From eb52fd237074703db12f7c8391681442fb1dc17f Mon Sep 17 00:00:00 2001
From: Mirko Birbaumer <mirko.birbaumer@hslu.ch>
Date: Sat, 8 Mar 2025 01:31:58 +0000
Subject: [PATCH] added cohen's d value and Savage-Dickey ratio

---
 .../Normal and t-Distribution/BIND_2_1.ipynb  | 112 +++++++++++++-----
 .../Normal and t-Distribution/BIND_2_2.ipynb  |  73 ++++++++++++
 2 files changed, 157 insertions(+), 28 deletions(-)

diff --git a/notebooks/Normal and t-Distribution/BIND_2_1.ipynb b/notebooks/Normal and t-Distribution/BIND_2_1.ipynb
index cd50b8b..af5e0f1 100644
--- a/notebooks/Normal and t-Distribution/BIND_2_1.ipynb	
+++ b/notebooks/Normal and t-Distribution/BIND_2_1.ipynb	
@@ -2,19 +2,11 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 13,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import scipy.stats as st\n",
     "import matplotlib.pyplot as plt\n",
@@ -23,7 +15,8 @@
     "import warnings \n",
     "warnings.filterwarnings(\"ignore\")\n",
     "import arviz as az\n",
-    "import pymc as pm"
+    "import pymc as pm\n",
+    "import scipy.stats as st"
    ]
   },
   {
@@ -35,7 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 14,
    "metadata": {
     "tags": []
    },
@@ -202,7 +195,7 @@
        "5     NaN     NaN                0          0     NaN  "
       ]
      },
-     "execution_count": 2,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -214,7 +207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 15,
    "metadata": {
     "tags": []
    },
@@ -228,7 +221,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -239,7 +232,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 16,
    "metadata": {
     "tags": []
    },
@@ -255,7 +248,7 @@
        "Name: height, dtype: int64"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -274,7 +267,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 17,
    "metadata": {
     "tags": []
    },
@@ -285,7 +278,7 @@
        "Text(0.5, 1.0, 'Grösse Frauen')"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -352,7 +345,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 18,
    "metadata": {
     "tags": []
    },
@@ -381,7 +374,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 3 seconds.\n"
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
      ]
     },
     {
@@ -390,13 +383,13 @@
        "<Axes: title={'center': 'μ'}>"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -438,7 +431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 19,
    "metadata": {
     "tags": []
    },
@@ -459,7 +452,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 20,
    "metadata": {
     "tags": []
    },
@@ -488,7 +481,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 3 seconds.\n"
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
      ]
     },
     {
@@ -498,13 +491,13 @@
        "      dtype=object)"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1472x552 with 2 Axes>"
       ]
@@ -531,6 +524,69 @@
    "source": [
     "Der 94\\%-HDI von $ \\mu_{1} $ ist $ [160,165] $ und für $ \\mu_{2} $ ist es $ [175,180] $. Das heisst, die wahrscheinlichsten Werte für $ \\mu_{1} $ und $ \\mu_{2} $ überschneiden sich nicht. Wir ziehen daraus den Schluss, dass Männer statistisch relevant grösser sind als Frauen.  "
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Wir können die Effektgrösse mit Hilfe von Cohens'd Wert berechnen:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f2ecaa8ad40>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Extract posterior samples\n",
+    "cg_posterior = az.extract(trace_mul)\n",
+    "\n",
+    "# Compute mean difference\n",
+    "means_diff = cg_posterior[\"μ_1\"] - cg_posterior[\"μ_2\"]\n",
+    "\n",
+    "# Use observed standard deviations (since they were fixed)\n",
+    "σ_m = male_height.std()\n",
+    "σ_f = female_height.std()\n",
+    "\n",
+    "# Compute pooled standard deviation\n",
+    "pooled_std = np.sqrt((σ_m**2 + σ_f**2) / 2)\n",
+    "\n",
+    "# Compute Cohen's d\n",
+    "d_cohen = (means_diff / pooled_std).mean().item()\n",
+    "\n",
+    "# Compute probability of superiority (PS)\n",
+    "ps = st.norm.cdf(d_cohen / np.sqrt(2))\n",
+    "\n",
+    "# Plot posterior of mean difference\n",
+    "fig, ax = plt.subplots(figsize=(7, 4))\n",
+    "az.plot_posterior(means_diff.values, ref_val=0, ax=ax)\n",
+    "\n",
+    "# Annotate plot with Cohen's d and probability of superiority\n",
+    "ax.set_title(\"Posterior of Mean Difference\")\n",
+    "ax.plot([], [], ' ', label=f\"Cohen's d = {d_cohen:.2f}\\nProb sup = {ps:.2f}\")\n",
+    "ax.legend(loc=1)"
+   ]
   }
  ],
  "metadata": {
diff --git a/notebooks/Normal and t-Distribution/BIND_2_2.ipynb b/notebooks/Normal and t-Distribution/BIND_2_2.ipynb
index bf48643..6042336 100644
--- a/notebooks/Normal and t-Distribution/BIND_2_2.ipynb	
+++ b/notebooks/Normal and t-Distribution/BIND_2_2.ipynb	
@@ -292,6 +292,79 @@
     "\n",
     "Nun stellt sich noch die Frage, ob es einen statistisch relevanten Unterschied beim Altersunterschied gibt. Nehmen wir einmal an, dass es keinen Altersunterschied gibt, also $ \\mu=0 $. Wie lautet Ihre Test-Entscheidung?"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Auto-assigning NUTS sampler...\n",
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [μ]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n",
+      "Sampling: [y, μ]\n",
+      "The reference value is outside of the posterior. This translate into infinite support for H1, which is most likely an overstatement.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "({'BF10': 4.730545600529063, 'BF01': 0.21139210662891827},\n",
+       " <Axes: title={'center': 'The BF_10 is 4.73\\nThe BF_01 is 0.21'}, xlabel='μ', ylabel='Density'>)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with pm.Model() as model_h:\n",
+    "    μ = pm.Uniform('μ', lower=-10, upper=10)\n",
+    "    σ = diff.std()\n",
+    "    y = pm.Normal('y', mu=μ, sigma=σ, observed=diff)\n",
+    "    trace_h = pm.sample(1000)\n",
+    "    trace_h.extend(pm.sample_prior_predictive(8000))\n",
+    "az.plot_bf(trace_h, var_name=\"μ\", ref_val=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
-- 
GitLab