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zC&D#gk@UOD?P{^6{1E!bPtQ3oqNU8rF-EPp()7t++6J6MrOQpmg&13(I|73;Tw2Trnvh`+se?%sEpZ$9+Kg->7;_JTyU-N7H literal 0 HcmV?d00001 diff --git a/Final Project/overall_analysis.ipynb b/Final Project/overall_analysis.ipynb index d15d70e..021f47b 100755 --- a/Final Project/overall_analysis.ipynb +++ b/Final Project/overall_analysis.ipynb @@ -863,6 +863,195 @@ "## Summary Statistics" ] }, + { + "cell_type": "markdown", + "id": "9f27a80e", + "metadata": {}, + "source": [ + "---\n", + "## Figure 4 — Within-Session Learning Rate \n", + "\n", + "This analysis attempts to measure the \"learning rate\" by looking at the accuracy trend over the course of a single run (dividing chronological trials into thirds). \n", + "\n", + "**Is this a reliable gauge?** \n", + "In short, it is **highly noisy and generally unreliable for single runs**. A standard BCI run might only contain 30-40 trials. Dividing this into thirds yields ~10-13 trials per bin. Accuracy estimates on 10 trials have very high variance, making the slope (trend) highly susceptible to chance. While this is a standard *exploratory* step, true BCI learning curves are usually evaluated **across multiple sessions or days**, rather than within a single 15-minute run. However, aggregated across many subjects and runs, it might show a macro-level effect of FES vs. NOFES." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a9db789c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved: individual_learning_rates.png\n" + ] + } + ], + "source": [ + "# Calculate within-session learning rate using chronological online EARLYSTOP markers\n", + "\n", + "lr_results = []\n", + "for subj in subjects:\n", + " subj_ses = sessions[subj]\n", + " for pair in PAIRS:\n", + " # Check both conditions are available to construct pair\n", + " if pair['online_fes'] not in subj_ses or pair['online_nofes'] not in subj_ses:\n", + " continue\n", + " \n", + " for cond_key, cond_label in [('online_fes', 'FES'), ('online_nofes', 'NOFES')]:\n", + " te = subj_ses[pair[cond_key]]\n", + " \n", + " # Re-parse raw markers for chronological accuracy (bypassing class-level epoch sorting)\n", + " fp = os.path.join(DATA_DIR, te['file'])\n", + " _, _, mk, _, _, _ = load_xdf_file(fp)\n", + " \n", + " # We assume a trial begins at MI_BEGIN (200) or REST_BEGIN (100)\n", + " target_starts = (mk == MI_BEGIN) | (mk == REST_BEGIN)\n", + " start_indices = np.where(target_starts)[0]\n", + " \n", + " trials = []\n", + " for i, idx in enumerate(start_indices):\n", + " # Search ahead to next start marker\n", + " next_start = start_indices[i+1] if i + 1 < len(start_indices) else len(mk)\n", + " interval = mk[idx:next_start]\n", + " # Check if it was successfully typed\n", + " correct = int(MI_EARLYSTOP in interval or REST_EARLYSTOP in interval)\n", + " trials.append(correct)\n", + " \n", + " if len(trials) < 9:\n", + " continue # Need at least a minimal number to split into thirds meaningfully\n", + " \n", + " # Split chronologically into thirds\n", + " splits = np.array_split(trials, 3)\n", + " accs = [np.mean(s) for s in splits]\n", + " # Calculate slope (rate of learning over the 3 portions of the run)\n", + " slope = np.polyfit([0, 1, 2], accs, 1)[0]\n", + " \n", + " lr_results.append({\n", + " 'subj': subj,\n", + " 'pair': pair['name'],\n", + " 'cond': cond_label,\n", + " 'accs': accs,\n", + " 'slope': slope\n", + " })\n", + "\n", + "# Plot learning rates\n", + "if lr_results:\n", + " fig, axes = plt.subplots(1, 2, figsize=(12, 4.5))\n", + " fig.suptitle('Within-Session Learning Rate (Trial split into Thirds)', fontsize=12, fontweight='bold', y=1.05)\n", + "\n", + " # 1. Plot mean slopes by condition\n", + " fes_slopes = [r['slope'] for r in lr_results if r['cond'] == 'FES']\n", + " nofes_slopes = [r['slope'] for r in lr_results if r['cond'] == 'NOFES']\n", + " \n", + " axes[0].bar(['ONLINE_FES', 'ONLINE_NOFES'], [np.mean(fes_slopes), np.mean(nofes_slopes)], \n", + " yerr=[np.std(fes_slopes)/np.sqrt(len(fes_slopes)), np.std(nofes_slopes)/np.sqrt(len(nofes_slopes))],\n", + " color=[cond_color['FES'], cond_color['NOFES']], capsize=5)\n", + " axes[0].set_title('Average Performance Trend (Slope)', fontweight='bold')\n", + " axes[0].axhline(0, color='k', linestyle='--', lw=1)\n", + " axes[0].set_ylabel('Slope (Δ Acc per Third)')\n", + "\n", + " # 2. Plot lines for each run overlaid\n", + " for idx, r in enumerate(lr_results):\n", + " jitter = np.random.uniform(-0.02, 0.02)\n", + " axes[1].plot(np.array([1, 2, 3]) + jitter, r['accs'], color=cond_color[r['cond']], \n", + " alpha=0.3, marker='o', label=r['cond'] if idx < 2 else \"\")\n", + " \n", + " axes[1].set_xticks([1, 2, 3])\n", + " axes[1].set_xticklabels(['Early', 'Middle', 'Late'])\n", + " axes[1].set_title('Accuracy per third (over individual runs)', fontweight='bold')\n", + " axes[1].set_ylabel('Marker Accuracy')\n", + " \n", + " # Custom legend\n", + " axes[1].legend(handles=[Patch(color=cond_color['FES'], label='FES'),\n", + " Patch(color=cond_color['NOFES'], label='NOFES')])\n", + " \n", + " for ax in axes:\n", + " ax.spines[['top','right']].set_visible(False)\n", + " ax.grid(axis='y', alpha=0.3)\n", + "\n", + " plt.tight_layout()\n", + " plt.savefig('within_session_learning_rate.png', dpi=150, bbox_inches='tight')\n", + " plt.show()\n", + " print('Saved: within_session_learning_rate.png')\n", + "\n", + " # --- 3. Plot individual learning rates grouped by subject and pair ---\n", + " subjects_with_lr = sorted(list(set(r['subj'] for r in lr_results)))\n", + " fig2, ax2 = plt.subplots(figsize=(max(8, len(subjects_with_lr) * 2.5), 5))\n", + " fig2.suptitle('Individual Run Learning Rates (Slopes) per Subject', fontsize=12, fontweight='bold', y=1.05)\n", + " \n", + " x = np.arange(len(subjects_with_lr))\n", + " n_pairs = len(PAIRS)\n", + " total_bars_per_subj = n_pairs * 2\n", + " width = 0.8 / total_bars_per_subj\n", + " \n", + " offsets = np.linspace(-0.8/2 + width/2, 0.8/2 - width/2, total_bars_per_subj)\n", + " \n", + " bar_idx = 0\n", + " for p_idx, pair in enumerate(PAIRS):\n", + " for c_idx, cond in enumerate(['FES', 'NOFES']):\n", + " slopes = []\n", + " for subj in subjects_with_lr:\n", + " val = next((r['slope'] for r in lr_results if r['subj'] == subj and r['pair'] == pair['name'] and r['cond'] == cond), np.nan)\n", + " slopes.append(val)\n", + " \n", + " color = cond_color[cond]\n", + " # Use styling to differentiate pairs\n", + " alpha = 1.0 if p_idx == 0 else 0.6\n", + " hatch = '' if p_idx == 0 else '//'\n", + " label = f\"{pair['name'].split()[0]} {cond}\"\n", + " \n", + " ax2.bar(x + offsets[bar_idx], slopes, width, label=label, color=color, alpha=alpha, hatch=hatch, edgecolor='white')\n", + " bar_idx += 1\n", + "\n", + " ax2.set_xticks(x)\n", + " ax2.set_xticklabels(subjects_with_lr)\n", + " ax2.axhline(0, color='k', linestyle='-', lw=0.8)\n", + " ax2.set_ylabel('Slope (Δ Acc per Third)')\n", + " ax2.legend(bbox_to_anchor=(1.01, 1), loc='upper left')\n", + " ax2.grid(axis='y', alpha=0.3)\n", + " ax2.spines[['top','right']].set_visible(False)\n", + " \n", + " plt.tight_layout()\n", + " plt.savefig('individual_learning_rates.png', dpi=150, bbox_inches='tight')\n", + " plt.show()\n", + " print('Saved: individual_learning_rates.png')\n", + "\n", + "else:\n", + " print('No sufficient data for learning rate calculation.')" + ] + }, { "cell_type": "code", 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