"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354420"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354424"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354425"}},{"Add":{"text":"#######################################################################","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354497"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354498"}},{"Add":{"text":"#INBETWEEN STEP: use secondary model to sort clips, move clips into D, F, M, N, and hand classify, generate actual.csv.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354618"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354619"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354623"}},{"Add":{"text":"move_clips_to_folders(df::DataFrame)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354660"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354661"}},{"Add":{"text":"Takes a 2 column dataframe: file, label","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354701"}},{"Add":{"text":"file must be list of png images, assumes wav's are there too","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354762"}},{"Add":{"text":"will move mp4's from video folder if they are present","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354816"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354820"}},{"Add":{"text":"function move_clips_to_folders(df::DataFrame)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354866"}},{"Add":{"text":" p = glob(\"*.png\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354888"}},{"Add":{"text":" w = glob(\"*.[W,w][A,a][V,v]\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:354922"}},{"Add":{"text":" @assert (first(df.file) |> x -> split(x, \".\")[end] |> x -> x == \"png\") \"df.file must be a list of png's\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355031"}},{"Add":{"text":" @assert issetequal(df.file, p) \"All png files in dataframe must be present in folder\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355121"}},{"Add":{"text":" @assert issetequal(chop.(df.file, head = 0, tail = 4), chop.(w, head = 0, tail = 4)) \"There must be a wav for every png in the dataframe\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355263"}},{"Add":{"text":" for row in eachrow(df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355290"}},{"Add":{"text":" src = row.file","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355313"}},{"Add":{"text":" dst = \"$(row.label)/$(row.file)\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355354"}},{"Add":{"text":" mkpath(\"$(row.label)/\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355386"}},{"Add":{"text":" try","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355398"}},{"Add":{"text":" mv(src, dst)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355423"}},{"Add":{"text":" mv(chop(src, tail = 3) * \"wav\", chop(dst, tail = 3) * \"wav\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355496"}},{"Add":{"text":" if isdir(video)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355524"}},{"Add":{"text":" mkpath(\"video/$(row.label)/\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355570"}},{"Add":{"text":" mv(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355590"}},{"Add":{"text":" \"video/\" * chop(src, tail = 3) * \"mp4\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355650"}},{"Add":{"text":" \"video/\" * chop(dst, tail = 3) * \"mp4\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355710"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355728"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355744"}},{"Add":{"text":" catch e","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355760"}},{"Add":{"text":" @info e","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355780"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355792"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355800"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355804"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355805"}},{"Add":{"text":"#=","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355808"}},{"Add":{"text":"actual.csv must be list of qualified png file names: ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355862"}},{"Add":{"text":"D/C05-2023-04-15-20230219_223000-380-470.png","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355907"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355908"}},{"Add":{"text":"using Glob, DataFrames, CSV","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355936"}},{"Add":{"text":"a=glob(\"[M,F,D,N]/*.png\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355962"}},{"Add":{"text":"df = DataFrame(file=a)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:355985"}},{"Add":{"text":"CSV.write(\"actual_mfdn.csv\", df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356018"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356019"}},{"Add":{"text":"make a folder D,F,M,N","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356041"}},{"Add":{"text":"mkpath.([\"D\", \"F\", \"M\", \"N\"])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356071"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356072"}},{"Add":{"text":"move wavs to match pngs","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356096"}},{"Add":{"text":"df=DataFrame(CSV.File(\"actual_mfdn.csv\"))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356138"}},{"Add":{"text":"for row in eachrow(df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356161"}},{"Add":{"text":" src=split(row.file, \"/\")[2]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356192"}},{"Add":{"text":" dst=row.file","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356208"}},{"Add":{"text":" mv(src, dst)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356224"}},{"Add":{"text":" mv(chop(src, tail=3)*\"wav\", chop(dst, tail=3)*\"wav\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356280"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356284"}},{"Add":{"text":"=#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356287"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356288"}},{"Add":{"text":"#run from parent folder of label folders","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356329"}},{"Add":{"text":"#saves actual.csv and returns a df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356364"}},{"Add":{"text":"#labels=[\"D\", \"F\", \"M\", \"N\"]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356393"}},{"Add":{"text":"function actual_from_folders(labels::Vector{String})::DataFrame","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356457"}},{"Add":{"text":" paths=String[]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356476"}},{"Add":{"text":" for l in labels","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356496"}},{"Add":{"text":" paths=append!(paths, glob(\"$l/*.png\"))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356543"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356551"}},{"Add":{"text":" df = DataFrame(file=paths)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356582"}},{"Add":{"text":" CSV.write(\"actual.csv\", df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356614"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356628"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356632"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356633"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356637"}},{"Add":{"text":"aggregate_labels(actual=\"actual.csv\", outfile=\"labels.csv\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356697"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356698"}},{"Add":{"text":"file","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356703"}},{"Add":{"text":"[D, F, M, N]/C05-2023-04-15-20230219_223000-380-470.png","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356759"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356760"}},{"Add":{"text":"This function takes the csv output from my hand classification and ouputs a df, and csv for insertion into AudioData.duckdb using the duckdb cli or using DFto.audiodata_db()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356934"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:356935"}},{"Add":{"text":"assumes run from Clips_xxxx-xx-xx folder and that \"actual.csv\" present if not specified.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357024"}},{"Add":{"text":"returns a dataframe","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357044"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357045"}},{"Add":{"text":"using CSV, DataFrames, DataFramesMeta","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357083"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357087"}},{"Add":{"text":"#=","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357090"}},{"Add":{"text":"df=aggregate_labels()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357112"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357113"}},{"Add":{"text":"audiodata_db(df, \"pomona_labels_20230418\") NOT_WORKING maybe titles","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357181"}},{"Add":{"text":"to use cli, need to remove header row","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357219"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357220"}},{"Add":{"text":"duckdb /media/david/SSD1/AudioData.duckdb","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357262"}},{"Add":{"text":"COPY pomona_labels_20230418 FROM 'DB_Labels/pomona_labels_2023-11-02.csv';","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357337"}},{"Add":{"text":"COPY pomona_files FROM 'DB_Files/pomona_files_20231102.csv';","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357398"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357399"}},{"Add":{"text":"Then backup with:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357417"}},{"Add":{"text":"EXPORT DATABASE 'AudioDataBackup_2023-11-14';","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357463"}},{"Add":{"text":".quit","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357469"}},{"Add":{"text":"Then quit and backup using cp on the db file, dated copy","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357526"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357527"}},{"Add":{"text":"Then rsync ssd to usb","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357549"}},{"Add":{"text":"rsync -avzr --delete /media/david/SSD1/ /media/david/USB/","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357608"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357609"}},{"Add":{"text":"note: run on mac","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357626"}},{"Add":{"text":"cd skraak.kiwi","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357641"}},{"Add":{"text":"julia-1.9","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357651"}},{"Add":{"text":"using Franklin","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357666"}},{"Add":{"text":"serve()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357674"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357675"}},{"Add":{"text":"=#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357678"}},{"Add":{"text":"# New one, without noise and distance, does not do :box anymore therefore requires new db schema","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357775"}},{"Add":{"text":"function aggregate_labels(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357802"}},{"Add":{"text":" actual::String = \"actual.csv\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357837"}},{"Add":{"text":" outfile::String = \"labels.csv\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357873"}},{"Add":{"text":" hdr::Bool = false #header for outfile ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357916"}},{"Add":{"text":")::DataFrame","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357929"}},{"Add":{"text":" df = DataFrame(CSV.File(actual))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357966"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:357967"}},{"Add":{"text":" # location, f, start_time, end_time","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358007"}},{"Add":{"text":" @transform!(df, @byrow :location = split(split(:file, \"/\")[2], \"-\")[1])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358083"}},{"Add":{"text":" @transform!(df, @byrow :f = split(split(:file, \"/\")[2], \"-\")[5] * \".WAV\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358161"}},{"Add":{"text":" @transform!( df, @byrow :start_time = split(split(:file, \"/\")[2], \"-\")[end-1])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358244"}},{"Add":{"text":" @transform!( df, @byrow :end_time = chop(split(split(:file, \"/\")[2], \"-\")[end], tail=4))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358337"}},{"Add":{"text":" #@transform!( df, @byrow :box = \"[$(split(split(:file, \"/\")[2], \"-\")[end-1]), $(chop(split(split(:file, \"/\")[2], \"-\")[end], tail=4))]\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358477"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358478"}},{"Add":{"text":" # male, female, duet, not","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358508"}},{"Add":{"text":" @transform!(df, @byrow @passmissing :male = split(:file, \"/\")[1] == \"M\" ? true : false)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358600"}},{"Add":{"text":" @transform!(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358617"}},{"Add":{"text":" df,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358629"}},{"Add":{"text":" @byrow @passmissing :female = split(:file, \"/\")[1] == \"F\" ? true : false","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358710"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358716"}},{"Add":{"text":" @transform!(df, @byrow @passmissing :duet = split(:file, \"/\")[1] == \"D\" ? true : false)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358808"}},{"Add":{"text":" @transform!(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358825"}},{"Add":{"text":" df,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358837"}},{"Add":{"text":" @byrow @passmissing :not_kiwi =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358877"}},{"Add":{"text":" split(:file, \"/\")[1] in [\"KA\", \"KE\", \"N\", \"Q\"] ? true : false","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358951"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358957"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358958"}},{"Add":{"text":" # other_label","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358976"}},{"Add":{"text":" @transform!(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:358993"}},{"Add":{"text":" df,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359005"}},{"Add":{"text":" @byrow @passmissing :other_label =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359048"}},{"Add":{"text":" split(:file, \"/\")[1] in [\"KA\", \"KE\", \"Q\"] ? split(:file, \"/\")[1] : missing","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359135"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359141"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359142"}},{"Add":{"text":" # remove unwanted cols, rename f to file","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359187"}},{"Add":{"text":" select!(df, Not([:file]))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359217"}},{"Add":{"text":" rename!(df, :f => :file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359246"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359247"}},{"Add":{"text":" CSV.write(outfile, df; header=hdr)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359286"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359300"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359304"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359305"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359309"}},{"Add":{"text":"audiodata_db(df::DataFrame, table::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359352"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359353"}},{"Add":{"text":"Use to upload labels to AudioData.duckdb","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359394"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359395"}},{"Add":{"text":"Takes a dataframe and inserts into AudioData.db table.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359450"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359451"}},{"Add":{"text":"audiodata_db(df, \"pomona_labels_20230418\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359494"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359495"}},{"Add":{"text":"using DataFrames, DBInterface, DuckDB, Random","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359541"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359545"}},{"Add":{"text":"function audiodata_db(df::DataFrame, table::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359597"}},{"Add":{"text":" if Sys.islinux()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359618"}},{"Add":{"text":" con = DBInterface.connect(DuckDB.DB, \"/media/david/SSD1/AudioData.duckdb\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359701"}},{"Add":{"text":" else","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359710"}},{"Add":{"text":" con = DBInterface.connect(DuckDB.DB, \"/Volumes/SSD1/AudioData.duckdb\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359789"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359797"}},{"Add":{"text":" temp_name = randstring(6)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359827"}},{"Add":{"text":" DuckDB.register_data_frame(con, df, temp_name)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359878"}},{"Add":{"text":" DBInterface.execute(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359903"}},{"Add":{"text":" con,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359916"}},{"Add":{"text":" \"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359928"}},{"Add":{"text":" INSERT","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359943"}},{"Add":{"text":" INTO $table","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359963"}},{"Add":{"text":" SELECT *","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:359980"}},{"Add":{"text":" FROM '$temp_name'","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360006"}},{"Add":{"text":" \"\"\",","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360019"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360025"}},{"Add":{"text":" DBInterface.close!(con)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360053"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360057"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360058"}},{"Add":{"text":"end # module","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360071"}}]}},{"FileAdd":{"meta":{"basename":"Predict_delete.jl","metadata":0},"context":[{"change":0,"pos":6598}],"contents":[{"Add":{"text":"# Predict.jl","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360120"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360121"}},{"Add":{"text":"using WAV, DSP, Images, ThreadsX, Dates, DataFrames, CSV, Flux, CUDA, Metalhead, JLD2, FLAC","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360213"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360214"}},{"Add":{"text":"export predict","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360229"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360230"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360234"}},{"Add":{"text":"predict(glob_pattern::String, model::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360279"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360280"}},{"Add":{"text":"This function takes a glob pattern for folders to run over, and a model path. It saves results in a csv for each folder, similar to opensoundscape","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360427"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360428"}},{"Add":{"text":"Args:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360434"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360435"}},{"Add":{"text":"• glob pattern (folder/)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360463"}},{"Add":{"text":"• model path","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360479"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360480"}},{"Add":{"text":"Returns: Nothing - This function saves csv files.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360530"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360531"}},{"Add":{"text":"I use this function to find kiwi from new data gathered on a trip.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360598"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360599"}},{"Add":{"text":"Note:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360605"}},{"Add":{"text":"Dont forget temp env, julia -t 4","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360639"}},{"Add":{"text":"From Pomona-3/Pomona-3/","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360663"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360664"}},{"Add":{"text":"Use like:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360674"}},{"Add":{"text":"using Skraak","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360687"}},{"Add":{"text":"glob_pattern = \"*/2023-10-19/\" #from SSD1","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360729"}},{"Add":{"text":"model = \"/media/david/SSD1/model_K1-3_CPU_epoch-10-0.9965-2023-10-18T17:32:36.747.jld2\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360817"}},{"Add":{"text":"predict(glob_pattern, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360846"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360850"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360851"}},{"Add":{"text":"function predict(glob_pattern::String, model::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360905"}},{"Add":{"text":" model = load_model(model) |> device","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360945"}},{"Add":{"text":" folders = glob(glob_pattern)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:360978"}},{"Add":{"text":" @info \"Folders: $folders\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361008"}},{"Add":{"text":" for folder in folders","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361034"}},{"Add":{"text":" @info \"Working on: $folder\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361070"}},{"Add":{"text":" predict_folder(folder, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361108"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361116"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361120"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361121"}},{"Add":{"text":"function predict(folders::Vector{String}, model::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361178"}},{"Add":{"text":" model = load_model(model) |> device","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361218"}},{"Add":{"text":" @info \"Folders: $folders\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361248"}},{"Add":{"text":" for folder in folders","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361274"}},{"Add":{"text":" @info \"Working on: $folder\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361310"}},{"Add":{"text":" predict_folder(folder, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361348"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361356"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361360"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361361"}},{"Add":{"text":"#~~~~~ The guts ~~~~~#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361384"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361385"}},{"Add":{"text":"device = CUDA.functional() ? gpu : cpu","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361424"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361425"}},{"Add":{"text":"#= TO DELETE","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361438"}},{"Add":{"text":"function get_image_for_inference(sample, f)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361482"}},{"Add":{"text":" S = DSP.spectrogram(sample, 400, 2; fs = f)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361530"}},{"Add":{"text":" i = S.power","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361546"}},{"Add":{"text":" if minimum(i) == 0.0","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361571"}},{"Add":{"text":" l = i |> vec |> unique |> sort","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361610"}},{"Add":{"text":" replace!(i, 0.0 => l[2])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361643"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361651"}},{"Add":{"text":" image =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361663"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361686"}},{"Add":{"text":" DSP.pow2db.(i) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361712"}},{"Add":{"text":" x -> x .+ abs(minimum(x)) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361749"}},{"Add":{"text":" x -> x ./ maximum(x) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361781"}},{"Add":{"text":" x -> reverse(x, dims = 1) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361818"}},{"Add":{"text":" x -> RGB.(x) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361842"}},{"Add":{"text":" x -> imresize(x, 224, 224) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361880"}},{"Add":{"text":" x -> collect(channelview(float32.(x))) |> ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361931"}},{"Add":{"text":" x -> permutedims(x, (3, 2, 1))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361970"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:361992"}},{"Add":{"text":" return image","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362009"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362013"}},{"Add":{"text":"=#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362016"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362017"}},{"Add":{"text":"function get_image_for_inference(sample, f)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362061"}},{"Add":{"text":" image =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362073"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362096"}},{"Add":{"text":" get_image_from_sample(sample, f) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362140"}},{"Add":{"text":" x -> collect(channelview(float32.(x))) |> ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362191"}},{"Add":{"text":" x -> permutedims(x, (3, 2, 1))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362230"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362252"}},{"Add":{"text":" return image","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362269"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362273"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362274"}},{"Add":{"text":"function get_images(file::String, increment::Int = 5, divisor::Int = 2) #5s sample, 2.5s hop","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362367"}},{"Add":{"text":" ext = split(file, \".\")[end]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362399"}},{"Add":{"text":" @assert ext in [\"WAV\", \"wav\", \"flac\"] \"Unsupported audio file type, requires wav or flac.\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362494"}},{"Add":{"text":" if ext in [\"WAV\", \"wav\"]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362523"}},{"Add":{"text":" signal, freq = wavread(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362560"}},{"Add":{"text":" else","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362569"}},{"Add":{"text":" signal, freq = load(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362603"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362611"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362612"}},{"Add":{"text":" if freq > 16000","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362632"}},{"Add":{"text":" signal = DSP.resample(signal, 16000.0f0 / freq; dims = 1)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362698"}},{"Add":{"text":" freq = 16000","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362719"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362727"}},{"Add":{"text":" f = convert(Int, freq)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362754"}},{"Add":{"text":" inc = increment * f","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362778"}},{"Add":{"text":" hop = f * increment ÷ divisor #need guarunteed Int, maybe not anymore, refactor","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362863"}},{"Add":{"text":" split_signal = DSP.arraysplit(signal[:, 1], inc, hop)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:362921"}},{"Add":{"text":" raw_images = ThreadsX.map(x -> get_image_for_inference(x, f), split_signal)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363001"}},{"Add":{"text":" n_samples = length(raw_images)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363036"}},{"Add":{"text":" return raw_images, n_samples","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363069"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363073"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363074"}},{"Add":{"text":"function get_images_time_from_wav(file::String, increment::Int = 5, divisor::Int = 2)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363160"}},{"Add":{"text":" raw_images, n_samples = get_images(file::String, increment, divisor)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363233"}},{"Add":{"text":" images = reshape_images(raw_images, n_samples)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363284"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363285"}},{"Add":{"text":" start_time = 0:(increment/divisor):(n_samples-1)*(increment/divisor)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363358"}},{"Add":{"text":" end_time = increment:(increment/divisor):(n_samples+1)*(increment/divisor)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363437"}},{"Add":{"text":" time = collect(zip(start_time, end_time))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363483"}},{"Add":{"text":" return images, time","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363507"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363511"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363512"}},{"Add":{"text":"function reshape_images(raw_images, n_samples)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363559"}},{"Add":{"text":" images =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363572"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363595"}},{"Add":{"text":" hcat(raw_images...) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363626"}},{"Add":{"text":" x -> reshape(x, (224, 224, 3, n_samples))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363676"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363698"}},{"Add":{"text":" return images","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363716"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363720"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363721"}},{"Add":{"text":"function predict_file(file::String, folder::String, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363780"}},{"Add":{"text":" #check form of opensoundscape preds.csv and needed by my make_clips","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363852"}},{"Add":{"text":" @info \"File: $file\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363876"}},{"Add":{"text":" @time images, time = get_images_time_from_wav(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363932"}},{"Add":{"text":" data = images |> device","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:363960"}},{"Add":{"text":" @time predictions = Flux.onecold(model(data))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364010"}},{"Add":{"text":" f = (repeat([\"$file\"], length(time)))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364052"}},{"Add":{"text":" df = DataFrame(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364072"}},{"Add":{"text":" :file => f,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364092"}},{"Add":{"text":" :start_time => first.(time),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364129"}},{"Add":{"text":" :end_time => last.(time),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364163"}},{"Add":{"text":" :label => predictions,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364194"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364200"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364214"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364218"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364219"}},{"Add":{"text":"function predict_folder(folder::String, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364266"}},{"Add":{"text":" wav = glob(\"$folder/*.[W,w][A,a][V,v]\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364310"}},{"Add":{"text":" flac = glob(\"$folder/*.flac\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364344"}},{"Add":{"text":" files = cat(wav, flac; dims = 1)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364381"}},{"Add":{"text":" @info \"$(length(files)) files in $folder\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364427"}},{"Add":{"text":" df = DataFrame(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364447"}},{"Add":{"text":" file = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364472"}},{"Add":{"text":" start_time = Float64[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364504"}},{"Add":{"text":" end_time = Float64[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364534"}},{"Add":{"text":" label = Int[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364557"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364563"}},{"Add":{"text":" save_path = \"$folder/preds-$(today()).csv\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364610"}},{"Add":{"text":" CSV.write(\"$save_path\", df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364642"}},{"Add":{"text":" for file in files","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364664"}},{"Add":{"text":" df = predict_file(file, folder, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364711"}},{"Add":{"text":" CSV.write(\"$save_path\", df, append = true)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364762"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364770"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364774"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364775"}},{"Add":{"text":"# see load_model() from train, different input types","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364828"}},{"Add":{"text":"function load_model(model_path::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364868"}},{"Add":{"text":" model_state = JLD2.load(model_path, \"model_state\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364923"}},{"Add":{"text":" model_classes = length(model_state[1][2][1][3][2])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:364978"}},{"Add":{"text":" f = Metalhead.ResNet(18, pretrain = false).layers","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365032"}},{"Add":{"text":" l = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(512 => model_classes))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365120"}},{"Add":{"text":" model = Flux.Chain(f[1], l)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365152"}},{"Add":{"text":" Flux.loadmodel!(model, model_state)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365192"}},{"Add":{"text":" return model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365209"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365213"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365214"}},{"Add":{"text":"#=","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365217"}},{"Add":{"text":"function load_bson(model_path::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365256"}},{"Add":{"text":" BSON.@load model_path model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365288"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365292"}},{"Add":{"text":"=#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365295"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365296"}},{"Add":{"text":"############### PYTHON Opensoundscape ################","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365351"}},{"Add":{"text":"#=","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365354"}},{"Add":{"text":"# Dont forget conda activate opensoundscape","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365398"}},{"Add":{"text":"# Dont forget to modify file names and glob pattern","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365450"}},{"Add":{"text":"# Run script in Pomona-2, hard code trip date in the glob","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365508"}},{"Add":{"text":"# python /media/david/USB/Skraak/src/predict.py","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365556"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365557"}},{"Add":{"text":"from opensoundscape.torch.models.cnn import load_model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365612"}},{"Add":{"text":"import opensoundscape","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365634"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365635"}},{"Add":{"text":"import torch","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365648"}},{"Add":{"text":"from pathlib import Path","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365673"}},{"Add":{"text":"import numpy as np","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365692"}},{"Add":{"text":"import pandas as pd","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365712"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365713"}},{"Add":{"text":"from glob import glob","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365735"}},{"Add":{"text":"import os","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365745"}},{"Add":{"text":"from datetime import datetime","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365775"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365776"}},{"Add":{"text":"model = load_model('/home/david/best.model')","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365821"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365822"}},{"Add":{"text":"# folders = glob('./*/2023-?????/')","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365859"}},{"Add":{"text":"folders = glob('./*/*/')","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365885"}},{"Add":{"text":"for folder in folders:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365908"}},{"Add":{"text":" os.chdir(folder)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365929"}},{"Add":{"text":" print(folder, ' start: ', datetime.now())","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:365975"}},{"Add":{"text":" # Beware, secretary island files are .wav","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366021"}},{"Add":{"text":" field_recordings = glob('./*.WAV')","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366060"}},{"Add":{"text":" scores, preds, unsafe = model.predict(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366103"}},{"Add":{"text":" field_recordings,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366133"}},{"Add":{"text":" binary_preds = 'single_target',","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366177"}},{"Add":{"text":" overlap_fraction = 0.5,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366213"}},{"Add":{"text":" batch_size = 128,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366244"}},{"Add":{"text":" num_workers = 12)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366274"}},{"Add":{"text":" scores.to_csv(\"scores-2023-11-07.csv\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366317"}},{"Add":{"text":" preds.to_csv(\"preds-2023-11-07.csv\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366358"}},{"Add":{"text":" os.chdir('../..')","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366380"}},{"Add":{"text":" print(folder, ' done: ', datetime.now())","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366425"}},{"Add":{"text":" print()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366437"}},{"Add":{"text":" print()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366449"}},{"Add":{"text":"=#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366452"}}]}},{"FileAdd":{"meta":{"basename":"Predict.jl","metadata":0},"context":[{"change":0,"pos":6598}],"contents":[{"Add":{"text":"# Predict.jl","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366509"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366510"}},{"Add":{"text":"using WAV,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366521"}},{"Add":{"text":" DSP, Images, ThreadsX, Dates, DataFrames, CSV, Flux, CUDA, Metalhead, JLD2, FLAC, Glob","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366612"}},{"Add":{"text":"import Base: length, getindex","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366642"}},{"Add":{"text":"#using DataFramesMeta","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366664"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366665"}},{"Add":{"text":"export predict","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366680"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366681"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366685"}},{"Add":{"text":"predict(glob_pattern::String, model::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366730"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366731"}},{"Add":{"text":"This function takes a glob pattern for folders (or a vector of folders) to run over, and a model path. It saves results in a csv in each folder, similar to opensoundscape","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366902"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366903"}},{"Add":{"text":"Args:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366909"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366910"}},{"Add":{"text":"• glob pattern (folder/) or a vector of folders","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366961"}},{"Add":{"text":"• model path","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366977"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:366978"}},{"Add":{"text":"Returns: Nothing - This function saves csv files.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367028"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367029"}},{"Add":{"text":"I use this function to find kiwi from new data gathered on a trip.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367096"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367097"}},{"Add":{"text":"Note:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367103"}},{"Add":{"text":"Dont forget temp env, julia -t 4","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367137"}},{"Add":{"text":"From Pomona-3/Pomona-3/","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367161"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367162"}},{"Add":{"text":"Use like:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367172"}},{"Add":{"text":"using Skraak","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367185"}},{"Add":{"text":"glob_pattern = \"*/2023-10-19/\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367216"}},{"Add":{"text":"model = \"/media/david/SSD1/model_K1-4_CPU_epoch-10-0.984-2023-11-20.jld2\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367290"}},{"Add":{"text":"predict(glob_pattern, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367319"}},{"Add":{"text":"\"\"\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367323"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367324"}},{"Add":{"text":"function predict(glob_pattern::String, model::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367378"}},{"Add":{"text":" model = load_model(model) |> device","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367418"}},{"Add":{"text":" folders = glob(glob_pattern)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367451"}},{"Add":{"text":" @info \"Folders: $folders\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367481"}},{"Add":{"text":" for folder in folders","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367507"}},{"Add":{"text":" @info \"Working on: $folder\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367543"}},{"Add":{"text":" predict_folder(folder, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367581"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367589"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367593"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367594"}},{"Add":{"text":"function predict(folders::Vector{String}, model::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367651"}},{"Add":{"text":" model = load_model(model) |> device","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367691"}},{"Add":{"text":" @info \"Folders: $folders\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367721"}},{"Add":{"text":" for folder in folders","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367747"}},{"Add":{"text":" @info \"Working on: $folder\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367783"}},{"Add":{"text":" predict_folder(folder, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367821"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367829"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367833"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367834"}},{"Add":{"text":"#~~~~~ The guts ~~~~~#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367857"}},{"Add":{"text":"struct PredictImageContainer{T<:Vector}","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367897"}},{"Add":{"text":" img::T","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367908"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367912"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367913"}},{"Add":{"text":"length(data::PredictImageContainer) = length(data.img)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367968"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:367969"}},{"Add":{"text":"function getindex(data::PredictImageContainer{Vector{String}}, idx::Int)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368042"}},{"Add":{"text":" path = data.img[idx]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368067"}},{"Add":{"text":" img =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368077"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368100"}},{"Add":{"text":" Images.load(path) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368129"}},{"Add":{"text":" x -> Images.imresize(x, 224, 224)|>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368173"}},{"Add":{"text":" x -> Images.RGB.(x) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368204"}},{"Add":{"text":" x -> collect(channelview(float32.(x))) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368254"}},{"Add":{"text":" x -> permutedims(x, (3, 2, 1))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368293"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368315"}},{"Add":{"text":" return img, path","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368336"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368340"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368341"}},{"Add":{"text":"device = CUDA.functional() ? gpu : cpu","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368380"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368381"}},{"Add":{"text":"function get_image_for_inference(sample, f)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368425"}},{"Add":{"text":" image =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368437"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368460"}},{"Add":{"text":" get_image_from_sample(sample, f) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368504"}},{"Add":{"text":" x -> collect(channelview(float32.(x))) |> ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368555"}},{"Add":{"text":" x -> permutedims(x, (3, 2, 1))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368594"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368616"}},{"Add":{"text":" return image","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368633"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368637"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368638"}},{"Add":{"text":"function load_audio_file(file::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368677"}},{"Add":{"text":" ext = split(file, \".\")[end]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368709"}},{"Add":{"text":" @assert ext in [\"WAV\", \"wav\", \"flac\"] \"Unsupported audio file type, requires wav or flac.\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368804"}},{"Add":{"text":" if ext in [\"WAV\", \"wav\"]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368833"}},{"Add":{"text":" signal, freq = WAV.wavread(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368874"}},{"Add":{"text":" else","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368883"}},{"Add":{"text":" signal, freq = load(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368917"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:368925"}},{"Add":{"text":" @assert !isempty(signal[:, 1]) \"$file seems to be empty, could it be corrupted?\\nYou could delete it, or replace it with a known\\ngood version from SD card or backup.\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369097"}},{"Add":{"text":" return signal, freq","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369121"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369125"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369126"}},{"Add":{"text":"function resample_to_16000hz(signal, freq)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369169"}},{"Add":{"text":" signal = DSP.resample(signal, 16000.0f0 / freq; dims = 1)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369231"}},{"Add":{"text":" freq = 16000","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369248"}},{"Add":{"text":" return signal, freq","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369272"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369276"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369277"}},{"Add":{"text":"# need to change divisor to a overlap fraction, chech interaction with audioloader()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369362"}},{"Add":{"text":"# if divisor is 0, then no overlap atm","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369401"}},{"Add":{"text":"function get_images_from_audio(file::String, increment::Int = 5, divisor::Int = 2) #5s sample, 2.5s hop","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369505"}},{"Add":{"text":" signal, freq = load_audio_file(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369546"}},{"Add":{"text":" if freq > 16000","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369566"}},{"Add":{"text":" signal, freq = resample_to_16000hz(signal, freq)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369623"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369631"}},{"Add":{"text":" f = convert(Int, freq)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369658"}},{"Add":{"text":" inc = increment * f","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369682"}},{"Add":{"text":" #hop = f * increment ÷ divisor #need guarunteed Int, maybe not anymore, refactor","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369768"}},{"Add":{"text":" hop = f * increment / divisor |> x -> x == Inf ? 0 : trunc(Int, x)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369839"}},{"Add":{"text":" split_signal = DSP.arraysplit(signal[:, 1], inc, hop)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369897"}},{"Add":{"text":" raw_images = ThreadsX.map(x -> get_image_for_inference(x, f), split_signal)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:369977"}},{"Add":{"text":" n_samples = length(raw_images)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370012"}},{"Add":{"text":" return raw_images, n_samples","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370045"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370049"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370050"}},{"Add":{"text":"function audio_loader(file::String, increment::Int = 5, divisor::Int = 2)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370124"}},{"Add":{"text":" raw_images, n_samples = get_images_from_audio(file::String, increment, divisor)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370208"}},{"Add":{"text":" images = reshape_images(raw_images, n_samples)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370259"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370260"}},{"Add":{"text":" start_time = 0:(increment/divisor):(n_samples-1)*(increment/divisor)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370333"}},{"Add":{"text":" end_time = increment:(increment/divisor):(n_samples+1)*(increment/divisor)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370412"}},{"Add":{"text":" time = collect(zip(start_time, end_time))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370458"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370459"}},{"Add":{"text":" loader = Flux.DataLoader((images, time), batchsize = n_samples, shuffle = false)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370544"}},{"Add":{"text":" device == gpu ? loader = CuIterator(loader) : nothing #check this works with gpu","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370629"}},{"Add":{"text":" return loader","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370647"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370651"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370652"}},{"Add":{"text":"function reshape_images(raw_images, n_samples)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370699"}},{"Add":{"text":" images =","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370712"}},{"Add":{"text":" #! format: off","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370735"}},{"Add":{"text":" hcat(raw_images...) |>","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370766"}},{"Add":{"text":" x -> reshape(x, (224, 224, 3, n_samples))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370816"}},{"Add":{"text":" #! format: on","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370838"}},{"Add":{"text":" return images","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370856"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370860"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370861"}},{"Add":{"text":"function predict_audio_file(file::String, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370910"}},{"Add":{"text":" #check form of opensoundscape preds.csv and needed by my make_clips","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:370982"}},{"Add":{"text":" @info \"File: $file\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371006"}},{"Add":{"text":" @time data = audio_loader(file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371042"}},{"Add":{"text":" pred = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371056"}},{"Add":{"text":" time = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371070"}},{"Add":{"text":" @time for (x, t) in data","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371099"}},{"Add":{"text":" p = Flux.onecold(model(x))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371134"}},{"Add":{"text":" append!(pred, p)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371159"}},{"Add":{"text":" append!(time, t)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371184"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371192"}},{"Add":{"text":" f = (repeat([\"$file\"], length(time)))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371234"}},{"Add":{"text":" df = DataFrame(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371254"}},{"Add":{"text":" :file => f,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371274"}},{"Add":{"text":" :start_time => first.(time),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371311"}},{"Add":{"text":" :end_time => last.(time),","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371345"}},{"Add":{"text":" :label => pred,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371369"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371375"}},{"Add":{"text":" sort!(df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371389"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371403"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371407"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371408"}},{"Add":{"text":"function predict_folder(folder::String, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371455"}},{"Add":{"text":" wav = glob(\"$folder/*.[W,w][A,a][V,v]\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371499"}},{"Add":{"text":" flac = glob(\"$folder/*.flac\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371533"}},{"Add":{"text":" audio_files = vcat(wav, flac) #if wav and flac both present will predict on all","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371617"}},{"Add":{"text":" png_files = glob(\"$folder/*.png\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371655"}},{"Add":{"text":" #it will predict on images when both images and audio present","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371721"}},{"Add":{"text":" if isempty(png_files)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371747"}},{"Add":{"text":" predict_audio_folder(audio_files, model, folder)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371804"}},{"Add":{"text":" else","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371813"}},{"Add":{"text":" predict_image_folder(png_files, model, folder)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371868"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371876"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371880"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371881"}},{"Add":{"text":"function predict_audio_folder(audio_files::Vector{String}, model, folder::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371963"}},{"Add":{"text":" l = length(audio_files)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:371991"}},{"Add":{"text":" @assert (l > 0) \"No wav or flac audio files present in $folder\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372059"}},{"Add":{"text":" @info \"$(l) audio_files in $folder\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372099"}},{"Add":{"text":" df = DataFrame(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372119"}},{"Add":{"text":" file = String[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372144"}},{"Add":{"text":" start_time = Float64[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372176"}},{"Add":{"text":" end_time = Float64[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372206"}},{"Add":{"text":" label = Int[],","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372229"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372235"}},{"Add":{"text":" save_path = \"$folder/preds-$(today()).csv\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372282"}},{"Add":{"text":" CSV.write(\"$save_path\", df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372314"}},{"Add":{"text":" for file in audio_files","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372342"}},{"Add":{"text":" df = predict_audio_file(file, model)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372387"}},{"Add":{"text":" CSV.write(\"$save_path\", df, append = true)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372438"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372446"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372450"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372451"}},{"Add":{"text":"function predict_image_folder(png_files::Vector{String}, model, folder::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372531"}},{"Add":{"text":" l = length(png_files)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372557"}},{"Add":{"text":" @assert (l > 0) \"No png files present in $folder\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372611"}},{"Add":{"text":" @info \"$(l) png_files in $folder\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372649"}},{"Add":{"text":" save_path = \"$folder/preds-$(today()).csv\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372696"}},{"Add":{"text":" loader = png_loader(png_files)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372731"}},{"Add":{"text":" @time preds, files = predict_pngs(model, loader)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372784"}},{"Add":{"text":" f = split.(files, \"/\") |> x -> last.(x)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372828"}},{"Add":{"text":" df = DataFrame(file = f, label = preds)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372872"}},{"Add":{"text":" CSV.write(\"$save_path\", df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372904"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372908"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372909"}},{"Add":{"text":"function png_loader(png_files::Vector{String})","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372956"}},{"Add":{"text":" loader = Flux.DataLoader(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:372986"}},{"Add":{"text":" PredictImageContainer(png_files);","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373028"}},{"Add":{"text":" batchsize = 64,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373052"}},{"Add":{"text":" collate = true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373076"}},{"Add":{"text":" parallel = true,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373101"}},{"Add":{"text":" )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373107"}},{"Add":{"text":" device == gpu ? loader = CuIterator(loader) : nothing","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373165"}},{"Add":{"text":" return loader","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373183"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373187"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373188"}},{"Add":{"text":"function predict_pngs(m, d)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373216"}},{"Add":{"text":" @info \"Predicting...\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373242"}},{"Add":{"text":" pred = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373256"}},{"Add":{"text":" path = []","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373270"}},{"Add":{"text":" for (x, pth) in d","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373292"}},{"Add":{"text":" p = Flux.onecold(m(x))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373323"}},{"Add":{"text":" append!(pred, p)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373348"}},{"Add":{"text":" append!(path, pth)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373375"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373383"}},{"Add":{"text":" return pred, path","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373405"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373409"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373410"}},{"Add":{"text":"# see load_model() from train, different input types","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373463"}},{"Add":{"text":"function load_model(model_path::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373503"}},{"Add":{"text":" model_state = JLD2.load(model_path, \"model_state\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373558"}},{"Add":{"text":" model_classes = length(model_state[1][2][1][3][2])","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373613"}},{"Add":{"text":" f = Metalhead.ResNet(18, pretrain = false).layers","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373667"}},{"Add":{"text":" l = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(512 => model_classes))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373755"}},{"Add":{"text":" model = Flux.Chain(f[1], l)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373787"}},{"Add":{"text":" Flux.loadmodel!(model, model_state)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373827"}},{"Add":{"text":" return model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373844"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373848"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373849"}},{"Add":{"text":"#=","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373852"}},{"Add":{"text":"function load_bson(model_path::String)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373891"}},{"Add":{"text":" BSON.@load model_path model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373923"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373927"}},{"Add":{"text":"=#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373930"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373931"}},{"Add":{"text":"############### PYTHON Opensoundscape ################","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373986"}},{"Add":{"text":"#=","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:373989"}},{"Add":{"text":"# Dont forget conda activate opensoundscape","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374033"}},{"Add":{"text":"# Dont forget to modify file names and glob pattern","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374085"}},{"Add":{"text":"# Run script in Pomona-2, hard code trip date in the glob","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374143"}},{"Add":{"text":"# python /media/david/USB/Skraak/src/predict.py","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374191"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374192"}},{"Add":{"text":"from opensoundscape.torch.models.cnn import load_model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374247"}},{"Add":{"text":"import opensoundscape","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374269"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374270"}},{"Add":{"text":"import torch","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374283"}},{"Add":{"text":"from pathlib import Path","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374308"}},{"Add":{"text":"import numpy as np","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374327"}},{"Add":{"text":"import pandas as pd","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374347"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374348"}},{"Add":{"text":"from glob import glob","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374370"}},{"Add":{"text":"import os","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374380"}},{"Add":{"text":"from datetime import datetime","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374410"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374411"}},{"Add":{"text":"model = load_model('/home/david/best.model')","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374456"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374457"}},{"Add":{"text":"# folders = glob('./*/2023-?????/')","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374494"}},{"Add":{"text":"folders = glob('./*/*/')","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374520"}},{"Add":{"text":"for folder in folders:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374543"}},{"Add":{"text":" os.chdir(folder)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374564"}},{"Add":{"text":" print(folder, ' start: ', datetime.now())","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374610"}},{"Add":{"text":" # Beware, secretary island files are .wav","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374656"}},{"Add":{"text":" field_recordings = glob('./*.WAV')","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374695"}},{"Add":{"text":" scores, preds, unsafe = model.predict(","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374738"}},{"Add":{"text":" field_recordings,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374768"}},{"Add":{"text":" binary_preds = 'single_target',","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374812"}},{"Add":{"text":" overlap_fraction = 0.5,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374848"}},{"Add":{"text":" batch_size = 128,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374879"}},{"Add":{"text":" num_workers = 12)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374909"}},{"Add":{"text":" scores.to_csv(\"scores-2023-11-13.csv\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374952"}},{"Add":{"text":" preds.to_csv(\"preds-2023-11-13.csv\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:374993"}},{"Add":{"text":" os.chdir('../..')","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375015"}},{"Add":{"text":" print(folder, ' done: ', datetime.now())","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375060"}},{"Add":{"text":" print()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375072"}},{"Add":{"text":" print()","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375084"}},{"Add":{"text":"=#","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375087"}}]}},{"FileAdd":{"meta":{"basename":"ConstructPrimaryDataset.jl","metadata":0},"context":[{"change":0,"pos":6598}],"contents":[{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375125"}},{"Add":{"text":"using DataFrames, DataFramesMeta, CSV, Glob","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375169"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375170"}},{"Add":{"text":"# Only moves WAVs not already there in dataset","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375217"}},{"Add":{"text":"# converts WAVs to flac to save space, file metadata will not survive","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375287"}},{"Add":{"text":"# requires columns :location, :file, :start_time, :end_time","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375347"}},{"Add":{"text":"# :file is the file name, :location is the actual recorder location eg \"C05\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375424"}},{"Add":{"text":"# run where the raw data is","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375452"}},{"Add":{"text":"# will find file in folder structure location/trip_date/file","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375513"}},{"Add":{"text":"# constructs dataset at output_path","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375549"}},{"Add":{"text":"# assumes file name has one . for extension only","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375598"}},{"Add":{"text":"function move_files_to_dataset(input_file::String, output_path::String=/media/david/SSD2/PrimaryDataset/kiwi_set/)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375713"}},{"Add":{"text":" df = DataFrame(CSV.File(input_file))","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375752"}},{"Add":{"text":" @assert nrow(df) > 0 \"Empty csv therefore dataframe\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375807"}},{"Add":{"text":" if \"box\" in names(df)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375831"}},{"Add":{"text":" @transform!(df, @byrow :start_time = first(eval(Meta.parse(:box))) )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375904"}},{"Add":{"text":" @transform!(df, @byrow :end_time = last(eval(Meta.parse(:box))) )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375974"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:375980"}},{"Add":{"text":" for col_name in [\"location\", \"file\", \"start_time\", \"end_time\"]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376045"}},{"Add":{"text":" @assert col_name in names(df) \"Column $col_name not present in csv\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376117"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376123"}},{"Add":{"text":" select!(df, :location, :file, :start_time, :end_time)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376179"}},{"Add":{"text":" @transform!(df, @byrow :key = :location * \"-\" * :file )","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376237"}},{"Add":{"text":" k=levels(df.key) #Vector{String}:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376273"}},{"Add":{"text":" for item in k","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376289"}},{"Add":{"text":" fldr = split(item, \".\")[end-1]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376324"}},{"Add":{"text":" outf = replace(item, \".wav\" => \".flac\", \".WAV\" => \".flac\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376387"}},{"Add":{"text":" if !isfile(\"$output_path$(fldr)/$outf\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376431"}},{"Add":{"text":" println(item)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376451"}},{"Add":{"text":" l,f=split(item, \"-\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376478"}},{"Add":{"text":" b=glob(\"$l/*/$f\") ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376503"}},{"Add":{"text":" @assert length(b) == 1","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376532"}},{"Add":{"text":" mkpath(\"$fldr\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376554"}},{"Add":{"text":" signal, freq = Skraak.load_audio_file(b)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376601"}},{"Add":{"text":" save(\"$output_path$(fldr)/$outf\", signal, freq)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376655"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376663"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376669"}},{"Add":{"text":" return df","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376681"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376685"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376686"}},{"Add":{"text":"function save_pngs(df:DataFrame)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376719"}},{"Add":{"text":" @info \"$(length(levels(df.key))) files\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376761"}},{"Add":{"text":" @info \"$(length(df.key)) labels\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376796"}},{"Add":{"text":" select!(df, :key, :start_time, :end_time)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376840"}},{"Add":{"text":" gdf = groupby(df, :key)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376866"}},{"Add":{"text":" for f in gdf","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376881"}},{"Add":{"text":" file = first(f.key) |> x -> replace(x, \".wav\"=>\".flac\", \".WAV\"=>\".flac\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376958"}},{"Add":{"text":" folder = split(file, \".\")[1]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376991"}},{"Add":{"text":" ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:376996"}},{"Add":{"text":" kiwi = f.kiwi","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377014"}},{"Add":{"text":" @info (folder, duration, kiwi)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377049"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377050"}},{"Add":{"text":" #signal, freq = wavread(\"kiwi_set_2023-11-13/$folder/$file\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377115"}},{"Add":{"text":" signal, freq = Skraak.load_audio_file(\"kiwi_set_2023-11-13/$folder/$file\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377194"}},{"Add":{"text":" length_signal = length(signal)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377229"}},{"Add":{"text":" duration = length_signal / freq","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377265"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377266"}},{"Add":{"text":" mkpath(\"kiwi_set_2023-11-13/$folder/K\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377310"}},{"Add":{"text":" mkpath(\"kiwi_set_2023-11-13/$folder/N\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377354"}},{"Add":{"text":" ldf = DataFrame(second=1:duration, kiwi=false)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377405"}},{"Add":{"text":" for clip in kiwi","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377426"}},{"Add":{"text":" clip[1] > 0 ? st = clip[1] : st = 1","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377468"}},{"Add":{"text":" clip[2] <= duration ? nd = clip[2] : nd = duration","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377525"}},{"Add":{"text":" ldf.kiwi[st:nd] .= true","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377555"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377563"}},{"Add":{"text":" start = 1","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377577"}},{"Add":{"text":" while start+4 <= duration","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377607"}},{"Add":{"text":" wdf = ldf[start:start+4, :]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377641"}},{"Add":{"text":" #make image","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377659"}},{"Add":{"text":" st, en = calculate_clip(start, start+4, freq, length_signal)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377726"}},{"Add":{"text":" sample = signal[Int(st):Int(en)]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377765"}},{"Add":{"text":" plot = get_image_from_sample(sample, freq);","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377815"}},{"Add":{"text":" if true in levels(wdf.kiwi)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377849"}},{"Add":{"text":" #save to K folder","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377875"}},{"Add":{"text":" #savefig(plot, \"kiwi_set-2023-09-07/$folder/K/$folder-$start-$(start+4).png\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:377961"}},{"Add":{"text":" PNGFiles.save(\"kiwi_set_2023-11-13/$folder/K/$folder-$start-$(start+4).png\", plot)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378052"}},{"Add":{"text":" start += 2","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378073"}},{"Add":{"text":" else","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378084"}},{"Add":{"text":" #save to N folder","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378110"}},{"Add":{"text":" #savefig(plot, \"kiwi_set-2023-09-07/$folder/N/$folder-$start-$(start+4).png\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378196"}},{"Add":{"text":" PNGFiles.save(\"kiwi_set_2023-11-13/$folder/N/$folder-$start-$(start+4).png\", plot)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378287"}},{"Add":{"text":" start += 5","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378308"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378318"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378326"}},{"Add":{"text":" if start+4 > duration","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378352"}},{"Add":{"text":" wdf = df[duration-4:duration, :]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378391"}},{"Add":{"text":" #make image","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378409"}},{"Add":{"text":" st, en = calculate_clip(duration-4, duration, freq, length_signal)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378482"}},{"Add":{"text":" sample = signal[Int(st):Int(en)]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378523"}},{"Add":{"text":" plot = get_image_from_sample(sample, freq);","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378575"}},{"Add":{"text":" #save to correct folder","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378603"}},{"Add":{"text":" true in levels(wdf.kiwi) ? l=\"K\" : l=\"N\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378648"}},{"Add":{"text":" #savefig(plot, \"kiwi_set-2023-09-07/$folder/$l/$folder-$(duration-4)-$duration.png\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378737"}},{"Add":{"text":" PNGFiles.save(\"kiwi_set_2023-11-13/$folder/$l/$folder-$(duration-4)-$duration.png\", plot)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378833"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378841"}},{"Add":{"text":" end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378847"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378848"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378849"}},{"Add":{"text":"end","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378853"}}]}},{"FileAdd":{"meta":{"basename":"README.md","metadata":0},"context":[{"change":2,"pos":1}],"contents":[{"Add":{"text":"# Skraak","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378916"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378917"}},{"Add":{"text":"Identify bird calls using AI, and monitor call frequency.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378975"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:378976"}},{"Add":{"text":"__Skraak is intended to be simple to use for simple people like me.__","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379046"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379047"}},{"Add":{"text":"This package serves [skraak.kiwi](https://skraak.kiwi).","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379103"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379104"}},{"Add":{"text":"Most of the skraak.kiwi data has been recorded using Open Acoustics AudioMoth's or μMoth's at 16000 Hz. DOC recorders at 8000hz work fine.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379244"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379245"}},{"Add":{"text":"It is a good idea to use an Nvidia GPU. Everything should work fine on CPU, just slow. ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379333"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379334"}},{"Add":{"text":"AMD GPU's are not supported but should be easy for you to get working. ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379406"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379407"}},{"Add":{"text":"If you are doing serious work, start the julia repl with: julia -t n where n is up to 1/2 the number of cores you have. I do 4, this is enough to keep up with a gamer style GPU. ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379587"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379588"}},{"Add":{"text":"__You can use Skraak too.__","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379616"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379620"}},{"Add":{"text":"[Install Julia](https://julialang.org/downloads/platform/), Julia-1.10 or newer","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379700"}},{"Add":{"text":"[git clone the Skraak project](https://github.com/quietlight/Skraak), if you dont have git or the git cli, you can download a zip file by clicking the

 button.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379866"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379867"}},{"Add":{"text":"cd to your Skraak folder","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379892"}},{"Add":{"text":"start the julia repl with $julia","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:379925"}},{"Add":{"text":"(You will want to install Revise and OhMyREPL, just do 'using Revise, OhMyREPL' in the Julia repl, add 'using Revise, OhMyREPL' to ~/.julia/config/startup.jl)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380084"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380085"}},{"Add":{"text":"type: ] (to enter Pkg mode)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380113"}},{"Add":{"text":"type: activate .","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380130"}},{"Add":{"text":"type: instantiate","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380148"}},{"Add":{"text":"backspace to exit Pkg mode","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380175"}},{"Add":{"text":"exit repl with ctrl-D.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380198"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380202"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380203"}},{"Add":{"text":"Later:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380210"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380214"}},{"Add":{"text":"start the julia repl with $julia","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380247"}},{"Add":{"text":"type: ] (to enter Pkg mode)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380275"}},{"Add":{"text":"type: dev path/to/Skraak (to make it a local package)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380329"}},{"Add":{"text":"backspace to exit Pkg mode","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380356"}},{"Add":{"text":"type: using Skraak, Glob (glob is only here to help you refine your glob patterns)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380439"}},{"Add":{"text":"WORK...","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380447"}},{"Add":{"text":"When finished working you can if you like do 'free Skraak' in Pkg mode (accessed with ']')","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380538"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380542"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380543"}},{"Add":{"text":"1. Take some WAV's organised into a file structure LOCATION/TRIP_DATE/WAV_FILES ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380624"}},{"Add":{"text":"2. and labels saved in a csv in the form:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380666"}},{"Add":{"text":"    * file(String),start_time,end_time,label(Int) (where start_time and end_time are in seconds from the start of the wav file)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380794"}},{"Add":{"text":"    * at least 2 label classes are required, for example Kiwi, Not","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380861"}},{"Add":{"text":"3. Generate a primary dataset of spectrogram images with the following file structure:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:380948"}},{"Add":{"text":"    * DATASET/AUDIO_FILE*/LABEL*/PNG's (png files must be 224X224 px square, Grayscale or RGB). ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:381045"}},{"Add":{"text":"    * This structure is required, when training, __the parent folder of a file is the label__.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:381140"}},{"Add":{"text":"    * This function creates a folder for each file, creates subfolders for each label, then saves png files in the appropriate label sub folder.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:381285"}},{"Add":{"text":"    * Space is needed. It uses the whole audio file. (I aim for 96% Not, 4% Kiwi)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:381367"}},{"Add":{"text":"    * and saves a flac copy for reference","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:381409"}},{"Add":{"text":"> I use labels, [K, N] in words [Kiwi, Not]. Anything will work, the unique text labels are sorted alphabetically and mapped to integer labels in the training process. ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:381578"}},{"Add":{"text":"> More than 2 label classes is fine, but keep it simple until you have a lot of data.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:381664"}},{"Add":{"text":"> It is better __not__ to have everything in 2 big folders, 100_000 files in a folder on a Fat32 removable drive will rapidly grind to a stand still. ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:381815"}},{"Add":{"text":"> You could have many thousands of K and N folders, for example, the model does not care.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:381905"}},{"Add":{"text":"> Native file systems on mac/linux will work ok. I use ext4 (linux) file systems on exteranl SSD's for both linux and mac.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382028"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382032"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382033"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382037"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382038"}},{"Add":{"text":"4. Train a Resnet18 model, either pretrained on Imagenet, or preferably the pretrained Skraak Kiwi model, which is currently trained on 7_400_000 images.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382192"}},{"Add":{"text":"Skraak trains on 5 second clips, converted to 224x224 pixel RGB spectrogram images.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382276"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382280"}},{"Add":{"text":"using Skraak","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382293"}},{"Add":{"text":"glob_pattern_1 = \"Clips*/[D,F,M,N]/*.png\" #for example. Note: requires png's as input.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382380"}},{"Add":{"text":"glob_pattern_2 = \"Dataset*/[K, N]/*.png\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382421"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382422"}},{"Add":{"text":"# Train a model named Test1 for 2 epochs on png files found by glob_pattern, ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382500"}},{"Add":{"text":"# start with a pretrained model.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382533"}},{"Add":{"text":"train(\"Test1\", 2, glob_pattern_1, true) ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382574"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382575"}},{"Add":{"text":"# Train a model named Test2 for 2 epochs on png files found by glob_pattern, ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382653"}},{"Add":{"text":"# train using model found at \"path/to/model.jld2\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382703"}},{"Add":{"text":"train(\"Test2\", 2, glob_pattern_2, \"path/to/model.jld2\") ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382760"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382761"}},{"Add":{"text":"# Note: Your unique text labels are sorted alphabetically, and converted to  ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382839"}},{"Add":{"text":"# integers, [1,2,3...] to be consumed by the flux model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382895"}},{"Add":{"text":"# A text file will be saved beside the model.jld2, with the label to ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382965"}},{"Add":{"text":"# integer mapping.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382984"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:382988"}},{"Add":{"text":"5. Run inference on raw data using a trained model","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383039"}},{"Add":{"text":"Skraak will try to find png images first, in the folders covered by the glob pattern. If there are no png's found it will predict on wav or flac files, using 5 second audio clips, converted to 224x224 pixel RGB spectrogram images, with a 2.5 recond hop. ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383294"}},{"Add":{"text":"> You are responsible for providing an appropriate model. ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383353"}},{"Add":{"text":"> I use a binary Kiwi/Not model for finding calls in audio data, and a Duet/Female/Male/Not model on png clips made from calls detected by the binary model.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383510"}},{"Add":{"text":"> Find some models to start with in the Models folder","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383564"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383568"}},{"Add":{"text":"using Skraak","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383581"}},{"Add":{"text":"glob_pattern = \"Clips/\" #Note: requires folders as input. Folders contain flac, wav or png files.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383679"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383680"}},{"Add":{"text":"# Predict label classes of png, wav or flac files found in folders specified by ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383761"}},{"Add":{"text":"# glob_pattern using model.jld2. A preds.csv file is saved in current directory","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383841"}},{"Add":{"text":"predict(glob_pattern, \"path/to/model.jld2\")","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383885"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383889"}},{"Add":{"text":"6. Generate audio clips and spectrogram images of all calls found.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383956"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:383960"}},{"Add":{"text":"# Make clips from a preds.csv file of the form:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384008"}},{"Add":{"text":"# file(String),start_time,end_time,label(Int)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384054"}},{"Add":{"text":"# 1 is the label, it can be any int present in the label field of preds.csv","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384130"}},{"Add":{"text":"# It saves clips in a folder 'Clips_2023-11-09'","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384178"}},{"Add":{"text":"make_clips(\"preds.csv\", 1)","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384205"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384209"}},{"Add":{"text":"7. Sort calls into subclasses (say: Duet, Female, Male, Nothing) manually, or using a model combined with human supervision. TODO","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384339"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384340"}},{"Add":{"text":"8. Store data from calls and file metadata in a DuckDB database for statistical analysis using SQL, DataFrames, Plots. ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384460"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384464"}},{"Add":{"text":"I will not document this until the DuckDB storage api has stabilised. ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384535"}},{"Add":{"text":"For now always store a csv backup using \"EXPORT DATABASE 'Backup_2023-10-10';\" in the duckdb cli.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384633"}},{"Add":{"text":"I highly recommend storing data in a duckdb database.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384687"}},{"Add":{"text":"Querying a duckdb database with SQL is faster than even julia DataFrames.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384761"}},{"Add":{"text":"```","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384765"}},{"Add":{"text":"9. Repeat, iterating on your models as you accumulate more data. It's hard until it gets easy.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384860"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384861"}},{"Add":{"text":"Managing datasets is like gardening, it takes some weeding and a _lot_ of compost (aka data) to get a good model growing. ","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384984"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:384985"}},{"Add":{"text":"Julia is great for machine learning because it is realtively simple to get a GPU working. It does have disadvantages at GPT-4 scale, but for this kind of work it is excelent. Julia shines with any scientific computing task.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385209"}}]}},{"FileAdd":{"meta":{"basename":"Project.toml","metadata":0},"context":[{"change":2,"pos":1}],"contents":[{"Add":{"text":"name = \"Skraak\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385262"}},{"Add":{"text":"uuid = \"d533bdbf-b9c3-4193-b768-d983a7f6b3f2\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385308"}},{"Add":{"text":"authors = [\"David Cary  and contributors\"]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385370"}},{"Add":{"text":"version = \"0.1.0\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385388"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385389"}},{"Add":{"text":"[deps]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385396"}},{"Add":{"text":"CSV = \"336ed68f-0bac-5ca0-87d4-7b16caf5d00b\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385441"}},{"Add":{"text":"CUDA = \"052768ef-5323-5732-b1bb-66c8b64840ba\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385487"}},{"Add":{"text":"DBInterface = \"a10d1c49-ce27-4219-8d33-6db1a4562965\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385540"}},{"Add":{"text":"DSP = \"717857b8-e6f2-59f4-9121-6e50c889abd2\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385585"}},{"Add":{"text":"DataFrames = \"a93c6f00-e57d-5684-b7b6-d8193f3e46c0\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385637"}},{"Add":{"text":"DataFramesMeta = \"1313f7d8-7da2-5740-9ea0-a2ca25f37964\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385693"}},{"Add":{"text":"Dates = \"ade2ca70-3891-5945-98fb-dc099432e06a\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385740"}},{"Add":{"text":"DuckDB = \"d2f5444f-75bc-4fdf-ac35-56f514c445e1\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385788"}},{"Add":{"text":"FLAC = \"abae9e3b-a9a0-4778-b5c6-ca109b507d99\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385834"}},{"Add":{"text":"FileIO = \"5789e2e9-d7fb-5bc7-8068-2c6fae9b9549\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385882"}},{"Add":{"text":"Flux = \"587475ba-b771-5e3f-ad9e-33799f191a9c\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385928"}},{"Add":{"text":"FreqTables = \"da1fdf0e-e0ff-5433-a45f-9bb5ff651cb1\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:385980"}},{"Add":{"text":"Glob = \"c27321d9-0574-5035-807b-f59d2c89b15c\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:386026"}},{"Add":{"text":"HTTP = \"cd3eb016-35fb-5094-929b-558a96fad6f3\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:386072"}},{"Add":{"text":"Images = 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\"ea8e919c-243c-51af-8825-aaa63cd721ce\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:386453"}},{"Add":{"text":"ThreadsX = \"ac1d9e8a-700a-412c-b207-f0111f4b6c0d\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:386503"}},{"Add":{"text":"TimeZones = \"f269a46b-ccf7-5d73-abea-4c690281aa53\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:386554"}},{"Add":{"text":"WAV = \"8149f6b0-98f6-5db9-b78f-408fbbb8ef88\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:386599"}},{"Add":{"text":"XMLDict = \"228000da-037f-5747-90a9-8195ccbf91a5\"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:386648"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:386649"}},{"Add":{"text":"[extras]","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:386658"}},{"Add":{"text":"Test = 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obtaining a copy","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:386929"}},{"Add":{"text":"of this software and associated documentation files (the \"Software\"), to deal","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387007"}},{"Add":{"text":"in the Software without restriction, including without limitation the rights","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387084"}},{"Add":{"text":"to use, copy, modify, merge, publish, distribute, sublicense, and/or sell","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387158"}},{"Add":{"text":"copies of the Software, and to permit persons to whom the Software is","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387228"}},{"Add":{"text":"furnished to do so, subject to the following conditions:","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387285"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387286"}},{"Add":{"text":"The above copyright notice and this permission notice shall be included in all","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387365"}},{"Add":{"text":"copies or substantial portions of the Software.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387413"}},{"Add":{"text":"","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387414"}},{"Add":{"text":"THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387489"}},{"Add":{"text":"IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387562"}},{"Add":{"text":"FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387638"}},{"Add":{"text":"AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387709"}},{"Add":{"text":"LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387787"}},{"Add":{"text":"OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387865"}},{"Add":{"text":"SOFTWARE.","pos":"NV7FXZ5QETWHE7EQHET5ZZUKH4UIAIRGQ42MR2IT5JCZDPRNEZRQC:387875"}}]}}],"owner":"quietlight","repo":"Skraak","token":"0V3p7O+IOJhaepNnm2oi7g7R7Jw1J7AH6lIyojnCKKQ=","login":null}

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