From 9007f90e172925c746765030a16bcd596d293fa8 Mon Sep 17 00:00:00 2001 From: urme-b <148221893+urme-b@users.noreply.github.com> Date: Tue, 7 Jul 2026 17:24:55 +0600 Subject: [PATCH] drop duplicate uncorrected corr cell --- group/group_correlation_matrix.ipynb | 77 ---------------------------- 1 file changed, 77 deletions(-) diff --git a/group/group_correlation_matrix.ipynb b/group/group_correlation_matrix.ipynb index f3558b8..6c3555a 100755 --- a/group/group_correlation_matrix.ipynb +++ b/group/group_correlation_matrix.ipynb @@ -194,83 +194,6 @@ "plt.close()" ] }, - { - "cell_type": "code", - "execution_count": 3, - "id": "panyy1gp0ur", - "metadata": { - "execution": { - "iopub.execute_input": "2026-07-05T00:17:25.064761Z", - "iopub.status.busy": "2026-07-05T00:17:25.064660Z", - "iopub.status.idle": "2026-07-05T00:17:25.251706Z", - "shell.execute_reply": "2026-07-05T00:17:25.251365Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "from scipy import stats\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "OUTPUT = '../data/group_results'\n", - "\n", - "# load data\n", - "hrv_df = pd.read_csv(f'{OUTPUT}/HRV_SDNN.csv').set_index('Participant')\n", - "pupil_df = pd.read_csv(f'{OUTPUT}/Pupil_Dilation_STD.csv').set_index('Participant')\n", - "duration_df = pd.read_csv(f'{OUTPUT}/Psychometric_Test_Duration_STD.csv').set_index('Participant')\n", - "\n", - "# combine all\n", - "combined = pd.concat([\n", - " hrv_df.add_suffix('_HRV_SDNN'),\n", - " pupil_df.add_suffix('_Pupil_STD'),\n", - " duration_df.add_suffix('_Duration_STD'),\n", - "], axis=1)\n", - "\n", - "cols = combined.columns\n", - "n = len(cols)\n", - "\n", - "# correlation with p-values\n", - "r_matrix = np.zeros((n, n))\n", - "p_matrix = np.zeros((n, n))\n", - "\n", - "for i in range(n):\n", - " for j in range(n):\n", - " r, p = stats.pearsonr(combined.iloc[:, i], combined.iloc[:, j])\n", - " r_matrix[i, j] = r\n", - " p_matrix[i, j] = p\n", - "\n", - "r_df = pd.DataFrame(r_matrix, index=cols, columns=cols)\n", - "p_df = pd.DataFrame(p_matrix, index=cols, columns=cols)\n", - "\n", - "# annotation with significance stars\n", - "annot = np.empty_like(r_matrix, dtype=object)\n", - "for i in range(n):\n", - " for j in range(n):\n", - " stars = \"***\" if p_df.iloc[i, j] < 0.001 else \"**\" if p_df.iloc[i, j] < 0.01 else \"*\" if p_df.iloc[i, j] < 0.05 else \"\"\n", - " annot[i, j] = f\"{r_df.iloc[i, j]:.2f}{stars}\"\n", - "\n", - "# plot heatmap\n", - "plt.figure(figsize=(14, 11))\n", - "sns.heatmap(r_df, annot=annot, fmt='', cmap='coolwarm', vmin=-1, vmax=1, center=0)\n", - "plt.title('Correlation Matrix with Significance (* p<.05, ** p<.01, *** p<.001)')\n", - "plt.tight_layout()\n", - "plt.show()\n", - "plt.close()" - ] - }, { "cell_type": "code", "execution_count": 4,