{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"gpuType":"T4","authorship_tag":"ABX9TyP4Oi16kzNVPmBuIwaDJHs3"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"A2kyviv69ZLQ","executionInfo":{"status":"ok","timestamp":1767579984093,"user_tz":-330,"elapsed":2006,"user":{"displayName":"Aaryan Kakad","userId":"03943863255411341958"}},"outputId":"df63ecfa-0256-4b74-b05a-5118b20478a8"},"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive')\n","import os\n","base_path = '/content/drive/MyDrive/bird-sounds-rnn/raw'\n","os.makedirs(base_path, exist_ok=True)"]},{"cell_type":"code","source":["!pip install xeno-canto"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EqwMk_Ry9dmD","executionInfo":{"status":"ok","timestamp":1767579758708,"user_tz":-330,"elapsed":6699,"user":{"displayName":"Aaryan Kakad","userId":"03943863255411341958"}},"outputId":"1294b40f-eefe-4ffb-c3f0-fa412156cf7c"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting xeno-canto\n","  Downloading xeno-canto-3.0.tar.gz (9.9 kB)\n","  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n","Requirement already satisfied: aiofiles>=0.8.0 in /usr/local/lib/python3.12/dist-packages (from xeno-canto) (24.1.0)\n","Requirement already satisfied: aiohttp>=3.8.1 in /usr/local/lib/python3.12/dist-packages (from xeno-canto) (3.13.2)\n","Requirement already satisfied: aiohappyeyeballs>=2.5.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.8.1->xeno-canto) (2.6.1)\n","Requirement already satisfied: aiosignal>=1.4.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.8.1->xeno-canto) (1.4.0)\n","Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.8.1->xeno-canto) (25.4.0)\n","Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.8.1->xeno-canto) (1.8.0)\n","Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.8.1->xeno-canto) (6.7.0)\n","Requirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.8.1->xeno-canto) (0.4.1)\n","Requirement already satisfied: yarl<2.0,>=1.17.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.8.1->xeno-canto) (1.22.0)\n","Requirement already satisfied: typing-extensions>=4.2 in /usr/local/lib/python3.12/dist-packages (from aiosignal>=1.4.0->aiohttp>=3.8.1->xeno-canto) (4.15.0)\n","Requirement already satisfied: idna>=2.0 in /usr/local/lib/python3.12/dist-packages (from yarl<2.0,>=1.17.0->aiohttp>=3.8.1->xeno-canto) (3.11)\n","Building wheels for collected packages: xeno-canto\n","  Building wheel for xeno-canto (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for xeno-canto: filename=xeno_canto-3.0-py3-none-any.whl size=8705 sha256=418437ef266f1caa4d53cd49166a9b8cd9107dfc72e79e1e54a8581c8e6154b1\n","  Stored in directory: /root/.cache/pip/wheels/ed/5d/b1/d820dc701c129c102c41e9d65288c08772ecd6aee382ae1d57\n","Successfully built xeno-canto\n","Installing collected packages: xeno-canto\n","Successfully installed xeno-canto-3.0\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"ErBRMwb8Bw2m"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","\n","import os\n","import requests\n","import time\n","import json  # If loading from string; or open file\n","\n","base_path = '/content/drive/MyDrive/bird-sounds-rnn/raw/'  # Adjust if needed\n","os.makedirs(base_path, exist_ok=True)\n","\n","# Option 1: If you saved the JSON as data_file.txt in Drive\n","with open('/content/data_file.txt', 'r') as f:\n","    data = json.load(f)\n","xc_ids = list(data.keys())  # One line to get all 833 IDs!\n","\n","# Option 2: If pasting the JSON directly (for quick test)\n","# data = json.loads(\"\"\"{your full JSON here}\"\"\")\n","# xc_ids = list(data.keys())\n","\n","print(f\"Loaded {len(xc_ids)} IDs – ready to download!\")\n","\n","for i, xc_id in enumerate(xc_ids):\n","    filename = f\"XC{xc_id}.mp3\"\n","    filepath = os.path.join(base_path, filename)\n","    if os.path.exists(filepath):\n","        print(f\"[{i+1}/{len(xc_ids)}] Skipping existing {filename}\")\n","        continue\n","    url = f\"https://xeno-canto.org/{xc_id}/download\"\n","    try:\n","        resp = requests.get(url, timeout=90)\n","        if resp.status_code == 200:\n","            with open(filepath, 'wb') as f:\n","                f.write(resp.content)\n","            size_mb = os.path.getsize(filepath) / 1e6\n","            print(f\"[{i+1}/{len(xc_ids)}] Downloaded {filename} ({size_mb:.1f} MB)\")\n","        else:\n","            print(f\"[{i+1}/{len(xc_ids)}] Failed {xc_id}: HTTP {resp.status_code}\")\n","    except Exception as e:\n","        print(f\"[{i+1}/{len(xc_ids)}] Error {xc_id}: {e}\")\n","      # Polite delay – increase if rate-limited\n","\n","print(\"Download complete! All files in your raw/ folder.\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VscIIzFt-IqV","executionInfo":{"status":"ok","timestamp":1767582515296,"user_tz":-330,"elapsed":653357,"user":{"displayName":"Aaryan Kakad","userId":"03943863255411341958"}},"outputId":"a1b0ae75-9f4f-4329-e09f-7f955721ab2d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n","Loaded 833 IDs – ready to download!\n","[1/833] Skipping existing XC1065199.mp3\n","[2/833] Skipping existing XC934128.mp3\n","[3/833] Skipping existing XC928661.mp3\n","[4/833] Skipping existing XC928658.mp3\n","[5/833] Skipping existing XC667381.mp3\n","[6/833] Skipping existing XC577361.mp3\n","[7/833] Skipping existing XC577358.mp3\n","[8/833] Skipping existing XC577357.mp3\n","[9/833] Skipping existing XC571156.mp3\n","[10/833] Skipping existing XC195759.mp3\n","[11/833] Skipping existing XC312771.mp3\n","[12/833] Skipping existing XC574340.mp3\n","[13/833] Skipping existing XC574339.mp3\n","[14/833] Downloaded XC574336.mp3 (0.3 MB)\n","[15/833] Downloaded XC574335.mp3 (0.7 MB)\n","[16/833] Downloaded XC574331.mp3 (0.2 MB)\n","[17/833] Downloaded XC574328.mp3 (0.1 MB)\n","[18/833] Downloaded XC574318.mp3 (0.6 MB)\n","[19/833] Downloaded XC315635.mp3 (0.1 MB)\n","[20/833] Downloaded XC332453.mp3 (0.1 MB)\n","[21/833] Downloaded XC662750.mp3 (1.6 MB)\n","[22/833] Downloaded XC338333.mp3 (0.1 MB)\n","[23/833] Downloaded XC747786.mp3 (1.3 MB)\n","[24/833] Downloaded XC592695.mp3 (1.2 MB)\n","[25/833] Downloaded XC571151.mp3 (0.3 MB)\n","[26/833] Downloaded XC428896.mp3 (0.2 MB)\n","[27/833] Downloaded XC672092.mp3 (0.8 MB)\n","[28/833] Downloaded XC592654.mp3 (0.2 MB)\n","[29/833] Downloaded XC592653.mp3 (0.5 MB)\n","[30/833] Downloaded XC592651.mp3 (0.9 MB)\n","[31/833] Downloaded XC592633.mp3 (0.2 MB)\n","[32/833] Downloaded 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All files in your raw/ folder.\n"]}]},{"cell_type":"code","source":["import pandas as pd\n","import json\n","\n","df = pd.read_csv('/content/xenocanto.csv')\n","id = df['Catalogue number']\n","name = df['Scientific name']\n","\n","list_name = {}\n","\n","for i in range(len(id)):\n","  list_name.update({int(id[i]): name[i]})\n","print(list_name)\n","\n","with open('/content/data_file.txt', 'w') as file:\n","    json.dump(list_name, file, indent=4)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2Fg_A1tb-VYG","executionInfo":{"status":"ok","timestamp":1767581622236,"user_tz":-330,"elapsed":73,"user":{"displayName":"Aaryan Kakad","userId":"03943863255411341958"}},"outputId":"7230dfc6-b289-4d0a-f2d4-5b2e60e5fd61"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["{1065199: 'Funambulus palmarum', 934128: 'Tarbinskiellus portentosus', 928661: 'Duttaphrynus melanostictus', 928658: 'Duttaphrynus melanostictus', 667381: 'Dendrocygna javanica', 577361: 'Tadorna ferruginea', 577358: 'Tadorna ferruginea', 577357: 'Tadorna ferruginea', 571156: 'Anas poecilorhyncha', 195759: 'Anas poecilorhyncha', 312771: 'Galloperdix spadicea', 574340: 'Gallus sonneratii', 574339: 'Gallus sonneratii', 574336: 'Gallus sonneratii', 574335: 'Gallus sonneratii', 574331: 'Gallus sonneratii', 574328: 'Gallus sonneratii', 574318: 'Gallus sonneratii', 315635: 'Gallus sonneratii', 332453: 'Ortygornis pondicerianus', 662750: 'Francolinus pictus', 338333: 'Francolinus pictus', 747786: 'Francolinus pictus', 592695: 'Francolinus pictus', 571151: 'Francolinus pictus', 428896: 'Francolinus pictus', 672092: 'Coturnix coromandelica', 592654: 'Coturnix coromandelica', 592653: 'Coturnix coromandelica', 592651: 'Coturnix coromandelica', 592633: 'Coturnix coromandelica', 592632: 'Coturnix coromandelica', 672093: 'Perdicula asiatica', 207015: 'Perdicula asiatica', 575166: 'Caprimulgus indicus', 574744: 'Caprimulgus indicus', 575191: 'Caprimulgus indicus', 575179: 'Caprimulgus indicus', 575171: 'Caprimulgus indicus', 575163: 'Caprimulgus indicus', 157465: 'Caprimulgus atripennis', 73507: 'Caprimulgus atripennis', 121242: 'Caprimulgus atripennis', 569707: 'Caprimulgus asiaticus', 318987: 'Caprimulgus asiaticus', 425063: 'Cypsiurus balasiensis', 574610: 'Apus affinis', 574608: 'Apus affinis', 574605: 'Apus affinis', 584332: 'Centropus sinensis', 528954: 'Centropus sinensis', 195756: 'Centropus sinensis', 195753: 'Centropus sinensis', 464298: 'Centropus sinensis', 207249: 'Centropus sinensis', 585187: 'Eudynamys scolopaceus', 553185: 'Eudynamys scolopaceus', 540848: 'Eudynamys scolopaceus', 538078: 'Eudynamys scolopaceus', 464464: 'Eudynamys scolopaceus', 332745: 'Eudynamys scolopaceus', 307546: 'Eudynamys scolopaceus', 307545: 'Eudynamys scolopaceus', 252829: 'Eudynamys scolopaceus', 207166: 'Eudynamys scolopaceus', 195758: 'Eudynamys scolopaceus', 169914: 'Eudynamys scolopaceus', 635073: 'Cacomantis sonneratii', 722891: 'Cacomantis sonneratii', 722890: 'Cacomantis sonneratii', 725558: 'Cacomantis sonneratii', 725557: 'Cacomantis sonneratii', 569708: 'Cacomantis passerinus', 464043: 'Cacomantis passerinus', 313104: 'Cacomantis passerinus', 568732: 'Cacomantis passerinus', 331891: 'Cacomantis passerinus', 319152: 'Cacomantis passerinus', 181302: 'Cacomantis passerinus', 181301: 'Cacomantis passerinus', 141328: 'Cacomantis passerinus', 722892: 'Cacomantis passerinus', 758845: 'Surniculus dicruroides', 758844: 'Surniculus dicruroides', 758842: 'Surniculus dicruroides', 758841: 'Surniculus dicruroides', 325429: 'Surniculus dicruroides', 180194: 'Surniculus dicruroides', 1055846: 'Surniculus dicruroides', 654106: 'Surniculus dicruroides', 672096: 'Hierococcyx varius', 316409: 'Hierococcyx varius', 241127: 'Hierococcyx varius', 241126: 'Hierococcyx varius', 328436: 'Hierococcyx varius', 315250: 'Cuculus micropterus', 372715: 'Cuculus micropterus', 330052: 'Cuculus micropterus', 157874: 'Spilopelia chinensis', 789406: 'Spilopelia senegalensis', 303515: 'Treron affinis', 576594: 'Treron phoenicopterus', 429627: 'Treron phoenicopterus', 667376: 'Porphyrio poliocephalus', 124749: 'Zapornia fusca', 428779: 'Rallina eurizonoides', 321358: 'Gallicrex cinerea', 579437: 'Amaurornis phoenicurus', 548744: 'Amaurornis phoenicurus', 438346: 'Amaurornis phoenicurus', 519741: 'Amaurornis phoenicurus', 667379: 'Tachybaptus ruficollis', 570920: 'Tachybaptus ruficollis', 697066: 'Phoenicopterus roseus', 468480: 'Phoenicopterus roseus', 165363: 'Phoenicopterus roseus', 279020: 'Haematopus ostralegus', 667380: 'Himantopus himantopus', 596095: 'Himantopus himantopus', 577351: 'Vanellus indicus', 577353: 'Vanellus indicus', 317385: 'Vanellus indicus', 294375: 'Pluvialis squatarola', 294374: 'Pluvialis squatarola', 294373: 'Pluvialis squatarola', 165368: 'Pluvialis squatarola', 786654: 'Charadrius dubius', 670599: 'Rostratula benghalensis', 124036: 'Hydrophasianus chirurgus', 667378: 'Hydrophasianus chirurgus', 162212: 'Numenius arquata', 177473: 'Arenaria interpres', 314144: 'Calidris tenuirostris', 312818: 'Calidris ferruginea', 351899: 'Limnodromus scolopaceus', 351823: 'Limnodromus scolopaceus', 490812: 'Limnodromus scolopaceus', 206371: 'Tringa totanus', 892008: 'Tringa glareola', 314010: 'Tringa glareola', 924220: 'Anous tenuirostris', 169792: 'Hydroprogne caspia', 925196: 'Sternula saundersi', 924227: 'Sternula saundersi', 577355: 'Sterna aurantia', 135814: 'Chlidonias hybrida', 312144: 'Chlidonias hybrida', 343485: 'Ciconia ciconia', 443374: 'Pseudibis papillosa', 316831: 'Pseudibis papillosa', 313198: 'Ixobrychus cinnamomeus', 313748: 'Bubulcus coromandus', 341124: 'Ardea purpurea', 206435: 'Spilornis cheela', 315636: 'Spilornis cheela', 689411: 'Hieraaetus pennatus', 697077: 'Accipiter badius', 341470: 'Accipiter badius', 328068: 'Accipiter badius', 206429: 'Accipiter badius', 141625: 'Accipiter badius', 785413: 'Accipiter badius', 585190: 'Milvus migrans', 583029: 'Milvus migrans', 425062: 'Milvus migrans', 657421: 'Milvus migrans', 308177: 'Milvus migrans', 518955: 'Tyto alba', 574829: 'Tyto javanica', 120974: 'Tyto javanica', 359261: 'Tyto javanica', 317398: 'Ninox scutulata', 206372: 'Ninox scutulata', 371369: 'Ninox scutulata', 572904: 'Athene brama', 572905: 'Athene brama', 517682: 'Athene brama', 517680: 'Athene brama', 517678: 'Athene brama', 311911: 'Athene brama', 779855: 'Athene blewitti', 758846: 'Athene blewitti', 758836: 'Athene blewitti', 758835: 'Athene blewitti', 758834: 'Athene blewitti', 725560: 'Athene blewitti', 725559: 'Athene blewitti', 672075: 'Athene blewitti', 414032: 'Athene blewitti', 206368: 'Athene blewitti', 206367: 'Athene blewitti', 206366: 'Athene blewitti', 778605: 'Athene blewitti', 758847: 'Athene blewitti', 343773: 'Athene blewitti', 314008: 'Athene blewitti', 722042: 'Athene blewitti', 635072: 'Athene blewitti', 454346: 'Athene blewitti', 454347: 'Glaucidium radiatum', 357881: 'Glaucidium radiatum', 778608: 'Glaucidium radiatum', 524190: 'Glaucidium radiatum', 308275: 'Glaucidium radiatum', 666145: 'Glaucidium radiatum', 314996: 'Otus sunia', 358391: 'Otus sunia', 215940: 'Otus bakkamoena', 585635: 'Bubo bengalensis', 808577: 'Strix ocellata', 808576: 'Strix ocellata', 635070: 'Strix ocellata', 460758: 'Strix ocellata', 454348: 'Strix ocellata', 460757: 'Strix ocellata', 460756: 'Strix ocellata', 460755: 'Strix ocellata', 460753: 'Strix ocellata', 330053: 'Strix ocellata', 575371: 'Strix leptogrammica', 575369: 'Strix leptogrammica', 575368: 'Strix leptogrammica', 575202: 'Strix leptogrammica', 575193: 'Strix leptogrammica', 575196: 'Strix leptogrammica', 206370: 'Harpactes fasciatus', 213961: 'Harpactes fasciatus', 205911: 'Ocyceros griseus', 140250: 'Ocyceros griseus', 585628: 'Ocyceros birostris', 442557: 'Ocyceros birostris', 342679: 'Ocyceros birostris', 205908: 'Ocyceros birostris', 426224: 'Ocyceros birostris', 205541: 'Ocyceros birostris', 574612: 'Halcyon smyrnensis', 377406: 'Halcyon smyrnensis', 309366: 'Halcyon smyrnensis', 189123: 'Halcyon smyrnensis', 437156: 'Halcyon smyrnensis', 169565: 'Halcyon smyrnensis', 311933: 'Halcyon pileata', 207123: 'Alcedo atthis', 132011: 'Ceyx erithaca', 325423: 'Ceyx erithaca', 325027: 'Ceyx erithaca', 255204: 'Ceyx erithaca', 209498: 'Ceyx erithaca', 209499: 'Ceyx erithaca', 207026: 'Merops orientalis', 577285: 'Merops orientalis', 576602: 'Merops orientalis', 569674: 'Merops orientalis', 569673: 'Merops orientalis', 808586: 'Psilopogon zeylanicus', 808571: 'Psilopogon zeylanicus', 306983: 'Psilopogon zeylanicus', 779851: 'Psilopogon zeylanicus', 308052: 'Psilopogon zeylanicus', 720894: 'Psilopogon zeylanicus', 788186: 'Psilopogon viridis', 788185: 'Psilopogon viridis', 788184: 'Psilopogon viridis', 574718: 'Psilopogon viridis', 574713: 'Psilopogon viridis', 574337: 'Psilopogon viridis', 574333: 'Psilopogon viridis', 574320: 'Psilopogon viridis', 578228: 'Psilopogon viridis', 574743: 'Psilopogon viridis', 573819: 'Psilopogon viridis', 460802: 'Psilopogon viridis', 460800: 'Psilopogon viridis', 343426: 'Psilopogon viridis', 808583: 'Psilopogon haemacephalus', 585194: 'Psilopogon haemacephalus', 576598: 'Psilopogon haemacephalus', 460805: 'Psilopogon haemacephalus', 443314: 'Psilopogon haemacephalus', 399344: 'Psilopogon haemacephalus', 308053: 'Psilopogon haemacephalus', 308050: 'Psilopogon haemacephalus', 519462: 'Psilopogon haemacephalus', 212061: 'Psilopogon haemacephalus', 758839: 'Jynx torquilla', 207293: 'Hemicircus canente', 206708: 'Hemicircus canente', 206611: 'Hemicircus canente', 207301: 'Hemicircus canente', 206701: 'Hemicircus canente', 206612: 'Hemicircus canente', 214221: 'Leiopicus mahrattensis', 207509: 'Leiopicus mahrattensis', 576902: 'Leiopicus mahrattensis', 255437: 'Dinopium benghalense', 670907: 'Chrysocolaptes festivus', 670905: 'Chrysocolaptes festivus', 670904: 'Chrysocolaptes festivus', 670903: 'Chrysocolaptes festivus', 670901: 'Chrysocolaptes festivus', 670899: 'Chrysocolaptes festivus', 670846: 'Chrysocolaptes festivus', 207927: 'Chrysocolaptes festivus', 808579: 'Chrysocolaptes festivus', 778611: 'Chrysocolaptes festivus', 293640: 'Chrysocolaptes festivus', 206402: 'Chrysocolaptes festivus', 330054: 'Chrysocolaptes festivus', 255432: 'Micropternus brachyurus', 393952: 'Micropternus brachyurus', 212924: 'Falco peregrinus', 576593: 'Psittacula cyanocephala', 576588: 'Psittacula cyanocephala', 778609: 'Psittacula columboides', 780273: 'Psittacula eupatria', 583024: 'Psittacula eupatria', 578787: 'Psittacula eupatria', 425061: 'Psittacula eupatria', 187974: 'Psittacula eupatria', 584349: 'Psittacula krameri', 577645: 'Psittacula krameri', 577644: 'Psittacula krameri', 568868: 'Psittacula krameri', 568863: 'Psittacula krameri', 464292: 'Psittacula krameri', 464252: 'Psittacula krameri', 207014: 'Psittacula krameri', 584366: 'Psittacula krameri', 577652: 'Psittacula krameri', 577650: 'Psittacula krameri', 309096: 'Psittacula krameri', 320460: 'Pitta brachyura', 206396: 'Pitta brachyura', 124745: 'Pitta brachyura', 256280: 'Pitta brachyura', 141231: 'Tephrodornis pondicerianus', 165501: 'Tephrodornis pondicerianus', 169810: 'Artamus fuscus', 1029676: 'Aegithina tiphia', 207243: 'Aegithina tiphia', 207162: 'Aegithina tiphia', 207062: 'Aegithina tiphia', 189108: 'Aegithina tiphia', 572937: 'Aegithina tiphia', 313095: 'Aegithina tiphia', 145708: 'Aegithina tiphia', 145707: 'Aegithina tiphia', 573818: 'Aegithina tiphia', 207060: 'Pericrocotus cinnamomeus', 121369: 'Pericrocotus cinnamomeus', 212573: 'Pericrocotus cinnamomeus', 212923: 'Coracina macei', 195578: 'Lalage melanoptera', 892006: 'Lanius schach', 195484: 'Lanius schach', 598033: 'Lanius schach', 598032: 'Lanius schach', 520390: 'Lanius schach', 207246: 'Lanius schach', 206388: 'Lanius schach', 785416: 'Lanius schach', 308274: 'Oriolus xanthornus', 255433: 'Oriolus xanthornus', 181191: 'Oriolus xanthornus', 776181: 'Oriolus xanthornus', 573900: 'Oriolus kundoo', 543894: 'Oriolus kundoo', 540833: 'Oriolus kundoo', 337338: 'Oriolus kundoo', 356678: 'Oriolus chinensis', 239664: 'Oriolus chinensis', 353800: 'Dicrurus aeneus', 303710: 'Dicrurus paradiseus', 666146: 'Dicrurus paradiseus', 306989: 'Dicrurus paradiseus', 306987: 'Dicrurus paradiseus', 256284: 'Dicrurus paradiseus', 611564: 'Dicrurus paradiseus', 317402: 'Dicrurus paradiseus', 210374: 'Dicrurus leucophaeus', 308273: 'Dicrurus leucophaeus', 1065213: 'Dicrurus leucophaeus', 120586: 'Dicrurus leucophaeus', 240446: 'Dicrurus caerulescens', 596718: 'Dicrurus macrocercus', 580650: 'Dicrurus macrocercus', 580647: 'Dicrurus macrocercus', 580643: 'Dicrurus macrocercus', 592541: 'Dicrurus macrocercus', 443635: 'Dicrurus macrocercus', 571140: 'Rhipidura albogularis', 567247: 'Rhipidura albogularis', 351644: 'Rhipidura albogularis', 342681: 'Rhipidura albogularis', 570841: 'Rhipidura albogularis', 405774: 'Rhipidura albogularis', 244557: 'Rhipidura albogularis', 775794: 'Rhipidura albogularis', 677391: 'Rhipidura albogularis', 140464: 'Rhipidura albogularis', 140039: 'Rhipidura albogularis', 139449: 'Rhipidura albogularis', 169831: 'Rhipidura aureola', 779859: 'Hypothymis azurea', 528927: 'Hypothymis azurea', 239352: 'Hypothymis azurea', 195582: 'Hypothymis azurea', 157482: 'Terpsiphone paradisi', 520167: 'Terpsiphone paradisi', 120592: 'Dendrocitta vagabunda', 758493: 'Dendrocitta vagabunda', 593441: 'Dendrocitta vagabunda', 593439: 'Dendrocitta vagabunda', 576605: 'Dendrocitta vagabunda', 576596: 'Dendrocitta vagabunda', 214230: 'Dendrocitta vagabunda', 210277: 'Dendrocitta vagabunda', 210276: 'Dendrocitta vagabunda', 207021: 'Dendrocitta vagabunda', 593438: 'Dendrocitta vagabunda', 207023: 'Dendrocitta vagabunda', 207020: 'Dendrocitta vagabunda', 157275: 'Dendrocitta vagabunda', 308330: 'Corvus splendens', 578839: 'Corvus splendens', 116613: 'Corvus splendens', 574366: 'Corvus macrorhynchos', 195576: 'Corvus macrorhynchos', 574334: 'Corvus culminatus', 574332: 'Corvus culminatus', 554155: 'Corvus culminatus', 157274: 'Corvus culminatus', 779854: 'Culicicapa ceylonensis', 613907: 'Culicicapa ceylonensis', 778604: 'Parus cinereus', 417433: 'Parus cinereus', 417432: 'Parus cinereus', 212579: 'Parus cinereus', 210275: 'Parus cinereus', 207133: 'Parus cinereus', 207056: 'Parus cinereus', 570840: 'Parus cinereus', 576910: 'Machlolophus aplonotus', 576909: 'Machlolophus aplonotus', 317037: 'Machlolophus aplonotus', 530400: 'Ammomanes phoenicura', 608965: 'Alauda gulgula', 316407: 'Alauda gulgula', 578188: 'Galerida malabarica', 578183: 'Galerida malabarica', 200959: 'Galerida malabarica', 786656: 'Galerida malabarica', 578189: 'Galerida malabarica', 578186: 'Galerida malabarica', 578179: 'Galerida malabarica', 328064: 'Galerida malabarica', 574731: 'Hypsipetes ganeesa', 574719: 'Hypsipetes ganeesa', 207161: 'Hypsipetes ganeesa', 207806: 'Pycnonotus luteolus', 585617: 'Pycnonotus jocosus', 585176: 'Pycnonotus jocosus', 577850: 'Pycnonotus jocosus', 571201: 'Pycnonotus jocosus', 460803: 'Pycnonotus jocosus', 306990: 'Pycnonotus jocosus', 585174: 'Pycnonotus jocosus', 214229: 'Pycnonotus jocosus', 578212: 'Pycnonotus jocosus', 524196: 'Pycnonotus jocosus', 522219: 'Pycnonotus jocosus', 157864: 'Pycnonotus cafer', 578600: 'Pycnonotus cafer', 577870: 'Pycnonotus cafer', 574949: 'Pycnonotus cafer', 207142: 'Pycnonotus cafer', 170868: 'Pycnonotus leucotis', 310426: 'Pycnonotus leucotis', 463792: 'Ptyonoprogne concolor', 328065: 'Ptyonoprogne concolor', 314003: 'Ptyonoprogne concolor', 157276: 'Ptyonoprogne concolor', 207025: 'Cecropis daurica', 165051: 'Phylloscopus humei', 360899: 'Phylloscopus humei', 604529: 'Phylloscopus inornatus', 362256: 'Phylloscopus tytleri', 169807: 'Phylloscopus griseolus', 1065211: 'Phylloscopus nitidus', 1070290: 'Phylloscopus nitidus', 778610: 'Phylloscopus nitidus', 594434: 'Phylloscopus nitidus', 578227: 'Phylloscopus nitidus', 505336: 'Phylloscopus nitidus', 1070308: 'Phylloscopus trochiloides', 460796: 'Phylloscopus trochiloides', 306994: 'Phylloscopus trochiloides', 306992: 'Phylloscopus trochiloides', 122407: 'Phylloscopus trochiloides', 195495: 'Phylloscopus trochiloides', 317387: 'Acrocephalus stentoreus', 592544: 'Acrocephalus stentoreus', 592491: 'Acrocephalus stentoreus', 534618: 'Acrocephalus stentoreus', 638209: 'Acrocephalus stentoreus', 505344: 'Acrocephalus stentoreus', 1070305: 'Acrocephalus dumetorum', 605981: 'Acrocephalus dumetorum', 578214: 'Acrocephalus dumetorum', 313296: 'Acrocephalus dumetorum', 309524: 'Acrocephalus dumetorum', 157359: 'Iduna rama', 981776: 'Helopsaltes certhiola', 592659: 'Schoenicola platyurus', 592660: 'Schoenicola platyurus', 297132: 'Schoenicola platyurus', 297131: 'Schoenicola platyurus', 297129: 'Schoenicola platyurus', 297128: 'Schoenicola platyurus', 297127: 'Schoenicola platyurus', 297123: 'Schoenicola platyurus', 608596: 'Schoenicola striatus', 758838: 'Cisticola juncidis', 598045: 'Cisticola juncidis', 541917: 'Cisticola juncidis', 377399: 'Prinia buchanani', 331899: 'Prinia hodgsonii', 326854: 'Prinia hodgsonii', 326853: 'Prinia hodgsonii', 576908: 'Prinia hodgsonii', 576905: 'Prinia hodgsonii', 239353: 'Prinia hodgsonii', 207257: 'Prinia hodgsonii', 195496: 'Prinia hodgsonii', 189334: 'Prinia hodgsonii', 519784: 'Prinia sylvatica', 519780: 'Prinia sylvatica', 519771: 'Prinia sylvatica', 519768: 'Prinia sylvatica', 207028: 'Prinia sylvatica', 592900: 'Prinia sylvatica', 592899: 'Prinia sylvatica', 592872: 'Prinia sylvatica', 592871: 'Prinia sylvatica', 592732: 'Prinia sylvatica', 592730: 'Prinia sylvatica', 592728: 'Prinia sylvatica', 592725: 'Prinia sylvatica', 519746: 'Prinia sylvatica', 594430: 'Prinia sylvatica', 343776: 'Prinia sylvatica', 578479: 'Prinia socialis', 568902: 'Prinia socialis', 568704: 'Prinia socialis', 464269: 'Prinia socialis', 195760: 'Prinia socialis', 598048: 'Prinia socialis', 592377: 'Prinia socialis', 577348: 'Prinia socialis', 576914: 'Prinia socialis', 569653: 'Prinia socialis', 309696: 'Prinia socialis', 239261: 'Prinia socialis', 592508: 'Prinia socialis', 592487: 'Prinia socialis', 524458: 'Prinia socialis', 659836: 'Prinia inornata', 592636: 'Prinia inornata', 592535: 'Prinia inornata', 207255: 'Prinia inornata', 592502: 'Prinia inornata', 331900: 'Prinia inornata', 809184: 'Orthotomus sutorius', 577284: 'Orthotomus sutorius', 401794: 'Orthotomus sutorius', 325428: 'Orthotomus sutorius', 195589: 'Orthotomus sutorius', 170592: 'Orthotomus sutorius', 584316: 'Orthotomus sutorius', 424135: 'Orthotomus sutorius', 442446: 'Curruca curruca', 613909: 'Chrysomma sinense', 592438: 'Chrysomma sinense', 361317: 'Chrysomma sinense', 598027: 'Chrysomma sinense', 181233: 'Chrysomma sinense', 592441: 'Chrysomma sinense', 239354: 'Chrysomma sinense', 587230: 'Zosterops palpebrosus', 568696: 'Zosterops palpebrosus', 779856: 'Dumetia hyperythra', 604528: 'Dumetia hyperythra', 665060: 'Pomatorhinus horsfieldii', 315634: 'Pomatorhinus horsfieldii', 206390: 'Pomatorhinus horsfieldii', 157740: 'Pomatorhinus horsfieldii', 672095: 'Pomatorhinus horsfieldii', 574338: 'Pomatorhinus horsfieldii', 141358: 'Pomatorhinus horsfieldii', 202648: 'Pomatorhinus horsfieldii', 178248: 'Pomatorhinus horsfieldii', 393951: 'Pomatorhinus horsfieldii', 432655: 'Pellorneum ruficeps', 318811: 'Pellorneum ruficeps', 313298: 'Pellorneum ruficeps', 256283: 'Pellorneum ruficeps', 256183: 'Pellorneum ruficeps', 214228: 'Pellorneum ruficeps', 571200: 'Pellorneum ruficeps', 473457: 'Pellorneum ruficeps', 325245: 'Pellorneum ruficeps', 209500: 'Pellorneum ruficeps', 206397: 'Pellorneum ruficeps', 188680: 'Pellorneum ruficeps', 144313: 'Pellorneum ruficeps', 1065212: 'Alcippe poioicephala', 1059515: 'Alcippe poioicephala', 729664: 'Alcippe poioicephala', 682362: 'Alcippe poioicephala', 256281: 'Alcippe poioicephala', 578217: 'Alcippe poioicephala', 318995: 'Alcippe poioicephala', 442390: 'Argya malcolmi', 577177: 'Argya malcolmi', 577175: 'Argya malcolmi', 577173: 'Argya malcolmi', 317261: 'Argya malcolmi', 568904: 'Argya malcolmi', 585618: 'Argya striata', 157875: 'Argya striata', 789404: 'Argya striata', 578190: 'Argya striata', 667377: 'Argya caudata', 357156: 'Irena puella', 157858: 'Acridotheres fuscus', 583034: 'Acridotheres tristis', 571185: 'Acridotheres tristis', 571182: 'Acridotheres tristis', 464285: 'Acridotheres tristis', 309110: 'Acridotheres tristis', 609517: 'Acridotheres tristis', 598051: 'Acridotheres tristis', 577887: 'Acridotheres tristis', 577886: 'Acridotheres tristis', 568910: 'Acridotheres tristis', 157876: 'Acridotheres tristis', 585629: 'Gracupica contra', 592532: 'Gracupica contra', 116615: 'Pastor roseus', 116614: 'Pastor roseus', 313653: 'Geokichla citrina', 317383: 'Geokichla citrina', 574615: 'Turdus simillimus', 574602: 'Turdus simillimus', 571204: 'Turdus simillimus', 571203: 'Turdus simillimus', 570919: 'Turdus simillimus', 574614: 'Turdus simillimus', 574613: 'Turdus simillimus', 574611: 'Turdus simillimus', 574603: 'Turdus simillimus', 572939: 'Turdus simillimus', 572926: 'Turdus simillimus', 571139: 'Turdus simillimus', 256107: 'Turdus simillimus', 189333: 'Turdus simillimus', 189113: 'Turdus simillimus', 206425: 'Turdus simillimus', 785417: 'Copsychus fulicatus', 576918: 'Copsychus fulicatus', 576603: 'Copsychus fulicatus', 328066: 'Copsychus fulicatus', 325246: 'Copsychus fulicatus', 207256: 'Copsychus fulicatus', 464413: 'Copsychus saularis', 314726: 'Copsychus saularis', 307877: 'Copsychus saularis', 185664: 'Copsychus saularis', 1065186: 'Copsychus saularis', 583228: 'Copsychus saularis', 583225: 'Copsychus saularis', 577275: 'Copsychus saularis', 577249: 'Copsychus saularis', 577247: 'Copsychus saularis', 577245: 'Copsychus saularis', 577171: 'Copsychus saularis', 576939: 'Copsychus saularis', 576937: 'Copsychus saularis', 576936: 'Copsychus saularis', 576935: 'Copsychus saularis', 576934: 'Copsychus saularis', 576917: 'Copsychus saularis', 576904: 'Copsychus saularis', 576901: 'Copsychus saularis', 460931: 'Copsychus saularis', 400678: 'Copsychus saularis', 540847: 'Copsychus saularis', 524582: 'Copsychus saularis', 438461: 'Copsychus saularis', 247139: 'Copsychus saularis', 315637: 'Copsychus malabaricus', 181341: 'Copsychus malabaricus', 157477: 'Copsychus malabaricus', 256288: 'Copsychus malabaricus', 124743: 'Copsychus malabaricus', 574735: 'Copsychus malabaricus', 574732: 'Copsychus malabaricus', 574729: 'Copsychus malabaricus', 574726: 'Copsychus malabaricus', 574330: 'Copsychus malabaricus', 574741: 'Cyornis pallidipes', 574736: 'Cyornis pallidipes', 206385: 'Cyornis pallidipes', 568887: 'Cyornis tickelliae', 195592: 'Cyornis tickelliae', 337357: 'Cyornis tickelliae', 189109: 'Cyornis tickelliae', 331901: 'Cyornis tickelliae', 688014: 'Larvivora brunnea', 367146: 'Larvivora brunnea', 360927: 'Larvivora brunnea', 214231: 'Larvivora brunnea', 207929: 'Larvivora brunnea', 608964: 'Luscinia svecica', 574712: 'Myophonus horsfieldii', 570892: 'Myophonus horsfieldii', 318812: 'Myophonus horsfieldii', 571143: 'Myophonus horsfieldii', 779858: 'Ficedula superciliaris', 205909: 'Ficedula superciliaris', 779857: 'Ficedula superciliaris', 613908: 'Ficedula superciliaris', 605968: 'Ficedula parva', 578221: 'Ficedula parva', 576916: 'Ficedula parva', 576915: 'Ficedula parva', 576903: 'Ficedula parva', 165500: 'Ficedula parva', 417589: 'Monticola solitarius', 406655: 'Saxicola caprata', 122395: 'Saxicola caprata', 348379: 'Oenanthe fusca', 454351: 'Chloropsis jerdoni', 454350: 'Chloropsis jerdoni', 605973: 'Chloropsis aurifrons', 605970: 'Chloropsis aurifrons', 206408: 'Chloropsis aurifrons', 292015: 'Dicaeum agile', 207139: 'Dicaeum agile', 157487: 'Dicaeum agile', 778606: 'Dicaeum erythrorhynchos', 454349: 'Dicaeum erythrorhynchos', 442391: 'Dicaeum erythrorhynchos', 621595: 'Dicaeum erythrorhynchos', 308276: 'Dicaeum erythrorhynchos', 306985: 'Dicaeum erythrorhynchos', 569655: 'Leptocoma zeylonica', 157474: 'Leptocoma zeylonica', 242415: 'Leptocoma zeylonica', 114109: 'Leptocoma minima', 1070300: 'Cinnyris asiaticus', 788187: 'Cinnyris asiaticus', 778603: 'Cinnyris asiaticus', 576589: 'Cinnyris asiaticus', 574321: 'Cinnyris asiaticus', 207247: 'Cinnyris asiaticus', 195584: 'Cinnyris asiaticus', 340975: 'Cinnyris lotenius', 340542: 'Cinnyris lotenius', 454352: 'Aethopyga vigorsii', 454353: 'Aethopyga vigorsii', 206391: 'Aethopyga vigorsii', 210139: 'Aethopyga vigorsii', 205744: 'Gymnoris xanthocollis', 120591: 'Gymnoris xanthocollis', 577876: 'Passer domesticus', 577858: 'Passer domesticus', 577680: 'Passer domesticus', 577248: 'Passer domesticus', 464267: 'Passer domesticus', 577878: 'Passer domesticus', 308049: 'Passer domesticus', 428233: 'Passer domesticus', 207248: 'Ploceus philippinus', 464265: 'Ploceus philippinus', 325163: 'Ploceus philippinus', 571178: 'Ploceus philippinus', 571177: 'Ploceus philippinus', 758840: 'Amandava amandava', 758848: 'Dendronanthus indicus', 206000: 'Dendronanthus indicus', 314011: 'Motacilla flava', 316059: 'Motacilla maderaspatensis', 638156: 'Motacilla maderaspatensis', 301692: 'Anthus campestris', 537490: 'Anthus cervinus', 672086: 'Emberiza lathami', 317268: 'Emberiza lathami', 672085: 'Emberiza striolata', 1065180: 'Sonus naturalis', 780063: 'Sonus naturalis', 697075: 'Sonus naturalis', 697070: 'Sonus naturalis', 698862: 'Sonus naturalis', 566893: 'Sonus naturalis', 964500: 'Sonus naturalis', 557438: 'Mystery mystery', 548242: 'Mystery mystery', 417410: 'Mystery mystery', 417409: 'Mystery mystery', 306681: 'Mystery mystery', 147534: 'Mystery mystery', 1008114: 'Mystery mystery', 1008110: 'Mystery mystery', 809546: 'Mystery mystery', 793269: 'Mystery mystery', 790236: 'Mystery mystery', 638548: 'Mystery mystery', 373305: 'Mystery mystery', 922991: 'Mystery mystery', 617304: 'Mystery mystery', 513411: 'Mystery mystery', 513406: 'Mystery mystery', 494113: 'Mystery mystery', 462204: 'Mystery mystery', 320516: 'Mystery mystery', 169915: 'Mystery mystery', 915755: 'Mystery mystery', 736197: 'Mystery mystery', 733997: 'Mystery mystery', 689977: 'Mystery mystery', 689976: 'Mystery mystery', 477490: 'Mystery mystery'}\n"]}]},{"cell_type":"code","source":["!pip install torchcodec"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wGZ9g6TPJNko","executionInfo":{"status":"ok","timestamp":1767582882452,"user_tz":-330,"elapsed":4654,"user":{"displayName":"Aaryan Kakad","userId":"03943863255411341958"}},"outputId":"39171bae-1ba4-44d5-e7e4-f26122c1bf4e"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: torchcodec in /usr/local/lib/python3.12/dist-packages (0.9.1)\n"]}]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","\n","import os\n","import torch\n","import torchaudio\n","import matplotlib.pyplot as plt\n","from tqdm import tqdm\n","import warnings\n","warnings.filterwarnings(\"ignore\")\n","\n","# ================== SETTINGS ==================\n","raw_dir = '/content/drive/MyDrive/bird-sounds-rnn/raw/'          # Folder with your 833 XC*.mp3 files\n","spec_dir = '/content/drive/MyDrive/bird-sounds-rnn/mel_specs/all/'  # All spectrograms go here\n","os.makedirs(spec_dir, exist_ok=True)\n","\n","# Optional: Load your JSON mapping if you want species info later\n","# import json\n","# with open('/content/drive/MyDrive/BirdSoundMumbai/data_file.txt', 'r') as f:\n","#     data = json.load(f)\n","\n","# ================== GPU SETUP ==================\n","device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n","print(f\"Using device: {device}\")  # Should show cuda with T4 selected\n","\n","# ================== MEL TRANSFORM (GPU) ==================\n","mel_transform = torchaudio.transforms.MelSpectrogram(\n","    sample_rate=22050,\n","    n_fft=512,\n","    win_length=512,\n","    hop_length=256,          # 50% overlap → ~431 frames for 5s\n","    f_min=50,\n","    f_max=11000,\n","    n_mels=128,\n","    norm='slaney',\n","    mel_scale='slaney'\n",").to(device)\n","\n","db_transform = torchaudio.transforms.AmplitudeToDB(stype='power', top_db=80).to(device)\n","\n","full_transform = torch.nn.Sequential(mel_transform, db_transform)\n","\n","# ================== PARAMETERS ==================\n","target_sr = 22050\n","target_len = target_sr * 5   # Fixed 5-second clips\n","\n","total_specs = 0\n","print(\"Starting conversion of ALL 833 recordings to Mel spectrograms (5s clips with overlap)...\")\n","\n","for filename in tqdm(sorted(os.listdir(raw_dir))):\n","    if not filename.lower().endswith('.mp3'):\n","        continue\n","\n","    filepath = os.path.join(raw_dir, filename)\n","\n","    try:\n","        # Load audio\n","        waveform, sr = torchaudio.load(filepath)\n","\n","        # Resample to 22050 Hz\n","        if sr != target_sr:\n","            waveform = torchaudio.functional.resample(waveform, orig_freq=sr, new_freq=target_sr)\n","\n","        # Convert to mono\n","        if waveform.shape[0] > 1:\n","            waveform = waveform.mean(dim=0, keepdim=True)\n","\n","        total_samples = waveform.shape[1]\n","        start_sample = 0\n","        clip_idx = 0\n","\n","        while start_sample < total_samples:\n","            end_sample = min(start_sample + target_len, total_samples)\n","            segment = waveform[:, start_sample:end_sample]\n","\n","            # Zero-pad if shorter than 5s\n","            if segment.shape[1] < target_len:\n","                pad = target_len - segment.shape[1]\n","                segment = torch.nn.functional.pad(segment, (0, pad))\n","\n","            # Move to GPU, compute Mel spec\n","            segment = segment.to(device)\n","            with torch.no_grad():\n","                mel = full_transform(segment)          # (1, 128, time)\n","\n","            mel = mel.squeeze(0).cpu()                     # (128, time) on CPU\n","\n","            # Normalize to 0-255 for image saving\n","            mel_min = mel.min()\n","            mel_max = mel.max()\n","            if mel_max > mel_min:\n","                mel = (mel - mel_min) / (mel_max - mel_min)\n","            mel_img = (mel.numpy() * 255).astype('uint8')\n","\n","            # Save as PNG\n","            base_name = os.path.splitext(filename)[0]\n","            save_name = f\"{base_name}_part{clip_idx}.png\"\n","            save_path = os.path.join(spec_dir, save_name)\n","\n","            plt.imsave(save_path, mel_img, cmap='magma', origin='lower')\n","\n","            total_specs += 1\n","            clip_idx += 1\n","\n","            # 50% overlap for more training examples (skip if near end)\n","            if total_samples - end_sample > target_len // 2:\n","                start_sample += target_len // 2\n","            else:\n","                break\n","\n","    except Exception as e:\n","        print(f\"\\nError processing {filename}: {e}\")\n","\n","print(f\"\\nConversion complete!\")\n","print(f\"Generated {total_specs} Mel spectrogram images (5s clips).\")\n","print(f\"All saved in: {spec_dir}\")\n","print(\"Each image is ~128 × 431 pixels – perfect for CNNs or patching into Transformers.\")\n","print(\"Next step: Build a labeled Dataset using your species map and start training!\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TbHnES5kDPVg","executionInfo":{"status":"ok","timestamp":1767583573219,"user_tz":-330,"elapsed":538620,"user":{"displayName":"Aaryan Kakad","userId":"03943863255411341958"}},"outputId":"3701cb59-f425-421c-dce6-13833a7c5283"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n","Using device: cuda\n","Starting conversion of ALL 833 recordings to Mel spectrograms (5s clips with overlap)...\n"]},{"output_type":"stream","name":"stderr","text":["  1%|          | 7/833 [01:40<4:24:13, 19.19s/it]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC1065186.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC1065186.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC1065186.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":["  3%|▎         | 27/833 [02:16<06:29,  2.07it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC124743.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC124743.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC124743.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":["  6%|▌         | 51/833 [02:29<05:32,  2.35it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC157477.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC157477.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC157477.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 10%|█         | 85/833 [02:41<03:11,  3.90it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC181341.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC181341.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC181341.mp3 Invalid argument\n","\n","Error processing XC185664.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC185664.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC185664.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 11%|█         | 92/833 [02:43<03:56,  3.14it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC195484.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC195484.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC195484.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 15%|█▍        | 121/833 [02:54<02:53,  4.11it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC206388.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC206388.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC206388.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 18%|█▊        | 154/833 [03:07<03:09,  3.57it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC207246.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC207246.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC207246.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 23%|██▎       | 191/833 [03:19<05:11,  2.06it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC239664.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC239664.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC239664.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 24%|██▍       | 199/833 [03:21<02:01,  5.20it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC247139.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC247139.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC247139.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 25%|██▌       | 209/833 [03:24<02:46,  3.75it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC256288.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC256288.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC256288.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 27%|██▋       | 224/833 [03:27<02:00,  5.05it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC301692.mp3: Failed to decode audio samples: Could not push packet to decoder: Invalid data found when processing input\n"]},{"output_type":"stream","name":"stderr","text":[" 28%|██▊       | 234/833 [03:28<01:14,  8.08it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC307877.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC307877.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC307877.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 31%|███▏      | 262/833 [03:35<02:29,  3.82it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC313653.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC313653.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC313653.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 32%|███▏      | 269/833 [03:40<04:08,  2.27it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC314726.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC314726.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC314726.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 33%|███▎      | 277/833 [03:40<01:38,  5.65it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC315637.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC315637.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC315637.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 34%|███▍      | 283/833 [03:46<04:44,  1.94it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC317383.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC317383.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC317383.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 39%|███▊      | 322/833 [03:59<03:39,  2.32it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC337357.mp3: Failed to decode audio samples: Could not push packet to decoder: Invalid data found when processing input\n"]},{"output_type":"stream","name":"stderr","text":[" 39%|███▉      | 328/833 [04:01<01:57,  4.29it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC341470.mp3: Failed to decode audio samples: Could not push packet to decoder: Invalid data found when processing input\n","\n","Error processing XC342679.mp3: Failed to decode audio samples: Could not push packet to decoder: Invalid data found when processing input\n","\n","Error processing XC342681.mp3: Failed to decode audio samples: Could not push packet to decoder: Invalid data found when processing input\n"]},{"output_type":"stream","name":"stderr","text":[" 40%|████      | 334/833 [04:02<01:47,  4.66it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC348379.mp3: Failed to decode audio samples: Could not push packet to decoder: Invalid data found when processing input\n"]},{"output_type":"stream","name":"stderr","text":["\r 40%|████      | 336/833 [04:02<01:22,  6.02it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC356678.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC356678.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC356678.mp3 Invalid argument\n","\n","Error processing XC357156.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC357156.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC357156.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":["\r 41%|████      | 340/833 [04:02<01:14,  6.63it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC358391.mp3: Failed to decode audio samples: Could not push packet to decoder: Invalid data found when processing input\n"]},{"output_type":"stream","name":"stderr","text":[" 43%|████▎     | 355/833 [04:08<04:14,  1.88it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC400678.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC400678.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC400678.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 45%|████▌     | 375/833 [04:16<04:56,  1.54it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC437156.mp3: Failed to decode audio samples: Could not push packet to decoder: Invalid data found when processing input\n"]},{"output_type":"stream","name":"stderr","text":["\r 45%|████▌     | 377/833 [04:17<03:59,  1.91it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC438461.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC438461.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC438461.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 46%|████▌     | 384/833 [04:19<02:17,  3.26it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC443314.mp3: Failed to decode audio samples: Could not push packet to decoder: Invalid data found when processing input\n","\n","Error processing XC443374.mp3: Failed to decode audio samples: Could not push packet to decoder: Invalid data found when processing input\n"]},{"output_type":"stream","name":"stderr","text":[" 48%|████▊     | 403/833 [04:30<06:26,  1.11it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC460931.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC460931.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC460931.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 50%|████▉     | 413/833 [04:34<02:17,  3.05it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC464413.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC464413.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC464413.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 52%|█████▏    | 437/833 [04:43<01:24,  4.69it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC520390.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC520390.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC520390.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 53%|█████▎    | 444/833 [04:45<01:10,  5.51it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC524582.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC524582.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC524582.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 54%|█████▍    | 450/833 [04:51<06:38,  1.04s/it]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC540847.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC540847.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC540847.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 55%|█████▌    | 461/833 [05:03<05:04,  1.22it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC568696.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC568696.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC568696.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 61%|██████    | 506/833 [05:28<02:21,  2.32it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC574330.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC574330.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC574330.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 64%|██████▍   | 532/833 [05:41<02:00,  2.49it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC574726.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC574726.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC574726.mp3 Invalid argument\n","\n","Error processing XC574729.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC574729.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC574729.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":["\r 64%|██████▍   | 535/833 [05:42<01:19,  3.77it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC574732.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC574732.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC574732.mp3 Invalid argument\n","\n","Error processing XC574735.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC574735.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC574735.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 68%|██████▊   | 563/833 [05:52<01:22,  3.29it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC576901.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC576901.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC576901.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 68%|██████▊   | 566/833 [05:55<02:23,  1.86it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC576904.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC576904.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC576904.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 69%|██████▉   | 574/833 [05:57<01:28,  2.93it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC576917.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC576917.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC576917.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":["\r 69%|██████▉   | 576/833 [05:59<01:54,  2.24it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC576934.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC576934.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC576934.mp3 Invalid argument\n","\n","Error processing XC576935.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC576935.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC576935.mp3 Invalid argument\n","\n","Error processing XC576936.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC576936.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC576936.mp3 Invalid argument\n","\n","Error processing XC576937.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC576937.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC576937.mp3 Invalid argument\n","\n","Error processing XC576939.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC576939.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC576939.mp3 Invalid argument\n","\n","Error processing XC577171.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC577171.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC577171.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 70%|███████   | 585/833 [06:02<01:55,  2.15it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC577245.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC577245.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC577245.mp3 Invalid argument\n","\n","Error processing XC577247.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC577247.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC577247.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 71%|███████   | 591/833 [06:03<00:59,  4.05it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC577249.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC577249.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC577249.mp3 Invalid argument\n","\n","Error processing XC577275.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC577275.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC577275.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 76%|███████▌  | 634/833 [06:32<03:48,  1.15s/it]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC583225.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC583225.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC583225.mp3 Invalid argument\n","\n","Error processing XC583228.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC583228.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC583228.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 78%|███████▊  | 650/833 [06:44<01:13,  2.50it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC585629.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC585629.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC585629.mp3 Invalid argument\n","\n","Error processing XC587230.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC587230.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC587230.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 79%|███████▉  | 658/833 [06:50<03:20,  1.14s/it]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC592532.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC592532.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC592532.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 83%|████████▎ | 690/833 [07:13<00:46,  3.07it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC598032.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC598032.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC598032.mp3 Invalid argument\n","\n","Error processing XC598033.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC598033.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC598033.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 84%|████████▍ | 698/833 [07:19<01:28,  1.53it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC608596.mp3: Failed to decode audio samples: Could not push packet to decoder: Invalid data found when processing input\n"]},{"output_type":"stream","name":"stderr","text":[" 96%|█████████▋| 803/833 [08:21<00:05,  5.56it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC785416.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC785416.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC785416.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":[" 99%|█████████▊| 821/833 [08:31<00:06,  1.81it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Error processing XC892006.mp3: Failed to create AudioDecoder for /content/drive/MyDrive/bird-sounds-rnn/raw/XC892006.mp3: Could not open input file: /content/drive/MyDrive/bird-sounds-rnn/raw/XC892006.mp3 Invalid argument\n"]},{"output_type":"stream","name":"stderr","text":["100%|██████████| 833/833 [08:53<00:00,  1.56it/s]"]},{"output_type":"stream","name":"stdout","text":["\n","Conversion complete!\n","Generated 8037 Mel spectrogram images (5s clips).\n","All saved in: /content/drive/MyDrive/bird-sounds-rnn/mel_specs/all/\n","Each image is ~128 × 431 pixels – perfect for CNNs or patching into Transformers.\n","Next step: Build a labeled Dataset using your species map and start training!\n"]},{"output_type":"stream","name":"stderr","text":["\n"]}]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","\n","import os\n","import json\n","import torch\n","import torch.nn as nn\n","import torch.optim as optim\n","from torch.utils.data import Dataset, DataLoader, WeightedRandomSampler\n","from torchvision import transforms, models\n","from PIL import Image\n","from tqdm import tqdm\n","import numpy as np\n","\n","# ================== PATHS ==================\n","spec_dir = '/content/drive/MyDrive/bird-sounds-rnn/mel_specs/all/'\n","json_path = '/content/data_file.txt'  # Adjust if path different\n","\n","with open(json_path, 'r') as f:\n","    xc_to_species = json.load(f)\n","\n","# ================== DYNAMIC LABEL MAP FOR ALL BIRDS ==================\n","unique_species = sorted(set(xc_to_species.values()))\n","\n","label_map = {species: idx for idx, species in enumerate(unique_species)}\n","num_classes = len(unique_species)\n","class_names = unique_species  # List of all scientific names\n","\n","print(f\"Found {num_classes} unique bird species!\")\n","print(\"Classes:\", class_names)  # Will print all ~200+ species\n","\n","# ================== CUSTOM DATASET ==================\n","class BirdSpecDataset(Dataset):\n","    def __init__(self, spec_dir, xc_to_species, label_map, transform=None):\n","        self.spec_dir = spec_dir\n","        self.xc_to_species = xc_to_species\n","        self.label_map = label_map\n","        self.transform = transform\n","\n","        self.files = [f for f in os.listdir(spec_dir) if f.endswith('.png')]\n","        self.labels = []\n","        for f in self.files:\n","            xc_id = f.split('_')[0].replace('XC', '')\n","            sci_name = xc_to_species.get(xc_id, \"unknown\")  # fallback\n","            label = label_map.get(sci_name, label_map.get(\"unknown\", 0))  # fallback to 0\n","            self.labels.append(label)\n","\n","    def __len__(self):\n","        return len(self.files)\n","\n","    def __getitem__(self, idx):\n","        img_path = os.path.join(self.spec_dir, self.files[idx])\n","        image = Image.open(img_path).convert('RGB')\n","        label = self.labels[idx]\n","\n","        if self.transform:\n","            image = self.transform(image)\n","\n","        return image, label\n","\n","# ================== TRANSFORMS ==================\n","train_transform = transforms.Compose([\n","    transforms.RandomResizedCrop(224, scale=(0.8, 1.0)),\n","    transforms.RandomHorizontalFlip(),\n","    transforms.ColorJitter(brightness=0.2, contrast=0.2),\n","    transforms.ToTensor(),\n","    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n","])\n","\n","val_transform = transforms.Compose([\n","    transforms.Resize((224, 224)),\n","    transforms.ToTensor(),\n","    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n","])\n","\n","# ================== FULL DATASET & SPLIT ==================\n","full_dataset = BirdSpecDataset(spec_dir, xc_to_species, label_map)\n","\n","train_size = int(0.85 * len(full_dataset))\n","val_size = len(full_dataset) - train_size\n","generator = torch.Generator().manual_seed(42)\n","\n","split = torch.utils.data.random_split(\n","    range(len(full_dataset)),\n","    [train_size, val_size],\n","    generator=generator\n",")\n","\n","train_indices = split[0].indices\n","val_indices = split[1].indices\n","\n","train_dataset = BirdSpecDataset(spec_dir, xc_to_species, label_map, transform=train_transform)\n","train_dataset.files = [full_dataset.files[i] for i in train_indices]\n","train_dataset.labels = [full_dataset.labels[i] for i in train_indices]\n","\n","val_dataset = BirdSpecDataset(spec_dir, xc_to_species, label_map, transform=val_transform)\n","val_dataset.files = [full_dataset.files[i] for i in val_indices]\n","val_dataset.labels = [full_dataset.labels[i] for i in val_indices]\n","\n","# ================== BALANCED SAMPLER (for multi-class) ==================\n","train_labels_np = np.array(train_dataset.labels)\n","class_counts = np.bincount(train_labels_np, minlength=num_classes)\n","class_weights = 1. / (class_counts + 1e-6)\n","sample_weights = class_weights[train_labels_np]\n","\n","sampler = WeightedRandomSampler(sample_weights, len(sample_weights), replacement=True)\n","\n","train_loader = DataLoader(train_dataset, batch_size=32, sampler=sampler, num_workers=2, pin_memory=True)\n","val_loader = DataLoader(val_dataset, batch_size=32, shuffle=False, num_workers=2, pin_memory=True)\n","\n","print(f\"Total images: {len(full_dataset)} | Train: {len(train_dataset)} | Val: {len(val_dataset)}\")\n","print(f\"Training on ALL {num_classes} bird species dynamically!\")\n","\n","# ================== MODEL ==================\n","device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n","model = models.mobilenet_v3_small(pretrained=True)\n","model.classifier[3] = nn.Linear(model.classifier[3].in_features, num_classes)\n","model = model.to(device)\n","\n","criterion = nn.CrossEntropyLoss()\n","optimizer = optim.AdamW(model.parameters(), lr=0.001, weight_decay=0.01)\n","scheduler = optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=20)\n","\n","# ================== TRAINING LOOP ==================\n","num_epochs = 30  # More epochs for many classes\n","best_acc = 0.0\n","\n","for epoch in range(num_epochs):\n","    model.train()\n","    running_loss = 0.0\n","    for inputs, labels in tqdm(train_loader, desc=f\"Epoch {epoch+1}/{num_epochs}\"):\n","        inputs, labels = inputs.to(device), labels.to(device)\n","        optimizer.zero_grad()\n","        outputs = model(inputs)\n","        loss = criterion(outputs, labels)\n","        loss.backward()\n","        optimizer.step()\n","        running_loss += loss.item()\n","\n","    # Validation\n","    model.eval()\n","    correct = 0\n","    total = 0\n","    with torch.no_grad():\n","        for inputs, labels in val_loader:\n","            inputs, labels = inputs.to(device), labels.to(device)\n","            outputs = model(inputs)\n","            _, predicted = torch.max(outputs, 1)\n","            total += labels.size(0)\n","            correct += (predicted == labels).sum().item()\n","\n","    acc = 100 * correct / total if total > 0 else 0\n","    print(f\"\\nEpoch {epoch+1} - Loss: {running_loss/len(train_loader):.4f} - Val Acc: {acc:.2f}%\")\n","\n","    if acc > best_acc:\n","        best_acc = acc\n","        torch.save({\n","            'model_state_dict': model.state_dict(),\n","            'label_map': label_map  # Save map for inference\n","        }, '/content/drive/MyDrive/bird-sounds-rnn/multi_species_model.pth')\n","\n","    scheduler.step()\n","\n","print(f\"\\nTraining complete on ALL bird species! Best val acc: {best_acc:.2f}%\")\n","print(\"Model + label map saved. For inference, load label_map to get species names from predictions.\")"],"metadata":{"id":"CQdwOJ6II9NR","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1767586504425,"user_tz":-330,"elapsed":2229922,"user":{"displayName":"Aaryan Kakad","userId":"03943863255411341958"}},"outputId":"31c45372-88e6-420f-cdab-52fbe6cd53cf"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n","Found 204 unique bird species!\n","Classes: ['Accipiter badius', 'Acridotheres fuscus', 'Acridotheres tristis', 'Acrocephalus dumetorum', 'Acrocephalus stentoreus', 'Aegithina tiphia', 'Aethopyga vigorsii', 'Alauda gulgula', 'Alcedo atthis', 'Alcippe poioicephala', 'Amandava amandava', 'Amaurornis phoenicurus', 'Ammomanes phoenicura', 'Anas poecilorhyncha', 'Anous tenuirostris', 'Anthus campestris', 'Anthus cervinus', 'Apus affinis', 'Ardea purpurea', 'Arenaria interpres', 'Argya caudata', 'Argya malcolmi', 'Argya striata', 'Artamus fuscus', 'Athene blewitti', 'Athene brama', 'Bubo bengalensis', 'Bubulcus coromandus', 'Cacomantis passerinus', 'Cacomantis sonneratii', 'Calidris ferruginea', 'Calidris tenuirostris', 'Caprimulgus asiaticus', 'Caprimulgus atripennis', 'Caprimulgus indicus', 'Cecropis daurica', 'Centropus sinensis', 'Ceyx erithaca', 'Charadrius dubius', 'Chlidonias hybrida', 'Chloropsis aurifrons', 'Chloropsis jerdoni', 'Chrysocolaptes festivus', 'Chrysomma sinense', 'Ciconia ciconia', 'Cinnyris asiaticus', 'Cinnyris lotenius', 'Cisticola juncidis', 'Copsychus fulicatus', 'Copsychus malabaricus', 'Copsychus saularis', 'Coracina macei', 'Corvus culminatus', 'Corvus macrorhynchos', 'Corvus splendens', 'Coturnix coromandelica', 'Cuculus micropterus', 'Culicicapa ceylonensis', 'Curruca curruca', 'Cyornis pallidipes', 'Cyornis tickelliae', 'Cypsiurus balasiensis', 'Dendrocitta vagabunda', 'Dendrocygna javanica', 'Dendronanthus indicus', 'Dicaeum agile', 'Dicaeum erythrorhynchos', 'Dicrurus aeneus', 'Dicrurus caerulescens', 'Dicrurus leucophaeus', 'Dicrurus macrocercus', 'Dicrurus paradiseus', 'Dinopium benghalense', 'Dumetia hyperythra', 'Duttaphrynus melanostictus', 'Emberiza lathami', 'Emberiza striolata', 'Eudynamys scolopaceus', 'Falco peregrinus', 'Ficedula parva', 'Ficedula superciliaris', 'Francolinus pictus', 'Funambulus palmarum', 'Galerida malabarica', 'Gallicrex cinerea', 'Galloperdix spadicea', 'Gallus sonneratii', 'Geokichla citrina', 'Glaucidium radiatum', 'Gracupica contra', 'Gymnoris xanthocollis', 'Haematopus ostralegus', 'Halcyon pileata', 'Halcyon smyrnensis', 'Harpactes fasciatus', 'Helopsaltes certhiola', 'Hemicircus canente', 'Hieraaetus pennatus', 'Hierococcyx varius', 'Himantopus himantopus', 'Hydrophasianus chirurgus', 'Hydroprogne caspia', 'Hypothymis azurea', 'Hypsipetes ganeesa', 'Iduna rama', 'Irena puella', 'Ixobrychus cinnamomeus', 'Jynx torquilla', 'Lalage melanoptera', 'Lanius schach', 'Larvivora brunnea', 'Leiopicus mahrattensis', 'Leptocoma minima', 'Leptocoma zeylonica', 'Limnodromus scolopaceus', 'Luscinia svecica', 'Machlolophus aplonotus', 'Merops orientalis', 'Micropternus brachyurus', 'Milvus migrans', 'Monticola solitarius', 'Motacilla flava', 'Motacilla maderaspatensis', 'Myophonus horsfieldii', 'Mystery mystery', 'Ninox scutulata', 'Numenius arquata', 'Ocyceros birostris', 'Ocyceros griseus', 'Oenanthe fusca', 'Oriolus chinensis', 'Oriolus kundoo', 'Oriolus xanthornus', 'Orthotomus sutorius', 'Ortygornis pondicerianus', 'Otus bakkamoena', 'Otus sunia', 'Parus cinereus', 'Passer domesticus', 'Pastor roseus', 'Pellorneum ruficeps', 'Perdicula asiatica', 'Pericrocotus cinnamomeus', 'Phoenicopterus roseus', 'Phylloscopus griseolus', 'Phylloscopus humei', 'Phylloscopus inornatus', 'Phylloscopus nitidus', 'Phylloscopus trochiloides', 'Phylloscopus tytleri', 'Pitta brachyura', 'Ploceus philippinus', 'Pluvialis squatarola', 'Pomatorhinus horsfieldii', 'Porphyrio poliocephalus', 'Prinia buchanani', 'Prinia hodgsonii', 'Prinia inornata', 'Prinia socialis', 'Prinia sylvatica', 'Pseudibis papillosa', 'Psilopogon haemacephalus', 'Psilopogon viridis', 'Psilopogon zeylanicus', 'Psittacula columboides', 'Psittacula cyanocephala', 'Psittacula eupatria', 'Psittacula krameri', 'Ptyonoprogne concolor', 'Pycnonotus cafer', 'Pycnonotus jocosus', 'Pycnonotus leucotis', 'Pycnonotus luteolus', 'Rallina eurizonoides', 'Rhipidura albogularis', 'Rhipidura aureola', 'Rostratula benghalensis', 'Saxicola caprata', 'Schoenicola platyurus', 'Schoenicola striatus', 'Sonus naturalis', 'Spilopelia chinensis', 'Spilopelia senegalensis', 'Spilornis cheela', 'Sterna aurantia', 'Sternula saundersi', 'Strix leptogrammica', 'Strix ocellata', 'Surniculus dicruroides', 'Tachybaptus ruficollis', 'Tadorna ferruginea', 'Tarbinskiellus portentosus', 'Tephrodornis pondicerianus', 'Terpsiphone paradisi', 'Treron affinis', 'Treron phoenicopterus', 'Tringa glareola', 'Tringa totanus', 'Turdus simillimus', 'Tyto alba', 'Tyto javanica', 'Vanellus indicus', 'Zapornia fusca', 'Zosterops palpebrosus']\n","Total images: 8049 | Train: 6841 | Val: 1208\n","Training on ALL 204 bird species dynamically!\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 1/30: 100%|██████████| 214/214 [02:08<00:00,  1.67it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 1 - Loss: 2.0395 - Val Acc: 20.45%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 2/30: 100%|██████████| 214/214 [01:06<00:00,  3.22it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 2 - Loss: 0.5967 - Val Acc: 21.19%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 3/30: 100%|██████████| 214/214 [01:06<00:00,  3.20it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 3 - Loss: 0.3628 - Val Acc: 46.11%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 4/30: 100%|██████████| 214/214 [01:03<00:00,  3.36it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 4 - Loss: 0.2600 - Val Acc: 56.54%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 5/30: 100%|██████████| 214/214 [01:03<00:00,  3.36it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 5 - Loss: 0.2064 - Val Acc: 47.43%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 6/30: 100%|██████████| 214/214 [01:04<00:00,  3.31it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 6 - Loss: 0.1728 - Val Acc: 56.54%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 7/30: 100%|██████████| 214/214 [01:03<00:00,  3.35it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 7 - Loss: 0.1225 - Val Acc: 48.43%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 8/30: 100%|██████████| 214/214 [01:03<00:00,  3.35it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 8 - Loss: 0.1107 - Val Acc: 54.64%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 9/30: 100%|██████████| 214/214 [01:04<00:00,  3.34it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 9 - Loss: 0.0765 - Val Acc: 67.14%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 10/30: 100%|██████████| 214/214 [01:04<00:00,  3.34it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 10 - Loss: 0.0543 - Val Acc: 59.60%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 11/30: 100%|██████████| 214/214 [01:04<00:00,  3.32it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 11 - Loss: 0.0558 - Val Acc: 63.33%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 12/30: 100%|██████████| 214/214 [01:03<00:00,  3.35it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 12 - Loss: 0.0431 - Val Acc: 61.09%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 13/30: 100%|██████████| 214/214 [01:02<00:00,  3.42it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 13 - Loss: 0.0281 - Val Acc: 65.07%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 14/30: 100%|██████████| 214/214 [01:03<00:00,  3.39it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 14 - Loss: 0.0245 - Val Acc: 63.66%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 15/30: 100%|██████████| 214/214 [01:02<00:00,  3.42it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 15 - Loss: 0.0223 - Val Acc: 63.66%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 16/30: 100%|██████████| 214/214 [01:02<00:00,  3.44it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 16 - Loss: 0.0170 - Val Acc: 67.96%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 17/30: 100%|██████████| 214/214 [01:02<00:00,  3.43it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 17 - Loss: 0.0107 - Val Acc: 66.47%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 18/30: 100%|██████████| 214/214 [01:02<00:00,  3.42it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 18 - Loss: 0.0102 - Val Acc: 66.06%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 19/30: 100%|██████████| 214/214 [01:02<00:00,  3.44it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 19 - Loss: 0.0140 - Val Acc: 66.47%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 20/30: 100%|██████████| 214/214 [01:02<00:00,  3.44it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 20 - Loss: 0.0125 - Val Acc: 66.56%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 21/30: 100%|██████████| 214/214 [01:02<00:00,  3.43it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 21 - Loss: 0.0096 - Val Acc: 66.31%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 22/30: 100%|██████████| 214/214 [01:03<00:00,  3.38it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 22 - Loss: 0.0141 - Val Acc: 66.89%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 23/30: 100%|██████████| 214/214 [01:03<00:00,  3.39it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 23 - Loss: 0.0103 - Val Acc: 67.47%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 24/30: 100%|██████████| 214/214 [01:03<00:00,  3.36it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 24 - Loss: 0.0124 - Val Acc: 67.30%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 25/30: 100%|██████████| 214/214 [01:04<00:00,  3.34it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 25 - Loss: 0.0124 - Val Acc: 66.14%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 26/30: 100%|██████████| 214/214 [01:04<00:00,  3.30it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 26 - Loss: 0.0124 - Val Acc: 65.48%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 27/30: 100%|██████████| 214/214 [01:03<00:00,  3.37it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 27 - Loss: 0.0163 - Val Acc: 65.81%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 28/30: 100%|██████████| 214/214 [01:03<00:00,  3.40it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 28 - Loss: 0.0252 - Val Acc: 55.71%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 29/30: 100%|██████████| 214/214 [01:02<00:00,  3.41it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 29 - Loss: 0.0749 - Val Acc: 56.79%\n"]},{"output_type":"stream","name":"stderr","text":["Epoch 30/30: 100%|██████████| 214/214 [01:02<00:00,  3.40it/s]\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 30 - Loss: 0.0777 - Val Acc: 59.85%\n","\n","Training complete on ALL bird species! Best val acc: 67.96%\n","Model + label map saved. For inference, load label_map to get species names from predictions.\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"ZwlEp4LsMzVm"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"jfPzkxz9Xeub"},"execution_count":null,"outputs":[]}]}