{
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    "# Phase 1 — Baselines\n",
    "## *Beyond WhAM* · CS 297 Final Paper · April 2026\n",
    "\n",
    "---\n",
    "\n",
    "This notebook establishes the three baselines against which the DCCE (Dual-Channel Contrastive Encoder) will be compared in Phase 3:\n",
    "\n",
    "| Baseline | Input | Method | Goal |\n",
    "|---|---|---|---|\n",
    "| **1A — Raw ICI** | Zero-padded ICI vector (length 9) | Logistic Regression | Floor for the rhythm encoder |\n",
    "| **1C — Raw Mel** | Mean-pooled mel-spectrogram | Logistic Regression | Floor for the spectral encoder |\n",
    "| **1B — WhAM** | WhAM embeddings (1280d, layer 10) | Logistic Regression | Primary comparison target (current SOTA) |\n",
    "\n",
    "All three share the same train/test split (80/20, stratified by social unit, seed=42) and the same evaluation protocol (**macro-F1** as primary metric, accuracy secondary).\n",
    "\n",
    "**Why macro-F1?** Unit F comprises 59.4% of clean codas; the most common coda type (`1+1+3`) makes up 35.1%. A model predicting the majority class would achieve high accuracy but near-zero macro-F1. Macro-F1 weights every class equally and directly tests biological discriminability.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-01-qpqcxi",
   "metadata": {},
   "source": [
    "## 1. Setup and Data Loading"
   ]
  },
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   "id": "p1-02-ooizfc",
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    "execution": {
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   "source": [
    "import os, warnings\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches\n",
    "import seaborn as sns\n",
    "import librosa\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.preprocessing import StandardScaler, LabelEncoder\n",
    "from sklearn.model_selection import StratifiedShuffleSplit\n",
    "from sklearn.metrics import (classification_report, f1_score,\n",
    "                             accuracy_score, confusion_matrix,\n",
    "                             ConfusionMatrixDisplay)\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "%matplotlib inline\n",
    "plt.rcParams.update({\"figure.dpi\": 120, \"font.size\": 11})\n",
    "\n",
    "HERE   = os.path.abspath(\".\")\n",
    "BASE   = HERE if os.path.isdir(os.path.join(HERE, \"datasets\")) else os.path.dirname(HERE)\n",
    "if not os.path.isdir(os.path.join(BASE, \"datasets\")):\n",
    "    raise FileNotFoundError(f\"Could not locate datasets/ from working directory: {HERE}\")\n",
    "DATA   = os.path.join(BASE, \"datasets\")\n",
    "AUDIO  = os.path.join(DATA, \"dswp_audio\")\n",
    "LABELS = os.path.join(DATA, \"dswp_labels.csv\")\n",
    "FIGS   = os.path.join(BASE, \"figures\", \"phase1\")\n",
    "os.makedirs(FIGS, exist_ok=True)\n",
    "\n",
    "UNIT_COLORS = {\"A\": \"#4C72B0\", \"D\": \"#DD8452\", \"F\": \"#55A868\"}\n",
    "SEED = 42\n"
   ]
  },
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   "execution_count": 2,
   "id": "p1-03-nousbp",
   "metadata": {
    "execution": {
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clean codas (social unit + coda type tasks) : 1383\n",
      "IDN-labeled codas (individual ID task)      : 762  |  12 individuals\n",
      "  (dropped 1 singleton individual(s) — too few for stratified split)\n",
      "Social units                                : ['A', 'D', 'F']\n",
      "Coda types                                  : 22\n"
     ]
    }
   ],
   "source": [
    "# Load and prepare labels\n",
    "df = pd.read_csv(LABELS)\n",
    "df[\"ici_list\"] = df[\"ici_sequence\"].apply(\n",
    "    lambda s: [float(x) for x in s.split(\"|\")] if isinstance(s, str) and s else [])\n",
    "df[\"mean_ici_ms\"] = df[\"ici_list\"].apply(lambda x: np.mean(x)*1000 if x else np.nan)\n",
    "\n",
    "# Working set: clean codas only\n",
    "df_clean = df[df[\"is_noise\"] == 0].copy().reset_index(drop=True)\n",
    "\n",
    "# Individual-ID subset: only codas with known IDN\n",
    "# Drop singletons (individuals with only 1 coda) — StratifiedShuffleSplit requires ≥2 per class\n",
    "df_id_all = df_clean[df_clean[\"individual_id\"] != \"0\"].copy()\n",
    "id_counts = df_id_all[\"individual_id\"].value_counts()\n",
    "df_id = df_id_all[df_id_all[\"individual_id\"].isin(id_counts[id_counts > 1].index)].copy().reset_index(drop=True)\n",
    "\n",
    "n_dropped = len(df_id_all) - len(df_id)\n",
    "print(f\"Clean codas (social unit + coda type tasks) : {len(df_clean)}\")\n",
    "print(f\"IDN-labeled codas (individual ID task)      : {len(df_id)}  |  {df_id['individual_id'].nunique()} individuals\")\n",
    "if n_dropped: print(f\"  (dropped {n_dropped} singleton individual(s) — too few for stratified split)\")\n",
    "print(f\"Social units                                : {sorted(df_clean['unit'].unique())}\")\n",
    "print(f\"Coda types                                  : {df_clean['coda_type'].nunique()}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-04-skkjaa",
   "metadata": {},
   "source": [
    "## 2. Shared Train/Test Split\n",
    "\n",
    "**Design decisions from EDA:**\n",
    "- Stratified by social unit — Unit F = 59.4%, random split would skew test set\n",
    "- 80/20 ratio — 1,106 train / 277 test on the clean set\n",
    "- Random seed = 42 fixed for all experiments\n",
    "\n",
    "This exact split will be reused in Phases 2, 3, and 4.\n"
   ]
  },
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   "execution_count": 3,
   "id": "p1-05-dgzotn",
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    "execution": {
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Main split  — train: 1106  test: 277\n",
      "  Train unit distribution: {'F': 656, 'D': 257, 'A': 193}\n",
      "  Test  unit distribution: {'F': 165, 'D': 64, 'A': 48}\n",
      "ID split    — train: 609  test: 153\n",
      "\n",
      "Split indices saved to datasets/\n"
     ]
    }
   ],
   "source": [
    "def make_split(data, stratify_col, test_size=0.2, seed=SEED):\n",
    "    \"\"\"Return (train_idx, test_idx) with stratified split.\"\"\"\n",
    "    sss = StratifiedShuffleSplit(n_splits=1, test_size=test_size, random_state=seed)\n",
    "    idx = np.arange(len(data))\n",
    "    train_idx, test_idx = next(sss.split(idx, data[stratify_col]))\n",
    "    return train_idx, test_idx\n",
    "\n",
    "# Main split (stratified by unit)\n",
    "train_idx, test_idx = make_split(df_clean, \"unit\")\n",
    "df_train = df_clean.iloc[train_idx].reset_index(drop=True)\n",
    "df_test  = df_clean.iloc[test_idx].reset_index(drop=True)\n",
    "\n",
    "# ID-subset split (stratified by individual_id)\n",
    "train_id_idx, test_id_idx = make_split(df_id, \"individual_id\")\n",
    "df_id_train = df_id.iloc[train_id_idx].reset_index(drop=True)\n",
    "df_id_test  = df_id.iloc[test_id_idx].reset_index(drop=True)\n",
    "\n",
    "print(f\"Main split  — train: {len(df_train)}  test: {len(df_test)}\")\n",
    "print(f\"  Train unit distribution: {df_train['unit'].value_counts().to_dict()}\")\n",
    "print(f\"  Test  unit distribution: {df_test['unit'].value_counts().to_dict()}\")\n",
    "print(f\"ID split    — train: {len(df_id_train)}  test: {len(df_id_test)}\")\n",
    "\n",
    "# Save split indices for reuse in later phases\n",
    "np.save(os.path.join(DATA, \"train_idx.npy\"), train_idx)\n",
    "np.save(os.path.join(DATA, \"test_idx.npy\"),  test_idx)\n",
    "np.save(os.path.join(DATA, \"train_id_idx.npy\"), train_id_idx)\n",
    "np.save(os.path.join(DATA, \"test_id_idx.npy\"),  test_id_idx)\n",
    "print(\"\\nSplit indices saved to datasets/\")\n"
   ]
  },
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   "cell_type": "markdown",
   "id": "p1-06-lrzozc",
   "metadata": {},
   "source": [
    "## 3. Evaluation Helper\n",
    "\n",
    "We define a single `evaluate()` function used by all three baselines. It reports macro-F1, accuracy, and a per-class breakdown. Confusion matrices are produced for the social-unit task (3 classes) where visual inspection is meaningful.\n"
   ]
  },
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   "id": "p1-07-truvps",
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    "execution": {
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   "source": [
    "def evaluate(model, X_train, X_test, y_train, y_test, task_name, label_names=None, plot_cm=True):\n",
    "    \"\"\"Fit logistic regression and report metrics.\"\"\"\n",
    "    model.fit(X_train, y_train)\n",
    "    y_pred = model.predict(X_test)\n",
    "\n",
    "    macro_f1 = f1_score(y_test, y_pred, average=\"macro\", zero_division=0)\n",
    "    accuracy  = accuracy_score(y_test, y_pred)\n",
    "\n",
    "    print(f\"{'='*55}\")\n",
    "    print(f\"Task: {task_name}\")\n",
    "    print(f\"  Macro-F1 : {macro_f1:.4f}   Accuracy: {accuracy:.4f}\")\n",
    "    print(f\"{'='*55}\")\n",
    "    print(classification_report(y_test, y_pred, target_names=label_names,\n",
    "                                 zero_division=0))\n",
    "\n",
    "    if plot_cm and label_names is not None and len(label_names) <= 10:\n",
    "        fig, ax = plt.subplots(figsize=(5, 4))\n",
    "        cm = confusion_matrix(y_test, y_pred)\n",
    "        disp = ConfusionMatrixDisplay(cm, display_labels=label_names)\n",
    "        disp.plot(ax=ax, colorbar=False, cmap=\"Blues\")\n",
    "        ax.set_title(f\"{task_name}\\nMacro-F1={macro_f1:.3f}  Acc={accuracy:.3f}\")\n",
    "        plt.tight_layout()\n",
    "        fname = task_name.lower().replace(\" \", \"_\").replace(\"/\", \"_\")\n",
    "        plt.savefig(os.path.join(FIGS, f\"cm_{fname}.png\"), dpi=130, bbox_inches=\"tight\")\n",
    "        plt.show()\n",
    "\n",
    "    return {\"macro_f1\": macro_f1, \"accuracy\": accuracy}\n",
    "\n",
    "\n",
    "def make_lr(class_weight=\"balanced\"):\n",
    "    \"\"\"Logistic regression with balanced class weights and generous max_iter.\"\"\"\n",
    "    return LogisticRegression(\n",
    "        max_iter=2000, random_state=SEED,\n",
    "        class_weight=class_weight,   # compensates for unit F imbalance\n",
    "        solver=\"lbfgs\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-08-dcwahz",
   "metadata": {},
   "source": [
    "---\n",
    "## 4. Baseline 1A — Raw ICI → Logistic Regression\n",
    "\n",
    "### Motivation\n",
    "\n",
    "**Leitão et al. (arXiv:2307.05304)** showed that ICI-based clustering closely aligns with social-unit and clan assignments, suggesting the raw ICI space carries biological signal even without any learned representation. **Gero et al. (2016)** used ICI sequences directly to define the 21-type taxonomy that underpins our labels.\n",
    "\n",
    "The t-SNE analysis in Phase 0 confirmed that raw ICIs form tight, distinct clusters by coda type but that social units are intermixed within those clusters. We therefore expect:\n",
    "\n",
    "- **Coda type** classification: high macro-F1 (ICI *is* the coda type, by definition)\n",
    "- **Social unit** classification: moderate macro-F1 (micro-variation signal exists but is subtle)\n",
    "- **Individual ID** classification: low macro-F1 (individual style is finer-grained than unit style)\n",
    "\n",
    "This baseline sets the floor: if DCCE-rhythm-only cannot beat it, the GRU encoder adds no value over a simple linear model on raw features.\n",
    "\n",
    "### Feature construction\n",
    "\n",
    "- Extract `ICI1`–`ICI9` from labels (pre-computed, no audio needed)\n",
    "- Zero-pad shorter sequences to length 9\n",
    "- Apply `StandardScaler` (confirmed necessary in EDA: ICI range spans ~90ms–350ms+)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-09-tvdzbj",
   "metadata": {},
   "source": [
    "### Visualising the Rhythm Channel: Waveform and Click Timing\n",
    "\n",
    "Each sperm whale coda is a sequence of broad-band clicks. The Inter-Click Intervals (ICIs) are the time gaps between consecutive clicks — the \"rhythm\" fingerprint that humans and whales use to recognise coda types (Watkins & Schevill 1977; Gero 2016).\n",
    "\n",
    "Below we show one representative coda for each of the four most common types. For each:\n",
    "- **Left**: raw waveform — individual click pulses are visible as sharp spikes\n",
    "- **Right**: ICI sequence as a bar chart — this is the 9-dimensional input vector to Baseline 1A\n"
   ]
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    {
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      "text/plain": [
       "<Figure size 1560x1728 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: figures/phase1/fig_ici_rhythm_patterns.png\n"
     ]
    }
   ],
   "source": [
    "# Pick one representative coda per coda type\n",
    "np.random.seed(42)\n",
    "VIZ_TYPES = df_clean[\"coda_type\"].value_counts().head(4).index.tolist()\n",
    "viz_rhythm_rows = []\n",
    "for ct in VIZ_TYPES:\n",
    "    sub = df_clean[df_clean[\"coda_type\"] == ct]\n",
    "    viz_rhythm_rows.append(sub.sample(1, random_state=42).iloc[0])\n",
    "\n",
    "fig, axes = plt.subplots(len(VIZ_TYPES), 2, figsize=(13, 3.6 * len(VIZ_TYPES)))\n",
    "fig.suptitle(\"Rhythm Channel: Waveform and ICI Timing by Coda Type\", fontsize=13, fontweight=\"bold\")\n",
    "\n",
    "for i, row in enumerate(viz_rhythm_rows):\n",
    "    wav_path = os.path.join(AUDIO, f\"{row.coda_id}.wav\")\n",
    "    y, sr = librosa.load(wav_path, sr=None, mono=True)\n",
    "    t = np.linspace(0, len(y) / sr, len(y))\n",
    "    color = UNIT_COLORS[row.unit]\n",
    "\n",
    "    # Waveform\n",
    "    ax_w = axes[i, 0]\n",
    "    ax_w.plot(t, y, color=color, lw=0.6, alpha=0.85)\n",
    "    ax_w.set_xlim(t[0], t[-1])\n",
    "    ax_w.set_xlabel(\"Time (s)\")\n",
    "    ax_w.set_ylabel(\"Amplitude\")\n",
    "    ax_w.set_title(f\"Coda type: {row.coda_type}  |  Unit {row.unit}  |  coda #{row.coda_id}\",\n",
    "                   fontsize=10, fontweight=\"bold\")\n",
    "    ax_w.axhline(0, color=\"grey\", lw=0.4)\n",
    "\n",
    "    # ICI bar chart\n",
    "    ax_i = axes[i, 1]\n",
    "    icis_ms = [v * 1000 for v in row.ici_list]\n",
    "    positions = np.arange(1, len(icis_ms) + 1)\n",
    "    bars = ax_i.bar(positions, icis_ms, color=color, edgecolor=\"black\", linewidth=0.7)\n",
    "    ax_i.set_xticks(positions)\n",
    "    ax_i.set_xticklabels([f\"ICI{p}\" for p in positions], fontsize=8)\n",
    "    ax_i.set_ylabel(\"ICI (ms)\")\n",
    "    ax_i.set_xlabel(\"Click-pair index\")\n",
    "    ax_i.set_title(f\"ICI sequence  —  {row.n_clicks} clicks, {row.duration_sec:.2f} s total\", fontsize=10)\n",
    "    for pos, val in zip(positions, icis_ms):\n",
    "        ax_i.text(pos, val + 1.5, f\"{val:.0f}\", ha=\"center\", va=\"bottom\", fontsize=7)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join(FIGS, \"fig_ici_rhythm_patterns.png\"), dpi=130, bbox_inches=\"tight\")\n",
    "plt.show()\n",
    "print(\"Saved: figures/phase1/fig_ici_rhythm_patterns.png\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "p1-11-ysefpj",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:36.318344Z",
     "iopub.status.busy": "2026-05-01T20:30:36.318239Z",
     "iopub.status.idle": "2026-05-01T20:30:36.327640Z",
     "shell.execute_reply": "2026-05-01T20:30:36.327165Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ICI feature matrix shape  — train: (1106, 9)  test: (277, 9)\n",
      "Feature range after scaling — min: -1.94  max: 25.46\n"
     ]
    }
   ],
   "source": [
    "# Build ICI feature matrix\n",
    "MAX_ICI = 9\n",
    "\n",
    "def build_ici_matrix(data):\n",
    "    X = np.zeros((len(data), MAX_ICI))\n",
    "    for i, row in enumerate(data.itertuples()):\n",
    "        for j, v in enumerate(row.ici_list[:MAX_ICI]):\n",
    "            X[i, j] = v\n",
    "    return X\n",
    "\n",
    "X_ici_train = build_ici_matrix(df_train)\n",
    "X_ici_test  = build_ici_matrix(df_test)\n",
    "\n",
    "# Normalise\n",
    "scaler_ici = StandardScaler()\n",
    "X_ici_train = scaler_ici.fit_transform(X_ici_train)\n",
    "X_ici_test  = scaler_ici.transform(X_ici_test)\n",
    "\n",
    "print(f\"ICI feature matrix shape  — train: {X_ici_train.shape}  test: {X_ici_test.shape}\")\n",
    "print(f\"Feature range after scaling — min: {X_ici_train.min():.2f}  max: {X_ici_train.max():.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "p1-12-ktkhlz",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:36.329211Z",
     "iopub.status.busy": "2026-05-01T20:30:36.329091Z",
     "iopub.status.idle": "2026-05-01T20:30:36.425969Z",
     "shell.execute_reply": "2026-05-01T20:30:36.425412Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "Task: 1A — ICI → Social Unit\n",
      "  Macro-F1 : 0.5986   Accuracy: 0.6209\n",
      "=======================================================\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           A       0.53      0.60      0.56        48\n",
      "           D       0.42      0.73      0.54        64\n",
      "           F       0.86      0.58      0.70       165\n",
      "\n",
      "    accuracy                           0.62       277\n",
      "   macro avg       0.61      0.64      0.60       277\n",
      "weighted avg       0.70      0.62      0.64       277\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_1a = {}\n",
    "\n",
    "# ── Task 1: Social unit ────────────────────────────────────────────────────\n",
    "results_1a[\"unit\"] = evaluate(\n",
    "    make_lr(),\n",
    "    X_ici_train, X_ici_test,\n",
    "    df_train[\"unit\"], df_test[\"unit\"],\n",
    "    task_name=\"1A — ICI → Social Unit\",\n",
    "    label_names=[\"A\", \"D\", \"F\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "p1-13-vjoiwy",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:36.427277Z",
     "iopub.status.busy": "2026-05-01T20:30:36.427149Z",
     "iopub.status.idle": "2026-05-01T20:30:36.684716Z",
     "shell.execute_reply": "2026-05-01T20:30:36.684202Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "Task: 1A — ICI → Coda Type (top 10)\n",
      "  Macro-F1 : 0.9811   Accuracy: 0.9884\n",
      "=======================================================\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "       1+1+3       1.00      0.99      1.00       107\n",
      "         5R1       1.00      1.00      1.00        30\n",
      "          4D       1.00      1.00      1.00         6\n",
      "         7D1       1.00      1.00      1.00        10\n",
      "          6i       1.00      0.98      0.99        50\n",
      "         4R2       0.80      1.00      0.89         8\n",
      "          7i       1.00      1.00      1.00         8\n",
      "         5R2       0.95      1.00      0.98        21\n",
      "          8i       1.00      0.92      0.96        13\n",
      "         4R1       1.00      1.00      1.00         6\n",
      "\n",
      "    accuracy                           0.99       259\n",
      "   macro avg       0.98      0.99      0.98       259\n",
      "weighted avg       0.99      0.99      0.99       259\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "Task: 1A — ICI → Coda Type (all 22)\n",
      "  Macro-F1 : 0.9310   Accuracy: 0.9856\n",
      "=======================================================\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "       1+1+3       1.00      0.99      1.00       107\n",
      "        1+31       1.00      1.00      1.00         1\n",
      "         10i       1.00      1.00      1.00         1\n",
      "         2+3       0.83      1.00      0.91         5\n",
      "          3D       1.00      1.00      1.00         1\n",
      "          3R       1.00      1.00      1.00         1\n",
      "          4D       1.00      1.00      1.00        30\n",
      "         4R1       1.00      1.00      1.00         6\n",
      "         4R2       1.00      1.00      1.00        10\n",
      "         5R1       1.00      1.00      1.00        50\n",
      "         5R2       1.00      1.00      1.00         8\n",
      "         5R3       1.00      1.00      1.00         1\n",
      "          6i       1.00      1.00      1.00         8\n",
      "         7D1       0.95      0.95      0.95        21\n",
      "          7i       0.92      0.92      0.92        13\n",
      "          8R       1.00      1.00      1.00         2\n",
      "          8i       1.00      1.00      1.00         6\n",
      "          9R       0.00      0.00      0.00         0\n",
      "          9i       1.00      0.83      0.91         6\n",
      "\n",
      "    accuracy                           0.99       277\n",
      "   macro avg       0.93      0.93      0.93       277\n",
      "weighted avg       0.99      0.99      0.99       277\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# ── Task 2: Coda type ─────────────────────────────────────────────────────\n",
    "# Use top-10 most frequent types to keep the confusion matrix readable\n",
    "top10_types = df_clean[\"coda_type\"].value_counts().head(10).index.tolist()\n",
    "mask_train = df_train[\"coda_type\"].isin(top10_types)\n",
    "mask_test  = df_test[\"coda_type\"].isin(top10_types)\n",
    "\n",
    "results_1a[\"coda_type_top10\"] = evaluate(\n",
    "    make_lr(),\n",
    "    X_ici_train[mask_train], X_ici_test[mask_test],\n",
    "    df_train.loc[mask_train, \"coda_type\"], df_test.loc[mask_test, \"coda_type\"],\n",
    "    task_name=\"1A — ICI → Coda Type (top 10)\",\n",
    "    label_names=top10_types)\n",
    "\n",
    "# Full 22-type evaluation (no confusion matrix — too many classes)\n",
    "results_1a[\"coda_type_all\"] = evaluate(\n",
    "    make_lr(),\n",
    "    X_ici_train, X_ici_test,\n",
    "    df_train[\"coda_type\"], df_test[\"coda_type\"],\n",
    "    task_name=\"1A — ICI → Coda Type (all 22)\",\n",
    "    label_names=None, plot_cm=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "p1-14-ynygdl",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:36.686020Z",
     "iopub.status.busy": "2026-05-01T20:30:36.685932Z",
     "iopub.status.idle": "2026-05-01T20:30:36.708452Z",
     "shell.execute_reply": "2026-05-01T20:30:36.708009Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "Task: 1A — ICI → Individual ID\n",
      "  Macro-F1 : 0.4925   Accuracy: 0.5033\n",
      "=======================================================\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "        5130       0.14      0.50      0.21         6\n",
      "        5560       0.00      0.00      0.00        26\n",
      "        5561       0.50      0.32      0.39        19\n",
      "        5563       0.60      1.00      0.75         3\n",
      "        5703       0.91      1.00      0.95        10\n",
      "        5719       0.08      0.33      0.13         3\n",
      "        5720       1.00      1.00      1.00         2\n",
      "        5722       0.81      0.90      0.85        48\n",
      "        5727       0.50      0.16      0.24        32\n",
      "        5973       0.07      1.00      0.13         1\n",
      "        6069       0.14      1.00      0.25         1\n",
      "   6070/6068       1.00      1.00      1.00         2\n",
      "\n",
      "    accuracy                           0.50       153\n",
      "   macro avg       0.48      0.68      0.49       153\n",
      "weighted avg       0.53      0.50      0.48       153\n",
      "\n",
      "\n",
      "1A Summary:\n",
      "  unit                       Macro-F1=0.5986  Acc=0.6209\n",
      "  coda_type_top10            Macro-F1=0.9811  Acc=0.9884\n",
      "  coda_type_all              Macro-F1=0.9310  Acc=0.9856\n",
      "  individual_id              Macro-F1=0.4925  Acc=0.5033\n"
     ]
    }
   ],
   "source": [
    "# ── Task 3: Individual ID ─────────────────────────────────────────────────\n",
    "X_id_train = build_ici_matrix(df_id_train)\n",
    "X_id_test  = build_ici_matrix(df_id_test)\n",
    "scaler_id = StandardScaler()\n",
    "X_id_train = scaler_id.fit_transform(X_id_train)\n",
    "X_id_test  = scaler_id.transform(X_id_test)\n",
    "\n",
    "results_1a[\"individual_id\"] = evaluate(\n",
    "    make_lr(),\n",
    "    X_id_train, X_id_test,\n",
    "    df_id_train[\"individual_id\"], df_id_test[\"individual_id\"],\n",
    "    task_name=\"1A — ICI → Individual ID\",\n",
    "    label_names=None, plot_cm=False)\n",
    "\n",
    "print(\"\\n1A Summary:\")\n",
    "for k, v in results_1a.items():\n",
    "    print(f\"  {k:25s}  Macro-F1={v['macro_f1']:.4f}  Acc={v['accuracy']:.4f}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-15-sjfkdi",
   "metadata": {},
   "source": [
    "---\n",
    "## 5. Baseline 1C — Raw Mel-Spectrogram → Logistic Regression\n",
    "\n",
    "### Motivation\n",
    "\n",
    "**Beguš et al. (2024)** showed that the spectral texture within coda clicks carries vowel-like formant variation correlated with individual and social-unit identity. The spectral centroid analysis in Phase 0 confirmed that spectral variance is high across the dataset (8,894 ± 2,913 Hz) and that rhythm and spectral channels are empirically uncorrelated (Pearson r ≈ 0).\n",
    "\n",
    "This baseline tests whether a simple mean-pooled mel-spectrogram — the raw spectral representation without any learned encoder — carries social-unit or coda-type signal. It establishes the floor for the DCCE spectral encoder, analogous to what Baseline 1A does for the rhythm encoder.\n",
    "\n",
    "### Feature construction\n",
    "\n",
    "- Load each WAV with librosa (native sample rate, mono)\n",
    "- Compute mel-spectrogram: 64 mel bins, `fmax=8000 Hz` (confirmed by EDA)\n",
    "- **Mean-pool** across time → fixed 64-dimensional feature vector per coda\n",
    "- Apply `StandardScaler`\n",
    "\n",
    "Mean-pooling discards temporal structure but retains the average spectral shape. This is intentionally weak — a learned CNN will exploit the temporal structure that this baseline ignores.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-16-budexv",
   "metadata": {},
   "source": [
    "### Visualising the Spectral Channel: Waveform → STFT → Mel-Spectrogram\n",
    "\n",
    "Before computing features, we examine what the spectral channel looks like for one representative coda from each social unit. Each **column** is a unit (A, D, F); each **row** is a stage in the signal-processing pipeline:\n",
    "\n",
    "1. **Waveform** — raw audio signal; individual click pulses appear as sharp transients\n",
    "2. **STFT magnitude** — Short-Time Fourier Transform amplitude in dB; reveals the broadband click    structure and the spectral peaks that Beguš et al. (2024) identified as vowel-like formants\n",
    "3. **Mel-spectrogram** — 64 mel-scaled frequency bands up to 8,000 Hz; this is the    representation mean-pooled into the 64-d vector used by Baseline 1C\n",
    "\n",
    "The `pcolormesh` plots use `shading=\"auto\"` to match the approach from previous TensorFlow-based spectrogram work, with `magma` for the STFT and `viridis` for the mel-spectrogram.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "p1-17-rwffpe",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:36.709894Z",
     "iopub.status.busy": "2026-05-01T20:30:36.709801Z",
     "iopub.status.idle": "2026-05-01T20:30:38.184179Z",
     "shell.execute_reply": "2026-05-01T20:30:38.183608Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WbUiz7jR7TL87/M1+1HMHzUbTfVm/yy16jNDMR+1xG4zPrd/FWmnCrmvXrmad6jHW/j2k60ePPe49lHVc+7HJG12XOm+aha6v0WONqshxTL+rtWSq/dxH+/zqa7UKg1YsCIS3ebTocVef0/MaPWbrdmsvda7H+kcffdTne2ipXl2u+j1vP7fTz6fnfLpP6TrX99DsYYtWXHGvDBEIzRLVc1f9Thw6dKjLuc2iRYvk4Ycfdhn/oosuclZFsZarbtM6jxbdDnWYrwz6QL5b7PQcTPcfi/Zz1cowun3q9qHrR0ugu38fW7S6jWYFWxUb9LtIj1u6zuzbtVa3GT9+fLn3i0DoNPT8Rc8RdP/Uz2h9R+q+re/rrdJKdaHboH6PB3KO7Ik/5zneerADAIBapKqjwwAAoHq5+OKLy7ybWzPp3nvvvVKvdb9DvG/fvs6s28LCQo9ZGpZLL73UOTwyMtLx119/OZ/Lz883WRP2561MO83ScM+Y0aymgoICl+y/KVOmuMyrexaMlf3qzn28OnXqmIwgO+tO+XXr1pn3cqdZCMOGDXPJEEhPTw9K5qxmWdlf+9Zbb/n9Wk/vrY+nn37a+fzkyZN9zptm/KSlpZWarmbduW9Lunzs3N/3hhtuMNuJmjt3rs8MAvf1otvk6tWrzXO67jUD2Nv6dc82njp1qst833TTTS7Pz58/P2SZs/pe7pniSterNezVV191yWSqW7eu2e40C9KeQXX00UcHZV39888/Ls/95z//cT63detWl+fuuusu53Nvv/22y3OakWmnGc325zX7zd9MHPXGG2+4vH7QoEGOlJQUr+vxwgsv9Lnda7aePevF+t19W9Ps9/j4ePPchg0bSk1Hj1XW8efOO+90eU73p8owa9YsR1RUlDOzxz0LzBfNxtNjkq9jvm5Xeoz2tP0EK3PW10Mz3atT5mxFl7n7d6Een958803n3+PGjXOpZGFtu/bXuO8TQ4YMcT6nGYKa/WzJzMx0HHvssS5ZijosWJmz+h1t/47z9mjTpo1j5syZZW43WoXCyubTY9uYMWNcnn/wwQcr/Ll137UfL/V39/1TM38///xzn+vO27JyH0/nbfHixc7n9Rihj4ocx9yf0+xQPd9Qeu7Vq1evgDJnvc2jWrVqlVnP7vRcpmvXrs5ptGrVyud+3qBBA+f3i2an1qtXz+X54447zrmOXnvtNZfnNHu8vJmzun5/+ukn5/O//vqry/rX+bCW+88//+zy2ltuucV5bqL0nMH9nLM83y1lmTRpUpn7lJ4P33777c71rnSdtW7d2mU8+3as+4i9IoYuB81arsh+4ev7OiEhwfmd6U6zge3zqX9X58zZQM+RyzpelHWeAwAAajcyZwEAgItPPvlEnnzySZMZ5o1m11133XUmg8yX+++/39lDMzw83PRcdc/SVHpnv2ZT2LMzXn75ZWfW1CWXXGKyJy3ah/Pnn392TsPeL0zvNNfemfbMBM3+08yaYNAMIPeemlZ2h/b80mwFzajTzA99X80K0Oft2Y2aIeDeoy9Y7Bk05aFZlJo556m3qXLve6efWXvb6XiaUaR3/utn1vXtnkFgzwxyp5kYzz33nHmdtR61H5m393Wn/dw0I1TputcMD2/zbd9uNSNt2rRpzm1NM5PsmZ7Kvm36s33oOrAegfScVZrZotuNxdpu7NuPlaVm/dQM1aVLl5px7Ovf3m+2IutKezjqw1OmrJXZZ9HjgsX9+KDzZ8+GdO8DGchy9jS+ZglZWVz6ufR4o+vX8tNPP3nt+6rHu9dee80lU8v+u51mGWlWn9KsQHt2k3rggQecxx/3nnGBZAXZe8+V9dBjkvb2tTJ77NnOZdHMr19//dVlHbvT7Up7UWpv3dosVMvcE83St4552r9cvwMtmh1ZVu9gzf6zH081E9Da1/T7T3tsWzTTz35M8UWz9TxlM+v+ZtHsMf1O/ve//+2SCeZOj8Pa69JeNcMTPQexsvP0eOh+HLXOHSryuTVj0H681HHdt2+tuqHnH8Fw9913u2Rd6jFCHxU5jlnLwV4lwhpXz730HCwY82hljmq/YK0yor3DNXNc50+32W3btjlfs2/fPo+9WC26PK1sfT3u6jHU7o477nBuQxU5frrTTFzNXLX/rQ97z1+rp7H7d5dmKGsmrbVdaaUOf7+7Avlu8XReo+cn9gxqd3o+rNO3n7fp/qV9bi0DBw502Y61/6z9u1r3g1mzZlXafqFZw7oMdVpW71s979DtR48v/p4nVgeBniMDAAD4UlKDAwAA4NBF1kceeUTuueceU45NSwbqxUy9AJqfn++yjPTi8dixY70uNytYZmnbtq25UGVduNMybRpY0gum9lLJ+reWL/bFKnO5fft2l+H2cq+VwVuZMS0Hqu+9fPlyv6bjb2nosuhFUnvJ0YqWTdWyrPYybfaShcoKRii9QKwlavVicUU/s5Yzdg9y6XtbF9bt7+stqOn+Wm/zbd9mdJv2d1sLBb1oqxdStaSy0gusW7ZscZZz1Iua/fv3dwZnp0yZYn7X5/WmCW+lRiu6rrSU6K233mp+X7NmjQlga2lie3BWS0XqhVeL+75Z1s0cgS5n9/Hdjze6PelNEtZ4ui1pSWt7qVOLlurUZesPLWdop8EJ+7K3P2+/wcCf7ThYdJsJhJZg1jL2q1evlt9//90c8/X4f+DAAZfxNLivZTTdS7sG69hqLyNa0wS6zN3ptqIBWi1/rQEXq3SvVT7TF93G7QEVDWIF67imQRtPpVPdtw3rpioNrOo2NG/ePHNc0kCR/aYIPea+8cYbpnSxN+77svvf2h6gop+7upw7VOQ4Zi0Hpd/b7u0atP1CMOZRl6ve7OPvNqPfH95u8PN0/PT2fDCPn+7L1RqmN6ZYrOXpvm24B8Hd+VougXy3eKLBYC1xqzdgablz3ad033L/jp40aZIJ5OvNDGVtU56GVeZ+8Z///MfcNBnKc2PlXj7a082L7jdslVVyOpBzZAAAgLIQnAUAAB7pBR7tX2r1MNULJtpL7NVXXw36He7lyfa0eohWNFM0UFbGnDvtiWoPzGr2ivYWa9mypckO+Pvvv10ucAdrvrV/mj2gocE39wzlQFiZzv5cqPrqq69cgn2aCaFBUr2QrL9rn1R74NjXZ3Z/37LeuyLzHeiyt/erDQUNqlrBWaWZM9YFU13f1mezB181mOaerWTPnK3outKsQM2qsnpGalBWM8Dtr9EAbk1azv7s156430RgZXt7u1hbXmVlS9ppMG/y5MnmwrAeb+68885yvacGc/ShGZC6/n788UeTIWXPPtTjfmUEZ6uDqljmdppFpsFZ92GV+R0abBpQO/fcc83Dugnr9ttvd8nO59whNNyPTeU9Dj799NMuAT/NbNXzG+1ZrfQmPnuw3tf2GKrjZ0UE87srkO8Wb/T4ohnN+tCsTT326Hew9oe3erXrd7OeY7pnIgcq2OfUGtjXGz7tdB61/7zejKbZ7xpsroz3d9/WPGV0u9/U5v6aipxrAgAAlIXgLAAAcNKLa3phwn5XuL2M2VNPPeUSnLWX2vNk7dq1JrvOXu7LfnFEA5d6caZ58+YmsyAjI8MM7969u2zatMmvNaOlWu3sQa2yLnYF82KnldloD5ZpBqRFg9yeso8qSkvt/fe//3X+rQFiDcRptoU3GkzQkoQV5f6ZtdSflgW2l+SzB++qi86dOzvnS7c73e6DsTyCxR50VfZ9zv6cZqlq9pRe3NTtTcsyWjp06GAewVpXelzQcqRWpqyWuNWsd3tA5uKLL/a6nJVmAmowOFg0QGifvmb0aulNewa+vRy6rmtPNwGUJ4gRCppd6A+9OH/ZZZc5g4RvvfWWuWjvLz0uewogWKV7tUz79OnT/T7u12ShWubeWFmyGuyyZ9OWxT1YruVa7RmBFeFPtqSWsrVuRHKnwx966CGX4Kw/5w5Dhgxx+dvOOrZV5HN7Ondwv8EkFOcOFTmO6XjWuZIG7DR7W4NeFvcS/eWdR/v3h35XaolaLe9q/y5yz6Subty3IV/blX53uX9+9zYB/irvd4seW7Rlh6cMZD1H1xLBem6gFQ/c9yv3/UK3qbI+u/Wa8u4X3mjVHSuAbN1sojcz2s9F7MHZYHIPVNtLoHsbVtHgdqDKezwBAAC1Q/W7CgEAAKqMZtZpb6sXXnjBWVLRzr1coHsJPXcaNExKSnKWDtNecHajR492Xryy9wjVfqxaBs1+QUfphSoNEth7vurFWHuPO72ora91L6OovXTtrH52FvvFz/LQC6PuJR7t/cjKKotXXton0j0ophftPv7441IZCFqyT7O73LMYKuMza6awvTdpdaLlfS16Q4AuE/dSdBp41B6KmjXoaV/wRjPp7H0pA+05a5UHtl/Q1cCHxf0CsfW3Zn/YP4P7eMFYV/YLtFo+257hp9ugfZruy1lpWWR7BqbS/VQvfF9//fWyePFiCYT2SnXP7rJKIuq2r8cbeyl2vUGiOgZhK0p7NH755ZfO4OINN9wQ0Ov1Zhhd/tpv0b3Eox4X3S9e20tXH64qusx90SxTDb7pQ9eLe2lXb+Xt7TcDaT/njz76qNR4epzQ74aK9sd19+6775qMay2t6ilIF+i5g/ZdtW420ePaE0884fHcoSKfW3tF2gMj+jr312pGpHs/7mCfO1TkOGbvmaq0uol13qSlj/VcKBjs3x/63va+6G+//bYJ1lZ3GrS3B+51W7H/rZ9Jv3s9fXdp1Qi9CcqdluzW8wftER1s+n4aMNXpr1ixwmNw1Z6BrkF7K7isVTF037BoSWStwGHR9fX++++7TM86ry7vfuGNr3MP/YwVqfRSFu0xbM9s1eWg+4jeJKr7lK5/LcNuZ///IhTsxxPdZymLDADAYcYBAABwyMcff6zRPOejS5cujjFjxjjOPvtsR69evVye08fnn3/usuyuuuqqUuM0a9bMccoppzi6devmMjw8PNyxZMkS52vXrFnjqFevnss47dq1M68988wzHUc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NS6rnoWyNoxvJ4PYD5MjmXeTXrX+aAHogbpn5kOzPSpIvL57kdZxAtx93VrZ0WVmoR7fpLf1b9ZSWDZpLZHiErNy7Xr7f+Jt5TgO0axI3ydFteklluXPo9dIk2vV6m+5fla1HiyMq/T1Q+xGcBULEKu27eG2C7EvKlojwMGnTvL6MGdRRzjqhq3O8+AMZ8uVvm2Tlpv2SkpEr9aIi5ciOsXLeSUdI/yNblAo0vf/dGlm8dq9eIpNBvVvLtWP7eHz/g6nZ8smPG2TL7hQ5mJojWTn5Ztpd2zU27z+kbxu/Pse1T/8iicnZzr/37M909rhV2/akmr/t/W47tm4k/73lBPP7jwu2+wzORtWNkOdvPVF6dG7qHKaBvL0HM2XRmr3m701xKc7gnaeA1zdzt5igojrh6HalgsUVsS8pS6575leXYVYvUPXIv46X5z/5W3LzCs0y0N6ietFRFRY55MrHf5K0zDxpGFNHPnr8NLMurOn16dZMrjmrtwlsapCyQb1IGTOok+lbGhFRkknqcDjk96W75JfFu2RHQpopC9y2RQPnthQeHlZm/9OyTP11k+xOzJBjjmwh+YVFZZaOVm2bNzBBeH1si0+V7//abobvT8ku9/oNtvdmrDHL/9TBnUxQ2L4t++uPf3bLz4t2ms+o61mzYHt1bSY3ntdP6tfzfsecr56zyzbsk5l/bjPrXffNRvWjpEfnWLn27D7S0kdW9tRfN8qnP20wvx/RvrE8feMwMw8/LtwhvyzaYdZhQaHD7AMdWjWQY45sKReM6h7wZwYAiBRmp5vAoZbqLUhJNIFEDTI27D9KGg88w7mI8pMSJHn+15K9fZUUZqZKeFS0CT42OX6s1OvSr3Sw87fJZpr67R1z5EBpdvLVHhd3QdpBSfpjquTt3SoF6UkmczG8bj0TTNX3r3/U8QH30yye33iX0rZ5+7abvz2VqdXAbFFWmjQ8Zoxkb1vhMh275EOZsFoet+3lT5gAsKV+j8Eu44ZHxUi7a/5rfs/aurzSg7Oeyv7GvVncM0p1uOkNiZt0q/k9umMvaXvFUy7bwM6X/yXiKJI6LTpKhxteLtWLtEGvEyRp7ueSv3+XRDSIlcaDzjRlk90D46l/z5KMNX9K/sE9ZljdFh2l0XGnS8O+J7mMmzTvC2dmcYuzbjHbm7/qtuwYUEAxqk030wtVM6kzNyyUvMTic/aCtOJqORar3HTegd0hD86GRdapUJBUP0vKgm8ka9sKKUw7KGF16kqdZu3MOvJVyttXz1l/jw2l5+WgxE95sHj5hoUXr99+IyQ/JVGS5n4qOTvXmmNEeJ0oc5ODHkd0PqNadS735weAmsYqzbp0z0rZn3lQIsIipHWDFjKy61A5rfsI53h70xNl+rqfZPW+DZKSmyb1IqOle7POctZRJzszVC1puRmmFOvS+JUmY/W4tv3kymPGeXz/pKwUmbrmO9metEuSslMkKz9boutEm2Dq6d1HyqD2RwcUTLNoMM7qWam2p8SZv+39K9s3biNPjLrT/P7LlnllBtfcS9X2a91TtiTtlL/3FFcvyy7IcT6ny+TkridIg6iSyiE9WxwhN8y4TwodRZJbmCe7UxPkiGadqyQoZe/zqdbt3+xcXppFq/Mwfd2P5u+bBl5htgfLrE2zZfLyaeb3K/pfIGf3ONlleg+fdLuZni7PjLwsOaJpJ7nq6Aula1PXdmiJGQdk+vqfZNXe9ZKSkyYxdaKld8uj5MI+Z0r7Rm28rl9fAVPLeb1Oc/6+cNcyqQyBbj/ldf+JN7v83b91L7Mf7kzZbf7OsW13laFr006mjHJ55BXkyfebfpfFccslPiNRL7hKi/rN5Pj2x8jFfc/2+VpvPWeLiopMwH3ezsWyOy3B3JDRrF4T6dPyKLlh4P95nZ6O9/yfE2XF3nXm79FdT5AbjrvM3MDxxZqZ5hh4ICtZIsLCpVF0Q+nSpIMM73y838cgVE8EZ4EQ0BKv9735p/lpp4HM+avincHZTbuS5eG3Fkh2bkkWQnpWvizbkCj/bEyUG8/vJ2cM7eLs3fnoOwvNNCxzlu2W7fFpnuchJdv0+rTTzMZVWw6Yh9U3tqrFRNdxCdzZA3+W6LreD10auNTAlOXMYa7ZApVNA97D+rU1JY818Ldue5IJVqoNO5JMYFBpf1XtzWq390CmPDRpvuTkFffkTcovlC9+2ySpmXlyy7iSfh+vTF3uLKls0SCtZoRu2Jlsev5WhE5L+wlH142QWy48Wl6ZWnbpwlIOBcdVs0bRQVu/FaEB0Ln/7JamjaJNEFyDs4F67YvlpW4u0PWcuGy3XH5aT5/BWW8+/2WjfPZzcYDVor14F6xKkLOGdfUanNWS01ZgVm9SeHL8UPP+um24l47W6elDg7UEZwEgcBo8iZ/yUKkglQYyMzcscgZgcvZsloTPnhBHXsk5X1F2hmRvXS7ZW1dI89Ouk0bHnubstZrw2ZNmGuZvPTdb/Yfk7fPcUqAg/aBkrCruu+Wcdk5Gce/PnWucfWMriwZOM9bMk4gGTaXZqCtk97YVHsfLT95rSuIqDXqlLJwhWVv/McuhbstO0mTYBVL/yIFSbYVHmH63WvI4Z9d6E4DWQLXK2rLMBGZVg94lmSeWnLgNkrF6nnOcgtREE9DWMsHau9UKzO6d+rSzpLQlN36z7P9us+Tt32WWbzAkfvuqFGYXB/ei2hxhev3GdHHtIeeNdaOj0nVeXRRkJMvOV66VwuwMiWzQROodMUBiT7hIIhuWnTmbu3e7JHz2uNkWLbofamawbqO+grMVPTa40/lPmPrUodeFSfPTbzD7r6OoUPZ+/pS5acKiN2LoQ/er6PY9CM4COGxoWdZHf3/J/CyRbwKZ9eL+cQZntxzcIU/NfdUl+Ki9L5cnrJUVCevk2mMvllOOKL75qaCwQJ6Z+5qZhkWDKFYgydM8aH9L916oaxM3mYfVN7a60aCTZsFuOlBcpUz1sfUy7da09A3xmrlbv26MCV6rqEjPiQ43zXzQBCsb1W0gvVsdJRf2PjMkmYp2I7sMMb16tVfrX7uWuARn/96zylmdZVjH0tfHPvjnC9Pn1bJ+/xZ5Yu7L8p8x90vbhsWV97Yl7ZKn5r5iSitbdLksjFsmyxPWyKMj/u0xcH24y8nPkVX7NjiXb53wSDmyWUlCUmV47PeXzA0Zmgl+VPNuckGv0z1u3+70RovHZ/9Pdrjt+xpQzd2RW2Zw1luA9bk/J8rKQwFWy96M/ebhLTir17K1h64VmB3e6Xi5/rhLzTb8/j9fuATWNWKgN6roo25kXYKzNRzBWSAEJk1f6QzMtoitJxeffKS0aBIjOxJSZXtCmvNArEE3KzCrAb6TB3WUDTuTZNpvm6TIIfLut2tkYM/WZhoaaLUCsw1j6sq/zu4l9aLqyOQfintnuYttGC1XndlL2javL/Wj65jsyv0pWSZLMzUjz/T79Cc4e/9VAyUvv0im/rJRVmzeb4K6rZrWN8ElDfLeddkAaREbI3XrBK9nqJaeXbKuOKtSHdvD+0nf8o37JeFApvm9e4cmJuvYH76yGu00S1KzgKf9vskEzdUN5/Y1GchWkOyU8E7O4KlmWVrBWc1wtpx0TPtS0z6QmmMyVc86sats35Mqn/2yUYqKHCYId8bQzqZk9PyV8c5pt2vRQC479SiJjoo02dYbdybLnyv2yJA+beTEY8pXUkbf7/Uvl5tsy2vO6hlQL13N+tY+tQkHMmTOP7udmbIjj+sQtPVb3oxg3a+sgOVNF/jOcPVGb6SwArO6/5wzvJv0O6K5CbjPWRZnMp4CtTku2SUwq9nPg/u2kZzcAlmwOsGUX/Zkwap4mfR18edp37KBPDV+qDkOKM3OV5qdP/78fmafT07Pla27U8wNIACAwB348R1n8EXLwjY5YZz5mZe40zysc7n937/hDMzW7zFEGvYfKTl7NknK/OkmYHfg1w8lpvtx5rXpK+c4A7Ph9RpKs9FXSljdepI0+2Ov5Vybjrxc6jRtY7JNRcvzpx6Qg79PMdmsKfO/8is42+r8u01ASrNbNbtXg7p1YluZrFwT5D1ngtRp3ELCbP2TivKy5cCPb5vfm592vSnx6o1mUzp/37fd+RmtAOS+ac9Ji7G3lcoQrSh7RnDXh74us3fogZ/fd86blvPVQJ9VHrfh0aMO9aN1SMbav6TJ0PPMc1mb/nZOp0Hv0oG8guS9JmjboM+JZtmmLvneDE+e96U0PPpkiYhpJKlLf3AGZrX3bpMh54rDUSTJcz+T/IPxkrrwW5MFHd2u5AJqeRVmFF/MLioskOztK4vX91k3e82+1RLGGlDO2bXOZP6qOs3bS3QH/yqvBCL+40edPX873DLJZOz6pbBACjNTzK+6T6b/84tkbf5b2l3znEQ29B5ENvvnzNecgVnNfNZlb8o479ksjvycSjs2lJqXgjzZO+MVyd9ffE7f7JRrpNExY8zv+Qf2OAOzmmmvJcGlqEjyU/aZAHJYJJdwABw+3ls21RmYbR7TVM7vdbr5uSt1t+xM2eMS1LACs1oqVkuwbj64Xaav/9E8P3n5VzKgbV/z2jnbFzoDsw3r1pfL+58v9epEy6crv/E4D03qNZbL+p1rgo8a/AkPC5cDmUny8cqvTbBOszf9Cc7eOewGkwGnZYY1q1CDuq0aNDcZcRrkve34a6RF/aYV7l+5ImGtPDvvDdfPEN1ILu17jskw9GX9/s3OwKxmD7ZrVNKGwu5gVvF1BS2V/NfOJbIsfpU8Nepu6djE93Uo/ZxPzHnZ/H5S58GlMn3tdF0f27av/G/Bu+ZvzVT+14CLze+6Hlo1aCG9Wx55qEfuJpPV3LReExM4X39gixmvZ/MjTOloT/N/9TEXms84fe2PsjV5p2Tn58hnq76Vu4eNN9vMm0umOAOzmn19dOtesj05Tj5fPUNyCnLNNvfSaY84K+Ud7jQz971ln7sMa1W/uVwz4CKP68BbCWVVVhlldwezi7fH9NwMkyWu+4Bm82rmuC9TV33nDMw2qFvfBHXbNWojezMSTa/c8vhx0xxnYFZLi5/b81Tp1rSzHMxKkt+2/eX1dVNWfGX2JTW4wwCzDPRYo6zMd83QveLoC8z2rxm06/ZvkpjIeuWaT1QfnNkDIShnvGz9PmdA54nrh0iHVsV9vAbYglAaaI3bl25+j20YJXdffqzJrDyuZyszXLPoNIi1YHW8CQotXlMcgFH/d1oPZxnY+vUi5ZG3Xe/qUxpk0+l+9+c2kxmppVPtd8THH8g0wzSz0ZfuHYqDnYnJWSbwpkFGLbmr5X41a/RE/dtWVreiioOFK0zGnxrar4307+5a3tnuh/nbKzVrtk5khAm2/rK4pO+GBmStAKzS37UXr5Z8/mtlvNxwXl+zLpccCs5q5qZ9fIsuz/uuHGgCh4N6tTafWTM9rcCuBmc1CGj/fNrvV2n5Yw3Oqjn/xDmDsxrg14e/dPvYtCtFjuoU61Ju2x/Tft9sHpaubRvLTeP6Setm9YO2fsvr4x/XmwzXYf3byuA+/pXwdqe9cy0XjDxCrjyjpGfGqDIC0N7MXVZyAXv4Me3k9ouPsf1dOoCvNMiqQXi9YUNLoz9941Bp0rBke4wMLz6Bi4wMl7bN6pubFHS/HjHA8/QAAL5pyVLNGjXCwqX1pY+YfpsqplvJcVsDfVbGqAZSW577bwmLiJSYI441wzWLTgNLJptu0FmSuan4H3AVO/wSZ8AsPDpG9n5WXDbWToNXEQ2amICfZlcW5WS5lKrQcsqm1LEGbn2Ialtcik4DmWF1okwgMSw8wgTlNDis2YP6t13S3M/M+PV7DpH6Rw3yOf2inOKb5CwmwDToLFNGNm3pLDPPWsrZvE9E6P8dtXqH2peTVc7XooH1gz+/b5Znxtp5JjirAW39DGb8dkdKnSbFmRV2GpTTwLMuP13vOfFbJHf3huLXbv1HGvYdUZxZe0jj4882AVvVoPdwSZ431fyuGcpWcLbp8IvNw29h4RLdqY8J8GogX9eH9v/VwKtZ9r9+KPV7DpXwuiWVTSyJ0190+TvmqOOl+anXl9oeqkJ4VH0T4I7u1FsiYhqb/U3Lhztys6QwPUmS/5hqAs/eaEa6VaY5LCpG2v7f4xJRv/jmSl1XlXlscLf/u9cOrQ+RpqOukMYDzyx5Uns5W782iDXrMLJJS4kJC/dZIhkAamM5Y81QVBqkePCkW52lZO39KzW4opluVhDy9iH/Mn0vB7TtY4Yv3r1cCooKTNnSM48aLX/Hl1SZuqjP2c6MSw14PP3Ha6XmQ8ul6nS1VO6ulD2SlZ9jsjUtCRmJJgNPX++LlcmngV0N2pzQaaBEhEeY7DctwawZnuGH/pcPNn0f+zx7oiV8X1v0ofldSz1fc8xFzuCQ0nnWedSStRoE1bLMX6+bZTJoNbA5ZcU0eWTEv4M2zxoM1/m26PJ1L6c8qutQE5zVYOqCXX+bIOqKvWtN/1w1rKPnSi1nHjVKzjiy+Lxbt6kJs4rbFmimtWY+7k6NN71SraDwoHbFVUe0d+sRTTvLpoPbzLa1PXmXM+BtL2sbbImZB+XW7x/2+Jy9NLZ6bOQdJmhdHppFquWe3WkgWh+WsgLr9p63RYeqyQSb7uMavD+2bT+zj2pwXjOpdX/U/V0Dxa+dWfr/KYvO11+7ljr/njDkX2bbLtbLpWR6IDQL33LVMePk5G4llXa0h7MnP2/+w9wgoLTE+u2D/+VyLLD2g5i6Maaku940oTdx6PaPmo/gLFDJNItTgyiqddMYZ2DWXfz+kgtZ3do3cSl5e2SHWBOcVXv2Fwex9h7UC3LFNPjiHNdLpui3f2w1/Wl90TLHvoKzGtTNzM43fTY1mNupdUNTRlezEjU426VtI1O6V3kKPgZKg9H/++wfE4iypnnHpQO8jq8B47/XFwdANYvwxKPLlz0aDBosn/LDOhOc/2dDoslutNadzpe9L6xFx7FndHbv2MQZnNWerFZ2quWdbz3fybV7X8k4gcjIypNPf1ovkRFhctuFR3ucx0Ds3p8hSak5QVu/5aU3N/zw1zZpUK+OjD+vb7mnY1/2msEeDNY2YabZy79p7txbfBOHrh7tcWwF6C2jB3WUP1fuMfvpw28Xlz5p3jha+nRrLmOHd3XeYAEA8E9+0l5nmVrNMLWCL6XHK7lxrm7rri6BR+0VaYKzOt7B4os9BSn7SgVMVXRbz73BUxbPlKTfJvucVw3E+QrOaiafKZGal2PmV7MHtaRrUW626ZVZt2Vn87eZj0N9PTUTNu3vnyQ8uoE0O+U68acnqJ1m2mrP2XrdBphloIE0zfTVedGgaHWkZYDr9z7BZGVqQE/nVcvpWlnRDXp7vrhSt003l0BmdNsjTHBWFSQXV1yxl6tNnP6Sx+lYQf7yqNexl9S7/AnXYd2Okbg3bnSWx83ZvVFiupZd3jgvYavJmhap+nOH5qf8y+VvnX8NbO///k3ztzNI6oV9ues+ZgVmQ3FscGcFZnUb0+xdOw3G6r6XE7felDnXh/Zu1t7SGnDXQK77PgYAtZGWANWgm5WB597j05JgK0/bJbajCdpYNJCmwdni8Yq/h/dllJSht5c+9Vai9vuNv8tHK77yOa9Zeb6Ds8VB3WzJKcgzwaMOjduazF7N9tXAW6cm7U3ALxj9XLs36yJPjrrLBJG3JG2XGet/MZmiby39RBpHNzIBLXcaaHx67msmwKU0q/S4dv1cxjmn5ykuf2tWogaJnpz7ivl7beJmU0pZy6yGyqD2x0j9OlNNhuufO5eY4KxV0lgDWoM7eL5R6oimXVyCwFrKWTNuNbM5OTtF4g9tK1bw/9HZns/XdqftLTMb+XChAeyOjduaHr5r9m2QHzfPlT3pe+WF+W/Lc2MelM6xwU0WOKHTIPOw057Jt/3wqPP4ofu8t3LbmmWrpc+t0svufanLy3480mx9f1iBWc3kvnPo9S7HMKVBWO2nraXX7/3lWXPThH6uo1v3lrE9xkhsvYqf06LqEJwFaoBgVMn4/q/iEz0r6++Yo1qaAPBb01eZoKuyZ9J68vY3q5ylf60g0f1vlpRl0H631t8zXzqnQvObl18o//1oqSxdV/zF1r97c3n4muN99iPV8r9WIPyU4ztK3Tr+3+X/n5s9X2Qrr9HHdZBPflwvhUUOk+1qD4idNMC/oLHerVgeOXklPYsDkZlT4Ox3e+uLczyO8/i7i6R+dKRMfcZ2h/8hEy4+xmTszvxzmwlM6zp8+fN/TI9ZzRau6Pq1CyQjOCU912wXevPBlY//7HGcm5+fbW4ueO2ukVLdadBcM471M+lyfuDqQS7Z6gOOainP33qiKX2+OS7FBIC1ZLYG+heuSZA37h7pM5sZAFDVPH//p/2tWafFGg85V2K6Hm0CwAd+eseZEWhdxPRGS/lapWSVlq6N/6jkTvy8xB3Ov63SwKaErKPI9Lfd9eq1Hqe7++0JJrDb/vqXTPaondWvVcu+6XManFUaJAymjre+FdTpNeo/2gRnVfqaeeLIO3TDWVi41O85rFJP4ovycyWYIqLrm6CfFRTU4LgnWl5YA9MHfnpXMjcsNOV6E799Rdr967mgl+1re4X3bAZ/2W9qKPTymaolzURyFEnWhsWSvWudCag7n9IM3EsekrTlv0r2tlWSfyDOrAe9aUIf+cn7pMUZ46t09gGgpgjkq8vb9ZefNpdcGxnb4xQ5unVPkxGoJZd3pRbfaF5URlaq9ji1ZyRqVqY94KdBF+vvLy+eJBWhgUYrwKvZw+qrtcXnkFo21T04q6V6n/njNVPOWJeBlg4+tbt/rSfsAW3NRMzIz5KmPoKzmtFZ0c9nVzeijgnQ/bzlD/M5NAiuJW1V/1Y9TQ/dyrz2lluQJ6EQG93IBNzttNyzZi27D+/YuPxJKrru9SYCy+ztC0y/5fN6nibHtOntHK5Bfk/lv/WhNLCv28K8HYuLs5rj/i4zOHtRn7PMoyK01LWucw28qrTcdP96IYfpFlB15ak12Kr7j2bRz9o82xxn7C7uM9bc0LF49wqzje/L2C970vaax6p96+X5Ux50yTJHzUJwFqhkWnZU4yYaSNmblGWy+Dxlz7ZtURIs2bYnRQoLi0y5YLXR1idS+4yq1s1inFl3W3anODNmvfWUPHgog1EzSq8+q/hLVftaHkwt+eKtLjQT9+kPFpsetur43q3lviuPMyWFvckvKJJfFx/qBxomcvrQ4Jc0tgu3neUXebgQGtso2pSk1nLES9btk4RDma+6PXjLXNyTmOFSWtq+Lq1gWtvmDSTuUGbsszcNk75HuF4ArUhwNhii6kTIuFHdTbbw6q0HTLD369mb5fpz+1Zo/VYH9mW/dP1e6dnFe18zf+n+bPUu/nvdPr9KD2s/6v3JWSZrXbcvvcHilnEl2S968qsBcX0oDeR+96dmzq812bT6fpVR8hsAaqs6TVs7gykaGNFMUk8Zchr8smjJVUdRoTOLUnutOsdr1tb8jGzSyplFm5ewxWRZqpz44sxVdwWHgpqmP+2oK8zvmgFrDa8uNMMvrE60s4en9sXVZaPfTwVpJTf5uQdxq/SKrYeSaxr4q9uyk8ma1b6z1tj1Ovdx9qd1l7d3m+kfqwE2pb1MLZGxxReHNItYg+Cqwy0TPZZHrkhwVgOw7hnJhTmZkmfL7PaVNarPNT/zJtMXVwPyeXu3StamJSZrs6poIF9vEtBlZ2dfvmVlwtpfq/ujBnOtktKVfWxw1+zkq+Tgb1NMuWvtwdz2qmecr9P9JLxuPWly/FjzUIWZqbJn8v0muz1z4yKCswAOC1q+U28M0uPivswDJhDhqQdqm4Yl36M7kuNMSVsrULH54A7beMXfw9rnNf5Qdtu25J3OAKNmsnqSlJ1q609b3INee45aWabVhfes1ZLzHXvgTW08sFX+M+9NMzwiLFxuGnSlDO/s+ft+a9JOl0xjtcW2zPT12rczmMJt8+6tLPOorsNMcFa9u+xzZ59YbyWN1ZakHc7M4L3piSUZlBF1JLZeE2l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",
      "text/plain": [
       "<Figure size 1920x1320 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: figures/phase1/fig_spectrogram_gallery.png\n"
     ]
    }
   ],
   "source": [
    "# Select one representative coda per social unit\n",
    "np.random.seed(0)\n",
    "viz_unit_rows = {u: df_clean[df_clean[\"unit\"] == u].sample(1, random_state=0).iloc[0]\n",
    "                 for u in [\"A\", \"D\", \"F\"]}\n",
    "\n",
    "N_MEL_VIZ = 64\n",
    "FMAX_VIZ  = 8000\n",
    "\n",
    "fig, axes = plt.subplots(3, 3, figsize=(16, 11))\n",
    "col_titles = [\"Unit A\", \"Unit D\", \"Unit F\"]\n",
    "row_titles = [\"Waveform\", \"STFT Magnitude (dB)\", f\"Mel-Spectrogram\\n({N_MEL_VIZ} bands, fmax={FMAX_VIZ} Hz)\"]\n",
    "\n",
    "for col, (unit, row) in enumerate(viz_unit_rows.items()):\n",
    "    wav_path = os.path.join(AUDIO, f\"{row.coda_id}.wav\")\n",
    "    y, sr = librosa.load(wav_path, sr=None, mono=True)\n",
    "    t_wave = np.linspace(0, len(y) / sr, len(y))\n",
    "    color  = UNIT_COLORS[unit]\n",
    "\n",
    "    # ── Row 0: Waveform ──────────────────────────────────────────────────────\n",
    "    ax = axes[0, col]\n",
    "    ax.plot(t_wave, y, color=color, lw=0.55, alpha=0.9)\n",
    "    ax.set_xlim(t_wave[0], t_wave[-1])\n",
    "    ax.set_xlabel(\"Time (s)\")\n",
    "    ax.set_ylabel(\"Amplitude\")\n",
    "    ax.axhline(0, color=\"grey\", lw=0.3)\n",
    "    ax.set_title(f\"{col_titles[col]}\\ncoda #{row.coda_id} · type: {row.coda_type} · {row.n_clicks} clicks\",\n",
    "                 fontsize=10, fontweight=\"bold\", color=color)\n",
    "\n",
    "    # ── Row 1: STFT magnitude ────────────────────────────────────────────────\n",
    "    ax = axes[1, col]\n",
    "    D    = librosa.stft(y)\n",
    "    D_db = librosa.amplitude_to_db(np.abs(D), ref=np.max)\n",
    "    stft_freqs = librosa.fft_frequencies(sr=sr)\n",
    "    stft_times = librosa.times_like(D, sr=sr)\n",
    "    freq_mask  = stft_freqs <= 10000      # clip to 10 kHz for clarity\n",
    "    im1 = ax.pcolormesh(stft_times, stft_freqs[freq_mask], D_db[freq_mask, :],\n",
    "                        shading=\"auto\", cmap=\"magma\", vmin=-80, vmax=0)\n",
    "    ax.set_xlabel(\"Time (s)\")\n",
    "    ax.set_ylabel(\"Frequency (Hz)\")\n",
    "    ax.yaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f\"{x/1000:.0f}k\" if x >= 1000 else f\"{x:.0f}\"))\n",
    "    plt.colorbar(im1, ax=ax, pad=0.03, label=\"dB\")\n",
    "\n",
    "    # ── Row 2: Mel-spectrogram ───────────────────────────────────────────────\n",
    "    ax = axes[2, col]\n",
    "    mel    = librosa.feature.melspectrogram(y=y, sr=sr, n_mels=N_MEL_VIZ, fmax=FMAX_VIZ)\n",
    "    mel_db = librosa.power_to_db(mel, ref=np.max)\n",
    "    mel_freqs = librosa.mel_frequencies(n_mels=N_MEL_VIZ, fmax=FMAX_VIZ)\n",
    "    mel_times = librosa.times_like(mel, sr=sr)\n",
    "    im2 = ax.pcolormesh(mel_times, mel_freqs, mel_db,\n",
    "                        shading=\"auto\", cmap=\"viridis\", vmin=-80, vmax=0)\n",
    "    ax.set_xlabel(\"Time (s)\")\n",
    "    ax.set_ylabel(\"Mel frequency (Hz)\")\n",
    "    ax.yaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f\"{x/1000:.0f}k\" if x >= 1000 else f\"{x:.0f}\"))\n",
    "    plt.colorbar(im2, ax=ax, pad=0.03, label=\"dB\")\n",
    "\n",
    "# Row labels on the left\n",
    "for r, label in enumerate(row_titles):\n",
    "    axes[r, 0].set_ylabel(f\"{label}\\n{axes[r,0].get_ylabel()}\", fontsize=10)\n",
    "\n",
    "fig.suptitle(\"Spectral Channel: Waveform → STFT → Mel-Spectrogram per Social Unit\",\n",
    "             fontsize=13, fontweight=\"bold\")\n",
    "plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
    "plt.savefig(os.path.join(FIGS, \"fig_spectrogram_gallery.png\"), dpi=130, bbox_inches=\"tight\")\n",
    "plt.show()\n",
    "print(\"Saved: figures/phase1/fig_spectrogram_gallery.png\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "p1-18-albpkm",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:38.186623Z",
     "iopub.status.busy": "2026-05-01T20:30:38.186503Z",
     "iopub.status.idle": "2026-05-01T20:30:44.424358Z",
     "shell.execute_reply": "2026-05-01T20:30:44.423788Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing mel-spectrogram features (this takes ~3-5 min for 1,383 codas)...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mel feature matrix — train: (1106, 64)  test: (277, 64)\n"
     ]
    }
   ],
   "source": [
    "print(\"Computing mel-spectrogram features (this takes ~3-5 min for 1,383 codas)...\")\n",
    "\n",
    "def compute_mel_features(data, n_mels=64, fmax=8000):\n",
    "    \"\"\"Mean-pooled mel-spectrogram for each coda. Returns (N, n_mels) array.\"\"\"\n",
    "    feats = []\n",
    "    for row in data.itertuples():\n",
    "        y, sr = librosa.load(os.path.join(AUDIO, f\"{row.coda_id}.wav\"),\n",
    "                             sr=None, mono=True)\n",
    "        mel = librosa.feature.melspectrogram(y=y, sr=sr, n_mels=n_mels, fmax=fmax)\n",
    "        mel_db = librosa.power_to_db(mel, ref=np.max)\n",
    "        feats.append(mel_db.mean(axis=1))   # mean across time → (n_mels,)\n",
    "    return np.array(feats)\n",
    "\n",
    "X_mel_all = compute_mel_features(df_clean)\n",
    "np.save(os.path.join(DATA, \"X_mel_all.npy\"), X_mel_all)\n",
    "\n",
    "X_mel_train = X_mel_all[train_idx]\n",
    "X_mel_test  = X_mel_all[test_idx]\n",
    "\n",
    "scaler_mel = StandardScaler()\n",
    "X_mel_train = scaler_mel.fit_transform(X_mel_train)\n",
    "X_mel_test  = scaler_mel.transform(X_mel_test)\n",
    "\n",
    "print(f\"Mel feature matrix — train: {X_mel_train.shape}  test: {X_mel_test.shape}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-19-hylyge",
   "metadata": {},
   "source": [
    "### Mean Mel-Spectrogram Profile by Social Unit\n",
    "\n",
    "The logistic regression receives the **time-averaged** mel-spectrogram as input — a 64-d vector summarising the average spectral shape of each coda. The plot below shows the mean profile for each social unit (averaged over all training codas), with ±1 SD shading.\n",
    "\n",
    "Visible separation between the unit curves is the signal the linear classifier exploits. Any frequency band where the curves diverge contributes to the social-unit discriminability measured by Baseline 1C.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "p1-20-hhmmbe",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:44.426285Z",
     "iopub.status.busy": "2026-05-01T20:30:44.426170Z",
     "iopub.status.idle": "2026-05-01T20:30:44.635852Z",
     "shell.execute_reply": "2026-05-01T20:30:44.634633Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1320x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: figures/phase1/fig_mean_mel_profiles.png\n"
     ]
    }
   ],
   "source": [
    "mel_profiles  = {}\n",
    "mel_stds      = {}\n",
    "for unit in [\"A\", \"D\", \"F\"]:\n",
    "    mask = df_train[\"unit\"] == unit\n",
    "    mel_profiles[unit] = X_mel_train[mask].mean(axis=0)\n",
    "    mel_stds[unit]     = X_mel_train[mask].std(axis=0)\n",
    "\n",
    "mel_freqs_plot = librosa.mel_frequencies(n_mels=64, fmax=8000)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(11, 4))\n",
    "for unit in [\"A\", \"D\", \"F\"]:\n",
    "    profile = mel_profiles[unit]\n",
    "    std     = mel_stds[unit]\n",
    "    ax.plot(mel_freqs_plot, profile, label=f\"Unit {unit}\",\n",
    "            color=UNIT_COLORS[unit], lw=2.2)\n",
    "    ax.fill_between(mel_freqs_plot, profile - std, profile + std,\n",
    "                    color=UNIT_COLORS[unit], alpha=0.13)\n",
    "\n",
    "ax.set_xlabel(\"Mel frequency (Hz)\")\n",
    "ax.set_ylabel(\"Standardised power (z-score)\")\n",
    "ax.set_title(\"Mean Mel-Spectrogram Profile per Social Unit  (training set, ±1 SD shading)\")\n",
    "ax.legend(fontsize=11)\n",
    "ax.axhline(0, color=\"grey\", lw=0.4, ls=\"--\")\n",
    "ax.xaxis.set_major_formatter(\n",
    "    plt.FuncFormatter(lambda x, _: f\"{x/1000:.0f}k\" if x >= 1000 else f\"{x:.0f}\"))\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join(FIGS, \"fig_mean_mel_profiles.png\"), dpi=130, bbox_inches=\"tight\")\n",
    "plt.show()\n",
    "print(\"Saved: figures/phase1/fig_mean_mel_profiles.png\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "p1-21-gwyobi",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:44.637496Z",
     "iopub.status.busy": "2026-05-01T20:30:44.637386Z",
     "iopub.status.idle": "2026-05-01T20:30:44.738420Z",
     "shell.execute_reply": "2026-05-01T20:30:44.738005Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "Task: 1C — Mel → Social Unit\n",
      "  Macro-F1 : 0.7396   Accuracy: 0.7329\n",
      "=======================================================\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           A       0.81      0.96      0.88        48\n",
      "           D       0.49      0.70      0.58        64\n",
      "           F       0.87      0.68      0.76       165\n",
      "\n",
      "    accuracy                           0.73       277\n",
      "   macro avg       0.72      0.78      0.74       277\n",
      "weighted avg       0.77      0.73      0.74       277\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_1c = {}\n",
    "\n",
    "# ── Task 1: Social unit ────────────────────────────────────────────────────\n",
    "results_1c[\"unit\"] = evaluate(\n",
    "    make_lr(),\n",
    "    X_mel_train, X_mel_test,\n",
    "    df_train[\"unit\"], df_test[\"unit\"],\n",
    "    task_name=\"1C — Mel → Social Unit\",\n",
    "    label_names=[\"A\", \"D\", \"F\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "p1-22-pczlis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:44.739928Z",
     "iopub.status.busy": "2026-05-01T20:30:44.739806Z",
     "iopub.status.idle": "2026-05-01T20:30:45.296435Z",
     "shell.execute_reply": "2026-05-01T20:30:45.295713Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "Task: 1C — Mel → Coda Type (top 10)\n",
      "  Macro-F1 : 0.2391   Accuracy: 0.2780\n",
      "=======================================================\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "       1+1+3       0.65      0.10      0.18       107\n",
      "         5R1       0.39      0.63      0.48        30\n",
      "          4D       0.00      0.00      0.00         6\n",
      "         7D1       0.20      1.00      0.34        10\n",
      "          6i       0.48      0.26      0.34        50\n",
      "         4R2       0.07      0.25      0.11         8\n",
      "          7i       0.12      0.25      0.17         8\n",
      "         5R2       0.42      0.48      0.44        21\n",
      "          8i       0.17      0.15      0.16        13\n",
      "         4R1       0.11      0.50      0.18         6\n",
      "\n",
      "    accuracy                           0.28       259\n",
      "   macro avg       0.26      0.36      0.24       259\n",
      "weighted avg       0.46      0.28      0.26       259\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "Task: 1C — Mel → Coda Type (all 22)\n",
      "  Macro-F1 : 0.0972   Accuracy: 0.1372\n",
      "=======================================================\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "       1+1+3       0.67      0.04      0.07       107\n",
      "        1+31       0.20      1.00      0.33         1\n",
      "         10R       0.00      0.00      0.00         0\n",
      "         10i       0.00      0.00      0.00         1\n",
      "         2+3       0.07      0.20      0.11         5\n",
      "          3D       0.00      0.00      0.00         1\n",
      "          3R       0.00      0.00      0.00         1\n",
      "          4D       0.47      0.27      0.34        30\n",
      "         4R1       0.00      0.00      0.00         6\n",
      "         4R2       0.15      0.60      0.24        10\n",
      "         5R1       0.53      0.20      0.29        50\n",
      "         5R2       0.05      0.12      0.07         8\n",
      "         5R3       0.17      1.00      0.29         1\n",
      "          6i       0.00      0.00      0.00         8\n",
      "         7D1       0.50      0.14      0.22        21\n",
      "         7D2       0.00      0.00      0.00         0\n",
      "          7i       0.00      0.00      0.00        13\n",
      "          8D       0.00      0.00      0.00         0\n",
      "          8R       0.00      0.00      0.00         2\n",
      "          8i       0.07      0.33      0.12         6\n",
      "          9R       0.00      0.00      0.00         0\n",
      "          9i       0.04      0.17      0.06         6\n",
      "\n",
      "    accuracy                           0.14       277\n",
      "   macro avg       0.13      0.19      0.10       277\n",
      "weighted avg       0.45      0.14      0.15       277\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# ── Task 2: Coda type (top 10 + all) ────────────────────────────────────\n",
    "mask_train = df_train[\"coda_type\"].isin(top10_types)\n",
    "mask_test  = df_test[\"coda_type\"].isin(top10_types)\n",
    "\n",
    "results_1c[\"coda_type_top10\"] = evaluate(\n",
    "    make_lr(),\n",
    "    X_mel_train[mask_train], X_mel_test[mask_test],\n",
    "    df_train.loc[mask_train, \"coda_type\"], df_test.loc[mask_test, \"coda_type\"],\n",
    "    task_name=\"1C — Mel → Coda Type (top 10)\",\n",
    "    label_names=top10_types)\n",
    "\n",
    "results_1c[\"coda_type_all\"] = evaluate(\n",
    "    make_lr(),\n",
    "    X_mel_train, X_mel_test,\n",
    "    df_train[\"coda_type\"], df_test[\"coda_type\"],\n",
    "    task_name=\"1C — Mel → Coda Type (all 22)\",\n",
    "    label_names=None, plot_cm=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "p1-23-acsriq",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:45.297803Z",
     "iopub.status.busy": "2026-05-01T20:30:45.297677Z",
     "iopub.status.idle": "2026-05-01T20:30:45.350565Z",
     "shell.execute_reply": "2026-05-01T20:30:45.350164Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "Task: 1C — Mel → Individual ID\n",
      "  Macro-F1 : 0.2722   Accuracy: 0.2745\n",
      "=======================================================\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "        5130       0.62      0.83      0.71         6\n",
      "        5560       0.36      0.15      0.22        26\n",
      "        5561       0.25      0.16      0.19        19\n",
      "        5563       0.12      0.67      0.20         3\n",
      "        5703       0.23      0.90      0.36        10\n",
      "        5719       0.33      0.33      0.33         3\n",
      "        5720       0.40      1.00      0.57         2\n",
      "        5722       0.42      0.10      0.17        48\n",
      "        5727       0.42      0.31      0.36        32\n",
      "        5973       0.00      0.00      0.00         1\n",
      "        6069       0.00      0.00      0.00         1\n",
      "   6070/6068       0.09      0.50      0.15         2\n",
      "\n",
      "    accuracy                           0.27       153\n",
      "   macro avg       0.27      0.41      0.27       153\n",
      "weighted avg       0.37      0.27      0.26       153\n",
      "\n",
      "\n",
      "1C Summary:\n",
      "  unit                       Macro-F1=0.7396  Acc=0.7329\n",
      "  coda_type_top10            Macro-F1=0.2391  Acc=0.2780\n",
      "  coda_type_all              Macro-F1=0.0972  Acc=0.1372\n",
      "  individual_id              Macro-F1=0.2722  Acc=0.2745\n"
     ]
    }
   ],
   "source": [
    "# ── Task 3: Individual ID ─────────────────────────────────────────────────\n",
    "# Reindex mel features to ID subset\n",
    "df_clean_reset = df_clean.reset_index(drop=True)\n",
    "id_mask = df_clean_reset[\"individual_id\"] != \"0\"\n",
    "X_mel_id = X_mel_all[id_mask.values]\n",
    "scaler_mel_id = StandardScaler()\n",
    "X_mel_id_train = scaler_mel_id.fit_transform(X_mel_id[train_id_idx])\n",
    "X_mel_id_test  = scaler_mel_id.transform(X_mel_id[test_id_idx])\n",
    "\n",
    "results_1c[\"individual_id\"] = evaluate(\n",
    "    make_lr(),\n",
    "    X_mel_id_train, X_mel_id_test,\n",
    "    df_id_train[\"individual_id\"], df_id_test[\"individual_id\"],\n",
    "    task_name=\"1C — Mel → Individual ID\",\n",
    "    label_names=None, plot_cm=False)\n",
    "\n",
    "print(\"\\n1C Summary:\")\n",
    "for k, v in results_1c.items():\n",
    "    print(f\"  {k:25s}  Macro-F1={v['macro_f1']:.4f}  Acc={v['accuracy']:.4f}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-24-oxdgik",
   "metadata": {},
   "source": [
    "---\n",
    "## 6. Baseline Comparison (1A vs 1C vs 1B)\n",
    "\n",
    "We compare all three baselines across the three classification tasks. WhAM (1B) uses 1280-dimensional representations from layer 10 of the 20-layer VampNet coarse transformer, mean-pooled over the time dimension. This is the current SOTA comparison target that DCCE must exceed on social-unit and individual-ID tasks to constitute a genuine contribution.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "p1-25-fdtwot",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:45.352101Z",
     "iopub.status.busy": "2026-05-01T20:30:45.352013Z",
     "iopub.status.idle": "2026-05-01T20:30:45.571964Z",
     "shell.execute_reply": "2026-05-01T20:30:45.571430Z"
    }
   },
   "outputs": [
    {
     "data": {
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+Su85qu+ErhX+Y659ru9Ew4YNQ76j+o75+0FIjj/ljnceqdVOaumZoPp58K9H560+j389arl0yy23uO96ctuic0vXUdWI97+H9sdzzz3n1q1z3N86SdfolPpLUIsd1dLWdqnWv5+uuWqdkNHrViTqE02to1QzXsdP302Prp/+PtN0nul8UasztRoQtUC94oorXH8Ynu3bt7vfEn8LFv0uajt13cloij61lvLvA7VSy6zUg6qB72+ZoN9F/fVfTz///POovq/Szvn3nd4zq9IlqRVZt27dgq/VKi08/ZZ+Ezy6N/BSaKnln791z8knn+ymqWWijpF3zmQFXV/UT5RfRlr3pMbVV18d0tn933//bUuXLg2mntW0pFrYZPT3NiP+85//BP+vliXhLZf9x9s/v66H+pwefT7tYw26hoX3Z5cd1GJV94P6HdI2eenfvNSCkVJHJkWfz399VN9RXksbf/8/ug77+/3xpqnllnd/nZrWP+kpL0T73ke/iV7rSbWg1X2DrndeK2Dt0/CW9kk5++yzg//XPYRaGQMAEBXJhocAAEilpGoU7t+/39XK9deW1XDTTTclWaNPwxtvvBGcHl5zLry1w59//ulq5IY7fPhwoEWLFsHlVFtUtYY9/tp5/u3x6DOMGTMmsG/fvoi1ZUuXLh3473//G5z277//Bs4888zg9FKlSrlxOa0FUFKDam2qNVAkv//+e+DYsWOJxqs2c/HixYPraNKkSXDahg0bkjymXg3Jn3/+OTBhwoTgOLUA8Nf+1Pr8NW1VE9XfKqN169aZ0gJIw+WXXx6sfbls2bKQ1mL+dWu/+Gt0n3TSSYGNGzeGtKxQ6wZvus67SC2k9Ln0ffHTuTdjxozA999/H/UWQOEtv4YPH+7G67vk38f6bJGOfW5oAXTWWWcFdu3aFTxX/S0V1HrA3/Ij0nVo4MCB7jz1aP6MnKMvv/xyyPpHjBgRsv06Bv7pkVoQRaL1+Jdr2rRpIC1mzpwZsrzO4fXr1ye5XY0bN06ytYGGyZMnu2nad+EtDFS7XN8nUSsl/7RWrVolex6pNrj/+D/88MMh05s3b57h61ZS18xx48aFzKNrg67//tru7du3Dzmn5s6dGzL95ptvTnKfqhWJ91uj76DOm+S+YympX79+kvslmr874a2f5s2b58brmuUff/XVVwei2QJo6tSpIdPUCiCt0tsCSH799deQZZ944ongtJUrV4ZM69+/f3CazgFvfO3atRO1jNL15e23306y9UE0WwDpexB+ni9dujQQTZHOp3vvvTf4+p577nGtZbzXmpbc9mfk9zbS9qSWvtf+lo1q1ePRdc5//6D7QI+u4f73819XvevI559/Hpg1a1Ygu1oAJdc6MrylU2r4z3ENauko+l3yWmfpd1mtcL15rr/+ejfP008/HbLs6NGjQ9ad0fJCNO59Iu3rLl26BF+/8MILrgWx91rliPDtTupao99G/3xPPvlkmvc/AACRZF0HAwCAPCW5DohVW145z5Oi3PP+2rWqHevve2PTpk2J3uvVV191fQEpJ/yOHTtcTfVwqi2qGnnqJ0CUL9yroaeagk8++aSrqaeagFqncsmrZqQ/f7m/Np5qnQ4cODDkPVTzz6NOlVWrUa0PcgM9F9DnVT8f4a2XlBdeHWirtrym67OpRnw41eT1qOWFard6tTlVQ//ff/91+1c16dXHiGptavCoFrC/9qeOY8+ePUPew99PhWq5a/7MqEWr88FrzaGa2dpmL7+7/xxUjVV/jW7l4w9vbebPb69zToPWqXPQf+6oVrNqxWofef1SqVVaOPWzoiEjwvvt8Gq/qna73tOr0azPpn6tcmNnxI899liwnwG1zFDtWrXsEbUe0LVC52EkOt7qf8nf4blaZKmvivSeo1rWT9cH1byOdP0Q1VJOqu+W5PjPt9Tw14aW/v37u1Yo/tdq8bR58+ZgH25q9eFvVeXRea1+d0T7Tvvc37JI55nXGkWti9QS0KshnlxfOV5rG6+zctHvyLPPPhussa7WVvv27XN96aT3upVcPzl+ujbMnDkzZF/rNyL8eOmc8X6P/PvZa/Hgeeihh4J9UOg7qN+8L774wtLLO1YS3g9UtGh/+s9pHRuvBrtq46sl7fr1691rtc7S+a2+TzJDWs/5jNJ9hIbffvvNvdb18v7773f/D+/43X/u+K/5ahGmewj1+6HvhK75aq2VUguYzJQV+/HWW2919xhqpaN+UryWXPrtVH+OycnI721G6Ht8/fXX2zPPPONe65qilie6xoS3AEvqeIt+49XK17un0P1wTr1H1Gds0qSJffvttyEt3FOi1j3jxo0LvlbfOLp/8Ppl0n22fpd13us6quuj1wIorf3/pLW8kFn3Prp3njZtmvv/qFGjgv1Z6Xqn80YtFlMjvGW8zjEAAKKBABAAIEup0KvCVXIBIqXr8fOn3xJ/cEcBBT0w9x7CpMSf2kIPD1Ww1cMHFfRUMPfoAWKrVq1cx7JKKyLqKNn/YEEPK1NKL+LvXDmnUCoKLz2Q9oeCX0rN5O1XpR665pprgsdh8eLFbhl/h7mp2b96YKKOrr0OwfVw1p8OS+mOlCpJaVq8lCH+FEnyxx9/uCEp3rGLdnojFdrDO0L2n4f+1IHh26wHzRpSOi+0zUq7pZR72seiFFheGiw92FJaMB0LPeBSwDFatH3+YKYe2vofrOuBiD+ljVKh5MYAUFquJeF0XYnUuXZGztHwZcMDQum9fughpN/atWtTtVxS71O/fv1EAS19R/1BBT3wjBQAqlu3bsjr8Af+4anbNN27tiR3PCJtlx7YKYWWd/1XkF/XZT1IT+91K5Kk0veEH8/wVHzhtG26duja6D0gTGq/hX/WtFLaOY+XFiva9MDT30G8P3Ch4F/Xrl2DqeyUNuvdd99NFCxNr/BzXin1MqsyQFKU5kv3CKLzTakddc32B4AUCPOnxLr55pvtxRdfDJ4Lw4cPD/me6aG4fo8VRMjsdHAKDOo9/Kkmde3wb29mOOmkk1wKtFmzZrkgvEf3A7o3TO66l5Hf22gcby8ApH02depUu/POO0N+K/U7rd9sfwBDv51e2sy33nrLDR7dZ+g+4J577nHBv+ygfarffwXHVYlK556C/F5wXBUhUkqTGR4A8lNQR6kGvfsmb7qCP/qNVvBHqQAVrPGniVNAXOnZovkbn1n3Piov6Bqu/ecPBirNZ1qC3uHXav91HACAjKAPIABAplBBXoVa1W5XAUjBFhX2lQ9cDziSE15bObmHIHpY7g/+FChQwBUur7zySvf+6r/Dzx/AUc54Lasap3pg6H/Yq1rkqt2tz6HtDl82tRSgyslU2FSB11+DUrxWEqIAjf8hqmpuqp8K7V8NyT1wU+1m7T/1BxHe0kIPk1X7V8fLqyWeU/ZxpP6JkjoPM7LNelikhxGqMaoHRV4LAFHtaPWddd9992W4tU9KNWD18FK19b1BOe391FeRv9VLbpGWa0m4pFoGZeR4p3XZ1J7bqgXtpwdp/n6GspLX4soTHkQLf0CXWTJy3crMcyGp75G/pVm0j0NKAa5oXUdU699/HdH1PbP6E1PLUf3ee/RAPrm+qTKDfjcVhPQo8KN7Ct3nROo7xgtcKWCsPsj08NprZSp6AK8golrIJNdKOlp0PQy/H1OfTlnB3/egx9/iOinZeY+g4LW/jxYdbwX4vZYfonte/zVO32vdA7388ssukBB+/fvrr79cn3LqfydS68SspACkApjhLcD994OpDfCpHzrPzz//HNLi0d+qxx8smjhxYkiLF+1rf2vaaPzGZ+a9T3rPab/wa3X47ykAAOlFAAgAkCnGjh3ravuqYKyOu4cNG+aCKdGu0RqeLkK1B9Xpq1rm6P1TqsmqAr22VYVwFfKUKkQFRK/Gnh42KHWZhAeTVJjX9OSGu+66y3KD8FqH/pr+/n2sQr1q06pTY+1f1YBNiY67OklXjWcVbr2HXx7VAPZqXPprYnopvFLaxynVEM1s4dus2rMpbXPHjh2D8yvoo9q/2s9KkaR9r7Qj5557bnAe7b9opQLR+6uj4vAHZGql4g3+4+8FRPUgJC+J1Pono+do+LIKfCa3nAKAqaFa5OHfA6UUS46/ZnT4tc1rkeZ/uK5rpF/4MllhyZIlIa/V+mTlypXB1/p98R48ZvS6lZ5zQd+rlM4F74FetWrVQpZVzfHkPmtGWsj4W1lEi/Zn+O+vAm7+68iuXbtCpqvlaXjLp/RSK91LL700ZJxSP/lbZ4bTA3YF1qNFx1KVTTxq2eEPcuk+IlI6N6VH1baqlYXuO3QdUJDA3+pLLS6yIh1b+PaNHz8+USubcCm11EsNtQBSoCC8VVBm/95mlD+gpxbNqoTk/36Fp4oUBSoVWFBKR7XoUKpI3asqEO358ccfU50mLDvvB1PLH+TR+aIAWKSgj1raepTOM6l15IZ7H6V687f28VoFpUX4tTq8pSMAAOlFAAgAkKuF15j0t6BQfwvJ1QhWbUM9EPTyz6sm7imnnOLS1vhTG3npSFQQ89eW1UP68NqEogK+HgKFt6rJqVTgVP9Jfv7am/59rNqYXo1lFaaV3i252pFPPPFEMO+7qHCsGqZeHyHh+/jCCy8MqVGtfkcipffT/OqjZ+jQoZbdVBNd6ew8CmZ9/vnnieZTAOell15yKWM8esCvWvPqT8WrLazz7Pzzzw95MCL+tDg6dzWvN/hz3qdED21TesAXSTRr7+dmGTlHVcvbT+mjwvv90QNqHSOlivKnTEyJapH7qQWjWl+Gp0DTwzgF5dW3g0d9UvgpzZG/7wSl8fK/VsuFSOnfMpsetvrT2yl9lr/GtD6T1/9PRq5bqaX95m+5o+9hpO+WWoQo6K3vv78Favjx87ZJx0hplzLC37eagkvRDiboepDWdUZ6AJsR+m75WwHpe6g+PLwWpf4Apn7j1GdPtFtD+QMCOjdVocQfXPHfk8js2bPdb4SX2knBRfW3pYoSjRo1Cs6nc8H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",
      "text/plain": [
       "<Figure size 1680x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tasks   = [\"unit\", \"coda_type_all\", \"individual_id\"]\n",
    "labels  = [\"Social Unit\", \"Coda Type (all 22)\", \"Individual ID\"]\n",
    "x       = np.arange(len(tasks))\n",
    "\n",
    "baselines = [\n",
    "    (\"1A — Raw ICI\",  results_1a, \"#4C72B0\"),\n",
    "    (\"1C — Raw Mel\",  results_1c, \"#DD8452\"),\n",
    "]\n",
    "if 'results_1b' in dir():\n",
    "    baselines.append((\"1B — WhAM\", results_1b, \"#55A868\"))\n",
    "\n",
    "n_bars = len(baselines)\n",
    "width  = 0.8 / n_bars\n",
    "offsets = np.linspace(-(n_bars-1)/2, (n_bars-1)/2, n_bars) * width\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "fig.suptitle(\"Phase 1 Baselines: All Three Compared (1A ICI vs 1C Mel vs 1B WhAM)\",\n",
    "             fontsize=13, fontweight=\"bold\")\n",
    "\n",
    "for ax_idx, (metric, ylabel) in enumerate([(\"macro_f1\", \"Macro-F1\"),\n",
    "                                            (\"accuracy\", \"Accuracy\")]):\n",
    "    ax = axes[ax_idx]\n",
    "    for (name, results, color), offset in zip(baselines, offsets):\n",
    "        vals = [results[t][metric] for t in tasks]\n",
    "        bars = ax.bar(x + offset, vals, width, label=name,\n",
    "                      color=color, edgecolor=\"black\", linewidth=0.6)\n",
    "        for bar, val in zip(bars, vals):\n",
    "            ax.text(bar.get_x()+bar.get_width()/2, bar.get_height()+0.01,\n",
    "                    f\"{val:.3f}\", ha=\"center\", va=\"bottom\", fontsize=7)\n",
    "    ax.set_xticks(x); ax.set_xticklabels(labels, rotation=10)\n",
    "    ax.set_ylabel(ylabel); ax.set_ylim(0, 1.08)\n",
    "    ax.set_title(f\"({chr(97+ax_idx)}) {ylabel}\")\n",
    "    ax.legend(fontsize=9)\n",
    "    ax.axhline(1/3, color=\"grey\", ls=\"--\", lw=0.8, alpha=0.6)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join(FIGS, \"fig_baseline_comparison.png\"), dpi=130, bbox_inches=\"tight\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-26-cqylws",
   "metadata": {},
   "source": [
    "### Interpretation\n",
    "\n",
    "The comparison above tells us the *raw signal strength* of each channel before any learned encoding:\n",
    "\n",
    "- **If 1A (ICI) >> 1C (Mel) on coda type**: coda type is fundamentally a rhythm   phenomenon, consistent with decades of bioacoustics (Watkins & Schevill 1977; Gero 2016).\n",
    "- **If 1C (Mel) >= 1A (ICI) on social unit**: the spectral channel carries social   identity signal that is *not* reducible to rhythm patterns — the central empirical   claim of Beguš et al. (2024).\n",
    "- **The gap between 1A and 1C on social unit** is the motivation for DCCE: neither   channel alone captures the full social signal. The fusion model should outperform both.\n",
    "\n",
    "These results set concrete numerical targets that DCCE-full must exceed to constitute a genuine contribution.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-27-wldhfu",
   "metadata": {},
   "source": [
    "---\n",
    "## 7. Baseline 1B — WhAM Embeddings\n",
    "\n",
    "### What is WhAM?\n",
    "\n",
    "**WhAM** (Whale Acoustic Model; Paradise et al., NeurIPS 2025, arXiv:2512.02206) is the current state-of-the-art model for sperm whale coda representation. It is built on top of **VampNet** — a masked acoustic token transformer originally trained on music — and fine-tuned on the full Dominica corpus using a masked prediction (MAM) objective.\n",
    "\n",
    "```\n",
    "Audio waveform\n",
    "    │\n",
    "    └── LAC Codec (neural audio tokeniser)\n",
    "            │  encodes to discrete tokens\n",
    "            ▼\n",
    "    VampNet Coarse Transformer (20 layers × 1280d hidden)\n",
    "            │  masked prediction objective\n",
    "            ▼\n",
    "    Layer-10 mean-pool → 1280-dimensional embedding\n",
    "```\n",
    "\n",
    "**Architecture details:**\n",
    "- 20 transformer layers, hidden dim 1280\n",
    "- Trained with masked acoustic modelling (MAM) — not a classifier, not a contrastive model\n",
    "- Social structure, coda type, and vowel information are *emergent* — WhAM never saw these labels during training\n",
    "\n",
    "**Why does this matter for our work?** WhAM demonstrates that a generative objective on raw audio can yield representations that are predictive of biological structure. Our claim is that a purpose-built dual-channel contrastive objective (DCCE) — explicitly designed around the known rhythm/spectral decomposition — should produce *better-organised* representations, especially for identity tasks that require resolving within-unit variation.\n",
    "\n",
    "### Extraction procedure\n",
    "\n",
    "Weights are downloaded from Zenodo (CC-BY-NC-ND 4.0, DOI: `10.5281/zenodo.17633708`). Only `coarse.pth` (1.3 GB) and `codec.pth` (573 MB) are needed for embedding extraction; `c2f.pth` and `wavebeat.pth` are used only for generation.\n",
    "\n",
    "The extraction cell below:\n",
    "1. Checks whether `datasets/wham_embeddings.npy` already exists — skips if so\n",
    "2. Loads the VampNet interface (codec + coarse transformer) into the `wham_env` virtualenv\n",
    "3. For each of the 1,501 DSWP WAV files: preprocesses the audio (resample → mono →    normalise), encodes to codec tokens, runs a forward pass through the coarse transformer    with `return_activations=True`, mean-pools the time dimension, stores all 20 layer    representations per coda\n",
    "4. Saves `wham_embeddings.npy` (1501 × 1280, layer 10) and    `wham_embeddings_all_layers.npy` (1501 × 20 × 1280)\n",
    "\n",
    "**Why layer 10?** The JukeMIR convention (Castellon et al., 2021) established that middle transformer layers carry the richest semantic content for downstream probing. We validate this choice empirically in the layer-wise probe below.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "p1-28-gdpdka",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:45.573471Z",
     "iopub.status.busy": "2026-05-01T20:30:45.573336Z",
     "iopub.status.idle": "2026-05-01T20:30:45.666033Z",
     "shell.execute_reply": "2026-05-01T20:30:45.665451Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WhAM embeddings already extracted — loading from disk.\n",
      "  Layer-10 embeddings : (1501, 1280)  dtype=float32\n",
      "  All-layer embeddings: (1501, 20, 1280)\n"
     ]
    }
   ],
   "source": [
    "import subprocess, sys\n",
    "\n",
    "WHAM_EMBEDDINGS     = os.path.join(DATA, \"wham_embeddings.npy\")\n",
    "WHAM_ALL_LAYERS     = os.path.join(DATA, \"wham_embeddings_all_layers.npy\")\n",
    "WHAM_ENV_PYTHON     = os.path.join(BASE, \"wham_env\", \"bin\", \"python\")\n",
    "EXTRACT_SCRIPT      = os.path.join(BASE, \"scripts\", \"extract_wham_embeddings.py\")\n",
    "\n",
    "if os.path.exists(WHAM_EMBEDDINGS) and os.path.exists(WHAM_ALL_LAYERS):\n",
    "    l10  = np.load(WHAM_EMBEDDINGS)\n",
    "    tall = np.load(WHAM_ALL_LAYERS)\n",
    "    print(f\"WhAM embeddings already extracted — loading from disk.\")\n",
    "    print(f\"  Layer-10 embeddings : {l10.shape}  dtype={l10.dtype}\")\n",
    "    print(f\"  All-layer embeddings: {tall.shape}\")\n",
    "else:\n",
    "    print(\"Running WhAM embedding extraction (this takes ~5-10 min on Apple MPS)...\")\n",
    "    print(\"Live output from extract_wham_embeddings.py:\")\n",
    "    print(\"-\" * 60)\n",
    "    proc = subprocess.Popen(\n",
    "        [WHAM_ENV_PYTHON, EXTRACT_SCRIPT],\n",
    "        stdout=subprocess.PIPE, stderr=subprocess.STDOUT,\n",
    "        text=True, cwd=BASE)\n",
    "    for line in proc.stdout:\n",
    "        print(line, end=\"\", flush=True)\n",
    "    proc.wait()\n",
    "    if proc.returncode != 0:\n",
    "        raise RuntimeError(\"Embedding extraction failed — check output above.\")\n",
    "    l10  = np.load(WHAM_EMBEDDINGS)\n",
    "    tall = np.load(WHAM_ALL_LAYERS)\n",
    "    print(\"-\" * 60)\n",
    "    print(f\"Extraction complete.\")\n",
    "    print(f\"  Layer-10 embeddings : {l10.shape}\")\n",
    "    print(f\"  All-layer embeddings: {tall.shape}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-29-oircgu",
   "metadata": {},
   "source": [
    "### 7.1  Embedding Statistics\n",
    "\n",
    "Before using the embeddings, we inspect their basic properties to confirm the extraction is well-behaved and understand the representation space we are working in.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "p1-30-lwsnmd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:45.667398Z",
     "iopub.status.busy": "2026-05-01T20:30:45.667293Z",
     "iopub.status.idle": "2026-05-01T20:30:45.849498Z",
     "shell.execute_reply": "2026-05-01T20:30:45.849003Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== WhAM embedding statistics (layer 10) ===\n",
      "  Shape        : (1501, 1280)   (n_codas × hidden_dim)\n",
      "  Non-zero rows: 1501 / 1501\n",
      "  Value range  : [-105.649, 91.953]\n",
      "  Mean norm    : 162.00  ±12.72\n",
      "\n",
      "=== Norm distribution by social unit ===\n",
      "  Unit A: mean norm=156.03  std=5.25  n=273\n",
      "  Unit D: mean norm=161.78  std=11.53  n=336\n",
      "  Unit F: mean norm=163.90  std=14.11  n=892\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x420 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ── Basic embedding stats ────────────────────────────────────────────────────\n",
    "print(\"=== WhAM embedding statistics (layer 10) ===\")\n",
    "print(f\"  Shape        : {l10.shape}   (n_codas × hidden_dim)\")\n",
    "print(f\"  Non-zero rows: {(l10.sum(axis=1) != 0).sum()} / {len(l10)}\")\n",
    "print(f\"  Value range  : [{l10.min():.3f}, {l10.max():.3f}]\")\n",
    "print(f\"  Mean norm    : {np.linalg.norm(l10, axis=1).mean():.2f}  ±{np.linalg.norm(l10, axis=1).std():.2f}\")\n",
    "\n",
    "print(\"\\n=== Norm distribution by social unit ===\")\n",
    "for unit in [\"A\", \"D\", \"F\"]:\n",
    "    mask  = (df[\"unit\"] == unit).values\n",
    "    norms = np.linalg.norm(l10[mask], axis=1)\n",
    "    print(f\"  Unit {unit}: mean norm={norms.mean():.2f}  std={norms.std():.2f}  n={mask.sum()}\")\n",
    "\n",
    "# Layer-wise norm profile (shows how representation magnitude evolves through the network)\n",
    "layer_norms = np.linalg.norm(tall, axis=2).mean(axis=0)   # mean norm per layer\n",
    "fig, ax = plt.subplots(figsize=(10, 3.5))\n",
    "ax.plot(range(tall.shape[1]), layer_norms, marker=\"o\", lw=2, color=\"#4C72B0\")\n",
    "ax.axvline(10, color=\"#DD8452\", ls=\"--\", lw=1.5, label=\"Layer 10 (extraction layer)\")\n",
    "ax.set_xlabel(\"Transformer layer\"); ax.set_ylabel(\"Mean L2 norm\")\n",
    "ax.set_title(\"WhAM: Mean Embedding Norm per Transformer Layer\")\n",
    "ax.legend(); ax.grid(alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join(FIGS, \"fig_wham_layer_norms.png\"), dpi=130, bbox_inches=\"tight\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-31-vmoqli",
   "metadata": {},
   "source": [
    "### 7.2  t-SNE of WhAM Embeddings\n",
    "\n",
    "The t-SNE projection below shows how WhAM's layer-10 embeddings organise the 1,383 clean codas in 2D. We compare two colourings side-by-side:\n",
    "\n",
    "- **Left**: coloured by social unit (A / D / F) — tests whether WhAM separates the   cultural groups that were *never labelled* during training\n",
    "- **Right**: coloured by coda type — tests whether the generative objective has   organised the rhythm-type structure\n",
    "\n",
    "Compare with the raw-ICI t-SNE from Phase 0: raw ICIs form tight, type-pure clusters but units are intermixed. If WhAM's social-unit separation is stronger than the ICI t-SNE, the model has learned something *beyond* rhythm patterns.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "p1-32-kpyrwk",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:45.851033Z",
     "iopub.status.busy": "2026-05-01T20:30:45.850925Z",
     "iopub.status.idle": "2026-05-01T20:30:49.113557Z",
     "shell.execute_reply": "2026-05-01T20:30:49.113036Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running t-SNE on 1,383 WhAM embeddings (layer 10)...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1680x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: figures/phase1/fig_wham_tsne.png\n"
     ]
    }
   ],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "np.random.seed(SEED)\n",
    "# Use clean codas only\n",
    "clean_ids  = df_clean[\"coda_id\"].values - 1\n",
    "X_tsne_src = l10[clean_ids]\n",
    "\n",
    "print(\"Running t-SNE on 1,383 WhAM embeddings (layer 10)...\")\n",
    "proj = TSNE(n_components=2, perplexity=40, max_iter=1000,\n",
    "            random_state=SEED, n_jobs=1).fit_transform(X_tsne_src)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "fig.suptitle(\"t-SNE of WhAM Layer-10 Embeddings (n=1,383 clean codas)\",\n",
    "             fontsize=13, fontweight=\"bold\")\n",
    "\n",
    "# Left: by social unit\n",
    "ax = axes[0]\n",
    "for unit, color in UNIT_COLORS.items():\n",
    "    mask = df_clean[\"unit\"] == unit\n",
    "    ax.scatter(proj[mask, 0], proj[mask, 1], c=color, s=14, alpha=0.6,\n",
    "               label=f\"Unit {unit} (n={mask.sum()})\", edgecolors=\"none\")\n",
    "ax.set_title(\"(a) Coloured by Social Unit\", fontsize=11)\n",
    "ax.legend(fontsize=9, markerscale=1.8); ax.set_xlabel(\"t-SNE 1\"); ax.set_ylabel(\"t-SNE 2\")\n",
    "\n",
    "# Right: by coda type (top 6 only, rest as grey)\n",
    "ax = axes[1]\n",
    "top6 = df_clean[\"coda_type\"].value_counts().head(6).index.tolist()\n",
    "palette = plt.cm.tab10(np.linspace(0, 0.9, 6))\n",
    "for ct, color in zip(top6, palette):\n",
    "    mask = df_clean[\"coda_type\"] == ct\n",
    "    ax.scatter(proj[mask, 0], proj[mask, 1], c=[color], s=14, alpha=0.7,\n",
    "               label=ct, edgecolors=\"none\")\n",
    "other = ~df_clean[\"coda_type\"].isin(top6)\n",
    "ax.scatter(proj[other, 0], proj[other, 1], c=\"lightgrey\", s=10, alpha=0.4,\n",
    "           label=\"other types\", edgecolors=\"none\")\n",
    "ax.set_title(\"(b) Coloured by Coda Type (top 6)\", fontsize=11)\n",
    "ax.legend(fontsize=8, markerscale=1.8, ncol=2); ax.set_xlabel(\"t-SNE 1\"); ax.set_ylabel(\"t-SNE 2\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join(FIGS, \"fig_wham_tsne.png\"), dpi=130, bbox_inches=\"tight\")\n",
    "plt.show()\n",
    "print(\"Saved: figures/phase1/fig_wham_tsne.png\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-33-iiietx",
   "metadata": {},
   "source": [
    "### 7.3  Layer-wise Linear Probe\n",
    "\n",
    "A core question for understanding WhAM is: *which transformer layers encode which types of information?* Following the probing methodology of Tenney et al. (2019) and Castellon et al. (2021, JukeMIR), we fit a logistic regression probe at each of the 20 transformer layers and report macro-F1.\n",
    "\n",
    "This serves two purposes:\n",
    "1. **Validates our layer-10 choice** for the downstream embedding\n",
    "2. **Previews Phase 2 (Experiment 3)** — the full WhAM probing analysis will extend    this to individual ID, date, click count, and spectral formant targets\n",
    "\n",
    "The expectation from WhAM's generative (spectral) objective:\n",
    "- Social unit should peak in **middle-to-late layers** — high-level cultural identity\n",
    "- Coda type (rhythm) should be **weaker throughout** — WhAM learned audio texture,   not click timing\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "p1-34-jrdqra",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:30:49.115412Z",
     "iopub.status.busy": "2026-05-01T20:30:49.115301Z",
     "iopub.status.idle": "2026-05-01T20:31:17.126010Z",
     "shell.execute_reply": "2026-05-01T20:31:17.125583Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running layer-wise linear probe across 20 transformer layers...\n",
      "(2 tasks × 20 layers × LogReg fit — takes ~1-2 min)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer  0:  unit F1=0.809   coda-type F1=0.218\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer  1:  unit F1=0.827   coda-type F1=0.173\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer  2:  unit F1=0.822   coda-type F1=0.178\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer  3:  unit F1=0.863   coda-type F1=0.170\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer  4:  unit F1=0.847   coda-type F1=0.185\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer  5:  unit F1=0.866   coda-type F1=0.256\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer  6:  unit F1=0.878   coda-type F1=0.219\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer  7:  unit F1=0.869   coda-type F1=0.191\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer  8:  unit F1=0.851   coda-type F1=0.203\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer  9:  unit F1=0.871   coda-type F1=0.198\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer 10:  unit F1=0.876   coda-type F1=0.212\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer 11:  unit F1=0.869   coda-type F1=0.206\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer 12:  unit F1=0.865   coda-type F1=0.226\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer 13:  unit F1=0.883   coda-type F1=0.206\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer 14:  unit F1=0.873   coda-type F1=0.185\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer 15:  unit F1=0.874   coda-type F1=0.185\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer 16:  unit F1=0.876   coda-type F1=0.224\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer 17:  unit F1=0.889   coda-type F1=0.204\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer 18:  unit F1=0.869   coda-type F1=0.212\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Layer 19:  unit F1=0.895   coda-type F1=0.261\n",
      "\n",
      "Done.\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "print(\"Running layer-wise linear probe across 20 transformer layers...\")\n",
    "print(\"(2 tasks × 20 layers × LogReg fit — takes ~1-2 min)\")\n",
    "\n",
    "n_layers     = tall.shape[1]\n",
    "layer_f1_unit    = []\n",
    "layer_f1_type    = []\n",
    "\n",
    "for layer_idx in range(n_layers):\n",
    "    emb_layer  = tall[:, layer_idx, :]          # (1501, 1280)\n",
    "    emb_clean  = emb_layer[clean_ids]           # (1383, 1280)\n",
    "\n",
    "    X_tr = StandardScaler().fit(emb_clean[train_idx]).transform(emb_clean[train_idx])\n",
    "    X_te = StandardScaler().fit(emb_clean[train_idx]).transform(emb_clean[test_idx])\n",
    "\n",
    "    # Social unit probe\n",
    "    lr_unit = LogisticRegression(max_iter=500, class_weight=\"balanced\",\n",
    "                                 random_state=SEED, solver=\"lbfgs\")\n",
    "    lr_unit.fit(X_tr, df_train[\"unit\"])\n",
    "    f1_u = f1_score(df_test[\"unit\"], lr_unit.predict(X_te),\n",
    "                    average=\"macro\", zero_division=0)\n",
    "    layer_f1_unit.append(f1_u)\n",
    "\n",
    "    # Coda type probe\n",
    "    lr_type = LogisticRegression(max_iter=500, class_weight=\"balanced\",\n",
    "                                 random_state=SEED, solver=\"lbfgs\")\n",
    "    lr_type.fit(X_tr, df_train[\"coda_type\"])\n",
    "    f1_t = f1_score(df_test[\"coda_type\"], lr_type.predict(X_te),\n",
    "                    average=\"macro\", zero_division=0)\n",
    "    layer_f1_type.append(f1_t)\n",
    "\n",
    "    print(f\"  Layer {layer_idx:2d}:  unit F1={f1_u:.3f}   coda-type F1={f1_t:.3f}\")\n",
    "\n",
    "print(\"\\nDone.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "p1-35-ntabjk",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:31:17.127474Z",
     "iopub.status.busy": "2026-05-01T20:31:17.127344Z",
     "iopub.status.idle": "2026-05-01T20:31:17.313009Z",
     "shell.execute_reply": "2026-05-01T20:31:17.312419Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1320x540 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: figures/phase1/fig_wham_layerwise_probe.png\n",
      "\n",
      "Best layer for social unit:  layer 19  F1=0.8946\n",
      "Best layer for coda type  :  layer 19  F1=0.2605\n",
      "Layer 10 — unit F1=0.8763   coda-type F1=0.2120\n"
     ]
    }
   ],
   "source": [
    "# Plot layer-wise probe results\n",
    "fig, ax = plt.subplots(figsize=(11, 4.5))\n",
    "\n",
    "layers = list(range(n_layers))\n",
    "ax.plot(layers, layer_f1_unit, marker=\"o\", lw=2.2, color=\"#4C72B0\",\n",
    "        label=\"Social Unit (A/D/F)\")\n",
    "ax.plot(layers, layer_f1_type, marker=\"s\", lw=2.2, color=\"#DD8452\",\n",
    "        label=\"Coda Type (all 22)\")\n",
    "\n",
    "# Mark layer 10 and the raw baselines for comparison\n",
    "ax.axvline(10, color=\"grey\", ls=\"--\", lw=1.2, alpha=0.7, label=\"Layer 10 (selected)\")\n",
    "ax.axhline(0.5986, color=\"#4C72B0\", ls=\":\", lw=1.2, alpha=0.6, label=\"1A ICI unit floor (0.599)\")\n",
    "ax.axhline(0.9310, color=\"#DD8452\", ls=\":\", lw=1.2, alpha=0.6, label=\"1A ICI coda-type floor (0.931)\")\n",
    "\n",
    "ax.set_xlabel(\"Transformer Layer (0 = earliest)\")\n",
    "ax.set_ylabel(\"Macro-F1\")\n",
    "ax.set_title(\"WhAM Layer-wise Linear Probe: Social Unit vs Coda Type\\n\"\n",
    "             \"(dotted lines = raw ICI baseline floors from 1A)\")\n",
    "ax.legend(fontsize=9, loc=\"lower right\")\n",
    "ax.set_xticks(layers); ax.set_xlim(-0.5, n_layers - 0.5)\n",
    "ax.set_ylim(0, 1.02); ax.grid(alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join(FIGS, \"fig_wham_layerwise_probe.png\"), dpi=130, bbox_inches=\"tight\")\n",
    "plt.show()\n",
    "print(\"Saved: figures/phase1/fig_wham_layerwise_probe.png\")\n",
    "print(f\"\\nBest layer for social unit:  layer {int(np.argmax(layer_f1_unit))}  F1={max(layer_f1_unit):.4f}\")\n",
    "print(f\"Best layer for coda type  :  layer {int(np.argmax(layer_f1_type))}  F1={max(layer_f1_type):.4f}\")\n",
    "print(f\"Layer 10 — unit F1={layer_f1_unit[10]:.4f}   coda-type F1={layer_f1_type[10]:.4f}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-36-jihloc",
   "metadata": {},
   "source": [
    "### 7.4  Baseline 1B — WhAM → Logistic Regression\n",
    "\n",
    "Using the layer-10 embeddings (validated above as the optimal or near-optimal layer for social-unit probing), we now run the full classification evaluation on the shared 80/20 test split. This gives us the concrete numerical target that DCCE must exceed.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "p1-37-yuiklo",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:31:17.314552Z",
     "iopub.status.busy": "2026-05-01T20:31:17.314454Z",
     "iopub.status.idle": "2026-05-01T20:31:17.602179Z",
     "shell.execute_reply": "2026-05-01T20:31:17.601787Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "Task: 1B — WhAM → Social Unit\n",
      "  Macro-F1 : 0.8763   Accuracy: 0.8809\n",
      "=======================================================\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           A       0.98      0.98      0.98        48\n",
      "           D       0.76      0.73      0.75        64\n",
      "           F       0.90      0.91      0.90       165\n",
      "\n",
      "    accuracy                           0.88       277\n",
      "   macro avg       0.88      0.87      0.88       277\n",
      "weighted avg       0.88      0.88      0.88       277\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ── Baseline 1B evaluation ───────────────────────────────────────────────────\n",
    "clean_ids  = df_clean[\"coda_id\"].values - 1\n",
    "X_wham_clean = l10[clean_ids]\n",
    "\n",
    "X_wham_train = X_wham_clean[train_idx]\n",
    "X_wham_test  = X_wham_clean[test_idx]\n",
    "scaler_wham  = StandardScaler()\n",
    "X_wham_train = scaler_wham.fit_transform(X_wham_train)\n",
    "X_wham_test  = scaler_wham.transform(X_wham_test)\n",
    "\n",
    "results_1b = {}\n",
    "\n",
    "results_1b[\"unit\"] = evaluate(\n",
    "    make_lr(),\n",
    "    X_wham_train, X_wham_test,\n",
    "    df_train[\"unit\"], df_test[\"unit\"],\n",
    "    task_name=\"1B — WhAM → Social Unit\",\n",
    "    label_names=[\"A\", \"D\", \"F\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "p1-38-sfjnls",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:31:17.604109Z",
     "iopub.status.busy": "2026-05-01T20:31:17.603977Z",
     "iopub.status.idle": "2026-05-01T20:31:19.336383Z",
     "shell.execute_reply": "2026-05-01T20:31:19.335521Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "Task: 1B — WhAM → Coda Type (all 22)\n",
      "  Macro-F1 : 0.2120   Accuracy: 0.4007\n",
      "=======================================================\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "       1+1+3       0.57      0.49      0.53       107\n",
      "        1+31       0.00      0.00      0.00         1\n",
      "         10i       0.00      0.00      0.00         1\n",
      "         2+3       0.40      0.40      0.40         5\n",
      "          3D       0.00      0.00      0.00         1\n",
      "          3R       0.00      0.00      0.00         1\n",
      "          4D       0.36      0.53      0.43        30\n",
      "         4R1       0.00      0.00      0.00         6\n",
      "         4R2       0.40      0.80      0.53        10\n",
      "         5R1       0.47      0.34      0.40        50\n",
      "         5R2       0.09      0.12      0.11         8\n",
      "         5R3       0.50      1.00      0.67         1\n",
      "          6i       0.00      0.00      0.00         8\n",
      "         7D1       0.35      0.57      0.44        21\n",
      "          7i       0.14      0.08      0.10        13\n",
      "          8R       0.00      0.00      0.00         2\n",
      "          8i       0.33      0.17      0.22         6\n",
      "          9i       0.00      0.00      0.00         6\n",
      "\n",
      "    accuracy                           0.40       277\n",
      "   macro avg       0.20      0.25      0.21       277\n",
      "weighted avg       0.41      0.40      0.40       277\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=======================================================\n",
      "Task: 1B — WhAM → Individual ID\n",
      "  Macro-F1 : 0.4535   Accuracy: 0.4641\n",
      "=======================================================\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "        5130       0.75      0.50      0.60         6\n",
      "        5560       0.33      0.31      0.32        26\n",
      "        5561       0.24      0.37      0.29        19\n",
      "        5563       0.33      0.33      0.33         3\n",
      "        5703       0.26      0.50      0.34        10\n",
      "        5719       1.00      1.00      1.00         3\n",
      "        5720       1.00      1.00      1.00         2\n",
      "        5722       0.68      0.62      0.65        48\n",
      "        5727       0.48      0.34      0.40        32\n",
      "        5973       0.00      0.00      0.00         1\n",
      "        6069       0.00      0.00      0.00         1\n",
      "   6070/6068       0.50      0.50      0.50         2\n",
      "\n",
      "    accuracy                           0.46       153\n",
      "   macro avg       0.47      0.46      0.45       153\n",
      "weighted avg       0.49      0.46      0.47       153\n",
      "\n",
      "\n",
      "1B Summary:\n",
      "  unit                       Macro-F1=0.8763  Acc=0.8809\n",
      "  coda_type_all              Macro-F1=0.2120  Acc=0.4007\n",
      "  individual_id              Macro-F1=0.4535  Acc=0.4641\n"
     ]
    }
   ],
   "source": [
    "results_1b[\"coda_type_all\"] = evaluate(\n",
    "    make_lr(),\n",
    "    X_wham_train, X_wham_test,\n",
    "    df_train[\"coda_type\"], df_test[\"coda_type\"],\n",
    "    task_name=\"1B — WhAM → Coda Type (all 22)\",\n",
    "    label_names=None, plot_cm=False)\n",
    "\n",
    "# Individual ID subset\n",
    "id_mask         = df_clean[\"individual_id\"] != \"0\"\n",
    "X_wham_id       = X_wham_clean[id_mask.values]\n",
    "scaler_wham_id  = StandardScaler()\n",
    "X_wham_id_train = scaler_wham_id.fit_transform(X_wham_id[train_id_idx])\n",
    "X_wham_id_test  = scaler_wham_id.transform(X_wham_id[test_id_idx])\n",
    "\n",
    "results_1b[\"individual_id\"] = evaluate(\n",
    "    make_lr(),\n",
    "    X_wham_id_train, X_wham_id_test,\n",
    "    df_id_train[\"individual_id\"], df_id_test[\"individual_id\"],\n",
    "    task_name=\"1B — WhAM → Individual ID\",\n",
    "    label_names=None, plot_cm=False)\n",
    "\n",
    "print(\"\\n1B Summary:\")\n",
    "for k, v in results_1b.items():\n",
    "    print(f\"  {k:25s}  Macro-F1={v['macro_f1']:.4f}  Acc={v['accuracy']:.4f}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-39-azixlf",
   "metadata": {},
   "source": [
    "### Interpretation\n",
    "\n",
    "| Observation | What it means |\n",
    "|---|---|\n",
    "| WhAM unit F1 >> ICI unit F1 (0.876 vs 0.599) | Social-unit signal comes from spectral texture, not rhythm — WhAM's audio objective captured this; ICI alone cannot |\n",
    "| WhAM coda-type F1 << ICI coda-type F1 (0.212 vs 0.931) | Coda type is fundamentally a rhythm (ICI) phenomenon; WhAM's spectral encoding nearly ignores it |\n",
    "| Individual ID hard for all three (best: ICI 0.493) | Linear probes on single-channel or generative features cannot resolve within-unit variation; contrastive training on dual channels is needed |\n",
    "| Layer-wise probe peaks in middle layers for social unit | WhAM encodes social structure as a high-level emergent property — consistent with findings in music (Castellon 2021) and speech (Tenney 2019) |\n",
    "\n",
    "**DCCE target numbers (to constitute a genuine contribution):**\n",
    "- Social unit macro-F1 > **0.876** (WhAM layer 10)\n",
    "- Individual ID macro-F1 > **0.454** (WhAM layer 10)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-40-rwufon",
   "metadata": {},
   "source": [
    "---\n",
    "## 8. Phase 1 Summary\n",
    "\n",
    "The table below is the master results table for Phase 1. It will be extended with WhAM (1B) results once the embeddings are extracted, and referenced throughout Phases 2–3 as the comparison baseline.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "p1-41-iwynon",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:31:19.337903Z",
     "iopub.status.busy": "2026-05-01T20:31:19.337780Z",
     "iopub.status.idle": "2026-05-01T20:31:19.343176Z",
     "shell.execute_reply": "2026-05-01T20:31:19.342809Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    Baseline          Task Macro-F1 Accuracy\n",
      "1A — Raw ICI          Unit   0.5986   0.6209\n",
      "1A — Raw ICI     Coda Type   0.9310   0.9856\n",
      "1A — Raw ICI Individual Id   0.4925   0.5033\n",
      "1C — Raw Mel          Unit   0.7396   0.7329\n",
      "1C — Raw Mel     Coda Type   0.0972   0.1372\n",
      "1C — Raw Mel Individual Id   0.2722   0.2745\n",
      "   1B — WhAM          Unit   0.8763   0.8809\n",
      "   1B — WhAM     Coda Type   0.2120   0.4007\n",
      "   1B — WhAM Individual Id   0.4535   0.4641\n"
     ]
    }
   ],
   "source": [
    "# Build and display summary table\n",
    "all_results = [\n",
    "    (\"1A — Raw ICI\",  results_1a),\n",
    "    (\"1C — Raw Mel\",  results_1c),\n",
    "]\n",
    "if 'results_1b' in dir():\n",
    "    all_results.append((\"1B — WhAM\",  results_1b))\n",
    "\n",
    "rows = []\n",
    "for baseline, results in all_results:\n",
    "    for task in [\"unit\", \"coda_type_all\", \"individual_id\"]:\n",
    "        r = results[task]\n",
    "        rows.append({\n",
    "            \"Baseline\": baseline,\n",
    "            \"Task\": task.replace(\"_all\",\"\").replace(\"_\",\" \").title(),\n",
    "            \"Macro-F1\": f\"{r['macro_f1']:.4f}\",\n",
    "            \"Accuracy\": f\"{r['accuracy']:.4f}\",\n",
    "        })\n",
    "\n",
    "summary_df = pd.DataFrame(rows)\n",
    "print(summary_df.to_string(index=False))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "p1-42-zkjrge",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-01T20:31:19.344537Z",
     "iopub.status.busy": "2026-05-01T20:31:19.344410Z",
     "iopub.status.idle": "2026-05-01T20:31:19.352595Z",
     "shell.execute_reply": "2026-05-01T20:31:19.351960Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: datasets/phase1_results.csv\n",
      "      model          task  macro_f1  accuracy\n",
      "     1A_ICI          unit  0.598634  0.620939\n",
      "     1A_ICI     coda_type  0.930997  0.985560\n",
      "     1A_ICI individual_id  0.492501  0.503268\n",
      "     1C_Mel          unit  0.739580  0.732852\n",
      "     1C_Mel     coda_type  0.097200  0.137184\n",
      "     1C_Mel individual_id  0.272206  0.274510\n",
      "1B_WhAM_L10          unit  0.876271  0.880866\n",
      "1B_WhAM_L10     coda_type  0.212049  0.400722\n",
      "1B_WhAM_L10 individual_id  0.453500  0.464052\n",
      "1B_WhAM_L19          unit  0.894627       NaN\n",
      "1B_WhAM_L19     coda_type  0.260505       NaN\n",
      "1B_WhAM_L19 individual_id  0.453500  0.464052\n"
     ]
    }
   ],
   "source": [
    "# ── Save Phase 1 results to CSV for downstream use in Phase 3 ─────────────────\n",
    "# This avoids hardcoding baseline numbers in Phase 3's comparison table.\n",
    "p1_rows = []\n",
    "task_map = {\"unit\": \"unit\", \"coda_type_all\": \"coda_type\", \"individual_id\": \"individual_id\"}\n",
    "model_map = {\"1A — Raw ICI\": \"1A_ICI\", \"1C — Raw Mel\": \"1C_Mel\", \"1B — WhAM\": \"1B_WhAM_L10\"}\n",
    "\n",
    "for baseline, results in all_results:\n",
    "    model_key = model_map.get(baseline, baseline)\n",
    "    for raw_task, canonical_task in task_map.items():\n",
    "        if raw_task not in results:\n",
    "            continue\n",
    "        r = results[raw_task]\n",
    "        p1_rows.append({\"model\": model_key, \"task\": canonical_task,\n",
    "                        \"macro_f1\": r[\"macro_f1\"], \"accuracy\": r[\"accuracy\"]})\n",
    "\n",
    "# Add WhAM best-layer (L19) results from the layer-wise probe\n",
    "if 'layer_f1_unit' in dir() and len(layer_f1_unit) > 0:\n",
    "    best_unit_layer = int(np.argmax(layer_f1_unit))\n",
    "    best_type_layer = int(np.argmax(layer_f1_type))\n",
    "    p1_rows.append({\"model\": \"1B_WhAM_L19\", \"task\": \"unit\",\n",
    "                    \"macro_f1\": layer_f1_unit[best_unit_layer], \"accuracy\": None})\n",
    "    p1_rows.append({\"model\": \"1B_WhAM_L19\", \"task\": \"coda_type\",\n",
    "                    \"macro_f1\": layer_f1_type[best_type_layer], \"accuracy\": None})\n",
    "    # Use layer 10 for individual_id (no per-layer ID probe in Phase 1;\n",
    "    # Phase 2 provides the full breakdown)\n",
    "    if 'results_1b' in dir():\n",
    "        p1_rows.append({\"model\": \"1B_WhAM_L19\", \"task\": \"individual_id\",\n",
    "                        \"macro_f1\": results_1b[\"individual_id\"][\"macro_f1\"],\n",
    "                        \"accuracy\": results_1b[\"individual_id\"][\"accuracy\"]})\n",
    "\n",
    "p1_results_df = pd.DataFrame(p1_rows)\n",
    "p1_results_df.to_csv(os.path.join(DATA, \"phase1_results.csv\"), index=False)\n",
    "print(\"Saved: datasets/phase1_results.csv\")\n",
    "print(p1_results_df.to_string(index=False))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "p1-43-cfhpzy",
   "metadata": {},
   "source": [
    "### Next steps\n",
    "\n",
    "All three baselines are complete. The results confirm every EDA-derived prediction:\n",
    "\n",
    "| Prediction | Confirmed? |\n",
    "|---|---|\n",
    "| ICI near-perfect on coda type (channels independent) | Yes — F1=0.931 |\n",
    "| Mel better than ICI on social unit | Yes — 0.740 vs 0.599 |\n",
    "| WhAM best on social unit (spectral texture) | Yes — F1=0.876 |\n",
    "| WhAM weak on coda type (generative ≠ rhythm) | Yes — F1=0.212 |\n",
    "| Individual ID hard for all linear probes | Yes — best 0.493 |\n",
    "\n",
    "**Phase 2** will extend the layer-wise probe to all biological variables in `dswp_labels.csv` (individual ID, date, click count, mean ICI), using the `wham_embeddings_all_layers.npy` array produced here. **Phase 3** will train DCCE and compare against these numbers.\n"
   ]
  }
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