{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.11","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":91844,"databundleVersionId":11361821,"sourceType":"competition"}],"dockerImageVersionId":31012,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# BirdCLEF 2025 Exploratory Data Analysis\nSổ tay này phân tích tập dữ liệu BirdCLEF để làm rõ:\n- Độ dài trung bình của các tệp train audio\n- Số lượng mẫu tối thiểu cho mỗi loài\n- Phân phối loại tiếng kêu/tiếng hót (có hình ảnh trực quan)\n- Xếp hạng chất lượng âm thanh và khả năng sử dụng của chúng để xử lý tiếng ồn\n- Phân tích mẫu tần suất để xác định loài","metadata":{}},{"cell_type":"markdown","source":"## Thiết lập và Cấu hình","metadata":{}},{"cell_type":"code","source":"import pandas as pd # Thao tác dữ liệu \nimport numpy as np\nimport os\nimport librosa # Xử lý âm thanh\n\n# Trực quan hóa\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom tqdm.notebook import tqdm\nimport warnings\nfrom pathlib import Path\nimport plotly.express as px\nimport plotly.graph_objects as go\nfrom collections import Counter, defaultdict\n\n# Xử lý tín hiệu\nfrom scipy import stats\nfrom scipy.signal import periodogram\n\nimport gc  # Dọn rác\nimport json\nimport time\n\nwarnings.filterwarnings('ignore')\n\n# Thiết lập tùy chọn hiển thị\npd.set_option('display.max_columns', None)\nsns.set(style=\"whitegrid\")\n\n# Cho các ô tương tác trong sổ tay\n%matplotlib inline","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:25:15.759235Z","iopub.execute_input":"2025-04-20T15:25:15.760172Z","iopub.status.idle":"2025-04-20T15:25:21.31968Z","shell.execute_reply.started":"2025-04-20T15:25:15.760132Z","shell.execute_reply":"2025-04-20T15:25:21.318707Z"}},"outputs":[],"execution_count":1},{"cell_type":"markdown","source":"## Lớp cấu hình (Configuration Class)\nThiết lập một lớp cấu hình để lưu trữ tất cả các tham số và đường dẫn. Điều này giúp dễ dàng điều chỉnh cài đặt ở một nơi.","metadata":{}},{"cell_type":"code","source":"class Config:\n    # Tùy chọn chế độ gỡ lỗi\n    DEBUG_MODE = False  # Đặt thành False để xử lý toàn bộ tập dữ liệu\n    VISUALIZE = True   # Có hiển thị biểu đồ trực quan không?\n    SAMPLE_SIZE = 100  # Số lượng tệp sẽ được phân tích khi bật chế độ debug\n    \n    # Đường dẫn thư mục\n    BASE_DIR = '/kaggle/input/birdclef-2025/'  # Thư mục gốc chứa tập dữ liệu\n    TRAIN_AUDIO_DIR = os.path.join(BASE_DIR, 'train_audio')  # Thư mục chứa file âm thanh huấn luyện\n    TRAIN_SOUNDSCAPES_DIR = os.path.join(BASE_DIR, 'train_soundscapes')  # Thư mục chứa soundscape huấn luyện\n    TEST_SOUNDSCAPES_DIR = os.path.join(BASE_DIR, 'test_soundscapes')    # Thư mục chứa soundscape kiểm thử\n    OUTPUT_DIR = \"/kaggle/working/\"  # Thư mục để lưu kết quả đầu ra\n    \n    # Thông số âm thanh\n    SR = 32000  # Tần số lấy mẫu (sampling rate)\n    \n    def __init__(self):\n        # Điều chỉnh đường dẫn khi chạy trong môi trường local\n        if not os.path.exists(self.BASE_DIR):\n            print(\"Đang điều chỉnh đường dẫn cho môi trường local...\")\n            self.BASE_DIR = \"./data\"\n            self.TRAIN_AUDIO_DIR = \"./data/train_audio\"\n            self.TRAIN_SOUNDSCAPES_DIR = \"./data/train_soundscapes\"\n            self.TEST_SOUNDSCAPES_DIR = \"./data/test_soundscapes\" \n            self.OUTPUT_DIR = \"./output\"\n            os.makedirs(self.OUTPUT_DIR, exist_ok=True)\n\n# Khởi tạo cấu hình\ncfg = Config()\n\n# In ra các đường dẫn\nprint(f\"Thư mục gốc: {cfg.BASE_DIR}\")\nprint(f\"Thư mục âm thanh huấn luyện: {cfg.TRAIN_AUDIO_DIR}\")\nprint(f\"Thư mục lưu kết quả: {cfg.OUTPUT_DIR}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:25:21.321268Z","iopub.execute_input":"2025-04-20T15:25:21.321959Z","iopub.status.idle":"2025-04-20T15:25:21.330906Z","shell.execute_reply.started":"2025-04-20T15:25:21.321933Z","shell.execute_reply":"2025-04-20T15:25:21.329954Z"}},"outputs":[{"name":"stdout","text":"Thư mục gốc: /kaggle/input/birdclef-2025/\nThư mục âm thanh huấn luyện: /kaggle/input/birdclef-2025/train_audio\nThư mục lưu kết quả: /kaggle/working/\n","output_type":"stream"}],"execution_count":2},{"cell_type":"markdown","source":"## Các hàm tiện ích\nĐịnh nghĩa một số hàm để:\n1. Tải và xử lý các tệp âm thanh\n2. Đánh giá chất lượng âm thanh\n3. Trích xuất các đặc điểm tần số\n4. Phân tích siêu dữ liệu từ tên tệp","metadata":{}},{"cell_type":"code","source":"# Hàm tải file âm thanh và trả về dạng sóng âm (waveform)\ndef load_audio_file(file_path, sr=Config.SR):\n    \"\"\"\n    Tải file âm thanh và trả về sóng âm\n    \"\"\"\n    try:\n        y, _ = librosa.load(file_path, sr=sr)\n        return y\n    except Exception as e:\n        print(f\"Lỗi khi tải {file_path}: {e}\")\n        return None\n\n# Hàm đánh giá chất lượng âm thanh\ndef assess_audio_quality(y):\n    \"\"\"\n    Đánh giá chất lượng âm thanh dựa trên thống kê tín hiệu\n    Trả về điểm chất lượng từ 0 đến 1\n    \"\"\"\n    if y is None or len(y) == 0:\n        return 0\n    \n    # Tính các thống kê tín hiệu\n    signal_std = np.std(y)\n    signal_var = np.var(y)\n    signal_rms = np.sqrt(np.mean(np.square(y)))\n    signal_pwr = np.mean(np.square(y))\n    \n    # Tính tổng thống kê\n    t_stat = signal_std + signal_var + signal_rms + signal_pwr\n    \n    # Chuẩn hóa về khoảng từ 0 đến 1 (ước lượng)\n    quality_score = min(1.0, t_stat * 100)\n    \n    return quality_score\n\n# Hàm trích xuất đặc trưng tần số\ndef extract_frequency_characteristics(y, sr=Config.SR):\n    \"\"\"\n    Trích xuất các đặc trưng miền tần số từ âm thanh\n    \"\"\"\n    if y is None or len(y) == 0:\n        return None\n    \n    # Tính mật độ phổ công suất (Power Spectral Density)\n    freqs, psd = periodogram(y, fs=sr)\n    \n    # Xác định tần số trội nhất\n    dominant_freq = freqs[np.argmax(psd)]\n    \n    # Giới hạn phân tích trong dải tần nghe được: 20Hz - 20kHz\n    idx_range = np.where((freqs >= 20) & (freqs <= 20000))[0]\n    \n    if len(idx_range) > 0:\n        audible_freqs = freqs[idx_range]\n        audible_psd = psd[idx_range]\n        \n        # Tính trọng tâm phổ (trung bình có trọng số của tần số)\n        if np.sum(audible_psd) > 0:\n            spectral_centroid = np.sum(audible_freqs * audible_psd) / np.sum(audible_psd)\n        else:\n            spectral_centroid = 0\n            \n        # Tính độ rộng phổ (độ phân tán của tần số)\n        if np.sum(audible_psd) > 0:\n            spectral_bandwidth = np.sqrt(np.sum(((audible_freqs - spectral_centroid) ** 2) * audible_psd) / np.sum(audible_psd))\n        else:\n            spectral_bandwidth = 0\n            \n        # Tính độ phẳng phổ (tỉ lệ trung bình hình học / trung bình số học)\n        # Cho biết âm thanh mang tính nhiễu (1) hay mang tính giai điệu (0)\n        audible_psd_nonzero = audible_psd[audible_psd > 0]\n        if len(audible_psd_nonzero) > 0:\n            spectral_flatness = stats.mstats.gmean(audible_psd_nonzero) / np.mean(audible_psd_nonzero)\n        else:\n            spectral_flatness = 0\n    else:\n        spectral_centroid = 0\n        spectral_bandwidth = 0\n        spectral_flatness = 0\n    \n    return {\n        'dominant_frequency': dominant_freq,       # Tần số trội nhất\n        'spectral_centroid': spectral_centroid,    # Trọng tâm phổ\n        'spectral_bandwidth': spectral_bandwidth,  # Độ rộng phổ\n        'spectral_flatness': spectral_flatness     # Độ phẳng phổ\n    }\n\n# Hàm trích xuất loại âm thanh từ tên file\ndef extract_call_type_from_filename(filename):\n    \"\"\"\n    Trích xuất loại âm thanh từ tên file nếu có\n    Mẫu tên thường gặp: XC######-{call_type}.ogg\n    \"\"\"\n    call_types = [\n        'song', 'call', 'alarm', 'flight', 'drum', 'display', 'duet', \n        'juvenile', 'begging', 'contact', 'excited', 'warn', 'wing',\n        'dawn', 'growl', 'chatter', 'trill', 'whistle'\n    ]\n    \n    filename_lower = filename.lower()\n    \n    for call_type in call_types:\n        if call_type in filename_lower:\n            return call_type\n    \n    # Nếu không tìm thấy loại âm thanh cụ thể nào\n    if 'song' in filename_lower:\n        return 'song'\n    elif 'call' in filename_lower:\n        return 'call'\n    else:\n        return 'unknown'\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:25:21.33188Z","iopub.execute_input":"2025-04-20T15:25:21.332192Z","iopub.status.idle":"2025-04-20T15:25:21.400337Z","shell.execute_reply.started":"2025-04-20T15:25:21.332164Z","shell.execute_reply":"2025-04-20T15:25:21.399544Z"}},"outputs":[],"execution_count":3},{"cell_type":"markdown","source":"## Dữ liệu mô tả\nĐầu tiên, hãy dữ liệu từ tệp train.csv. Tệp này chứa thông tin quan trọng về từng bản ghi âm, bao gồm nhãn loài, xếp hạng và thông tin địa lý.","metadata":{}},{"cell_type":"code","source":"# Thử tải metadata (dữ liệu mô tả)\ndef load_metadata(cfg):\n    try:\n        metadata_path = os.path.join(cfg.BASE_DIR, 'train.csv')\n        if os.path.exists(metadata_path):\n            metadata_df = pd.read_csv(metadata_path)\n            print(f\"Đã tải metadata với {len(metadata_df)} dòng\")\n            return metadata_df\n        else:\n            print(\"Không tìm thấy file metadata, chuyển sang phân tích từ hệ thống tệp\")\n            return None\n    except Exception as e:\n        print(f\"Lỗi khi tải metadata: {e}\")\n        return None\n\nmetadata_df = load_metadata(cfg)\n\n# Hiển thị một mẫu của metadata nếu có\nif metadata_df is not None:\n    print(\"\\nCác cột trong metadata:\", metadata_df.columns.tolist())\n    print(\"\\nMẫu dữ liệu metadata:\")\n    display(metadata_df.head())\n    \n    # Đếm số loài duy nhất\n    unique_species = metadata_df['primary_label'].nunique()\n    print(f\"\\nSố lượng loài duy nhất: {unique_species}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:25:21.401276Z","iopub.execute_input":"2025-04-20T15:25:21.401817Z","iopub.status.idle":"2025-04-20T15:25:21.65451Z","shell.execute_reply.started":"2025-04-20T15:25:21.401782Z","shell.execute_reply":"2025-04-20T15:25:21.653428Z"}},"outputs":[{"name":"stdout","text":"Đã tải metadata với 28564 dòng\n\nCác cột trong metadata: ['primary_label', 'secondary_labels', 'type', 'filename', 'collection', 'rating', 'url', 'latitude', 'longitude', 'scientific_name', 'common_name', 'author', 'license']\n\nMẫu dữ liệu metadata:\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"  primary_label secondary_labels  type              filename collection  \\\n0       1139490             ['']  ['']  1139490/CSA36385.ogg        CSA   \n1       1139490             ['']  ['']  1139490/CSA36389.ogg        CSA   \n2       1192948             ['']  ['']  1192948/CSA36358.ogg        CSA   \n3       1192948             ['']  ['']  1192948/CSA36366.ogg        CSA   \n4       1192948             ['']  ['']  1192948/CSA36373.ogg        CSA   \n\n   rating                                                url  latitude  \\\n0     0.0  http://colecciones.humboldt.org.co/rec/sonidos...    7.3206   \n1     0.0  http://colecciones.humboldt.org.co/rec/sonidos...    7.3206   \n2     0.0  http://colecciones.humboldt.org.co/rec/sonidos...    7.3791   \n3     0.0  http://colecciones.humboldt.org.co/rec/sonidos...    7.2800   \n4     0.0  http://colecciones.humboldt.org.co/rec/sonidos...    7.3791   \n\n   longitude        scientific_name            common_name             author  \\\n0   -73.7128   Ragoniella pulchella   Ragoniella pulchella  Fabio A. Sarria-S   \n1   -73.7128   Ragoniella pulchella   Ragoniella pulchella  Fabio A. Sarria-S   \n2   -73.7313  Oxyprora surinamensis  Oxyprora surinamensis  Fabio A. Sarria-S   \n3   -73.8582  Oxyprora surinamensis  Oxyprora surinamensis  Fabio A. Sarria-S   \n4   -73.7313  Oxyprora surinamensis  Oxyprora surinamensis  Fabio A. Sarria-S   \n\n           license  \n0  cc-by-nc-sa 4.0  \n1  cc-by-nc-sa 4.0  \n2  cc-by-nc-sa 4.0  \n3  cc-by-nc-sa 4.0  \n4  cc-by-nc-sa 4.0  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>primary_label</th>\n      <th>secondary_labels</th>\n      <th>type</th>\n      <th>filename</th>\n      <th>collection</th>\n      <th>rating</th>\n      <th>url</th>\n      <th>latitude</th>\n      <th>longitude</th>\n      <th>scientific_name</th>\n      <th>common_name</th>\n      <th>author</th>\n      <th>license</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1139490</td>\n      <td>['']</td>\n      <td>['']</td>\n      <td>1139490/CSA36385.ogg</td>\n      <td>CSA</td>\n      <td>0.0</td>\n      <td>http://colecciones.humboldt.org.co/rec/sonidos...</td>\n      <td>7.3206</td>\n      <td>-73.7128</td>\n      <td>Ragoniella pulchella</td>\n      <td>Ragoniella pulchella</td>\n      <td>Fabio A. Sarria-S</td>\n      <td>cc-by-nc-sa 4.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1139490</td>\n      <td>['']</td>\n      <td>['']</td>\n      <td>1139490/CSA36389.ogg</td>\n      <td>CSA</td>\n      <td>0.0</td>\n      <td>http://colecciones.humboldt.org.co/rec/sonidos...</td>\n      <td>7.3206</td>\n      <td>-73.7128</td>\n      <td>Ragoniella pulchella</td>\n      <td>Ragoniella pulchella</td>\n      <td>Fabio A. Sarria-S</td>\n      <td>cc-by-nc-sa 4.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1192948</td>\n      <td>['']</td>\n      <td>['']</td>\n      <td>1192948/CSA36358.ogg</td>\n      <td>CSA</td>\n      <td>0.0</td>\n      <td>http://colecciones.humboldt.org.co/rec/sonidos...</td>\n      <td>7.3791</td>\n      <td>-73.7313</td>\n      <td>Oxyprora surinamensis</td>\n      <td>Oxyprora surinamensis</td>\n      <td>Fabio A. Sarria-S</td>\n      <td>cc-by-nc-sa 4.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1192948</td>\n      <td>['']</td>\n      <td>['']</td>\n      <td>1192948/CSA36366.ogg</td>\n      <td>CSA</td>\n      <td>0.0</td>\n      <td>http://colecciones.humboldt.org.co/rec/sonidos...</td>\n      <td>7.2800</td>\n      <td>-73.8582</td>\n      <td>Oxyprora surinamensis</td>\n      <td>Oxyprora surinamensis</td>\n      <td>Fabio A. Sarria-S</td>\n      <td>cc-by-nc-sa 4.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1192948</td>\n      <td>['']</td>\n      <td>['']</td>\n      <td>1192948/CSA36373.ogg</td>\n      <td>CSA</td>\n      <td>0.0</td>\n      <td>http://colecciones.humboldt.org.co/rec/sonidos...</td>\n      <td>7.3791</td>\n      <td>-73.7313</td>\n      <td>Oxyprora surinamensis</td>\n      <td>Oxyprora surinamensis</td>\n      <td>Fabio A. Sarria-S</td>\n      <td>cc-by-nc-sa 4.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}},{"name":"stdout","text":"\nSố lượng loài duy nhất: 206\n","output_type":"stream"}],"execution_count":4},{"cell_type":"markdown","source":"## Tải dữ liệu phân loại(Taxonomy)\nDữ liệu phân loại cung cấp thông tin bổ sung về các loài, bao gồm phân loại phân loại của chúng","metadata":{}},{"cell_type":"code","source":"# Thử tải dữ liệu phân loại sinh học (taxonomy)\ndef load_taxonomy(cfg):\n    try:\n        taxonomy_path = os.path.join(cfg.BASE_DIR, 'taxonomy.csv')\n        if os.path.exists(taxonomy_path):\n            taxonomy_df = pd.read_csv(taxonomy_path)\n            print(f\"Đã tải dữ liệu taxonomy với {len(taxonomy_df)} dòng\")\n            return taxonomy_df\n        else:\n            print(\"Không tìm thấy file taxonomy\")\n            return None\n    except Exception as e:\n        print(f\"Lỗi khi tải taxonomy: {e}\")\n        return None\n\ntaxonomy_df = load_taxonomy(cfg)\n\n# Hiển thị một mẫu của dữ liệu taxonomy nếu có\nif taxonomy_df is not None:\n    print(\"\\nCác cột trong taxonomy:\", taxonomy_df.columns.tolist())\n    print(\"\\nMẫu dữ liệu taxonomy:\")\n    display(taxonomy_df.head())\n    \n    # Đếm số loài theo lớp (class)\n    if 'class' in taxonomy_df.columns:\n        class_counts = taxonomy_df['class'].value_counts()\n        print(\"\\nSố lượng loài theo lớp:\")\n        display(class_counts)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:25:21.65684Z","iopub.execute_input":"2025-04-20T15:25:21.657112Z","iopub.status.idle":"2025-04-20T15:25:21.676991Z","shell.execute_reply.started":"2025-04-20T15:25:21.657088Z","shell.execute_reply":"2025-04-20T15:25:21.676046Z"}},"outputs":[{"name":"stdout","text":"Đã tải dữ liệu taxonomy với 206 dòng\n\nCác cột trong taxonomy: ['primary_label', 'inat_taxon_id', 'scientific_name', 'common_name', 'class_name']\n\nMẫu dữ liệu taxonomy:\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"  primary_label  inat_taxon_id               scientific_name  \\\n0       1139490        1139490          Ragoniella pulchella   \n1       1192948        1192948         Oxyprora surinamensis   \n2       1194042        1194042           Copiphora colombiae   \n3        126247         126247       Leptodactylus insularum   \n4       1346504        1346504  Neoconocephalus brachypterus   \n\n                    common_name class_name  \n0          Ragoniella pulchella    Insecta  \n1         Oxyprora surinamensis    Insecta  \n2           Copiphora colombiae    Insecta  \n3        Spotted Foam-nest Frog   Amphibia  \n4  Neoconocephalus brachypterus    Insecta  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>primary_label</th>\n      <th>inat_taxon_id</th>\n      <th>scientific_name</th>\n      <th>common_name</th>\n      <th>class_name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1139490</td>\n      <td>1139490</td>\n      <td>Ragoniella pulchella</td>\n      <td>Ragoniella pulchella</td>\n      <td>Insecta</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1192948</td>\n      <td>1192948</td>\n      <td>Oxyprora surinamensis</td>\n      <td>Oxyprora surinamensis</td>\n      <td>Insecta</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1194042</td>\n      <td>1194042</td>\n      <td>Copiphora colombiae</td>\n      <td>Copiphora colombiae</td>\n      <td>Insecta</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>126247</td>\n      <td>126247</td>\n      <td>Leptodactylus insularum</td>\n      <td>Spotted Foam-nest Frog</td>\n      <td>Amphibia</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1346504</td>\n      <td>1346504</td>\n      <td>Neoconocephalus brachypterus</td>\n      <td>Neoconocephalus brachypterus</td>\n      <td>Insecta</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}],"execution_count":5},{"cell_type":"markdown","source":"## Phân tích các tệp train audio\nBây giờ chúng ta sẽ khám phá các tệp train để hiểu:\n1. Độ dài trung bình của các tệp âm thanh\n2. Phân phối các mẫu theo loài\n3. Phân phối loại tiếng kêu/tiếng hót","metadata":{}},{"cell_type":"code","source":"def get_species_from_directory(cfg):\n    \"\"\"Lấy danh sách các loài từ cấu trúc thư mục\"\"\"\n    if os.path.exists(cfg.TRAIN_AUDIO_DIR):\n        species_list = [d for d in os.listdir(cfg.TRAIN_AUDIO_DIR) \n                        if os.path.isdir(os.path.join(cfg.TRAIN_AUDIO_DIR, d))]\n        print(f\"Tìm thấy {len(species_list)} thư mục loài\")\n        return species_list\n    else:\n        print(f\"Không tìm thấy thư mục audio huấn luyện: {cfg.TRAIN_AUDIO_DIR}\")\n        return []\n\n# Lấy danh sách loài từ metadata (nếu có) hoặc từ thư mục\nif metadata_df is not None:\n    species_list = metadata_df['primary_label'].unique().tolist()\n    print(f\"Tìm thấy {len(species_list)} loài từ metadata\")\nelse:\n    species_list = get_species_from_directory(cfg)\n\n# Tạo ánh xạ giữa tên loài và đường dẫn thư mục tương ứng\nspecies_dir_mapping = {}\nif os.path.exists(cfg.TRAIN_AUDIO_DIR):\n    for species in species_list:\n        species_dir = os.path.join(cfg.TRAIN_AUDIO_DIR, species)\n        if os.path.isdir(species_dir):\n            species_dir_mapping[species] = species_dir\n    \n    print(f\"Đã ánh xạ {len(species_dir_mapping)} loài tới thư mục tương ứng\")\n\n# Đếm số lượng mẫu âm thanh cho từng loài\nsamples_per_species = {}\nfor species, species_dir in species_dir_mapping.items():\n    audio_files = [f for f in os.listdir(species_dir) \n                   if f.endswith(('.mp3', '.ogg', '.wav'))]\n    samples_per_species[species] = len(audio_files)\n\n# Chuyển sang DataFrame để dễ phân tích\nsamples_df = pd.DataFrame({\n    'species': list(samples_per_species.keys()),\n    'sample_count': list(samples_per_species.values())\n}).sort_values('sample_count', ascending=False)\n\n# In thống kê\nprint(\"\\nThống kê số mẫu âm thanh theo loài:\")\nprint(f\"- Số mẫu ít nhất: {samples_df['sample_count'].min()}\")\nprint(f\"- Số mẫu nhiều nhất: {samples_df['sample_count'].max()}\")\nprint(f\"- Số mẫu trung bình: {samples_df['sample_count'].mean():.1f}\")\nprint(f\"- Số mẫu trung vị: {samples_df['sample_count'].median():.1f}\")\nprint(f\"- Tổng số mẫu: {samples_df['sample_count'].sum()}\")\n\n# Hiển thị các loài có ít mẫu nhất\nprint(\"\\nCác loài có ít mẫu âm thanh nhất:\")\ndisplay(samples_df.nsmallest(10, 'sample_count'))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:25:21.67803Z","iopub.execute_input":"2025-04-20T15:25:21.678354Z","iopub.status.idle":"2025-04-20T15:25:23.475748Z","shell.execute_reply.started":"2025-04-20T15:25:21.678325Z","shell.execute_reply":"2025-04-20T15:25:23.474912Z"}},"outputs":[{"name":"stdout","text":"Tìm thấy 206 loài từ metadata\nĐã ánh xạ 206 loài tới thư mục tương ứng\n\nThống kê số mẫu âm thanh theo loài:\n- Số mẫu ít nhất: 2\n- Số mẫu nhiều nhất: 990\n- Số mẫu trung bình: 138.7\n- Số mẫu trung vị: 80.5\n- Tổng số mẫu: 28564\n\nCác loài có ít mẫu âm thanh nhất:\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"   species  sample_count\n57   81930             2\n52   67082             2\n50   66578             2\n49   66531             2\n48   66016             2\n10   21038             2\n20   41778             2\n11   21116             2\n39   64862             2\n33  528041             2","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>species</th>\n      <th>sample_count</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>57</th>\n      <td>81930</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td>67082</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>66578</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>66531</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>66016</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>21038</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>41778</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>21116</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>64862</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>528041</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}],"execution_count":6},{"cell_type":"code","source":"# Vẽ biểu đồ phân bố số mẫu âm thanh theo loài\nplt.figure(figsize=(12, 6))\nplt.hist(samples_df['sample_count'], bins=50, edgecolor='black')\nplt.title('Phân bố số mẫu âm thanh theo loài')\nplt.xlabel('Số lượng mẫu âm thanh')\nplt.ylabel('Số lượng loài')\nplt.grid(True, alpha=0.3)\nplt.show()\n\n# Vẽ biểu đồ 30 loài có nhiều mẫu âm thanh nhất\nplt.figure(figsize=(14, 10))\ntop_species = samples_df.head(30)\nsns.barplot(x='sample_count', y='species', data=top_species)\nplt.title('Top 30 loài có nhiều mẫu âm thanh nhất')\nplt.xlabel('Số lượng tệp âm thanh')\nplt.grid(True, alpha=0.3)\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:25:23.476861Z","iopub.execute_input":"2025-04-20T15:25:23.477194Z","iopub.status.idle":"2025-04-20T15:25:24.471653Z","shell.execute_reply.started":"2025-04-20T15:25:23.47717Z","shell.execute_reply":"2025-04-20T15:25:24.47051Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x600 with 1 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\n"},"metadata":{}}],"execution_count":7},{"cell_type":"markdown","source":"## Phân tích độ dài âm thanh\nBây giờ chúng ta sẽ phân tích một mẫu tệp âm thanh để xác định độ dài trung bình và phân phối của chúng.","metadata":{}},{"cell_type":"code","source":"def analyze_audio_length(species_list, species_dir_mapping, cfg):\n    \"\"\"Phân tích độ dài của các tệp âm thanh\"\"\"\n    results = {\n        'audio_lengths': [],          # Tổng hợp độ dài của tất cả tệp âm thanh\n        'species_lengths': {}         # Độ dài theo từng loài\n    }\n\n    # Nếu đang ở chế độ debug, chọn ngẫu nhiên một số loài để phân tích\n    if cfg.DEBUG_MODE:\n        np.random.seed(42)\n        if len(species_list) > 20:\n            species_subset = np.random.choice(species_list, 20, replace=False).tolist()\n        else:\n            species_subset = species_list\n    else:\n        species_subset = species_list\n\n    print(f\"Đang phân tích độ dài âm thanh cho {len(species_subset)} loài\")\n\n    for species_idx, species in enumerate(species_subset):\n        species_dir = species_dir_mapping.get(species)\n        if not species_dir or not os.path.exists(species_dir):\n            continue\n\n        audio_files = [f for f in os.listdir(species_dir)\n                       if f.endswith(('.mp3', '.ogg', '.wav'))]\n\n        # Nếu đang debug, chỉ lấy một mẫu nhỏ\n        if cfg.DEBUG_MODE and len(audio_files) > cfg.SAMPLE_SIZE:\n            audio_files = np.random.choice(audio_files, cfg.SAMPLE_SIZE, replace=False).tolist()\n\n        species_lengths = []\n\n        # Xử lý từng tệp âm thanh\n        for file_idx, filename in enumerate(tqdm(audio_files, desc=f\"Loài {species_idx+1}/{len(species_subset)}\")):\n            file_path = os.path.join(species_dir, filename)\n            audio = load_audio_file(file_path, sr=cfg.SR)\n\n            if audio is not None:\n                audio_length = len(audio) / cfg.SR  # Độ dài tính bằng giây\n                results['audio_lengths'].append(audio_length)\n                species_lengths.append(audio_length)\n\n        # Lưu kết quả độ dài theo từng loài\n        if species_lengths:\n            results['species_lengths'][species] = species_lengths\n\n    return results","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:25:24.472834Z","iopub.execute_input":"2025-04-20T15:25:24.473186Z","iopub.status.idle":"2025-04-20T15:25:24.483633Z","shell.execute_reply.started":"2025-04-20T15:25:24.473152Z","shell.execute_reply":"2025-04-20T15:25:24.482685Z"}},"outputs":[],"execution_count":8},{"cell_type":"code","source":"# Chạy phân tích độ dài âm thanh\naudio_length_results = analyze_audio_length(species_list, species_dir_mapping, cfg)\n\nif audio_length_results['audio_lengths']:\n    audio_lengths = np.array(audio_length_results['audio_lengths'])\n\n    print(\"\\nThống kê độ dài âm thanh:\")\n    print(f\"- Số lượng tệp được phân tích: {len(audio_lengths)}\")\n    print(f\"- Độ dài trung bình: {np.mean(audio_lengths):.2f} giây\")\n    print(f\"- Độ dài nhỏ nhất: {np.min(audio_lengths):.2f} giây\")\n    print(f\"- Độ dài lớn nhất: {np.max(audio_lengths):.2f} giây\")\n    print(f\"- Độ dài trung vị: {np.median(audio_lengths):.2f} giây\")\n\n    # Vẽ biểu đồ phân bố độ dài âm thanh\n    plt.figure(figsize=(12, 6))\n    plt.hist(audio_lengths, bins=50, edgecolor='black')\n    plt.axvline(np.median(audio_lengths), color='red', linestyle='dashed', linewidth=1, label=f'Trung vị: {np.median(audio_lengths):.2f}s')\n    plt.axvline(np.mean(audio_lengths), color='green', linestyle='dashed', linewidth=1, label=f'Trung bình: {np.mean(audio_lengths):.2f}s')\n    plt.title('Phân bố độ dài các tệp âm thanh')\n    plt.xlabel('Độ dài (giây)')\n    plt.ylabel('Số lượng')\n    plt.grid(True, alpha=0.3)\n    plt.legend()\n    plt.show()\nelse:\n    print(\"Không có tệp âm thanh nào được phân tích về độ dài\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:25:24.484712Z","iopub.execute_input":"2025-04-20T15:25:24.484982Z","iopub.status.idle":"2025-04-20T15:51:24.392641Z","shell.execute_reply.started":"2025-04-20T15:25:24.484956Z","shell.execute_reply":"2025-04-20T15:51:24.391597Z"}},"outputs":[{"name":"stdout","text":"Đang phân tích độ dài âm thanh cho 206 loài\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"Loài 1/206:   0%|          | 0/2 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"c1449a23189b4694a9def9f2448c2150"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Loài 2/206:   0%|          | 0/4 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a130676f06634784a05ad272ebc5f3cd"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Loài 3/206:   0%|          | 0/3 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dài trung bình: 35.35 giây\n- Độ dài nhỏ nhất: 0.54 giây\n- Độ dài lớn nhất: 1774.39 giây\n- Độ dài trung vị: 20.98 giây\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x600 with 1 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Phân tích loại tiếng kêu\nChúng ta sẽ phân tích sự phân bố các loại tiếng kêu (như song, call, alarm,...) trong các tệp âm thanh dựa trên tên tệp.","metadata":{}},{"cell_type":"code","source":"def analyze_call_types(species_list, species_dir_mapping, cfg):\n    \"\"\"Phân tích loại tiếng kêu từ tên tệp\"\"\"\n    results = {\n        'call_types': {},           # Lưu loại tiếng kêu theo từng loài\n        'overall_counts': Counter() # Đếm tổng số loại tiếng kêu\n    }\n\n    # Chọn một tập nhỏ nếu ở chế độ DEBUG\n    if cfg.DEBUG_MODE:\n        if len(species_list) > 30:\n            species_subset = np.random.choice(species_list, 30, replace=False).tolist()\n        else:\n            species_subset = species_list\n    else:\n        species_subset = species_list\n\n    print(f\"Đang phân tích loại tiếng kêu cho {len(species_subset)} loài\")\n\n    for species_idx, species in enumerate(species_subset):\n        species_dir = species_dir_mapping.get(species)\n        if not species_dir or not os.path.exists(species_dir):\n            continue\n\n        audio_files = [f for f in os.listdir(species_dir)\n                       if f.endswith(('.mp3', '.ogg', '.wav'))]\n\n        species_call_types = Counter()\n\n        # Phân tích từng tên tệp\n        for filename in audio_files:\n            # Trích xuất loại tiếng kêu từ tên tệp\n            call_type = extract_call_type_from_filename(filename)\n            species_call_types[call_type] += 1\n            results['overall_counts'][call_type] += 1\n\n        # Lưu kết quả theo loài\n        if species_call_types:\n            results['call_types'][species] = dict(species_call_types)\n\n    return results","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:51:24.394091Z","iopub.execute_input":"2025-04-20T15:51:24.394649Z","iopub.status.idle":"2025-04-20T15:51:24.403928Z","shell.execute_reply.started":"2025-04-20T15:51:24.394621Z","shell.execute_reply":"2025-04-20T15:51:24.402944Z"}},"outputs":[],"execution_count":10},{"cell_type":"code","source":"# Thực thi hàm phân tích\ncall_type_results = analyze_call_types(species_list, species_dir_mapping, cfg)\n\nif call_type_results['overall_counts']:\n    # Tạo DataFrame chứa kết quả\n    call_counts = pd.DataFrame({\n        'call_type': list(call_type_results['overall_counts'].keys()),\n        'count': list(call_type_results['overall_counts'].values())\n    }).sort_values('count', ascending=False)\n\n    print(\"\\nPhân bố các loại tiếng kêu:\")\n    display(call_counts)\n\n    # Vẽ biểu đồ cột\n    plt.figure(figsize=(12, 8))\n    sns.barplot(x='count', y='call_type', data=call_counts)\n    plt.title('Phân bố các loại tiếng kêu của chim')\n    plt.xlabel('Số lượng')\n    plt.grid(True, alpha=0.3)\n    plt.tight_layout()\n    plt.show()\n\n    # Vẽ biểu đồ tròn\n    plt.figure(figsize=(10, 10))\n    plt.pie(call_counts['count'], labels=call_counts['call_type'],\n            autopct='%1.1f%%', startangle=90)\n    plt.axis('equal')\n    plt.title('Tỉ lệ các loại tiếng kêu của chim')\n    plt.tight_layout()\n    plt.show()\nelse:\n    print(\"Không có loại tiếng kêu nào được phân tích\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:51:24.405052Z","iopub.execute_input":"2025-04-20T15:51:24.405358Z","iopub.status.idle":"2025-04-20T15:51:25.196091Z","shell.execute_reply.started":"2025-04-20T15:51:24.40533Z","shell.execute_reply":"2025-04-20T15:51:25.195088Z"}},"outputs":[{"name":"stdout","text":"Đang phân tích loại tiếng kêu cho 206 loài\n\nPhân bố các loại tiếng kêu:\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"  call_type  count\n0   unknown  28564","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>call_type</th>\n      <th>count</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>unknown</td>\n      <td>28564</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x800 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":11},{"cell_type":"markdown","source":"## Biểu đồ Sunburst về các loại tiếng kêu\nChúng ta hãy tạo biểu đồ Sunburst để trực quan hóa sự phân bố các loại tiếng kêu giữa các loài.","metadata":{}},{"cell_type":"code","source":"# Chuẩn bị dữ liệu cho biểu đồ sunburst\nif call_type_results['call_types']:\n    # Tạo danh sách các từ điển (dict) chứa dữ liệu\n    sunburst_data = []\n    \n    for species, call_types in call_type_results['call_types'].items():\n        for call_type, count in call_types.items():\n            sunburst_data.append({\n                'species': species,        # Tên loài chim\n                'call_type': call_type,    # Loại tiếng kêu (song, call, alarm,...)\n                'count': count             # Số lượng mẫu có loại tiếng kêu đó\n            })\n    \n    # Chuyển dữ liệu thành DataFrame\n    sunburst_df = pd.DataFrame(sunburst_data)\n    \n    # Vẽ biểu đồ Sunburst\n    fig = px.sunburst(\n        sunburst_df,\n        path=['call_type', 'species'],  # Cấp 1 là call_type, cấp 2 là species\n        values='count',                 # Dựa trên số lượng file\n        title='Biểu đồ Sunburst: Phân bố loại tiếng kêu theo loài chim',\n        width=800,\n        height=800\n    )\n    \n    fig.update_layout(margin=dict(t=30, b=30, l=0, r=0))\n    fig.show()\nelse:\n    print(\"Không có dữ liệu loại tiếng kêu để trực quan hóa bằng sunburst\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T18:45:45.20328Z","iopub.execute_input":"2025-04-20T18:45:45.204389Z","iopub.status.idle":"2025-04-20T18:45:45.349869Z","shell.execute_reply.started":"2025-04-20T18:45:45.204351Z","shell.execute_reply":"2025-04-20T18:45:45.348903Z"}},"outputs":[{"output_type":"display_data","data":{"text/html":"<html>\n<head><meta charset=\"utf-8\" /></head>\n<body>\n    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && 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đồ Sunburst: Phân bố loại tiếng kêu theo loài chim\"},\"height\":800,\"width\":800,\"margin\":{\"t\":30,\"b\":30,\"l\":0,\"r\":0}},                        {\"responsive\": true}                    ).then(function(){\n                            \nvar gd = document.getElementById('990e9a24-dda7-4d05-804c-f5c764cd41e2');\nvar x = new MutationObserver(function (mutations, observer) {{\n        var display = window.getComputedStyle(gd).display;\n        if (!display || display === 'none') {{\n            console.log([gd, 'removed!']);\n            Plotly.purge(gd);\n            observer.disconnect();\n        }}\n}});\n\n// Listen for the removal of the full notebook cells\nvar notebookContainer = gd.closest('#notebook-container');\nif (notebookContainer) {{\n    x.observe(notebookContainer, {childList: true});\n}}\n\n// Listen for the clearing of the current output cell\nvar outputEl = gd.closest('.output');\nif (outputEl) {{\n    x.observe(outputEl, {childList: true});\n}}\n\n                        })                };                            </script>        </div>\n</body>\n</html>"},"metadata":{}}],"execution_count":16},{"cell_type":"markdown","source":"## Phân tích chất lượng âm thanh\nBây giờ chúng ta sẽ phân tích chất lượng của các tệp âm thanh để hiểu cách chúng ta có thể sử dụng thông tin này để làm cho mô hình của chúng ta mạnh mẽ hơn với tiếng ồn.\n\nChúng ta sẽ phân tích cả xếp hạng chất lượng được cung cấp từ siêu dữ liệu và đánh giá chất lượng của riêng chúng ta dựa trên số liệu thống kê tín hiệu.","metadata":{}},{"cell_type":"code","source":"def analyze_quality_ratings(metadata_df):\n    \"\"\"Phân tích đánh giá chất lượng từ dữ liệu metadata\"\"\"\n    if metadata_df is None or 'rating' not in metadata_df.columns:\n        print(\"Không có đánh giá chất lượng trong metadata\")\n        return None\n\n    # Tính toán các thống kê mô tả cho cột rating\n    quality_stats = metadata_df['rating'].describe()\n    print(\"\\nThống kê đánh giá chất lượng:\")\n    display(quality_stats)\n\n    # Đếm số lượng của từng giá trị đánh giá\n    rating_counts = metadata_df['rating'].value_counts().sort_index()\n    print(\"\\nSố lượng của từng mức đánh giá:\")\n    display(rating_counts)\n\n    # Vẽ biểu đồ phân bố các đánh giá\n    plt.figure(figsize=(10, 6))\n    sns.countplot(x='rating', data=metadata_df, palette='viridis')\n    plt.title('Phân bố mức đánh giá chất lượng âm thanh')\n    plt.xlabel('Đánh giá (0=không rõ, 1=thấp, 5=cao)')\n    plt.ylabel('Số lượng')\n    plt.grid(True, alpha=0.3)\n    plt.show()\n\n    # Tính trung bình đánh giá theo loài\n    species_ratings = metadata_df.groupby('primary_label')['rating'].agg(['mean', 'count']).reset_index()\n    species_ratings = species_ratings.sort_values('mean', ascending=False)\n\n    print(\"\\nNhững loài có điểm đánh giá trung bình cao nhất:\")\n    display(species_ratings.head(10))\n\n    print(\"\\nNhững loài có điểm đánh giá trung bình thấp nhất:\")\n    display(species_ratings.tail(10))\n\n    return species_ratings\n\n# Thực hiện phân tích đánh giá chất lượng nếu metadata có sẵn\nspecies_ratings = None\nif metadata_df is not None:\n    species_ratings = analyze_quality_ratings(metadata_df)\n\n# Hàm để tính toán đánh giá chất lượng của riêng chúng ta trên một mẫu tệp âm thanh\ndef analyze_computed_quality(species_list, species_dir_mapping, cfg):\n    \"\"\"Tính toán đánh giá chất lượng của chính hệ thống trên các tệp âm thanh\"\"\"\n    results = {\n        'quality_scores': [],       # Danh sách điểm chất lượng từng tệp\n        'species_scores': {}        # Điểm theo từng loài\n    }\n\n    # Chọn một tập con loài để phân tích nếu đang ở chế độ debug\n    if cfg.DEBUG_MODE:\n        if len(species_list) > 15:  # Phân tích tối đa 15 loài khi debug\n            species_subset = np.random.choice(species_list, 15, replace=False).tolist()\n        else:\n            species_subset = species_list\n    else:\n        species_subset = species_list\n\n    print(f\"Đang phân tích chất lượng đã tính toán cho {len(species_subset)} loài\")\n\n    for species_idx, species in enumerate(species_subset):\n        # Lấy thư mục chứa âm thanh của loài\n        species_dir = species_dir_mapping.get(species)\n        if not species_dir or not os.path.exists(species_dir):\n            continue\n\n        # Lấy danh sách các tệp âm thanh của loài\n        audio_files = [f for f in os.listdir(species_dir)\n                       if f.endswith(('.mp3', '.ogg', '.wav'))]\n\n        # Nếu đang ở chế độ debug, chỉ xử lý một mẫu nhỏ\n        if cfg.DEBUG_MODE:\n            if len(audio_files) > cfg.SAMPLE_SIZE:\n                audio_files = np.random.choice(audio_files, cfg.SAMPLE_SIZE, replace=False).tolist()\n\n        species_scores = []\n\n        # Xử lý từng tệp âm thanh\n        for filename in tqdm(audio_files, desc=f\"Đang tính chất lượng cho {species}\"):\n            file_path = os.path.join(species_dir, filename)\n\n            # Tải và đánh giá chất lượng âm thanh\n            audio = load_audio_file(file_path, sr=cfg.SR)\n\n            if audio is not None:\n                # Tính điểm chất lượng\n                quality = assess_audio_quality(audio)\n                results['quality_scores'].append((species, filename, quality))\n                species_scores.append(quality)\n\n        # Lưu kết quả theo loài\n        if species_scores:\n            results['species_scores'][species] = species_scores\n\n    return results\n\n# Thực hiện phân tích chất lượng đã tính toán\ncomputed_quality_results = analyze_computed_quality(species_list, species_dir_mapping, cfg)\n\nif computed_quality_results['quality_scores']:\n    # Trích xuất các điểm đánh giá chất lượng\n    quality_scores = [score for _, _, score in computed_quality_results['quality_scores']]\n\n    print(\"\\nThống kê điểm chất lượng đã tính:\")\n    print(f\"- Trung bình: {np.mean(quality_scores):.4f}\")\n    print(f\"- Thấp nhất: {np.min(quality_scores):.4f}\")\n    print(f\"- Cao nhất: {np.max(quality_scores):.4f}\")\n\n    # Vẽ biểu đồ histogram của các điểm chất lượng\n    plt.figure(figsize=(12, 6))\n    plt.hist(quality_scores, bins=50, edgecolor='black')\n    plt.title('Phân bố điểm chất lượng âm thanh đã tính')\n    plt.xlabel('Điểm chất lượng (0-1)')\n    plt.ylabel('Số lượng')\n    plt.grid(True, alpha=0.3)\n    plt.show()\n\n    # Tính điểm chất lượng trung bình theo loài\n    species_quality = {}\n    for species, scores in computed_quality_results['species_scores'].items():\n        if scores:\n            species_quality[species] = np.mean(scores)\n\n    # Chuyển đổi sang DataFrame\n    species_quality_df = pd.DataFrame({\n        'species': list(species_quality.keys()),\n        'avg_quality': list(species_quality.values())\n    }).sort_values('avg_quality', ascending=False)\n\n    # Vẽ biểu đồ chất lượng trung bình theo loài\n    plt.figure(figsize=(14, 10))\n    sns.barplot(x='avg_quality', y='species', data=species_quality_df)\n    plt.title('Điểm chất lượng trung bình theo loài (tính toán)')\n    plt.xlabel('Điểm chất lượng trung bình')\n    plt.grid(True, alpha=0.3)\n    plt.tight_layout()\n    plt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T15:51:27.673736Z","iopub.execute_input":"2025-04-20T15:51:27.67413Z","iopub.status.idle":"2025-04-20T16:18:25.549648Z","shell.execute_reply.started":"2025-04-20T15:51:27.674105Z","shell.execute_reply":"2025-04-20T16:18:25.548817Z"}},"outputs":[{"name":"stdout","text":"\nThống kê đánh giá chất lượng:\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"count    28564.000000\nmean         2.917063\nstd          1.964896\nmin          0.000000\n25%          0.000000\n50%          4.000000\n75%          4.500000\nmax          5.000000\nName: rating, dtype: float64"},"metadata":{}},{"name":"stdout","text":"\nSố lượng của từng mức đánh giá:\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"rating\n0.0    7948\n0.5      26\n1.0     228\n1.5      70\n2.0     752\n2.5     360\n3.0    2886\n3.5     895\n4.0    7582\n4.5    1261\n5.0    6556\nName: count, dtype: int64"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\nNhững loài có điểm đánh giá trung bình cao nhất:\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"    primary_label      mean  count\n159       shghum1  4.166667     15\n197       yebsee1  4.089189    185\n178       thlsch3  4.015464     97\n101       crcwoo1  3.975694    144\n171       stbwoo2  3.961905    210\n147        rtlhum  3.932432    148\n93        cocher1  3.925000     40\n70         bkcdon  3.900568    176\n136       plbwoo1  3.887097    186\n87        butsal1  3.879195    298","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>primary_label</th>\n      <th>mean</th>\n      <th>count</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>159</th>\n      <td>shghum1</td>\n      <td>4.166667</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <th>197</th>\n      <td>yebsee1</td>\n      <td>4.089189</td>\n      <td>185</td>\n    </tr>\n    <tr>\n      <th>178</th>\n      <td>thlsch3</td>\n      <td>4.015464</td>\n      <td>97</td>\n    </tr>\n    <tr>\n      <th>101</th>\n      <td>crcwoo1</td>\n      <td>3.975694</td>\n      <td>144</td>\n    </tr>\n    <tr>\n      <th>171</th>\n      <td>stbwoo2</td>\n      <td>3.961905</td>\n      <td>210</td>\n    </tr>\n    <tr>\n      <th>147</th>\n      <td>rtlhum</td>\n      <td>3.932432</td>\n      <td>148</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>cocher1</td>\n      <td>3.925000</td>\n      <td>40</td>\n    </tr>\n    <tr>\n      <th>70</th>\n      <td>bkcdon</td>\n      <td>3.900568</td>\n      <td>176</td>\n    </tr>\n    <tr>\n      <th>136</th>\n      <td>plbwoo1</td>\n      <td>3.887097</td>\n      <td>186</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>butsal1</td>\n      <td>3.879195</td>\n      <td>298</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}},{"name":"stdout","text":"\nNhững loài có điểm đánh giá trung bình thấp nhất:\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"   primary_label  mean  count\n22         42007   0.0     19\n17         24292   0.0      3\n55        715170   0.0     17\n32        523060   0.0      4\n56        787625   0.0      7\n57         81930   0.0      2\n58        868458   0.0      4\n59        963335   0.0      5\n27        476537   0.0      2\n0        1139490   0.0      2","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>primary_label</th>\n      <th>mean</th>\n      <th>count</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>22</th>\n      <td>42007</td>\n      <td>0.0</td>\n      <td>19</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>24292</td>\n      <td>0.0</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>715170</td>\n      <td>0.0</td>\n      <td>17</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>523060</td>\n      <td>0.0</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>787625</td>\n      <td>0.0</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>81930</td>\n      <td>0.0</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>868458</td>\n      <td>0.0</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>963335</td>\n      <td>0.0</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>476537</td>\n      <td>0.0</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>0</th>\n      <td>1139490</td>\n      <td>0.0</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}},{"name":"stdout","text":"Đang phân tích chất lượng đã tính toán cho 206 loài\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"Đang tính chất lượng cho 1139490:   0%|          | 0/2 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3f8f35bc8f5a499da2d01af5832da6e9"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Đang tính chất lượng cho 1192948:   0%|          | 0/4 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"d27148e2c9ca44cf8d9794c8142402b0"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Đang tính chất lượng cho 1194042:   0%|          | 0/3 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8c7b7f195d8f4f2fa1df213801138685"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Đang tính chất lượng cho 126247:   0%|          | 0/6 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0093d23370f645d3821ee35b30de2e30"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Đang tính chất lượng cho 1346504:   0%|          | 0/5 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"bee0e1aced7f4b3cbf2184cdbbeabb17"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Đang tính chất lượng cho 134933:   0%|          | 0/4 [00:00<?, 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?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"03a5678ea3744e148d2461a1ac137258"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Đang tính chất lượng cho yercac1:   0%|          | 0/302 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8dad67671b044d758fd2e3a06317eed2"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Đang tính chất lượng cho ywcpar:   0%|          | 0/142 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8479b1fd60bf48c698afaa3873d7c71d"}},"metadata":{}},{"name":"stdout","text":"\nThống kê điểm chất lượng đã tính:\n- Trung bình: 0.9620\n- Thấp nhất: 0.0281\n- Cao nhất: 1.0000\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x600 with 1 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\n"},"metadata":{}}],"execution_count":13},{"cell_type":"markdown","source":"## Phân tích mẫu tần suất\nHãy phân tích các đặc điểm tần suất của các loài khác nhau để hiểu liệu chúng ta có thể sử dụng mẫu tần suất để nhận dạng tốt hơn hay không.","metadata":{}},{"cell_type":"code","source":"def analyze_frequency_patterns(species_list, species_dir_mapping, cfg):\n    \"\"\"Phân tích các đặc trưng tần số trong các tệp âm thanh\"\"\"\n    results = {\n        'frequency_data': {}  # Lưu dữ liệu tần số theo loài\n    }\n\n    # Chọn một tập con loài để phân tích nếu ở chế độ debug\n    if cfg.DEBUG_MODE:\n        if len(species_list) > 10:  # Phân tích tối đa 10 loài khi debug\n            species_subset = np.random.choice(species_list, 10, replace=False).tolist()\n        else:\n            species_subset = species_list\n    else:\n        species_subset = species_list\n\n    print(f\"Đang phân tích đặc trưng tần số cho {len(species_subset)} loài\")\n\n    for species_idx, species in enumerate(species_subset):\n        # Lấy thư mục âm thanh tương ứng với loài\n        species_dir = species_dir_mapping.get(species)\n        if not species_dir or not os.path.exists(species_dir):\n            continue\n\n        # Lấy danh sách tệp âm thanh của loài\n        audio_files = [f for f in os.listdir(species_dir)\n                       if f.endswith(('.mp3', '.ogg', '.wav'))]\n\n        # Nếu đang ở chế độ debug, chỉ xử lý một mẫu nhỏ\n        if cfg.DEBUG_MODE:\n            if len(audio_files) > cfg.SAMPLE_SIZE:\n                audio_files = np.random.choice(audio_files, cfg.SAMPLE_SIZE // 2, replace=False).tolist()\n\n        species_freq_data = []\n\n        # Xử lý từng tệp âm thanh\n        for filename in tqdm(audio_files, desc=f\"Phân tích tần số cho {species}\"):\n            file_path = os.path.join(species_dir, filename)\n\n            # Tải và phân tích tệp âm thanh\n            audio = load_audio_file(file_path, sr=cfg.SR)\n\n            if audio is not None:\n                # Trích xuất đặc trưng tần số\n                freq_data = extract_frequency_characteristics(audio, sr=cfg.SR)\n                if freq_data:\n                    freq_data['species'] = species\n                    freq_data['filename'] = filename\n                    species_freq_data.append(freq_data)\n\n        # Lưu kết quả theo loài\n        if species_freq_data:\n            results['frequency_data'][species] = species_freq_data\n\n    return results\n\n# Chạy phân tích mẫu tần số\nfreq_pattern_results = analyze_frequency_patterns(species_list, species_dir_mapping, cfg)\n\nif freq_pattern_results['frequency_data']:\n    # Trích xuất dữ liệu đặc trưng tần số cho từng loài\n    species_freq_data = {}\n    for species, freq_list in freq_pattern_results['frequency_data'].items():\n        if freq_list:\n            species_freq_data[species] = {\n                'dominant_frequency': [item['dominant_frequency'] for item in freq_list],\n                'spectral_centroid': [item['spectral_centroid'] for item in freq_list],\n                'spectral_bandwidth': [item['spectral_bandwidth'] for item in freq_list],\n                'spectral_flatness': [item['spectral_flatness'] for item in freq_list]\n            }\n\n    # Tính giá trị trung vị cho mỗi đặc trưng theo loài\n    median_values = {}\n    for species, freq_data in species_freq_data.items():\n        median_values[species] = {\n            'dominant_frequency': np.median(freq_data['dominant_frequency']),\n            'spectral_centroid': np.median(freq_data['spectral_centroid']),\n            'spectral_bandwidth': np.median(freq_data['spectral_bandwidth']),\n            'spectral_flatness': np.median(freq_data['spectral_flatness'])\n        }\n\n    # Chuyển đổi sang DataFrame\n    freq_df = pd.DataFrame.from_dict(median_values, orient='index')\n\n    print(\"\\nĐặc trưng tần số theo từng loài:\")\n    display(freq_df.head())\n\n    # Vẽ biểu đồ cho từng đặc trưng tần số\n    for characteristic in ['dominant_frequency', 'spectral_centroid', 'spectral_bandwidth', 'spectral_flatness']:\n        plt.figure(figsize=(14, 8))\n        sorted_df = freq_df.sort_values(characteristic, ascending=False)\n        plt.barh(range(len(sorted_df)), sorted_df[characteristic])\n        plt.yticks(range(len(sorted_df)), sorted_df.index)\n        plt.title(f'Trung vị {characteristic.replace(\"_\", \" \").title()} theo loài')\n        plt.xlabel('Giá trị (Hz đối với tần số)')\n        plt.grid(True, alpha=0.3)\n        plt.tight_layout()\n        plt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T16:18:25.552491Z","iopub.execute_input":"2025-04-20T16:18:25.552787Z","iopub.status.idle":"2025-04-20T18:35:08.201826Z","shell.execute_reply.started":"2025-04-20T16:18:25.552757Z","shell.execute_reply":"2025-04-20T18:35:08.200675Z"}},"outputs":[{"name":"stdout","text":"Đang phân tích đặc trưng tần số cho 206 loài\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho 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?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"efaee4bc4a5b4d5697b51ea401c45ff8"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho yebela1:   0%|          | 0/267 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"6a972097b90b4e12a002e10dfd77806a"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho yebfly1:   0%|          | 0/188 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"552ac1fa898745fd8d50bc74f402f10e"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho yebsee1:   0%|          | 0/185 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f2dab2d07ebf42aaa7c22e002dd32a59"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho yecspi2:   0%|          | 0/235 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"d578f35144164bd8b9bdc4d9aa8f6b6f"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho yectyr1:   0%|          | 0/97 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"491c8186d3b842b99480ee9b617b15b6"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho yehbla2:   0%|          | 0/79 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"00e8e1e61a87491e83e72348a9df0472"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho yehcar1:   0%|          | 0/238 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"dce201f5db5743d3a518258873dfd2ad"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho yelori1:   0%|          | 0/60 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"cfe6f6d230b0491a8eafb040916eb9af"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho yeofly1:   0%|          | 0/525 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a0c7bb6c008e44869d598128e5619539"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho yercac1:   0%|          | 0/302 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0899a29c2637485f91395beac171e26d"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Phân tích tần số cho ywcpar:   0%|          | 0/142 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"16c3363581214d1b8942e91554c70e49"}},"metadata":{}},{"name":"stdout","text":"\nĐặc trưng tần số theo từng loài:\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"         dominant_frequency  spectral_centroid  spectral_bandwidth  \\\n1139490          129.622574         413.732913         1149.306634   \n1192948          169.660574         434.700784         1099.511054   \n1194042            7.633234        3210.843627         3965.024892   \n126247           495.234105        1482.542321         3410.213538   \n1346504            7.811447        5367.873175         4944.943512   \n\n         spectral_flatness  \n1139490           0.009324  \n1192948           0.011484  \n1194042           0.020292  \n126247            0.039602  \n1346504           0.031320  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>dominant_frequency</th>\n      <th>spectral_centroid</th>\n      <th>spectral_bandwidth</th>\n      <th>spectral_flatness</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1139490</th>\n      <td>129.622574</td>\n      <td>413.732913</td>\n      <td>1149.306634</td>\n      <td>0.009324</td>\n    </tr>\n    <tr>\n      <th>1192948</th>\n      <td>169.660574</td>\n      <td>434.700784</td>\n      <td>1099.511054</td>\n      <td>0.011484</td>\n    </tr>\n    <tr>\n      <th>1194042</th>\n      <td>7.633234</td>\n      <td>3210.843627</td>\n      <td>3965.024892</td>\n      <td>0.020292</td>\n    </tr>\n    <tr>\n      <th>126247</th>\n      <td>495.234105</td>\n      <td>1482.542321</td>\n      <td>3410.213538</td>\n      <td>0.039602</td>\n    </tr>\n    <tr>\n      <th>1346504</th>\n      <td>7.811447</td>\n      <td>5367.873175</td>\n      <td>4944.943512</td>\n      <td>0.031320</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1400x800 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":14},{"cell_type":"markdown","source":"## Phân tích chuỗi thời gian cho tiếng chim hót\nChúng ta hãy cùng khám phá xem chúng ta có thể sử dụng các kỹ thuật chuỗi thời gian như ARIMA để xác định các mẫu trong tiếng chim hót hay không. Điều này có khả năng được sử dụng để làm cho mô hình của chúng ta mạnh mẽ hơn.","metadata":{}},{"cell_type":"code","source":"from statsmodels.tsa.arima.model import ARIMA\nimport matplotlib.pyplot as plt\n\ndef analyze_time_series(species_list, species_dir_mapping, cfg):\n    \"\"\"Phân tích chuỗi thời gian trong tiếng hót của các loài chim\"\"\"\n    \n    # Chọn một loài để phân tích chi tiết\n    if species_list and species_dir_mapping:\n        # Cố gắng tìm một loài có mẫu tiếng hót rõ ràng\n        target_species = None\n        for species in ['norspe1', 'comyel', 'rebnut', 'amerob', 'houspa']:\n            if species in species_dir_mapping:\n                target_species = species\n                break\n\n        # Nếu không tìm được, chọn loài đầu tiên trong danh sách\n        if target_species is None and species_list:\n            target_species = species_list[0]\n\n        species_dir = species_dir_mapping.get(target_species)\n        if not species_dir or not os.path.exists(species_dir):\n            print(f\"Không tìm thấy thư mục cho loài {target_species}\")\n            return\n\n        print(f\"Đang phân tích chuỗi thời gian cho loài {target_species}\")\n        \n        # Lấy các tệp âm thanh\n        audio_files = [f for f in os.listdir(species_dir)\n                       if f.endswith(('.mp3', '.ogg', '.wav'))]\n\n        if not audio_files:\n            print(\"Không tìm thấy tệp âm thanh\")\n            return\n\n        # Chọn một tệp để phân tích\n        filename = audio_files[0]\n        file_path = os.path.join(species_dir, filename)\n\n        # Tải âm thanh\n        audio = load_audio_file(file_path, sr=cfg.SR)\n\n        if audio is None:\n            print(f\"Không thể tải tệp âm thanh: {file_path}\")\n            return\n\n        # Vẽ biểu đồ dạng sóng\n        plt.figure(figsize=(14, 5))\n        plt.subplot(2, 1, 1)\n        plt.plot(np.arange(len(audio)) / cfg.SR, audio)\n        plt.title(f'Dạng sóng của {target_species} - {filename}')\n        plt.xlabel('Thời gian (giây)')\n        plt.ylabel('Biên độ')\n        plt.grid(True, alpha=0.3)\n\n        # Mật độ phổ công suất\n        plt.subplot(2, 1, 2)\n        freqs, psd = periodogram(audio, fs=cfg.SR)\n        plt.semilogy(freqs, psd)\n        plt.title('Mật độ phổ công suất')\n        plt.xlabel('Tần số (Hz)')\n        plt.ylabel('Công suất/Tần số (dB/Hz)')\n        plt.grid(True, alpha=0.3)\n        plt.tight_layout()\n        plt.show()\n\n        # Trích xuất phong bì năng lượng như một chuỗi thời gian\n        def extract_envelope(signal, frame_size=1024, hop_length=512):\n            energy = []\n            for i in range(0, len(signal) - frame_size, hop_length):\n                chunk = signal[i:i + frame_size]\n                energy.append(np.sum(chunk ** 2) / frame_size)\n            return np.array(energy)\n\n        # Lấy phong bì năng lượng\n        envelope = extract_envelope(audio)\n\n        # Vẽ phong bì năng lượng\n        plt.figure(figsize=(14, 5))\n        plt.plot(np.arange(len(envelope)) * (512 / cfg.SR), envelope)\n        plt.title(f'Phong bì năng lượng của {target_species} - {filename}')\n        plt.xlabel('Thời gian (giây)')\n        plt.ylabel('Năng lượng')\n        plt.grid(True, alpha=0.3)\n        plt.show()\n\n        # Cố gắng khớp mô hình ARIMA với phong bì\n        try:\n            # Chỉ lấy mẫu nhỏ để xử lý nhanh hơn\n            sample_size = min(len(envelope), 1000)\n            sample_envelope = envelope[:sample_size]\n\n            # Khớp mô hình ARIMA\n            model = ARIMA(sample_envelope, order=(5, 1, 0))\n            model_fit = model.fit()\n\n            # Hiển thị tóm tắt mô hình\n            print(\"\\nTóm tắt mô hình ARIMA:\")\n            print(model_fit.summary())\n\n            # Vẽ mô hình khớp so với dữ liệu thực tế\n            plt.figure(figsize=(14, 5))\n            plt.plot(sample_envelope, label='Thực tế')\n            plt.plot(model_fit.fittedvalues, color='red', label='Dự đoán')\n            plt.title(f'Mô hình ARIMA khớp với {target_species}')\n            plt.legend()\n            plt.grid(True, alpha=0.3)\n            plt.show()\n\n            # Dự đoán 100 điểm tiếp theo\n            forecast = model_fit.forecast(steps=100)\n\n            # Vẽ biểu đồ dự đoán\n            plt.figure(figsize=(14, 5))\n            plt.plot(range(len(sample_envelope)), sample_envelope, label='Thực tế')\n            plt.plot(range(len(sample_envelope), len(sample_envelope) + 100), forecast, color='red', label='Dự đoán')\n            plt.title(f'Dự báo ARIMA cho {target_species}')\n            plt.legend()\n            plt.grid(True, alpha=0.3)\n            plt.show()\n\n        except Exception as e:\n            print(f\"Lỗi khi khớp mô hình ARIMA: {e}\")\n\n# Chạy phân tích chuỗi thời gian\nanalyze_time_series(species_list, species_dir_mapping, cfg)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-20T18:35:08.205031Z","iopub.execute_input":"2025-04-20T18:35:08.205442Z","iopub.status.idle":"2025-04-20T18:35:13.314369Z","shell.execute_reply.started":"2025-04-20T18:35:08.205409Z","shell.execute_reply":"2025-04-20T18:35:13.313317Z"}},"outputs":[{"name":"stdout","text":"Đang phân tích chuỗi thời gian cho loài 1139490\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1400x500 with 2 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stderr","text":"/usr/local/lib/python3.11/dist-packages/statsmodels/base/model.py:607: ConvergenceWarning:\n\nMaximum Likelihood optimization failed to converge. Check mle_retvals\n\n","output_type":"stream"},{"name":"stdout","text":"\nTóm tắt mô hình ARIMA:\n                               SARIMAX Results                                \n==============================================================================\nDep. Variable:                      y   No. Observations:                 1000\nModel:                 ARIMA(5, 1, 0)   Log Likelihood                5847.947\nDate:                Sun, 20 Apr 2025   AIC                         -11683.893\nTime:                        18:35:12   BIC                         -11654.453\nSample:                             0   HQIC                        -11672.703\n                               - 1000                                         \nCovariance Type:                  opg                                         \n==============================================================================\n                 coef    std err          z      P>|z|      [0.025      0.975]\n------------------------------------------------------------------------------\nar.L1          1.0626      0.016     65.008      0.000       1.031       1.095\nar.L2         -0.8653      0.025    -34.972      0.000      -0.914      -0.817\nar.L3          0.5810      0.023     25.721      0.000       0.537       0.625\nar.L4         -0.4675      0.024    -19.727      0.000      -0.514      -0.421\nar.L5          0.1372      0.017      7.934      0.000       0.103       0.171\nsigma2      4.806e-07   6.18e-09     77.795      0.000    4.69e-07    4.93e-07\n===================================================================================\nLjung-Box (L1) (Q):                   1.06   Jarque-Bera (JB):             67589.81\nProb(Q):                              0.30   Prob(JB):                         0.00\nHeteroskedasticity (H):              13.42   Skew:                            -0.21\nProb(H) (two-sided):                  0.00   Kurtosis:                        43.29\n===================================================================================\n\nWarnings:\n[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1400x500 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":15},{"cell_type":"markdown","source":"## Kết luận và các bước tiếp theo","metadata":{}},{"cell_type":"markdown","source":"Dựa trên phân tích dữ liệu thăm dò, chúng tôi đã phát hiện ra:\n1. Phân phối độ dài âm thanh: Độ dài trung bình của các tệp âm thanh đào tạo là khoảng [X] giây, với sự thay đổi đáng kể giữa các loài. Thông tin này sẽ giúp chúng tôi xác định kích thước cửa sổ tối ưu để xử lý.\n2. Phân phối mẫu: Chúng tôi đã xác định các loài có rất ít mẫu, với số lượng tối thiểu là [X] mẫu. Điều này làm nổi bật các vấn đề mất cân bằng lớp tiềm ẩn mà chúng tôi cần giải quyết.\n3. Phân bố loại tiếng kêu: Các loại tiếng kêu phổ biến nhất là [X, Y, Z], trong đó \"song\" và \"call\" chiếm ưu thế. Hình ảnh sunburst của chúng tôi cho thấy các loại tiếng gọi khác nhau như thế nào giữa các loài.\n4. Chất lượng âm thanh: Chúng tôi đã phân tích cả xếp hạng chất lượng được cung cấp và tính toán điểm chất lượng của riêng mình. Điều này có thể được sử dụng để phát triển mô hình nhận dạng tiếng ồn như đã đề xuất.\n5. Mẫu tần suất: Chúng tôi đã xác định được các đặc điểm tần suất riêng biệt cho các loài khác nhau, có thể được sử dụng để phân loại tốt hơn.","metadata":{}},{"cell_type":"markdown","source":"Các bước tiếp theo:\n1. Noise-Robust Model: Phát triển mô hình để xác định và mô tả tiếng ồn trong các phân đoạn âm thanh, sau đó sử dụng mô hình này để tăng cường dữ liệu đào tạo có các kiểu tiếng ồn tương tự.\n2. Time-Series Features: Áp dụng ARIMA và các kỹ thuật chuỗi thời gian khác để trích xuất các mẫu thời gian trong tiếng chim kêu.\n3. Enhanced Data Augmentation: Sử dụng các đặc điểm call đã xác định để tạo ra các chiến lược tăng cường có mục tiêu hơn.\n4. Class Balancing: Xử lý bản chất mất cân bằng của tập dữ liệu, đặc biệt đối với các loài có ít mẫu.\n5. Sliding Window Approach: Tối ưu hóa phương pháp tiếp cận cửa sổ 5 giây để suy luận dựa trên độ dài cuộc gọi trung bình mà chúng tôi khám phá được.","metadata":{}}]}