From d84a95bf83e31a8ca6f8300d6058b62b5c23ae3e Mon Sep 17 00:00:00 2001 From: Davte Date: Mon, 26 Jan 2026 18:01:36 +0100 Subject: [PATCH] Include ground truth and 68% HPD in violin plot --- borrowing_strenght_hierarchical_model.ipynb | 64 ++++++++++++++++++--- 1 file changed, 57 insertions(+), 7 deletions(-) diff --git a/borrowing_strenght_hierarchical_model.ipynb b/borrowing_strenght_hierarchical_model.ipynb index ea2070b..247772d 100644 --- a/borrowing_strenght_hierarchical_model.ipynb +++ b/borrowing_strenght_hierarchical_model.ipynb @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 25, "id": "49307215", "metadata": {}, "outputs": [], @@ -67,6 +67,8 @@ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", + "from matplotlib.lines import Line2D\n", + "from matplotlib.patches import Patch\n", "from scipy.special import gammaln\n", "from scipy.stats import pearsonr\n", "\n", @@ -712,13 +714,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 34, "id": "0117285c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -751,9 +753,9 @@ " data,\n", " positions=positions,\n", " widths=0.3,\n", - " #showmeans=False,\n", + " showmeans=False,\n", " showmedians=True,\n", - " #showextrema=False\n", + " showextrema=False\n", ")\n", "\n", "# Color each violin plot according to group (with or without pooling)\n", @@ -770,6 +772,39 @@ "vp[\"cmedians\"].set_alpha(1.0)\n", "vp[\"cmedians\"].set_linewidth(2.0)\n", "\n", + "# Add ground truth\n", + "x_true_lambdas = [1 + step * j + offset / 2 for j in range(J)]\n", + "y_true_lambdas = np.log(true_lambdas)\n", + "plt.scatter(\n", + " x_true_lambdas, y_true_lambdas,\n", + " color=\"darkgreen\", marker=\"x\",\n", + " s=80, linewidths=2,\n", + " zorder=100000,\n", + " label=\"Ground truth\"\n", + ")\n", + "\n", + "# Add 86% HPD intervals\n", + "cap_width = 0.06\n", + "for i, x in enumerate(positions):\n", + " lower = np.quantile(data[i], 0.16)\n", + " higher = np.quantile(data[i], 0.84)\n", + " plt.hlines(\n", + " y=[lower, higher],\n", + " xmin=x - cap_width,\n", + " xmax=x + cap_width,\n", + " color=\"black\",\n", + " linewidth=2,\n", + " zorder=10\n", + " )\n", + " plt.vlines(\n", + " x=x,\n", + " ymin=lower,\n", + " ymax=higher,\n", + " color=\"black\",\n", + " linewidth=2,\n", + " zorder=10\n", + " )\n", + "\n", "# Set axes labels and plot title\n", "plt.xticks(\n", " [1 + step * j + offset/2 for j in range(J)],\n", @@ -778,11 +813,26 @@ "plt.ylabel(r\"$\\ln \\lambda_j$\")\n", "plt.title(r\"Distribution of $\\ln \\lambda_y$\"\"\\n\"r\"Full BHM vs w/out pooling\")\n", "\n", - "from matplotlib.patches import Patch\n", "plt.legend(\n", " handles=[\n", " Patch(color=\"orange\", label=\"With pooling\"),\n", - " Patch(color=\"darkblue\", label=\"No pooling\")\n", + " Patch(color=\"darkblue\", label=\"No pooling\"),\n", + " Line2D(\n", + " [0], [0],\n", + " marker=\"x\",\n", + " color=\"darkgreen\",\n", + " linestyle=\"None\",\n", + " markersize=10,\n", + " markeredgewidth=2,\n", + " label=\"Ground truth\"\n", + " ),\n", + " Line2D(\n", + " [0], [0],\n", + " color=\"black\",\n", + " markersize=10,\n", + " markeredgewidth=2,\n", + " label=\"68% HPD intervals\"\n", + " )\n", " ],\n", " loc=\"upper right\"\n", ")\n",