diff --git a/Help/about.html b/Help/about.html new file mode 100644 index 00000000..a607de5a --- /dev/null +++ b/Help/about.html @@ -0,0 +1,46 @@ + + + + + About Chirpity Nocmig + + +
The Chirpity Vision, and a Note on Accuracy
+

+ Chirpity Nocmig works by detecting calls found in 3-second audio windows. Actually, it detects images of + calls generated from audio files. Behind the scenes it takes audio, converts and resamples it from the source format + and creates a + spectrogram for each audio sample. It performs 1200 predictions per hour. By one measure - number of predictions / + number correct - it often achieves around 99% accuracy. However, that figure will not reflect the experience of + using the software in the real world. The fact is, most of us are not interested to know that thousands of "no call" + predictions were correct, it's the quality of species detections that matter. +

+

+ The reality is that this prototype can still easily be thrown off by novel sounds, sounds it has not seen enough of + during its training. A new car alarm sound can trigger dozens of false IDs. Wind in trees, pops and bangs, people + playing football a quarter of a mile away - all these noises can appear similar to a bird call. +

+

+ Generally though, it is not difficult to breeze past these shortcomings with a little practice. You learn that + people and dogs may be confused with geese and swans, that a car alarm can be confused with a wader. As the dawn + chorus approaches and the density of bird vocalizations increases the chance that it may mistake a snatch of robin + sub-song for a skylark. +

+

+ The value of Chirpity Nocmig lies in its ability to simplify and support the process of identifying birds by + sound. It is + sufficiently accurate, even now, to be a useful tool. It's a long way from beating Kasparov at Chess, but for anyone + struggling to get a handle on bird identification by sound, this software will help enormously. +

+

+ Over time, the software will improve. As the model is exposed to a greater variety of noise data, it will learn + to ignore more of those noises, and the false positives will diminish. Refinements to the deep learning architecture + will also bring improvements - future updates may incorporate location and date information to refine predictions, + for example. +

+

+ If you don't expect perfection, you won't be disappointed. +

+ + + \ No newline at end of file diff --git a/Help/keyboard.html b/Help/keyboard.html new file mode 100644 index 00000000..661131f0 --- /dev/null +++ b/Help/keyboard.html @@ -0,0 +1,63 @@ + + + + + Keyboard shortcuts + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
File handling
Ctrl-OShow file open dialog
Ctrl-SSave label file for Audacity. Only active after file analysis, when there are labels to save!
EscAbort an operation. Effective for file loading and analysis
Transport Controls
SpaceBarToggle Play/Pause the audio
PPlay the selected region. Only active if a region has been selected.
HomeMove the playhead to the beginning of the file
EndMove the playhead to the end of the file
PgUpMove the playhead back by a screen width
PgDnMove the playhead forward by a screen width
Left arrow (>)Move the playhead forward. Can be used to shift the screen view if a call is cut off at the screen edges
Right arrow (<)Move the playhead backward. Can also be used to shift the screen view if a call is cut off at the screen edges
+ + + \ No newline at end of file diff --git a/Help/options.html b/Help/options.html new file mode 100644 index 00000000..7afffae0 --- /dev/null +++ b/Help/options.html @@ -0,0 +1,71 @@ + + + + + Chirpity Nocmig Options + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Model options
Use whitelistEnabled by default. This option limits the species detections shown to those recorded at UK Nocmig sites + submitting data to Trektellen. +

If disabled, the full list of potential detections is used. This includes + UK vagrants as well as those birds not known to call or fly at night. Non-bird detections will also + appear.

+ This full list comprises 306 bird species and the following non-bird classes: +
    +
  • Ambient noise: wind, rain, pops and bangs. Things that go bump in the night...
    • +
  • Animals: cats, dogs, bats, etc.
    • +
  • Human: voices, whistles, etc.
    • +
  • Vehicles: Wheel and engine noise of cars, trucks, trains and aircraft. Also sirens and alarms + (including domestic burglar alarms) and horns. +
    • +
+

If you wish to see the full list of species Chirpity Nocmig was trained on, it is contained in the + feedback prompt offered when giving feedback on an incorrect prediction.

+ Disabling the whitelist is not recommended for general use. It will lead to an increase in false + positive detections, and clutter the results table with irrelevant detections. +
Spectrogram options
EnableWhether to display the Spectrogram view. Will reduce the computer RAM required for larger files, at the cost + of significantly reduced functionality. However, results will be displayed and a label file may be exported + for use in Audacity. +
TimelineWhether to display a timeline above the spectrogram. The timeline has two modes. +
    +
  • + Time Elapsed displays the time from the beginning of the file. +
    • +
  • + Time of Day uses the file timestamp to + calculate the actual time of the calls detected. If a file does not have a timestamp reflecting the + time of the recording, this will give a spurious reading. +
    • +
+
ColourDisplays the spectrogram in colour
GrayscaleDisplays the spectrogram in black and white.
+ + + \ No newline at end of file diff --git a/Help/usage.html b/Help/usage.html new file mode 100644 index 00000000..b446440f --- /dev/null +++ b/Help/usage.html @@ -0,0 +1,127 @@ + + + + + Chirpity Nocmig usage guide + + +

Suggested Workflow

+
    +
  1. Open an audio file. Ideally, this will be the file that was recorded by your digital recorder with its original + timestamp. By using this file, you will be able to take advantage of the Options > Spectrogram > + Timeline > + Time of Day mode for the spectrogram timeline, which will show the actual time calls were detected. + N.B. + It is possible to cancel a file load operation by pressing the Esc key. +
    2. +
  2. + Once the file has loaded, select "Analyse entire file" from the Analysis menu. Depending + on the file length, this may take several minutes. A progress indicator will appear to guide you on how long + this is likely to take. To stop the analysis, press the Esc key. +
    3. +
+
Exploring Detections
+
    +
  1. + As the model makes detections, they appear in a table below the spectrogram. Clicking the detection's row in + the table will cause the playhead to jump to the start of that detection. Press P, or the + play_circle_filled icon to play the detection. + Alternatively, you may press the SpaceBar to play from the beginning of the selection and continue playing the + audio until you press the SpaceBar again. Clicking the spectrogram will move the playhead to that position. + Playback will continue, so this allows you to replay a call repeatedly. +
    2. +
  2. + Selecting the XC icon will open a search result (in your default web broswer) + for the + detected species' night flight calls on the Xeno Canto website. Here you can compare the result to Nocmig + recordings + uploaded by others. +
    3. +
  3. + If multiple species were detected, or if the detection has an alternative ID for the call, a + expand_more icon will be displayed in the Other IDs + table column. Clicking this will open rows beneath with the details of those species. +
    4. +
+
Summary and Filtering Detections
+
    +
  1. + + appears once the model has completed its analysis. Clicking the button will open a summary table of the + detections across the file. Importantly, this table allows you to filter the results displayed in the main + results + table. Click the filter icon ( filter_alt ) to limit + the + display to that single species, or the clear icon to + exclude a species from the result table. This is extremely useful if several hundred Robin calls were + detected! +
    2. +
+
Custom "Deep Dive" Detections
+
    +
  1. Sometimes, a call is missed or a detection is erroneous due to the position of the analysis window in relation + to the call. The window can be moved by dragging it, or you can create a new window by clicking and + dragging out a custom region on the spectrogram. Once you have a new region, select Analysis > Analyse + selected interval from the menu. The custom detection is placed at the top of the results table. + N.B. The detection threshold is much reduced for custom detections, so exercise appropriate caution since + false positives are more likely. Uncoloured confidence icons should be treated as a "wild guess", even + considered by the model more likely to be wrong than right. +
    2. +
+ +
Saving Results
+
    +
  1. Currently, there are three ways to save results: + +
    2. +
+
Feedback
+
    +
  1. +

    Machine Learning requires vast amounts of data. Adequate results can be obtained from a few hundred examples + of a + call, but for robust and reliable results several thousand examples are needed. Those examples need to be + representative of the + range of vocalisations a bird can make, under a wide range of conditions. + Providing feedback is the best way to help improve the quality of detections and takes as few as two clicks + of a + mouse.

    + +
    2. +
+ + \ No newline at end of file diff --git a/css/style.css b/css/style.css index 9e2ff9f7..0c3c230c 100644 --- a/css/style.css +++ b/css/style.css @@ -122,7 +122,6 @@ html, body { tr[id^="sub"] { font-size: 12px; - } span[id^="filename_"] { @@ -215,7 +214,3 @@ div#contentWrapper { #myUL li a:hover:not(.header) { background-color: #eee; /* Add a hover effect to all links, except for headers */ } - -.modal-body { - max-height: 320px; -} \ No newline at end of file diff --git a/index.html b/index.html index 16d7f6dc..e6c82578 100644 --- a/index.html +++ b/index.html @@ -127,6 +127,18 @@ +
  • + +
    + Usage + Options + Keyboard Shortcuts + About Chirpity Nocmig +
    +
    • Chirpity Birdcalls: Identifying birds by sound @@ -171,6 +183,23 @@ + +
    @@ -244,7 +273,7 @@ Other IDs Play - XC + XC Save Feedback diff --git a/js/model.js b/js/model.js index 1e40ef2b..12ccbd4f 100644 --- a/js/model.js +++ b/js/model.js @@ -2,7 +2,7 @@ const tf = require('@tensorflow/tfjs'); //const labels = ["Tachymarptis melba_Alpine Swift", "Ambient Noise_Ambient Noise", "Pluvialis dominica_American Golden Plover", "Mareca americana_American Wigeon", "Animal_Animal", "Acrocephalus paludicola_Aquatic Warbler", "Acanthis hornemanni_Arctic Redpoll", "Stercorarius parasiticus_Arctic Skua", "Sterna paradisaea_Arctic Tern", "Phylloscopus borealis_Arctic Warbler", "Recurvirostra avosetta_Avocet", "Porzana pusilla_Baillon's Crake", "Limosa lapponica_Bar-tailed Godwit", "Tyto alba_Barn Owl", "Branta leucopsis_Barnacle Goose", "Sylvia nisoria_Barred Warbler", "Panurus biarmicus_Bearded Tit", "Merops apiaster_Bee-eater", "Cygnus columbianus_Bewick's Swan", "Botaurus stellaris_Bittern", "Oenanthe hispanica_Black-eared Wheatear", "Chroicocephalus ridibundus_Black-headed Gull", "Podiceps nigricollis_Black-necked Grebe", "Limosa limosa_Black-tailed Godwit", "Himantopus himantopus_Black-winged Stilt", "Lyrurus tetrix_Black Grouse", "Cepphus grylle_Black Guillemot", "Milvus migrans_Black Kite", "Phoenicurus ochruros_Black Redstart", "Chlidonias niger_Black Tern", "Turdus merula_Blackbird", "Sylvia atricapilla_Blackcap", "Spatula discors_Blue-winged Teal", "Cyanistes caeruleus_Blue Tit", "Luscinia svecica_Bluethroat", "Acrocephalus dumetorum_Blyth's Reed Warbler", "Fringilla montifringilla_Brambling", "Branta bernicla_Brent Goose", "Pyrrhula pyrrhula_Bullfinch", "Buteo buteo_Buzzard", "Branta canadensis_Canada Goose", "Tetrao urogallus_Capercaillie", "Corvus corone_Carrion Crow", "Larus cachinnans_Caspian Gull", "Bubulcus ibis_Cattle Egret", "Cettia cetti_Cetti's Warbler", "Fringilla coelebs_Chaffinch", "Phylloscopus collybita_Chiffchaff", "Pyrrhocorax pyrrhocorax_Chough", "Emberiza cirlus_Cirl Bunting", "Motacilla citreola_Citrine Wagtail", "Periparus ater_Coal Tit", "Streptopelia decaocto_Collared Dove", "Glareola pratincola_Collared Pratincole", "Loxia curvirostra_Common Crossbill", "Larus canus_Common Gull", "Acanthis flammea_Common Redpoll", "Carpodacus erythrinus_Common Rosefinch", "Actitis hypoleucos_Common Sandpiper", "Melanitta nigra_Common Scoter", "Sterna hirundo_Common Tern", "Fulica atra_Coot", "Phalacrocorax carbo_Cormorant", "Emberiza calandra_Corn Bunting", "Crex crex_Corncrake", "Calonectris borealis_Cory's Shearwater", "Grus grus_Crane", "Lophophanes cristatus_Crested Tit", "Cuculus canorus_Cuckoo", "Calidris ferruginea_Curlew Sandpiper", "Numenius arquata_Curlew", "Sylvia undata_Dartford Warbler", "Cinclus cinclus_Dipper", "Charadrius morinellus_Dotterel", "Calidris alpina_Dunlin", "Prunella modularis_Dunnock", "Phylloscopus fuscatus_Dusky Warbler", "Alopochen aegyptiaca_Egyptian Goose", "Somateria mollissima_Eider", "Bubo bubo_Eurasian Eagle-Owl", "Turdus pilaris_Fieldfare", "Regulus ignicapilla_Firecrest", "Fulmarus glacialis_Fulmar", "Mareca strepera_Gadwall", "Morus bassanus_Gannet", "Sylvia borin_Garden Warbler", "Spatula querquedula_Garganey", "Larus hyperboreus_Glaucous Gull", "Plegadis falcinellus_Glossy Ibis", "Regulus regulus_Goldcrest", "Aquila chrysaetos_Golden Eagle", "Oriolus oriolus_Golden Oriole", "Pluvialis apricaria_Golden Plover", "Bucephala clangula_Goldeneye", "Carduelis carduelis_Goldfinch", "Mergus merganser_Goosander", "Accipiter gentilis_Goshawk", "Locustella naevia_Grasshopper Warbler", "Larus marinus_Great Black-backed Gull", "Podiceps cristatus_Great Crested Grebe", "Lanius excubitor_Great Grey Shrike", "Gavia immer_Great Northern Diver", "Stercorarius skua_Great Skua", "Dendrocopos major_Great Spotted Woodpecker", "Parus major_Great Tit", "Ardea alba_Great White Egret", "Anas carolinensis_Green-winged Teal", "Tringa ochropus_Green Sandpiper", "Picus viridis_Green Woodpecker", "Chloris chloris_Greenfinch", "Phylloscopus trochiloides_Greenish Warbler", "Tringa nebularia_Greenshank", "Ardea cinerea_Grey Heron", "Perdix perdix_Grey Partridge", "Phalaropus fulicarius_Grey Phalarope", "Pluvialis squatarola_Grey Plover", "Motacilla cinerea_Grey Wagtail", "Anser anser_Greylag Goose", "Uria aalge_Guillemot", "Gelochelidon nilotica_Gull-billed Tern", "Coccothraustes coccothraustes_Hawfinch", "Larus argentatus_Herring Gull", "Falco subbuteo_Hobby", "Pernis apivorus_Honey-buzzard", "Corvus cornix_Hooded Crow", "Upupa epops_Hoopoe", "Delichon urbicum_House Martin", "Passer domesticus_House Sparrow", "Human_Human", "Phylloscopus ibericus_Iberian Chiffchaff", "Hippolais icterina_Icterine Warbler", "Lymnocryptes minimus_Jack Snipe", "Coloeus monedula_Jackdaw", "Garrulus glandarius_Jay", "Charadrius alexandrinus_Kentish Plover", "Falco tinnunculus_Kestrel", "Alcedo atthis_Kingfisher", "Rissa tridactyla_Kittiwake", "Calidris canutus_Knot", "Calcarius lapponicus_Lapland Bunting", "Vanellus vanellus_Lapwing", "Larus fuscus_Lesser Black-backed Gull", "Acanthis cabaret_Lesser Redpoll", "Dryobates minor_Lesser Spotted Woodpecker", "Sylvia curruca_Lesser Whitethroat", "Linaria cannabina_Linnet", "Ixobrychus minutus_Little Bittern", "Emberiza pusilla_Little Bunting", "Egretta garzetta_Little Egret", "Tachybaptus ruficollis_Little Grebe", "Hydrocoloeus minutus_Little Gull", "Athene noctua_Little Owl", "Charadrius dubius_Little Ringed Plover", "Calidris minuta_Little Stint", "Sternula albifrons_Little Tern", "Asio otus_Long-eared Owl", "Clangula hyemalis_Long-tailed Duck", "Stercorarius longicaudus_Long-tailed Skua", "Aegithalos caudatus_Long-tailed Tit", "Pica pica_Magpie", "Anas platyrhynchos_Mallard", "Aix galericulata_Mandarin Duck", "Puffinus puffinus_Manx Shearwater", "Circus aeruginosus_Marsh Harrier", "Poecile palustris_Marsh Tit", "Anthus pratensis_Meadow Pipit", "Ichthyaetus melanocephalus_Mediterranean Gull", "Hippolais polyglotta_Melodious Warbler", "Falco columbarius_Merlin", "Turdus viscivorus_Mistle Thrush", "Circus pygargus_Montagu's Harrier", "Gallinula chloropus_Moorhen", "Cygnus olor_Mute Swan", "Nycticorax nycticorax_Night Heron", "Luscinia megarhynchos_Nightingale", "Caprimulgus europaeus_Nightjar", "Sitta europaea_Nuthatch", "Anthus hodgsoni_Olive-backed Pipit", "Emberiza hortulana_Ortolan Bunting", "Pandion haliaetus_Osprey", "Haematopus ostralegus_Oystercatcher", "Syrrhaptes paradoxus_Pallas's Sandgrouse", "Phylloscopus proregulus_Pallas's Warbler", "Loxia pytyopsittacus_Parrot Crossbill", "Calidris melanotos_Pectoral Sandpiper", "Remiz pendulinus_Penduline Tit", "Falco peregrinus_Peregrine", "Phasianus colchicus_Pheasant", "Ficedula hypoleuca_Pied Flycatcher", "Motacilla alba_Pied Wagtail", "Anser brachyrhynchus_Pink-footed Goose", "Anas acuta_Pintail", "Aythya ferina_Pochard", "Lagopus muta_Ptarmigan", "Ardea purpurea_Purple Heron", "Calidris maritima_Purple Sandpiper", "Coturnix coturnix_Quail", "Phylloscopus schwarzi_Radde's Warbler", "Corvus corax_Raven", "Alca torda_Razorbill", "Lanius collurio_Red-backed Shrike", "Ficedula parva_Red-breasted Flycatcher", "Mergus serrator_Red-breasted Merganser", "Netta rufina_Red-crested Pochard", "Tarsiger cyanurus_Red-flanked Bluetail", "Alectoris rufa_Red-legged Partridge", "Podiceps grisegena_Red-necked Grebe", "Caprimulgus ruficollis_Red-necked Nightjar", "Phalaropus lobatus_Red-necked Phalarope", "Cecropis daurica_Red-rumped Swallow", "Gavia stellata_Red-throated Diver", "Lagopus lagopus_Red Grouse", "Milvus milvus_Red Kite", "Tringa totanus_Redshank", "Phoenicurus phoenicurus_Redstart", "Turdus iliacus_Redwing", "Emberiza schoeniclus_Reed Bunting", "Acrocephalus scirpaceus_Reed Warbler", "Anthus richardi_Richard's Pipit", "Larus delawarensis_Ring-billed Gull", "Psittacula krameri_Ring-necked Parakeet", "Turdus torquatus_Ring Ouzel", "Charadrius hiaticula_Ringed Plover", "Erithacus rubecula_Robin", "Columba livia_Rock Dove", "Anthus petrosus_Rock Pipit", "Corvus frugilegus_Rook", "Pastor roseus_Rose-coloured Starling", "Sterna dougallii_Roseate Tern", "Buteo lagopus_Rough-legged Buzzard", "Oxyura jamaicensis_Ruddy Duck", "Tadorna ferruginea_Ruddy Shelduck", "Calidris pugnax_Ruff", "Xema sabini_Sabine's Gull", "Riparia riparia_Sand Martin", "Calidris alba_Sanderling", "Thalasseus sandvicensis_Sandwich Tern", "Locustella luscinioides_Savi's Warbler", "Aythya marila_Scaup", "Loxia scotica_Scottish Crossbill", "Acrocephalus schoenobaenus_Sedge Warbler", "Calidris pusilla_Semipalmated Sandpiper", "Serinus serinus_Serin", "Tadorna tadorna_Shelduck", "Eremophila alpestris_Shore Lark", "Asio flammeus_Short-eared Owl", "Calandrella brachydactyla_Short-toed Lark", "Spatula clypeata_Shoveler", "Spinus spinus_Siskin", "Alauda arvensis_Skylark", "Podiceps auritus_Slavonian Grebe", "Gallinago gallinago_Snipe", "Plectrophenax nivalis_Snow Bunting", "Anser caerulescens_Snow Goose", "Turdus philomelos_Song Thrush", "Accipiter nisus_Sparrowhawk", "Platalea leucorodia_Spoonbill", "Porzana porzana_Spotted Crake", "Muscicapa striata_Spotted Flycatcher", "Tringa erythropus_Spotted Redshank", "Actitis macularius_Spotted Sandpiper", "Sturnus vulgaris_Starling", "Columba oenas_Stock Dove", "Burhinus oedicnemus_Stone-curlew", "Saxicola rubicola_Stonechat", "Hydrobates pelagicus_Storm Petrel", "Sylvia cantillans_Subalpine Warbler", "Hirundo rustica_Swallow", "Apus apus_Swift", "Anser fabalis_Taiga Bean Goose", "Strix aluco_Tawny Owl", "Anas crecca_Teal", "Calidris temminckii_Temminck's Stint", "Anthus trivialis_Tree Pipit", "Passer montanus_Tree Sparrow", "Certhia familiaris_Treecreeper", "Aythya fuligula_Tufted Duck", "Anser serrirostris_Tundra Bean Goose", "Arenaria interpres_Turnstone", "Streptopelia turtur_Turtle Dove", "Linaria flavirostris_Twite", "Loxia leucoptera_Two-barred Crossbill", "Vehicle_Vehicle", "Anthus spinoletta_Water Pipit", "Rallus aquaticus_Water Rail", "Bombycilla garrulus_Waxwing", "Oenanthe oenanthe_Wheatear", "Numenius phaeopus_Whimbrel", "Saxicola rubetra_Whinchat", "Anser albifrons_White-fronted Goose", "Calidris fuscicollis_White-rumped Sandpiper", "Haliaeetus albicilla_White-tailed Eagle", "Chlidonias leucopterus_White-winged Black Tern", "Ciconia ciconia_White Stork", "Sylvia communis_Whitethroat", "Cygnus cygnus_Whooper Swan", "Mareca penelope_Wigeon", "Poecile montanus_Willow Tit", "Phylloscopus trochilus_Willow Warbler", "Tringa glareola_Wood Sandpiper", "Phylloscopus sibilatrix_Wood Warbler", "Scolopax rusticola_Woodcock", "Lullula arborea_Woodlark", "Columba palumbus_Woodpigeon", "Troglodytes troglodytes_Wren", "Jynx torquilla_Wryneck", "Phylloscopus inornatus_Yellow-browed Warbler", "Larus michahellis_Yellow-legged Gull", "Motacilla flava_Yellow Wagtail", "Emberiza citrinella_Yellowhammer"]; //const labels = ["Tachymarptis melba_Alpine Swift", "Pluvialis dominica_American Golden Plover", "Mareca americana_American Wigeon", "Acrocephalus paludicola_Aquatic Warbler", "Acanthis hornemanni_Arctic Redpoll", "Stercorarius parasiticus_Arctic Skua", "Sterna paradisaea_Arctic Tern", "Phylloscopus borealis_Arctic Warbler", "Recurvirostra avosetta_Avocet", "Porzana pusilla_Baillon's Crake", "Limosa lapponica_Bar-tailed Godwit", "Tyto alba_Barn Owl", "Branta leucopsis_Barnacle Goose", "Sylvia nisoria_Barred Warbler", "Panurus biarmicus_Bearded Tit", "Merops apiaster_Bee-eater", "Cygnus columbianus_Bewick's Swan", "Botaurus stellaris_Bittern", "Oenanthe hispanica_Black-eared Wheatear", "Chroicocephalus ridibundus_Black-headed Gull", "Podiceps nigricollis_Black-necked Grebe", "Limosa limosa_Black-tailed Godwit", "Himantopus himantopus_Black-winged Stilt", "Lyrurus tetrix_Black Grouse", "Cepphus grylle_Black Guillemot", "Milvus migrans_Black Kite", "Phoenicurus ochruros_Black Redstart", "Chlidonias niger_Black Tern", "Turdus merula_Blackbird", "Sylvia atricapilla_Blackcap", "Spatula discors_Blue-winged Teal", "Cyanistes caeruleus_Blue Tit", "Luscinia svecica_Bluethroat", "Acrocephalus dumetorum_Blyth's Reed Warbler", "Fringilla montifringilla_Brambling", "Branta bernicla_Brent Goose", "Pyrrhula pyrrhula_Bullfinch", "Buteo buteo_Buzzard", "Branta canadensis_Canada Goose", "Tetrao urogallus_Capercaillie", "Corvus corone_Carrion Crow", "Larus cachinnans_Caspian Gull", "Bubulcus ibis_Cattle Egret", "Cettia cetti_Cetti's Warbler", "Fringilla coelebs_Chaffinch", "Phylloscopus collybita_Chiffchaff", "Pyrrhocorax pyrrhocorax_Chough", "Emberiza cirlus_Cirl Bunting", "Motacilla citreola_Citrine Wagtail", "Periparus ater_Coal Tit", "Streptopelia decaocto_Collared Dove", "Glareola pratincola_Collared Pratincole", "Loxia curvirostra_Common Crossbill", "Larus canus_Common Gull", "Acanthis flammea_Common Redpoll", "Carpodacus erythrinus_Common Rosefinch", "Actitis hypoleucos_Common Sandpiper", "Melanitta nigra_Common Scoter", "Sterna hirundo_Common Tern", "Fulica atra_Coot", "Phalacrocorax carbo_Cormorant", "Emberiza calandra_Corn Bunting", "Crex crex_Corncrake", "Calonectris borealis_Cory's Shearwater", "Grus grus_Crane", "Lophophanes cristatus_Crested Tit", "Cuculus canorus_Cuckoo", "Calidris ferruginea_Curlew Sandpiper", "Numenius arquata_Curlew", "Sylvia undata_Dartford Warbler", "Cinclus cinclus_Dipper", "Charadrius morinellus_Dotterel", "Calidris alpina_Dunlin", "Prunella modularis_Dunnock", "Phylloscopus fuscatus_Dusky Warbler", "Alopochen aegyptiaca_Egyptian Goose", "Somateria mollissima_Eider", "Bubo bubo_Eurasian Eagle-Owl", "Turdus pilaris_Fieldfare", "Regulus ignicapilla_Firecrest", "Fulmarus glacialis_Fulmar", "Mareca strepera_Gadwall", "Morus bassanus_Gannet", "Sylvia borin_Garden Warbler", "Spatula querquedula_Garganey", "Larus hyperboreus_Glaucous Gull", "Plegadis falcinellus_Glossy Ibis", "Regulus regulus_Goldcrest", "Aquila chrysaetos_Golden Eagle", "Oriolus oriolus_Golden Oriole", "Pluvialis apricaria_Golden Plover", "Bucephala clangula_Goldeneye", "Carduelis carduelis_Goldfinch", "Mergus merganser_Goosander", "Accipiter gentilis_Goshawk", "Locustella naevia_Grasshopper Warbler", "Larus marinus_Great Black-backed Gull", "Podiceps cristatus_Great Crested Grebe", "Lanius excubitor_Great Grey Shrike", "Gavia immer_Great Northern Diver", "Stercorarius skua_Great Skua", "Dendrocopos major_Great Spotted Woodpecker", "Parus major_Great Tit", "Ardea alba_Great White Egret", "Anas carolinensis_Green-winged Teal", "Tringa ochropus_Green Sandpiper", "Picus viridis_Green Woodpecker", "Chloris chloris_Greenfinch", "Phylloscopus trochiloides_Greenish Warbler", "Tringa nebularia_Greenshank", "Ardea cinerea_Grey Heron", "Perdix perdix_Grey Partridge", "Phalaropus fulicarius_Grey Phalarope", "Pluvialis squatarola_Grey Plover", "Motacilla cinerea_Grey Wagtail", "Anser anser_Greylag Goose", "Uria aalge_Guillemot", "Gelochelidon nilotica_Gull-billed Tern", "Coccothraustes coccothraustes_Hawfinch", "Larus argentatus_Herring Gull", "Falco subbuteo_Hobby", "Pernis apivorus_Honey-buzzard", "Corvus cornix_Hooded Crow", "Upupa epops_Hoopoe", "Delichon urbicum_House Martin", "Passer domesticus_House Sparrow", "Human_Human", "Phylloscopus ibericus_Iberian Chiffchaff", "Hippolais icterina_Icterine Warbler", "Lymnocryptes minimus_Jack Snipe", "Coloeus monedula_Jackdaw", "Garrulus glandarius_Jay", "Charadrius alexandrinus_Kentish Plover", "Falco tinnunculus_Kestrel", "Alcedo atthis_Kingfisher", "Rissa tridactyla_Kittiwake", "Calidris canutus_Knot", "Calcarius lapponicus_Lapland Bunting", "Vanellus vanellus_Lapwing", "Larus fuscus_Lesser Black-backed Gull", "Acanthis cabaret_Lesser Redpoll", "Dryobates minor_Lesser Spotted Woodpecker", "Sylvia curruca_Lesser Whitethroat", "Linaria cannabina_Linnet", "Ixobrychus minutus_Little Bittern", "Emberiza pusilla_Little Bunting", "Egretta garzetta_Little Egret", "Tachybaptus ruficollis_Little Grebe", "Hydrocoloeus minutus_Little Gull", "Athene noctua_Little Owl", "Charadrius dubius_Little Ringed Plover", "Calidris minuta_Little Stint", "Sternula albifrons_Little Tern", "Asio otus_Long-eared Owl", "Clangula hyemalis_Long-tailed Duck", "Stercorarius longicaudus_Long-tailed Skua", "Aegithalos caudatus_Long-tailed Tit", "Pica pica_Magpie", "Anas platyrhynchos_Mallard", "Aix galericulata_Mandarin Duck", "Puffinus puffinus_Manx Shearwater", "Circus aeruginosus_Marsh Harrier", "Poecile palustris_Marsh Tit", "Anthus pratensis_Meadow Pipit", "Ichthyaetus melanocephalus_Mediterranean Gull", "Hippolais polyglotta_Melodious Warbler", "Falco columbarius_Merlin", "Turdus viscivorus_Mistle Thrush", "Circus pygargus_Montagu's Harrier", "Gallinula chloropus_Moorhen", "Cygnus olor_Mute Swan", "Nycticorax nycticorax_Night Heron", "Luscinia megarhynchos_Nightingale", "Caprimulgus europaeus_Nightjar", "No Call_No Call", "Sitta europaea_Nuthatch", "Anthus hodgsoni_Olive-backed Pipit", "Emberiza hortulana_Ortolan Bunting", "Pandion haliaetus_Osprey", "Haematopus ostralegus_Oystercatcher", "Syrrhaptes paradoxus_Pallas's Sandgrouse", "Phylloscopus proregulus_Pallas's Warbler", "Loxia pytyopsittacus_Parrot Crossbill", "Calidris melanotos_Pectoral Sandpiper", "Remiz pendulinus_Penduline Tit", "Falco peregrinus_Peregrine", "Phasianus colchicus_Pheasant", "Ficedula hypoleuca_Pied Flycatcher", "Motacilla alba_Pied Wagtail", "Anser brachyrhynchus_Pink-footed Goose", "Anas acuta_Pintail", "Aythya ferina_Pochard", "Lagopus muta_Ptarmigan", "Ardea purpurea_Purple Heron", "Calidris maritima_Purple Sandpiper", "Coturnix coturnix_Quail", "Phylloscopus schwarzi_Radde's Warbler", "Corvus corax_Raven", "Alca torda_Razorbill", "Lanius collurio_Red-backed Shrike", "Ficedula parva_Red-breasted Flycatcher", "Mergus serrator_Red-breasted Merganser", "Netta rufina_Red-crested Pochard", "Tarsiger cyanurus_Red-flanked Bluetail", "Alectoris rufa_Red-legged Partridge", "Podiceps grisegena_Red-necked Grebe", "Caprimulgus ruficollis_Red-necked Nightjar", "Phalaropus lobatus_Red-necked Phalarope", "Cecropis daurica_Red-rumped Swallow", "Gavia stellata_Red-throated Diver", "Lagopus lagopus_Red Grouse", "Milvus milvus_Red Kite", "Tringa totanus_Redshank", "Phoenicurus phoenicurus_Redstart", "Turdus iliacus_Redwing", "Emberiza schoeniclus_Reed Bunting", "Acrocephalus scirpaceus_Reed Warbler", "Anthus richardi_Richard's Pipit", "Larus delawarensis_Ring-billed Gull", "Psittacula krameri_Ring-necked Parakeet", "Turdus torquatus_Ring Ouzel", "Charadrius hiaticula_Ringed Plover", "Erithacus rubecula_Robin", "Columba livia_Rock Dove", "Anthus petrosus_Rock Pipit", "Corvus frugilegus_Rook", "Pastor roseus_Rose-coloured Starling", "Sterna dougallii_Roseate Tern", "Buteo lagopus_Rough-legged Buzzard", "Oxyura jamaicensis_Ruddy Duck", "Tadorna ferruginea_Ruddy Shelduck", "Calidris pugnax_Ruff", "Xema sabini_Sabine's Gull", "Riparia riparia_Sand Martin", "Calidris alba_Sanderling", "Thalasseus sandvicensis_Sandwich Tern", "Locustella luscinioides_Savi's Warbler", "Aythya marila_Scaup", "Loxia scotica_Scottish Crossbill", "Acrocephalus schoenobaenus_Sedge Warbler", "Calidris pusilla_Semipalmated Sandpiper", "Serinus serinus_Serin", "Tadorna tadorna_Shelduck", "Eremophila alpestris_Shore Lark", "Asio flammeus_Short-eared Owl", "Calandrella brachydactyla_Short-toed Lark", "Spatula clypeata_Shoveler", "Spinus spinus_Siskin", "Alauda arvensis_Skylark", "Podiceps auritus_Slavonian Grebe", "Gallinago gallinago_Snipe", "Plectrophenax nivalis_Snow Bunting", "Anser caerulescens_Snow Goose", "Turdus philomelos_Song Thrush", "Accipiter nisus_Sparrowhawk", "Platalea leucorodia_Spoonbill", "Porzana porzana_Spotted Crake", "Muscicapa striata_Spotted Flycatcher", "Tringa erythropus_Spotted Redshank", "Actitis macularius_Spotted Sandpiper", "Sturnus vulgaris_Starling", "Columba oenas_Stock Dove", "Burhinus oedicnemus_Stone-curlew", "Saxicola rubicola_Stonechat", "Hydrobates pelagicus_Storm Petrel", "Sylvia cantillans_Subalpine Warbler", "Hirundo rustica_Swallow", "Apus apus_Swift", "Anser fabalis_Taiga Bean Goose", "Strix aluco_Tawny Owl", "Anas crecca_Teal", "Calidris temminckii_Temminck's Stint", "Anthus trivialis_Tree Pipit", "Passer montanus_Tree Sparrow", "Certhia familiaris_Treecreeper", "Aythya fuligula_Tufted Duck", "Anser serrirostris_Tundra Bean Goose", "Arenaria interpres_Turnstone", "Streptopelia turtur_Turtle Dove", "Linaria flavirostris_Twite", "Loxia leucoptera_Two-barred Crossbill", "Anthus spinoletta_Water Pipit", "Rallus aquaticus_Water Rail", "Bombycilla garrulus_Waxwing", "Oenanthe oenanthe_Wheatear", "Numenius phaeopus_Whimbrel", "Saxicola rubetra_Whinchat", "Anser albifrons_White-fronted Goose", "Calidris fuscicollis_White-rumped Sandpiper", "Haliaeetus albicilla_White-tailed Eagle", "Chlidonias leucopterus_White-winged Black Tern", "Ciconia ciconia_White Stork", "Sylvia communis_Whitethroat", "Cygnus cygnus_Whooper Swan", "Mareca penelope_Wigeon", "Poecile montanus_Willow Tit", "Phylloscopus trochilus_Willow Warbler", "Tringa glareola_Wood Sandpiper", "Phylloscopus sibilatrix_Wood Warbler", "Scolopax rusticola_Woodcock", "Lullula arborea_Woodlark", "Columba palumbus_Woodpigeon", "Troglodytes troglodytes_Wren", "Jynx torquilla_Wryneck", "Phylloscopus inornatus_Yellow-browed Warbler", "Larus michahellis_Yellow-legged Gull", "Motacilla flava_Yellow Wagtail", "Emberiza citrinella_Yellowhammer", "animals_animals", "vehicles_vehicles"]; const labels = ["Tachymarptis melba_Alpine Swift", "Pluvialis dominica_American Golden Plover", "Mareca americana_American Wigeon", "Animal_Animal", "Acrocephalus paludicola_Aquatic Warbler", "Acanthis hornemanni_Arctic Redpoll", "Stercorarius parasiticus_Arctic Skua", "Sterna paradisaea_Arctic Tern", "Phylloscopus borealis_Arctic Warbler", "Recurvirostra avosetta_Avocet", "Porzana pusilla_Baillon's Crake", "Limosa lapponica_Bar-tailed Godwit", "Tyto alba_Barn Owl", "Branta leucopsis_Barnacle Goose", "Sylvia nisoria_Barred Warbler", "Panurus biarmicus_Bearded Tit", "Merops apiaster_Bee-eater", "Cygnus columbianus_Bewick's Swan", "Botaurus stellaris_Bittern", "Oenanthe hispanica_Black-eared Wheatear", "Chroicocephalus ridibundus_Black-headed Gull", "Podiceps nigricollis_Black-necked Grebe", "Limosa limosa_Black-tailed Godwit", "Himantopus himantopus_Black-winged Stilt", "Lyrurus tetrix_Black Grouse", "Cepphus grylle_Black Guillemot", "Milvus migrans_Black Kite", "Phoenicurus ochruros_Black Redstart", "Chlidonias niger_Black Tern", "Turdus merula_Blackbird", "Sylvia atricapilla_Blackcap", "Spatula discors_Blue-winged Teal", "Cyanistes caeruleus_Blue Tit", "Luscinia svecica_Bluethroat", "Acrocephalus dumetorum_Blyth's Reed Warbler", "Fringilla montifringilla_Brambling", "Branta bernicla_Brent Goose", "Pyrrhula pyrrhula_Bullfinch", "Buteo buteo_Buzzard", "Branta canadensis_Canada Goose", "Tetrao urogallus_Capercaillie", "Corvus corone_Carrion Crow", "Larus cachinnans_Caspian Gull", "Bubulcus ibis_Cattle Egret", "Cettia cetti_Cetti's Warbler", "Fringilla coelebs_Chaffinch", "Phylloscopus collybita_Chiffchaff", "Pyrrhocorax pyrrhocorax_Chough", "Emberiza cirlus_Cirl Bunting", "Motacilla citreola_Citrine Wagtail", "Periparus ater_Coal Tit", "Streptopelia decaocto_Collared Dove", "Glareola pratincola_Collared Pratincole", "Loxia curvirostra_Common Crossbill", "Larus canus_Common Gull", "Acanthis flammea_Common Redpoll", "Carpodacus erythrinus_Common Rosefinch", "Actitis hypoleucos_Common Sandpiper", "Melanitta nigra_Common Scoter", "Sterna hirundo_Common Tern", "Fulica atra_Coot", "Phalacrocorax carbo_Cormorant", "Emberiza calandra_Corn Bunting", "Crex crex_Corncrake", "Calonectris borealis_Cory's Shearwater", "Grus grus_Crane", "Lophophanes cristatus_Crested Tit", "Cuculus canorus_Cuckoo", "Calidris ferruginea_Curlew Sandpiper", "Numenius arquata_Curlew", "Sylvia undata_Dartford Warbler", "Cinclus cinclus_Dipper", "Charadrius morinellus_Dotterel", "Calidris alpina_Dunlin", "Prunella modularis_Dunnock", "Phylloscopus fuscatus_Dusky Warbler", "Alopochen aegyptiaca_Egyptian Goose", "Somateria mollissima_Eider", "Bubo bubo_Eurasian Eagle-Owl", "Turdus pilaris_Fieldfare", "Regulus ignicapilla_Firecrest", "Fulmarus glacialis_Fulmar", "Mareca strepera_Gadwall", "Morus bassanus_Gannet", "Sylvia borin_Garden Warbler", "Spatula querquedula_Garganey", "Larus hyperboreus_Glaucous Gull", "Plegadis falcinellus_Glossy Ibis", "Regulus regulus_Goldcrest", "Aquila chrysaetos_Golden Eagle", "Oriolus oriolus_Golden Oriole", "Pluvialis apricaria_Golden Plover", "Bucephala clangula_Goldeneye", "Carduelis carduelis_Goldfinch", "Mergus merganser_Goosander", "Accipiter gentilis_Goshawk", "Locustella naevia_Grasshopper Warbler", "Larus marinus_Great Black-backed Gull", "Podiceps cristatus_Great Crested Grebe", "Lanius excubitor_Great Grey Shrike", "Gavia immer_Great Northern Diver", "Stercorarius skua_Great Skua", "Dendrocopos major_Great Spotted Woodpecker", "Parus major_Great Tit", "Ardea alba_Great White Egret", "Anas carolinensis_Green-winged Teal", "Tringa ochropus_Green Sandpiper", "Picus viridis_Green Woodpecker", "Chloris chloris_Greenfinch", "Phylloscopus trochiloides_Greenish Warbler", "Tringa nebularia_Greenshank", "Ardea cinerea_Grey Heron", "Perdix perdix_Grey Partridge", "Phalaropus fulicarius_Grey Phalarope", "Pluvialis squatarola_Grey Plover", "Motacilla cinerea_Grey Wagtail", "Anser anser_Greylag Goose", "Uria aalge_Guillemot", "Gelochelidon nilotica_Gull-billed Tern", "Coccothraustes coccothraustes_Hawfinch", "Larus argentatus_Herring Gull", "Falco subbuteo_Hobby", "Pernis apivorus_Honey-buzzard", "Corvus cornix_Hooded Crow", "Upupa epops_Hoopoe", "Delichon urbicum_House Martin", "Passer domesticus_House Sparrow", "Human_Human", "Phylloscopus ibericus_Iberian Chiffchaff", "Hippolais icterina_Icterine Warbler", "Lymnocryptes minimus_Jack Snipe", "Coloeus monedula_Jackdaw", "Garrulus glandarius_Jay", "Charadrius alexandrinus_Kentish Plover", "Falco tinnunculus_Kestrel", "Alcedo atthis_Kingfisher", "Rissa tridactyla_Kittiwake", "Calidris canutus_Knot", "Calcarius lapponicus_Lapland Bunting", "Vanellus vanellus_Lapwing", "Larus fuscus_Lesser Black-backed Gull", "Acanthis cabaret_Lesser Redpoll", "Dryobates minor_Lesser Spotted Woodpecker", "Sylvia curruca_Lesser Whitethroat", "Linaria cannabina_Linnet", "Ixobrychus minutus_Little Bittern", "Emberiza pusilla_Little Bunting", "Egretta garzetta_Little Egret", "Tachybaptus ruficollis_Little Grebe", "Hydrocoloeus minutus_Little Gull", "Athene noctua_Little Owl", "Charadrius dubius_Little Ringed Plover", "Calidris minuta_Little Stint", "Sternula albifrons_Little Tern", "Asio otus_Long-eared Owl", "Clangula hyemalis_Long-tailed Duck", "Stercorarius longicaudus_Long-tailed Skua", "Aegithalos caudatus_Long-tailed Tit", "Pica pica_Magpie", "Anas platyrhynchos_Mallard", "Aix galericulata_Mandarin Duck", "Puffinus puffinus_Manx Shearwater", "Circus aeruginosus_Marsh Harrier", "Poecile palustris_Marsh Tit", "Anthus pratensis_Meadow Pipit", "Ichthyaetus melanocephalus_Mediterranean Gull", "Hippolais polyglotta_Melodious Warbler", "Falco columbarius_Merlin", "Turdus viscivorus_Mistle Thrush", "Circus pygargus_Montagu's Harrier", "Gallinula chloropus_Moorhen", "Cygnus olor_Mute Swan", "Nycticorax nycticorax_Night Heron", "Luscinia megarhynchos_Nightingale", "Caprimulgus europaeus_Nightjar", "Sitta europaea_Nuthatch", "Anthus hodgsoni_Olive-backed Pipit", "Emberiza hortulana_Ortolan Bunting", "Pandion haliaetus_Osprey", "Haematopus ostralegus_Oystercatcher", "Syrrhaptes paradoxus_Pallas's Sandgrouse", "Phylloscopus proregulus_Pallas's Warbler", "Loxia pytyopsittacus_Parrot Crossbill", "Calidris melanotos_Pectoral Sandpiper", "Remiz pendulinus_Penduline Tit", "Falco peregrinus_Peregrine", "Phasianus colchicus_Pheasant", "Ficedula hypoleuca_Pied Flycatcher", "Motacilla alba_Pied Wagtail", "Anser brachyrhynchus_Pink-footed Goose", "Anas acuta_Pintail", "Aythya ferina_Pochard", "Lagopus muta_Ptarmigan", "Ardea purpurea_Purple Heron", "Calidris maritima_Purple Sandpiper", "Coturnix coturnix_Quail", "Phylloscopus schwarzi_Radde's Warbler", "Corvus corax_Raven", "Alca torda_Razorbill", "Lanius collurio_Red-backed Shrike", "Ficedula parva_Red-breasted Flycatcher", "Mergus serrator_Red-breasted Merganser", "Netta rufina_Red-crested Pochard", "Tarsiger cyanurus_Red-flanked Bluetail", "Alectoris rufa_Red-legged Partridge", "Podiceps grisegena_Red-necked Grebe", "Caprimulgus ruficollis_Red-necked Nightjar", "Phalaropus lobatus_Red-necked Phalarope", "Cecropis daurica_Red-rumped Swallow", "Gavia stellata_Red-throated Diver", "Lagopus lagopus_Red Grouse", "Milvus milvus_Red Kite", "Tringa totanus_Redshank", "Phoenicurus phoenicurus_Redstart", "Turdus iliacus_Redwing", "Emberiza schoeniclus_Reed Bunting", "Acrocephalus scirpaceus_Reed Warbler", "Anthus richardi_Richard's Pipit", "Larus delawarensis_Ring-billed Gull", "Psittacula krameri_Ring-necked Parakeet", "Turdus torquatus_Ring Ouzel", "Charadrius hiaticula_Ringed Plover", "Erithacus rubecula_Robin", "Columba livia_Rock Dove", "Anthus petrosus_Rock Pipit", "Corvus frugilegus_Rook", "Pastor roseus_Rose-coloured Starling", "Sterna dougallii_Roseate Tern", "Buteo lagopus_Rough-legged Buzzard", "Oxyura jamaicensis_Ruddy Duck", "Tadorna ferruginea_Ruddy Shelduck", "Calidris pugnax_Ruff", "Xema sabini_Sabine's Gull", "Riparia riparia_Sand Martin", "Calidris alba_Sanderling", "Thalasseus sandvicensis_Sandwich Tern", "Locustella luscinioides_Savi's Warbler", "Aythya marila_Scaup", "Loxia scotica_Scottish Crossbill", "Acrocephalus schoenobaenus_Sedge Warbler", "Calidris pusilla_Semipalmated Sandpiper", "Serinus serinus_Serin", "Tadorna tadorna_Shelduck", "Eremophila alpestris_Shore Lark", "Asio flammeus_Short-eared Owl", "Calandrella brachydactyla_Short-toed Lark", "Spatula clypeata_Shoveler", "Spinus spinus_Siskin", "Alauda arvensis_Skylark", "Podiceps auritus_Slavonian Grebe", "Gallinago gallinago_Snipe", "Plectrophenax nivalis_Snow Bunting", "Anser caerulescens_Snow Goose", "Turdus philomelos_Song Thrush", "Accipiter nisus_Sparrowhawk", "Platalea leucorodia_Spoonbill", "Porzana porzana_Spotted Crake", "Muscicapa striata_Spotted Flycatcher", "Tringa erythropus_Spotted Redshank", "Actitis macularius_Spotted Sandpiper", "Sturnus vulgaris_Starling", "Columba oenas_Stock Dove", "Burhinus oedicnemus_Stone-curlew", "Saxicola rubicola_Stonechat", "Hydrobates pelagicus_Storm Petrel", "Sylvia cantillans_Subalpine Warbler", "Hirundo rustica_Swallow", "Apus apus_Swift", "Anser fabalis_Taiga Bean Goose", "Strix aluco_Tawny Owl", "Anas crecca_Teal", "Calidris temminckii_Temminck's Stint", "Anthus trivialis_Tree Pipit", "Passer montanus_Tree Sparrow", "Certhia familiaris_Treecreeper", "Aythya fuligula_Tufted Duck", "Anser serrirostris_Tundra Bean Goose", "Arenaria interpres_Turnstone", "Streptopelia turtur_Turtle Dove", "Linaria flavirostris_Twite", "Loxia leucoptera_Two-barred Crossbill", "Vehicle_Vehicle", "Anthus spinoletta_Water Pipit", "Rallus aquaticus_Water Rail", "Bombycilla garrulus_Waxwing", "Oenanthe oenanthe_Wheatear", "Numenius phaeopus_Whimbrel", "Saxicola rubetra_Whinchat", "Anser albifrons_White-fronted Goose", "Calidris fuscicollis_White-rumped Sandpiper", "Haliaeetus albicilla_White-tailed Eagle", "Chlidonias leucopterus_White-winged Black Tern", "Ciconia ciconia_White Stork", "Sylvia communis_Whitethroat", "Cygnus cygnus_Whooper Swan", "Mareca penelope_Wigeon", "Poecile montanus_Willow Tit", "Phylloscopus trochilus_Willow Warbler", "Tringa glareola_Wood Sandpiper", "Phylloscopus sibilatrix_Wood Warbler", "Scolopax rusticola_Woodcock", "Lullula arborea_Woodlark", "Columba palumbus_Woodpigeon", "Troglodytes troglodytes_Wren", "Jynx torquilla_Wryneck", "Phylloscopus inornatus_Yellow-browed Warbler", "Larus michahellis_Yellow-legged Gull", "Motacilla flava_Yellow Wagtail", "Emberiza citrinella_Yellowhammer"]; -const whitelist = ["Pluvialis dominica_American Golden Plover", "Acanthis hornemanni_Arctic Redpoll", "Sterna paradisaea_Arctic Tern", "Recurvirostra avosetta_Avocet", "Limosa lapponica_Bar-tailed Godwit", "Tyto alba_Barn Owl", "Branta leucopsis_Barnacle Goose", "Cygnus columbianus_Bewick's Swan", "Botaurus stellaris_Bittern", "Chroicocephalus ridibundus_Black-headed Gull", "Podiceps nigricollis_Black-necked Grebe", "Limosa limosa_Black-tailed Godwit", "Turdus merula_Blackbird", "Sylvia atricapilla_Blackcap", "Cyanistes caeruleus_Blue Tit", "Fringilla montifringilla_Brambling", "Branta bernicla_Brent Goose", "Pyrrhula pyrrhula_Bullfinch", "Buteo buteo_Buzzard", "Branta canadensis_Canada Goose", "Corvus corone_Carrion Crow", "Larus cachinnans_Caspian Gull", "Cettia cetti_Cetti's Warbler", "Fringilla coelebs_Chaffinch", "Phylloscopus collybita_Chiffchaff", "Periparus ater_Coal Tit", "Streptopelia decaocto_Collared Dove", "Loxia curvirostra_Common Crossbill", "Larus canus_Common Gull", "Acanthis flammea_Common Redpoll", "Actitis hypoleucos_Common Sandpiper", "Melanitta nigra_Common Scoter", "Sterna hirundo_Common Tern", "Fulica atra_Coot", "Phalacrocorax carbo_Cormorant", "Crex crex_Corncrake", "Grus grus_Crane", "Cuculus canorus_Cuckoo", "Calidris ferruginea_Curlew Sandpiper", "Numenius arquata_Curlew", "Charadrius morinellus_Dotterel", "Calidris alpina_Dunlin", "Prunella modularis_Dunnock", "Phylloscopus fuscatus_Dusky Warbler", "Alopochen aegyptiaca_Egyptian Goose", "Somateria mollissima_Eider", "Bubo bubo_Eurasian Eagle-Owl", "Turdus pilaris_Fieldfare", "Mareca strepera_Gadwall", "Sylvia borin_Garden Warbler", "Spatula querquedula_Garganey", "Regulus regulus_Goldcrest", "Pluvialis apricaria_Golden Plover", "Bucephala clangula_Goldeneye", "Carduelis carduelis_Goldfinch", "Mergus merganser_Goosander", "Locustella naevia_Grasshopper Warbler", "Larus marinus_Great Black-backed Gull", "Podiceps cristatus_Great Crested Grebe", "Parus major_Great Tit", "Tringa ochropus_Green Sandpiper", "Picus viridis_Green Woodpecker", "Chloris chloris_Greenfinch", "Tringa nebularia_Greenshank", "Ardea cinerea_Grey Heron", "Perdix perdix_Grey Partridge", "Pluvialis squatarola_Grey Plover", "Motacilla cinerea_Grey Wagtail", "Anser anser_Greylag Goose", "Uria aalge_Guillemot", "Coccothraustes coccothraustes_Hawfinch", "Larus argentatus_Herring Gull", "Corvus cornix_Hooded Crow", "Delichon urbicum_House Martin", "Passer domesticus_House Sparrow", "Lymnocryptes minimus_Jack Snipe", "Coloeus monedula_Jackdaw", "Garrulus glandarius_Jay", "Falco tinnunculus_Kestrel", "Alcedo atthis_Kingfisher", "Rissa tridactyla_Kittiwake", "Calidris canutus_Knot", "Calcarius lapponicus_Lapland Bunting", "Vanellus vanellus_Lapwing", "Larus fuscus_Lesser Black-backed Gull", "Acanthis cabaret_Lesser Redpoll", "Sylvia curruca_Lesser Whitethroat", "Linaria cannabina_Linnet", "Egretta garzetta_Little Egret", "Tachybaptus ruficollis_Little Grebe", "Hydrocoloeus minutus_Little Gull", "Athene noctua_Little Owl", "Charadrius dubius_Little Ringed Plover", "Calidris minuta_Little Stint", "Sternula albifrons_Little Tern", "Asio otus_Long-eared Owl", "Clangula hyemalis_Long-tailed Duck", "Aegithalos caudatus_Long-tailed Tit", "Pica pica_Magpie", "Anas platyrhynchos_Mallard", "Aix galericulata_Mandarin Duck", "Puffinus puffinus_Manx Shearwater", "Poecile palustris_Marsh Tit", "Anthus pratensis_Meadow Pipit", "Ichthyaetus melanocephalus_Mediterranean Gull", "Turdus viscivorus_Mistle Thrush", "Gallinula chloropus_Moorhen", "Cygnus olor_Mute Swan", "Luscinia megarhynchos_Nightingale", "Caprimulgus europaeus_Nightjar", "Sitta europaea_Nuthatch", "Emberiza hortulana_Ortolan Bunting", "Haematopus ostralegus_Oystercatcher", "Phasianus colchicus_Pheasant", "Ficedula hypoleuca_Pied Flycatcher", "Motacilla alba_Pied Wagtail", "Anser brachyrhynchus_Pink-footed Goose", "Anas acuta_Pintail", "Aythya ferina_Pochard", "Calidris maritima_Purple Sandpiper", "Coturnix coturnix_Quail", "Corvus corax_Raven", "Alca torda_Razorbill", "Mergus serrator_Red-breasted Merganser", "Netta rufina_Red-crested Pochard", "Alectoris rufa_Red-legged Partridge", "Gavia stellata_Red-throated Diver", "Milvus milvus_Red Kite", "Tringa totanus_Redshank", "Phoenicurus phoenicurus_Redstart", "Turdus iliacus_Redwing", "Emberiza schoeniclus_Reed Bunting", "Acrocephalus scirpaceus_Reed Warbler", "Psittacula krameri_Ring-necked Parakeet", "Turdus torquatus_Ring Ouzel", "Charadrius hiaticula_Ringed Plover", "Erithacus rubecula_Robin", "Columba livia_Rock Dove", "Anthus petrosus_Rock Pipit", "Corvus frugilegus_Rook", "Sterna dougallii_Roseate Tern", "Calidris pugnax_Ruff", "Riparia riparia_Sand Martin", "Calidris alba_Sanderling", "Thalasseus sandvicensis_Sandwich Tern", "Aythya marila_Scaup", "Loxia scotica_Scottish Crossbill", "Acrocephalus schoenobaenus_Sedge Warbler", "Tadorna tadorna_Shelduck", "Asio flammeus_Short-eared Owl", "Spatula clypeata_Shoveler", "Spinus spinus_Siskin", "Alauda arvensis_Skylark", "Gallinago gallinago_Snipe", "Plectrophenax nivalis_Snow Bunting", "Turdus philomelos_Song Thrush", "Accipiter nisus_Sparrowhawk", "Porzana porzana_Spotted Crake", "Muscicapa striata_Spotted Flycatcher", "Tringa erythropus_Spotted Redshank", "Sturnus vulgaris_Starling", "Columba oenas_Stock Dove", "Burhinus oedicnemus_Stone-curlew", "Saxicola rubicola_Stonechat", "Hirundo rustica_Swallow", "Apus apus_Swift", "Anser fabalis_Taiga Bean Goose", "Strix aluco_Tawny Owl", "Anas crecca_Teal", "Anthus trivialis_Tree Pipit", "Passer montanus_Tree Sparrow", "Certhia familiaris_Treecreeper", "Aythya fuligula_Tufted Duck", "Anser serrirostris_Tundra Bean Goose", "Arenaria interpres_Turnstone", "Rallus aquaticus_Water Rail", "Numenius phaeopus_Whimbrel", "Anser albifrons_White-fronted Goose", "Sylvia communis_Whitethroat", "Cygnus cygnus_Whooper Swan", "Mareca penelope_Wigeon", "Poecile montanus_Willow Tit", "Phylloscopus trochilus_Willow Warbler", "Tringa glareola_Wood Sandpiper", "Scolopax rusticola_Woodcock", "Columba palumbus_Woodpigeon", "Troglodytes troglodytes_Wren", "Larus michahellis_Yellow-legged Gull", "Motacilla flava_Yellow Wagtail", "Emberiza citrinella_Yellowhammer"]; +const whitelist = ["Pluvialis dominica_American Golden Plover", "Acanthis hornemanni_Arctic Redpoll", "Sterna paradisaea_Arctic Tern", "Recurvirostra avosetta_Avocet", "Limosa lapponica_Bar-tailed Godwit", "Tyto alba_Barn Owl", "Branta leucopsis_Barnacle Goose", "Cygnus columbianus_Bewick's Swan", "Botaurus stellaris_Bittern", "Chroicocephalus ridibundus_Black-headed Gull", "Podiceps nigricollis_Black-necked Grebe", "Limosa limosa_Black-tailed Godwit", "Turdus merula_Blackbird", "Sylvia atricapilla_Blackcap", "Cyanistes caeruleus_Blue Tit", "Fringilla montifringilla_Brambling", "Branta bernicla_Brent Goose", "Pyrrhula pyrrhula_Bullfinch", "Buteo buteo_Buzzard", "Branta canadensis_Canada Goose", "Corvus corone_Carrion Crow", "Larus cachinnans_Caspian Gull", "Cettia cetti_Cetti's Warbler", "Fringilla coelebs_Chaffinch", "Phylloscopus collybita_Chiffchaff", "Periparus ater_Coal Tit", "Streptopelia decaocto_Collared Dove", "Loxia curvirostra_Common Crossbill", "Larus canus_Common Gull", "Acanthis flammea_Common Redpoll", "Actitis hypoleucos_Common Sandpiper", "Melanitta nigra_Common Scoter", "Sterna hirundo_Common Tern", "Fulica atra_Coot", "Phalacrocorax carbo_Cormorant", "Crex crex_Corncrake", "Grus grus_Crane", "Cuculus canorus_Cuckoo", "Calidris ferruginea_Curlew Sandpiper", "Numenius arquata_Curlew", "Charadrius morinellus_Dotterel", "Calidris alpina_Dunlin", "Prunella modularis_Dunnock", "Phylloscopus fuscatus_Dusky Warbler", "Alopochen aegyptiaca_Egyptian Goose", "Somateria mollissima_Eider", "Turdus pilaris_Fieldfare", "Mareca strepera_Gadwall", "Sylvia borin_Garden Warbler", "Spatula querquedula_Garganey", "Regulus regulus_Goldcrest", "Pluvialis apricaria_Golden Plover", "Bucephala clangula_Goldeneye", "Carduelis carduelis_Goldfinch", "Mergus merganser_Goosander", "Locustella naevia_Grasshopper Warbler", "Larus marinus_Great Black-backed Gull", "Podiceps cristatus_Great Crested Grebe", "Parus major_Great Tit", "Tringa ochropus_Green Sandpiper", "Picus viridis_Green Woodpecker", "Chloris chloris_Greenfinch", "Tringa nebularia_Greenshank", "Ardea cinerea_Grey Heron", "Perdix perdix_Grey Partridge", "Pluvialis squatarola_Grey Plover", "Motacilla cinerea_Grey Wagtail", "Anser anser_Greylag Goose", "Uria aalge_Guillemot", "Coccothraustes coccothraustes_Hawfinch", "Larus argentatus_Herring Gull", "Corvus cornix_Hooded Crow", "Delichon urbicum_House Martin", "Passer domesticus_House Sparrow", "Lymnocryptes minimus_Jack Snipe", "Coloeus monedula_Jackdaw", "Garrulus glandarius_Jay", "Falco tinnunculus_Kestrel", "Alcedo atthis_Kingfisher", "Rissa tridactyla_Kittiwake", "Calidris canutus_Knot", "Calcarius lapponicus_Lapland Bunting", "Vanellus vanellus_Lapwing", "Larus fuscus_Lesser Black-backed Gull", "Acanthis cabaret_Lesser Redpoll", "Sylvia curruca_Lesser Whitethroat", "Linaria cannabina_Linnet", "Egretta garzetta_Little Egret", "Tachybaptus ruficollis_Little Grebe", "Hydrocoloeus minutus_Little Gull", "Athene noctua_Little Owl", "Charadrius dubius_Little Ringed Plover", "Calidris minuta_Little Stint", "Sternula albifrons_Little Tern", "Asio otus_Long-eared Owl", "Clangula hyemalis_Long-tailed Duck", "Aegithalos caudatus_Long-tailed Tit", "Pica pica_Magpie", "Anas platyrhynchos_Mallard", "Aix galericulata_Mandarin Duck", "Puffinus puffinus_Manx Shearwater", "Poecile palustris_Marsh Tit", "Anthus pratensis_Meadow Pipit", "Ichthyaetus melanocephalus_Mediterranean Gull", "Turdus viscivorus_Mistle Thrush", "Gallinula chloropus_Moorhen", "Cygnus olor_Mute Swan", "Luscinia megarhynchos_Nightingale", "Caprimulgus europaeus_Nightjar", "Sitta europaea_Nuthatch", "Emberiza hortulana_Ortolan Bunting", "Haematopus ostralegus_Oystercatcher", "Phasianus colchicus_Pheasant", "Ficedula hypoleuca_Pied Flycatcher", "Motacilla alba_Pied Wagtail", "Anser brachyrhynchus_Pink-footed Goose", "Anas acuta_Pintail", "Aythya ferina_Pochard", "Calidris maritima_Purple Sandpiper", "Coturnix coturnix_Quail", "Corvus corax_Raven", "Alca torda_Razorbill", "Mergus serrator_Red-breasted Merganser", "Netta rufina_Red-crested Pochard", "Alectoris rufa_Red-legged Partridge", "Gavia stellata_Red-throated Diver", "Milvus milvus_Red Kite", "Tringa totanus_Redshank", "Phoenicurus phoenicurus_Redstart", "Turdus iliacus_Redwing", "Emberiza schoeniclus_Reed Bunting", "Acrocephalus scirpaceus_Reed Warbler", "Psittacula krameri_Ring-necked Parakeet", "Turdus torquatus_Ring Ouzel", "Charadrius hiaticula_Ringed Plover", "Erithacus rubecula_Robin", "Columba livia_Rock Dove", "Anthus petrosus_Rock Pipit", "Corvus frugilegus_Rook", "Sterna dougallii_Roseate Tern", "Calidris pugnax_Ruff", "Riparia riparia_Sand Martin", "Calidris alba_Sanderling", "Thalasseus sandvicensis_Sandwich Tern", "Aythya marila_Scaup", "Loxia scotica_Scottish Crossbill", "Acrocephalus schoenobaenus_Sedge Warbler", "Tadorna tadorna_Shelduck", "Asio flammeus_Short-eared Owl", "Spatula clypeata_Shoveler", "Spinus spinus_Siskin", "Alauda arvensis_Skylark", "Gallinago gallinago_Snipe", "Plectrophenax nivalis_Snow Bunting", "Turdus philomelos_Song Thrush", "Accipiter nisus_Sparrowhawk", "Porzana porzana_Spotted Crake", "Muscicapa striata_Spotted Flycatcher", "Tringa erythropus_Spotted Redshank", "Sturnus vulgaris_Starling", "Columba oenas_Stock Dove", "Burhinus oedicnemus_Stone-curlew", "Saxicola rubicola_Stonechat", "Hirundo rustica_Swallow", "Apus apus_Swift", "Anser fabalis_Taiga Bean Goose", "Strix aluco_Tawny Owl", "Anas crecca_Teal", "Anthus trivialis_Tree Pipit", "Passer montanus_Tree Sparrow", "Certhia familiaris_Treecreeper", "Aythya fuligula_Tufted Duck", "Anser serrirostris_Tundra Bean Goose", "Arenaria interpres_Turnstone", "Rallus aquaticus_Water Rail", "Numenius phaeopus_Whimbrel", "Anser albifrons_White-fronted Goose", "Sylvia communis_Whitethroat", "Cygnus cygnus_Whooper Swan", "Mareca penelope_Wigeon", "Poecile montanus_Willow Tit", "Phylloscopus trochilus_Willow Warbler", "Tringa glareola_Wood Sandpiper", "Scolopax rusticola_Woodcock", "Columba palumbus_Woodpigeon", "Troglodytes troglodytes_Wren", "Larus michahellis_Yellow-legged Gull", "Motacilla flava_Yellow Wagtail", "Emberiza citrinella_Yellowhammer"]; //const blacklist = ["Human_Human", "Ambient Noise_Ambient Noise", "Animal_Animal", "Vehicle_Vehicle"]; const blacklist = []; @@ -169,7 +169,7 @@ class Model { score: score }) //prepare summary - console.log(primary, this.labels[primary], score); + console.log(index / this.config.sampleRate, primary, this.labels[primary], score); }) return [result, audacity]; } diff --git a/js/ui.js b/js/ui.js index e722eb54..56e90cd1 100644 --- a/js/ui.js +++ b/js/ui.js @@ -1235,11 +1235,11 @@ ipcRenderer.on('prediction-ongoing', async (event, arg) => { tr += "" + iconizeScore(result.score) + ""; tr += `expand_more`; tr += "play_circle_filled"; - tr += ` + tr += ` Search ${result.cname} on Xeno Canto` tr += ` file_download`; - tr += ` + tr += ` thumb_up_alt thumb_down_alt`; tr += ""; if (result.score2 > 0.2) { @@ -1249,11 +1249,11 @@ ipcRenderer.on('prediction-ongoing', async (event, arg) => { tr += "" + result.sname2 + ""; tr += "" + iconizeScore(result.score2) + ""; tr += " "; - tr += " "; + tr += " "; tr += ` Search ${result.cname2} on Xeno Canto `; - tr += " "; - tr += " "; + tr += " "; + tr += " "; tr += ""; if (result.score3 > 0.2) { tr += `${index}`; @@ -1262,11 +1262,11 @@ ipcRenderer.on('prediction-ongoing', async (event, arg) => { tr += "" + result.sname3 + ""; tr += "" + iconizeScore(result.score3) + ""; tr += " "; - tr += " "; + tr += " "; tr += ` Search ${result.cname3} on Xeno Canto `; - tr += " "; - tr += " "; + tr += " "; + tr += " "; tr += ""; } } @@ -1431,6 +1431,7 @@ function sendFile(action, result) { // create a dict mapping score to icon const iconDict = { + 'guess': 'signal_cellular_alt_1_bar', 'low': 'signal_cellular_alt_1_bar', 'medium': 'signal_cellular_alt_2_bar', 'high': 'signal_cellular_alt', @@ -1441,7 +1442,38 @@ const iconDict = { function iconizeScore(score) { const tooltip = (parseFloat(score) * 100).toFixed(0).toString() - if (parseFloat(score) < 0.65) return iconDict['low'].replace('--', tooltip) + if (parseFloat(score) < 0.5) return iconDict['guess'].replace('--', tooltip) + else if (parseFloat(score) < 0.65) return iconDict['low'].replace('--', tooltip) else if (parseFloat(score) < 0.85) return iconDict['medium'].replace('--', tooltip) else return iconDict['high'].replace('--', tooltip) -} \ No newline at end of file +} + +// Help content handling + +$('#keyboard').on('click',function(){ + $('#helpModalLabel').text('Keyboard shortcuts'); + $('#helpModalBody').load('Help/keyboard.html', function(){ + $('#helpModal').modal({show:true}); + }); +}); + +$('#options').on('click',function(){ + $('#helpModalLabel').text('Options Help'); + $('#helpModalBody').load('Help/options.html', function(){ + $('#helpModal').modal({show:true}); + }); +}); + +$('#usage').on('click',function(){ + $('#helpModalLabel').text('Usage Guide'); + $('#helpModalBody').load('Help/usage.html', function(){ + $('#helpModal').modal({show:true}); + }); +}); + +// $('#about').on('click',function(){ +// $('#helpModalLabel').html( "About Chirpity Nocmig"); +// $('#helpModalBody').load('Help/about.html', function(){ +// $('#helpModal').modal({show:true}); +// }); +// }); \ No newline at end of file diff --git a/main.js b/main.js index 0ceaa18e..e308049b 100644 --- a/main.js +++ b/main.js @@ -1,7 +1,39 @@ -const {app, dialog, ipcMain, BrowserWindow} = require('electron'); +const {app, dialog, autoUpdater, ipcMain, BrowserWindow} = require('electron'); const fs = require("fs"); +require('update-electron-app')(); // In the main process: //require('@electron/remote/main').initialize() + +//Updater +const server = 'https://chirpity-electron-releases.vercel.app'; +const url = `${server}/update/${process.platform}/${app.getVersion()}` + +autoUpdater.setFeedURL({ url }) + +setInterval(() => { + autoUpdater.checkForUpdates() +}, 60000) + +// Update handling +autoUpdater.on('update-downloaded', (event, releaseNotes, releaseName) => { + const dialogOpts = { + type: 'info', + buttons: ['Restart', 'Later'], + title: 'Application Update', + message: process.platform === 'win32' ? releaseNotes : releaseName, + detail: 'A new version has been downloaded. Restart the application to apply the updates.' + } + + dialog.showMessageBox(dialogOpts).then((returnValue) => { + if (returnValue.response === 0) autoUpdater.quitAndInstall() + }) +}) + +autoUpdater.on('error', message => { + console.error('There was a problem updating the application') + console.error(message) +}) + let mainWindow; let workerWindow; diff --git a/package.json b/package.json index efe5f376..be1e2d34 100644 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "chirpity", - "version": "0.1.0", + "version": "0.2.0", "description": "Nocmig application for sound file analysis.", "main": "main.js", "scripts": { @@ -39,6 +39,7 @@ "popper.js": "^1.16.1", "seedrandom": "^3.0.5", "uuid": "^8.3.2", - "wavesurfer.js": "^6.0.4" + "wavesurfer.js": "^6.0.4", + "update-electron-app": "^2.0.1" } }