From d82f3fa75af3d060060a7e75e94b488bf77e5261 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bertrand=20N=C3=A9ron?= <bneron@pasteur.fr>
Date: Thu, 17 Oct 2024 14:36:18 +0200
Subject: [PATCH] fix path in scipy_cours

---
 notebooks/Courses/scipy_cours.ipynb | 1313 +++------------------------
 1 file changed, 134 insertions(+), 1179 deletions(-)

diff --git a/notebooks/Courses/scipy_cours.ipynb b/notebooks/Courses/scipy_cours.ipynb
index 4171a3c..cb30099 100644
--- a/notebooks/Courses/scipy_cours.ipynb
+++ b/notebooks/Courses/scipy_cours.ipynb
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "42342d74",
    "metadata": {},
    "outputs": [],
@@ -72,18 +72,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "898957c8",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "skipping\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%script echo skipping\n",
     "\n",
@@ -215,7 +207,7 @@
     "<table style=\"text-align:left;\"><tr><th>\n",
     "Example worflow adapted from...?\n",
     "</th></tr><tr><td>\n",
-    "<img src=\"img/example_anova_workflow.png\" width=\"70%\" />\n",
+    "<img src=\"../images/example_anova_workflow.png\" width=\"70%\" />\n",
     "</td></tr></table>\n",
     "\n",
     "Contrary to statistical software with a GUI, the tools featured in programming languages such as Python do not offer much guidance in following such a workflow.\n",
@@ -304,400 +296,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "65104f3d",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Age</th>\n",
-       "      <th>OwnsHouse</th>\n",
-       "      <th>PhysicalActivity</th>\n",
-       "      <th>Sex</th>\n",
-       "      <th>LivesWithPartner</th>\n",
-       "      <th>LivesWithKids</th>\n",
-       "      <th>BornInCity</th>\n",
-       "      <th>Inbreeding</th>\n",
-       "      <th>BMI</th>\n",
-       "      <th>CMVPositiveSerology</th>\n",
-       "      <th>...</th>\n",
-       "      <th>VaccineWhoopingCough</th>\n",
-       "      <th>VaccineYellowFever</th>\n",
-       "      <th>VaccineHepB</th>\n",
-       "      <th>VaccineFlu</th>\n",
-       "      <th>SUBJID</th>\n",
-       "      <th>DepressionScore</th>\n",
-       "      <th>HeartRate</th>\n",
-       "      <th>Temperature</th>\n",
-       "      <th>HourOfSampling</th>\n",
-       "      <th>DayOfSampling</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>22.33</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>94.9627</td>\n",
-       "      <td>20.13</td>\n",
-       "      <td>No</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>66</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>8.883</td>\n",
-       "      <td>40</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>28.83</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>79.1024</td>\n",
-       "      <td>21.33</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>66</td>\n",
-       "      <td>37.4</td>\n",
-       "      <td>9.350</td>\n",
-       "      <td>40</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>23.67</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>117.2540</td>\n",
-       "      <td>22.18</td>\n",
-       "      <td>No</td>\n",
-       "      <td>...</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>62</td>\n",
-       "      <td>36.9</td>\n",
-       "      <td>8.667</td>\n",
-       "      <td>40</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>21.17</td>\n",
-       "      <td>No</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>94.1796</td>\n",
-       "      <td>18.68</td>\n",
-       "      <td>No</td>\n",
-       "      <td>...</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>64</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>9.883</td>\n",
-       "      <td>40</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>26.17</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>105.1250</td>\n",
-       "      <td>29.01</td>\n",
-       "      <td>No</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>67</td>\n",
-       "      <td>36.7</td>\n",
-       "      <td>8.550</td>\n",
-       "      <td>81</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>812</th>\n",
-       "      <td>21.42</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>73.0073</td>\n",
-       "      <td>24.75</td>\n",
-       "      <td>No</td>\n",
-       "      <td>...</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>5167</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>44</td>\n",
-       "      <td>36.6</td>\n",
-       "      <td>8.550</td>\n",
-       "      <td>270</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>813</th>\n",
-       "      <td>38.33</td>\n",
-       "      <td>No</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>79.7187</td>\n",
-       "      <td>23.53</td>\n",
-       "      <td>No</td>\n",
-       "      <td>...</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>5219</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>54</td>\n",
-       "      <td>36.7</td>\n",
-       "      <td>9.217</td>\n",
-       "      <td>229</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>814</th>\n",
-       "      <td>32.75</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>86.6744</td>\n",
-       "      <td>20.07</td>\n",
-       "      <td>No</td>\n",
-       "      <td>...</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>No</td>\n",
-       "      <td>5279</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>62</td>\n",
-       "      <td>36.3</td>\n",
-       "      <td>9.800</td>\n",
-       "      <td>278</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>815</th>\n",
-       "      <td>39.17</td>\n",
-       "      <td>No</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>No</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>98.9744</td>\n",
-       "      <td>22.77</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>...</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>5303</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>39</td>\n",
-       "      <td>36.3</td>\n",
-       "      <td>9.583</td>\n",
-       "      <td>277</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>816</th>\n",
-       "      <td>59.00</td>\n",
-       "      <td>No</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>84.6433</td>\n",
-       "      <td>27.39</td>\n",
-       "      <td>Yes</td>\n",
-       "      <td>...</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>No</td>\n",
-       "      <td>5701</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>61</td>\n",
-       "      <td>36.1</td>\n",
-       "      <td>9.317</td>\n",
-       "      <td>241</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>816 rows × 43 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       Age OwnsHouse  PhysicalActivity     Sex LivesWithPartner LivesWithKids  \\\n",
-       "1    22.33       Yes               3.0  Female               No            No   \n",
-       "2    28.83       Yes               0.0  Female              Yes            No   \n",
-       "3    23.67       Yes               0.0  Female              Yes            No   \n",
-       "4    21.17        No               0.5  Female               No            No   \n",
-       "5    26.17       Yes               1.5  Female               No            No   \n",
-       "..     ...       ...               ...     ...              ...           ...   \n",
-       "812  21.42       Yes               6.0    Male               No            No   \n",
-       "813  38.33        No               1.5  Female              Yes           Yes   \n",
-       "814  32.75       Yes               2.5  Female               No            No   \n",
-       "815  39.17        No               4.0    Male               No           Yes   \n",
-       "816  59.00        No               0.0    Male              Yes           Yes   \n",
-       "\n",
-       "    BornInCity  Inbreeding    BMI CMVPositiveSerology  ...  \\\n",
-       "1          Yes     94.9627  20.13                  No  ...   \n",
-       "2          Yes     79.1024  21.33                 Yes  ...   \n",
-       "3          Yes    117.2540  22.18                  No  ...   \n",
-       "4           No     94.1796  18.68                  No  ...   \n",
-       "5          Yes    105.1250  29.01                  No  ...   \n",
-       "..         ...         ...    ...                 ...  ...   \n",
-       "812        Yes     73.0073  24.75                  No  ...   \n",
-       "813         No     79.7187  23.53                  No  ...   \n",
-       "814         No     86.6744  20.07                  No  ...   \n",
-       "815        Yes     98.9744  22.77                 Yes  ...   \n",
-       "816        Yes     84.6433  27.39                 Yes  ...   \n",
-       "\n",
-       "     VaccineWhoopingCough  VaccineYellowFever  VaccineHepB  VaccineFlu  \\\n",
-       "1                     Yes                  No          Yes          No   \n",
-       "2                     Yes                  No          Yes          No   \n",
-       "3                      No                  No          Yes          No   \n",
-       "4                      No                  No          Yes          No   \n",
-       "5                     Yes                  No          Yes          No   \n",
-       "..                    ...                 ...          ...         ...   \n",
-       "812                    No                  No          Yes          No   \n",
-       "813                    No                  No          Yes          No   \n",
-       "814                    No                  No          Yes          No   \n",
-       "815                    No                  No           No          No   \n",
-       "816                    No                  No           No          No   \n",
-       "\n",
-       "     SUBJID  DepressionScore  HeartRate Temperature HourOfSampling  \\\n",
-       "1         2              0.0         66        36.8          8.883   \n",
-       "2         3              0.0         66        37.4          9.350   \n",
-       "3         4              0.0         62        36.9          8.667   \n",
-       "4         5              1.0         64        36.0          9.883   \n",
-       "5         8              0.0         67        36.7          8.550   \n",
-       "..      ...              ...        ...         ...            ...   \n",
-       "812    5167              0.0         44        36.6          8.550   \n",
-       "813    5219              0.0         54        36.7          9.217   \n",
-       "814    5279              3.0         62        36.3          9.800   \n",
-       "815    5303              0.0         39        36.3          9.583   \n",
-       "816    5701              0.0         61        36.1          9.317   \n",
-       "\n",
-       "    DayOfSampling  \n",
-       "1              40  \n",
-       "2              40  \n",
-       "3              40  \n",
-       "4              40  \n",
-       "5              81  \n",
-       "..            ...  \n",
-       "812           270  \n",
-       "813           229  \n",
-       "814           278  \n",
-       "815           277  \n",
-       "816           241  \n",
-       "\n",
-       "[816 rows x 43 columns]"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import numpy as np\n",
     "import pandas as pd\n",
@@ -724,23 +328,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "b00250f8",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "46.485710784313724"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "age = dataframe['Age']\n",
     "sample_mean = np.mean(age)\n",
@@ -773,7 +366,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "e60ba8f3",
    "metadata": {
     "hidden": true,
@@ -782,18 +375,7 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# you can play with the three following parameters:\n",
     "sample_mean = m = 46\n",
@@ -859,7 +441,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "e911524f",
    "metadata": {
     "hidden": true
@@ -873,46 +455,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "f19585a9",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<scipy.stats._distn_infrastructure.rv_continuous_frozen at 0x7f61c0198df0>"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "normal_distribution"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "d6bbb149",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.945200708300442"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# cumulative distribution function\n",
     "normal_distribution.cdf(46)"
@@ -920,23 +480,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "1341b01d",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.011092083467945555"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# probability density function\n",
     "normal_distribution.pdf(46)"
@@ -960,23 +509,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "62f75d44",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1.9599639845400545"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "alpha = 0.05\n",
     "stats.norm().isf(alpha / 2)"
@@ -997,20 +535,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "a2a23163",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.48500106556956185\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "age = dataframe['Age']\n",
     "sample_mean = np.mean(age)\n",
@@ -1020,20 +550,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "99fe274d",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "46.49 ± 0.95 years old on average\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(f'{sample_mean:.2f} ± {1.96 * sem:.2f} years old on average')"
    ]
@@ -1050,23 +572,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "a7d15497",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(45.535126163333835, 47.43629540529361)"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "stats.norm(sample_mean, sem).interval(1 - alpha)"
    ]
@@ -1095,24 +606,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "69922361-f828-44ad-bb36-402f355dd0cb",
    "metadata": {
     "hidden": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X = 'Age'\n",
     "\n",
@@ -1132,24 +632,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "ac5a7020-b903-4196-8db6-31b90070d22b",
    "metadata": {
     "hidden": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1330x410 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "Y = 'PhysicalActivity'\n",
     "y = dataframe[Y].copy()\n",
@@ -1198,7 +687,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "578edd4a-bcb1-4f9e-a8ba-d3e63bbabb71",
    "metadata": {
     "hidden": true,
@@ -1207,18 +696,7 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X = 'HoursOfSleep'\n",
     "Y = 'Age'\n",
@@ -1244,7 +722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "72a790bd",
    "metadata": {
     "hidden": true
@@ -1258,23 +736,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "id": "d6ab1d43",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.histplot(x=x, bins=10);\n",
     "#sns.rugplot(x=x, color='r');"
@@ -1300,7 +767,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "id": "92b00d5d",
    "metadata": {
     "hidden": true
@@ -1322,7 +789,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "4f114ad2-9cd2-431a-8b3e-2283006ef970",
    "metadata": {
     "hidden": true
@@ -1344,23 +811,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "8e114e17-8edb-4674-9309-c6f566885c0a",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.histplot(x=x, bins=10, stat='density')\n",
     "#sns.rugplot(x=x, color='r')\n",
@@ -1371,7 +827,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "6eaa04b5",
    "metadata": {
     "hidden": true,
@@ -1380,18 +836,7 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.histplot(x=x, bins=10, stat='density')\n",
     "#sns.rugplot(x=x, color='r')\n",
@@ -1400,7 +845,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "ddfe2b2f",
    "metadata": {
     "hidden": true,
@@ -1409,18 +854,7 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.histplot(x=x, stat='density')\n",
     "sns.rugplot(x=x, color='r')\n",
@@ -1439,24 +873,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "417bfc62",
    "metadata": {
     "hidden": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "NormaltestResult(statistic=17.050178832107033, pvalue=0.00019842697373015917)"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "stats.normaltest(x)"
    ]
@@ -1474,24 +897,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "id": "5b1b8872",
    "metadata": {
     "hidden": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "KstestResult(statistic=0.17414497571515752, pvalue=4.115192819897108e-22)"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "stats.kstest(x, normal_distribution.cdf)"
    ]
@@ -1541,7 +953,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "id": "8346ad8e",
    "metadata": {
     "hidden": true
@@ -1558,7 +970,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "id": "404476b6",
    "metadata": {
     "hidden": true,
@@ -1567,18 +979,7 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "grid = np.linspace(N.ppf(.001), N.ppf(.999), 100); pdf_curve, = plt.plot(grid, N.pdf(grid), 'r-'); z_line, = plt.plot([z, z], [0, N.pdf(z)], '-', zorder=1); tail = grid[z<=grid]; plt.fill_between(tail, np.zeros_like(tail), N.pdf(tail), alpha=.2); plt.axvline(0, linestyle='--', color='grey', linewidth=1); plt.axhline(0, linestyle='--', color='grey', linewidth=1); plt.xlim(grid[[0,-1]]); plt.xlabel('$X$'); plt.ylabel('probability density'); plt.legend([pdf_curve, z_line], ['$\\mathcal{N}(0,1)$', '$z$']); plt.annotate(f'$\\\\approx {onesided_pvalue:.2f}$', (1.8, .03), xytext=(2, .13), arrowprops=dict(arrowstyle=\"->\"));"
    ]
@@ -1600,7 +1001,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "id": "b162e92e",
    "metadata": {
     "hidden": true,
@@ -1610,20 +1011,7 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style>table#typeoferrors { text-align: center; font-size: large; margin-left: 1px;} #typeoferrors td { text-align: center; font-size: large; border-right: solid 1px black; border-bottom: solid 1px black; } #typeoferrors td.border { font-size: small; border-left: solid 1px black; border-top: solid 1px black; } #typeoferrors td.wrong { color: orange; } #typeoferrors td.ok { color: green; } #typeoferrors span.sub { font-size: x-small; } #typeoferrors td.footnote { text-align: left; font-size: xx-small; border-right: 0px; border-bottom: 0px; } </style> <table id=\"typeoferrors\">     <tr><td rowspan=\"2\" colspan=\"2\"></td><td colspan=\"2\" class=\"border\">Conclusion about $H_0$<br />from the statistical test</td></tr>    <tr><td>accept</td><td>reject</td></tr>     <tr><td rowspan=\"2\" class=\"border\">Truth about $H_0$<br />in the population</td><td>true</td><td class=\"ok\">Correct</td><td  class=\"wrong\">Type 1 error<br /><span class=\"sub\">observe difference<br />when none exists</span></td></tr>     <tr><td>false</td><td class=\"wrong\">Type 2 error<br /><span class=\"sub\">fail to observe difference<br />when one exists</span></td><td class=\"ok\">Correct</td></tr>     <tr><td colspan=\"4\" class=\"footnote\"> <a href=\"https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting\">https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting</a>     </td></tr> </table>\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%html\n",
     "<style>table#typeoferrors { text-align: center; font-size: large; margin-left: 1px;} #typeoferrors td { text-align: center; font-size: large; border-right: solid 1px black; border-bottom: solid 1px black; } #typeoferrors td.border { font-size: small; border-left: solid 1px black; border-top: solid 1px black; } #typeoferrors td.wrong { color: orange; } #typeoferrors td.ok { color: green; } #typeoferrors span.sub { font-size: x-small; } #typeoferrors td.footnote { text-align: left; font-size: xx-small; border-right: 0px; border-bottom: 0px; } </style> <table id=\"typeoferrors\">     <tr><td rowspan=\"2\" colspan=\"2\"></td><td colspan=\"2\" class=\"border\">Conclusion about $H_0$<br />from the statistical test</td></tr>    <tr><td>accept</td><td>reject</td></tr>     <tr><td rowspan=\"2\" class=\"border\">Truth about $H_0$<br />in the population</td><td>true</td><td class=\"ok\">Correct</td><td  class=\"wrong\">Type 1 error<br /><span class=\"sub\">observe difference<br />when none exists</span></td></tr>     <tr><td>false</td><td class=\"wrong\">Type 2 error<br /><span class=\"sub\">fail to observe difference<br />when one exists</span></td><td class=\"ok\">Correct</td></tr>     <tr><td colspan=\"4\" class=\"footnote\"> <a href=\"https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting\">https://faculty.nps.edu/rbassett/_book/hypothesis-testing-one-sample.html#fig:errorsHypTesting</a>     </td></tr> </table>"
@@ -1652,7 +1040,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "id": "67d046f0-ca64-4a12-8e32-58b8e7e142a0",
    "metadata": {
     "hidden": true,
@@ -1661,18 +1049,7 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "grid = np.linspace(-3.1, 3.1, 100)\n",
     "\n",
@@ -1752,23 +1129,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "id": "b471633d-c9ad-455e-84e1-d32af085b32a",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Ttest_1sampResult(statistic=0.6024056396957578, pvalue=0.5658990587680466)"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "mu = 50\n",
     "\n",
@@ -1791,23 +1157,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "id": "b732c69f-1851-4ef2-bdc2-8f80b4c5281e",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Ttest_1sampResult(statistic=0.6024056396957578, pvalue=0.2829495293840233)"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "stats.ttest_1samp(x, mu, alternative='greater')"
    ]
@@ -1850,23 +1205,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "id": "6231e214-ac36-4c4f-8a16-e1551c8484b4",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Ttest_indResult(statistic=-1.96174329619957, pvalue=0.06998888828308221)"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x1 = x\n",
     "x2 = np.array([64.22723692, 96.56483856, 101.94191774, 85.31918879,\n",
@@ -1892,24 +1236,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "id": "2ba983bc-ef4c-4a15-ac23-776fffd88afb",
    "metadata": {
     "hidden": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1.0485958993113402"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def cohen_d(x1, x2):\n",
     "    # note: there exists a corrected version\n",
@@ -1926,7 +1259,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "id": "3beb1fbb-a1ac-40aa-b4ce-b97f151392f5",
    "metadata": {
     "hidden": true,
@@ -1935,22 +1268,7 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "59087c930efd49fe93744a78f56d0f37",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "interactive(children=(FloatSlider(value=0.5, description='cohen_d', max=4.0, step=0.5), Output()), _dom_classe…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from matplotlib import pyplot as plt\n",
     "import ipywidgets as widgets\n",
@@ -2049,24 +1367,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "id": "25adcf4f-6611-434f-b619-27f341b3caad",
    "metadata": {
     "hidden": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1.2657389481669015"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "r, _ = stats.pearsonr(x1, x2)\n",
     "cohen_d(x1, x2) / np.sqrt(1 - r)"
@@ -2116,23 +1423,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "id": "2bf0aafa-d23f-44fe-b9e0-cf4bf13e7314",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "F_onewayResult(statistic=2.3575322551335636, pvalue=0.11384795345837218)"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "A = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\n",
     "B = [91, 92, 93, 85, 87, 84, 82, 88, 95, 96]\n",
@@ -2258,24 +1554,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "id": "6bcaa795-3a85-4b8c-aad9-d554e244a2ec",
    "metadata": {
     "hidden": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1330x410 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "np.random.seed(1245619531)\n",
     "\n",
@@ -2311,7 +1596,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": null,
    "id": "e964be07-0696-4ff8-844a-3e7d318a7f3a",
    "metadata": {
     "hidden": true,
@@ -2320,18 +1605,7 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1330x410 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "skewed_dist = lambda sigma, x: np.exp( -.5*(np.log(x)/sigma)**2 ) / ( x*sigma*np.sqrt(2*np.pi) )\n",
     "heavy_tailed_dist = lambda scale, x: stats.cauchy.pdf(x, 0, scale)\n",
@@ -2404,30 +1678,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": null,
    "id": "8a31b653-d891-4f07-ab8b-73562b2ed86d",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAGdCAYAAACyzRGfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAfJ0lEQVR4nO3db2yV9f3/8ddpq4dz4LROENrjigVaOCcI0TYZA5zTWC3IEGIn03EyKoJMCQu6wKgBFJB0sM01qMNl6whwwESjIZEbNFIDjtgAnoJodg4UYqGuFBNme1p6qNKe3w2/nq0K/noOPZ/zp89HcoX0nOvPu0lJn73Oda5jCYfDYQEAABiSkegBAADA4EJ8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwKisRA/wbb29vWppaZHD4ZDFYkn0OAAAoB/C4bA6OjrkdDqVkfH95zaSLj5aWlqUn5+f6DEAAEAMmpub9cMf/vB710m6+HA4HJK+Hj47OzvB0wAAgP4IBoPKz8+P/B7/PkkXH9+81JKdnU18AACQYvpzyQQXnAIAAKOIDwAAYBTxAQAAjCI+AACAUcQHAAAwivgAAABGER8AAMAo4gMAABhFfAAAAKOIDwAAYBTxAQAAjCI+AACAUUn3wXK4tq6uLgUCgX6vHwqF1NTUpIKCAtlstn5v53K5ZLfbYxkRAID/L+IjhQQCAZWUlMT9OD6fT8XFxXE/DgBgcCI+UojL5ZLP5+v3+n6/Xx6PR16vV263O6rjAAAQL8RHCrHb7TGdkXC73ZzJAAAkDS44BQAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGBUVqIHAJC6urq6FAgE+r1+KBRSU1OTCgoKZLPZojqWy+WS3W6PdkQASYj4ABCzQCCgkpISI8fy+XwqLi42ciwA8UV8AIiZy+WSz+fr9/p+v18ej0der1dutzvqYwFID8QHgJjZ7faYzka43W7OYgCDGBecAgAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEZFHR8dHR1avny5brvtNtlsNk2bNk1Hjx6NPF9RUSGLxdJnmTFjxoAODQAAUlfU9/lYtGiRPvnkE+3cuVNOp1Ner1elpaX617/+pVtvvVWSNGPGDG3bti2yjdVqHbiJAQBASovqzEcoFNJbb72lzZs36+6771ZhYaFeeOEFFRYWauvWrZH1rFarcnNzI8sPfvCDAR8cAACkpqji48qVK+rp6dGQIUP6PG6z2XTo0KHI1wcOHNDIkSM1YcIEPfXUU7p48eI199nd3a1gMNhnAQAA6Suq+HA4HJo6dao2bNiglpYW9fT0yOv1qr6+XufPn5f09UsuO3bsUF1dnTZt2qSDBw9q5syZ6unpueo+q6qqlJOTE1ny8/Ov/7sCAABJK+oLTnfu3KlwOKxbb71VVqtVW7Zs0WOPPaaMjK939eijj+qhhx7SpEmTNHfuXO3du1dHjx7VgQMHrrq/yspKtbe3R5bm5ubr+oYAAEByizo+xo0bp4MHD6qzs1PNzc06cuSIvvrqK40dO/aq648dO1YjRozQ6dOnr/q81WpVdnZ2nwUAAKSvmO/zMXToUOXl5emLL75QbW2t5syZc9X1PvvsM128eFF5eXkxDwkAANJH1G+1ra2tVTgc1oQJE3T69GmtWLFCLpdLjz/+uDo7O7Vu3TqVl5crNzdXZ86c0cqVK1VYWKiysrJ4zA8AAFJM1Gc+2tvbtXTpUrlcLv3qV7/SXXfdpdraWt1www3KzMzUiRMn9NBDD2n8+PF64oknVFJSon/+85/c6wMAAEiK4czHvHnzNG/evKs+Z7PZVFtbe91DAQCA9MVnuwAAAKOIDwAAYBTxAQAAjCI+AACAUVFfcAoAQLLq6upSIBCIaptQKKSmpiYVFBTIZrP1ezuXyyW73R7tiBDxAQBII4FAQCUlJUaO5fP5VFxcbORY6Yb4AACkDZfLJZ/PF9U2fr9fHo9HXq9Xbrc7qmMhNsQHACBt2O32mM9GuN1uzmQYwgWnAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAUHywHoI/GxkZ1dHTEZd9+v7/Pv/HicDhUVFQU12MAiB3xASCisbFR48ePj/txPB5P3I9x6tQpAgRIUsQHgIhvznh4vV653e4B338oFFJTU5MKCgpks9kGfP/S12dVPB5P3M7eALh+xAeA73C73SouLo7LvqdPnx6X/QJIHVxwCgAAjCI+AACAUcQHAAAwivgAAABGER8AAMAo4gMAABhFfAAAAKOIDwAAYBTxAQAAjCI+AACAUcQHAAAwivgAAABGER8AAMAo4gMAABhFfAAAAKOIDwAAYBTxAQAAjCI+AACAUcQHAAAwivgAAABGER8AAMAo4gMAABhFfAAAAKOIDwAAYBTxAQAAjCI+AACAUcQHAAAwKur46Ojo0PLly3XbbbfJZrNp2rRpOnr0aOT5cDistWvXKi8vTzabTaWlpWpsbBzQoQEAQOqKOj4WLVqkd999Vzt37tTHH3+sBx54QKWlpfr3v/8tSdq8ebO2bNmi1157TYcPH9bQoUNVVlamy5cvD/jwAAAg9UQVH6FQSG+99ZY2b96su+++W4WFhXrhhRdUWFiorVu3KhwOq7q6WqtXr9acOXM0efJk7dixQy0tLdqzZ0+cvgUAAJBKooqPK1euqKenR0OGDOnzuM1m06FDh/Tpp5+qtbVVpaWlkedycnI0ZcoU1dfXX3Wf3d3dCgaDfRYAAJC+oooPh8OhqVOnasOGDWppaVFPT4+8Xq/q6+t1/vx5tba2SpJGjRrVZ7tRo0ZFnvu2qqoq5eTkRJb8/PwYvxUAAJAKor7mY+fOnQqHw7r11ltltVq1ZcsWPfbYY8rIiO2NM5WVlWpvb48szc3NMe0HAACkhqiLYdy4cTp48KA6OzvV3NysI0eO6KuvvtLYsWOVm5srSbpw4UKfbS5cuBB57tusVquys7P7LAAAIH3FfJ+PoUOHKi8vT1988YVqa2s1Z84cjRkzRrm5uaqrq4usFwwGdfjwYU2dOnVABgYAAKktK9oNamtrFQ6HNWHCBJ0+fVorVqyQy+XS448/LovFouXLl+vFF19UUVGRxowZozVr1sjpdGru3LlxGB8AAKSaqOOjvb1dlZWV+uyzz3TzzTervLxcGzdu1A033CBJWrlypS5duqQnn3xSbW1tuuuuu7Rv377vvEMGQPKxXLmsO3MzZGs7JbWk5g2QbW2ndGduhixXuLcQkKyijo958+Zp3rx513zeYrFo/fr1Wr9+/XUNBsC8IZ3n1LBkmPT+Eun9RE8TG7ekhiXD5O88J2laoscBcBVRxweA9HV52GgV/7VTu3btktvlSvQ4MfEHApo/f75qHhyd6FEAXAPxASAinDVEx1p7FbppvOS8I9HjxCTU2qtjrb0KZ/FSL5CsUvNFXQAAkLKIDwAAYBTxAQAAjCI+AACAUcQHAAAwivgAAABGER8AAMAo4gMAABhFfAAAAKOIDwAAYBTxAQAAjCI+AACAUcQHAAAwivgAAABGER8AAMAo4gMAABhFfAAAAKOIDwAAYBTxAQAAjCI+AACAUcQHAAAwKivRAwxmjY2N6ujoiNv+/X5/n3/jxeFwqKioKK7HAACkD+IjQRobGzV+/Hgjx/J4PHE/xqlTpwgQAEC/EB8J8s0ZD6/XK7fbHZdjhEIhNTU1qaCgQDabLS7H8Pv98ng8cT2DAwBIL8RHgrndbhUXF8dt/9OnT4/bvgHAhHR4iZqXp/siPgAASSudXqLm5en/Ij4AAEkrHV6i5uXp7yI+AABJj5eo0wv3+QAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwKisRA8AIHl0dXVJkhoaGuKy/1AopKamJhUUFMhms8XlGH6/Py77BTBwiA8AEYFAQJK0ePHiBE9y/RwOR6JHAHANxAeAiLlz50qSXC6X7Hb7gO/f7/fL4/HI6/XK7XYP+P6/4XA4VFRUFLf9A7g+UcVHT0+PXnjhBXm9XrW2tsrpdKqiokKrV6+WxWKRJFVUVGj79u19tisrK9O+ffsGbmoAcTFixAgtWrQo7sdxu90qLi6O+3EAJKeo4mPTpk3aunWrtm/frokTJ+rDDz/U448/rpycHP3mN7+JrDdjxgxt27Yt8rXVah24iQEAQEqLKj4++OADzZkzR7NmzZIkFRQU6PXXX9eRI0f6rGe1WpWbmztwUwIAgLQR1Vttp02bprq6Op06dUqS9NFHH+nQoUOaOXNmn/UOHDigkSNHasKECXrqqad08eLFa+6zu7tbwWCwzwIAANJXVGc+Vq1apWAwKJfLpczMTPX09Gjjxo2aP39+ZJ0ZM2bo4Ycf1pgxY3TmzBk999xzmjlzpurr65WZmfmdfVZVVWndunXX/50AAICUEFV8vPHGG9q1a5d2796tiRMn6vjx41q+fLmcTqcWLFggSXr00Ucj60+aNEmTJ0/WuHHjdODAAd13333f2WdlZaWeffbZyNfBYFD5+fmxfj8AACDJRRUfK1as0KpVqyKBMWnSJJ09e1ZVVVWR+Pi2sWPHasSIETp9+vRV48NqtXJBKgAAg0hU13x0dXUpI6PvJpmZmert7b3mNp999pkuXryovLy82CYEAABpJaozH7Nnz9bGjRs1evRoTZw4UceOHdNLL72khQsXSpI6Ozu1bt06lZeXKzc3V2fOnNHKlStVWFiosrKyuHwDAAAgtUQVHy+//LLWrFmjp59+Wp9//rmcTqeWLFmitWvXSvr6LMiJEye0fft2tbW1yel06oEHHtCGDRt4aQUAAEiKMj4cDoeqq6tVXV191edtNptqa2sHYi4AAJCmorrmAwAA4HoRHwAAwCjiAwAAGEV8AAAAo4gPAABgVFTvdgEAwCTLlcu6MzdDtrZTUktq/r1sazulO3MzZLlyOdGjJA3iAwCQtIZ0nlPDkmHS+0uk9xM9TWzckhqWDJO/85ykaYkeJykQHwCApHV52GgV/7VTu3btktvlSvQ4MfEHApo/f75qHhyd6FGSBvEBAEha4awhOtbaq9BN4yXnHYkeJyah1l4da+1VOGtIokdJGqn5AhoAAEhZxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo7ISPcBgZblyWXfmZsjWdkpqSd0GtLWd0p25GbJcuZzoUQAAKYL4SJAhnefUsGSY9P4S6f1ETxM7t6SGJcPk7zwnaVqixwEApADiI0EuDxut4r92ateuXXK7XIkeJ2b+QEDz589XzYOjEz0KACBFEB8JEs4aomOtvQrdNF5y3pHocWIWau3VsdZehbOGJHoUAECKSN2LDQAAQEoiPgAAgFHEBwAAMIprPgDErKurS4FAoN/r+/3+Pv9Gw+VyyW63R70dgORDfACIWSAQUElJSdTbeTyeqLfx+XwqLi6OejsAyYf4ABAzl8sln8/X7/VDoZCamppUUFAgm80W9bEApAfiA0DM7HZ71Gcjpk+fHqdpAKQKLjgFAABGER8AAMAo4gMAABhFfAAAAKOIDwAAYBTvdgEAJK2uri5JUkNDQ9yOcT1vAe+PWG6ql+6IDwBA0vrmDrqLFy9O8CTXz+FwJHqEpEF8AACS1ty5cyXF9/b6fr9fHo9HXq9Xbrc7LsdwOBwqKiqKy75TEfEBAEhaI0aM0KJFi4wcy+12cwt/Q7jgFAAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwKio4qOnp0dr1qzRmDFjZLPZNG7cOG3YsEHhcDiyTjgc1tq1a5WXlyebzabS0lI1NjYO+OAAACA1RRUfmzZt0tatW/XKK6/I7/dr06ZN2rx5s15++eXIOps3b9aWLVv02muv6fDhwxo6dKjKysp0+fLlAR8eAACknqhur/7BBx9ozpw5mjVrliSpoKBAr7/+uo4cOSLp67Me1dXVWr16tebMmSNJ2rFjh0aNGqU9e/bo0UcfHeDxAQBAqonqzMe0adNUV1enU6dOSZI++ugjHTp0SDNnzpQkffrpp2ptbVVpaWlkm5ycHE2ZMkX19fVX3Wd3d7eCwWCfBQAApK+oznysWrVKwWBQLpdLmZmZ6unp0caNGzV//nxJUmtrqyRp1KhRfbYbNWpU5Llvq6qq0rp162KZHQAApKCozny88cYb2rVrl3bv3q2GhgZt375df/zjH7V9+/aYB6isrFR7e3tkaW5ujnlfAAAg+UV15mPFihVatWpV5NqNSZMm6ezZs6qqqtKCBQuUm5srSbpw4YLy8vIi2124cEF33HHHVfdptVpltVpjHB8AAKSaqM58dHV1KSOj7yaZmZnq7e2VJI0ZM0a5ubmqq6uLPB8MBnX48GFNnTp1AMYFAACpLqozH7Nnz9bGjRs1evRoTZw4UceOHdNLL72khQsXSpIsFouWL1+uF198UUVFRRozZozWrFkjp9OpuXPnxmN+AACQYqKKj5dffllr1qzR008/rc8//1xOp1NLlizR2rVrI+usXLlSly5d0pNPPqm2tjbddddd2rdvn4YMGTLgwwMAgNQTVXw4HA5VV1erurr6mutYLBatX79e69evv97ZAABAGuKzXQAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjshI9wGDV1dUlSWpoaIjbMUKhkJqamlRQUCCbzRaXY/j9/rjsFwCQvoiPBAkEApKkxYsXJ3iSgeFwOBI9AgAgRRAfCTJ37lxJksvlkt1uj8sx/H6/PB6PvF6v3G53XI4hfR0eRUVFcds/ACC9EB8JMmLECC1atMjIsdxut4qLi40cCwASqaurK3Jmub++efk42peR4/nHY7ojPgAAaSMQCKikpCSmbT0eT1Tr+3w+/rCLEfEBAEgbLpdLPp8vqm1ivTjf5XJFOx7+D/EBAEgbdrs9prMR06dPj8M0uBbu8wEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjooqPgoICWSyW7yxLly6VJN1zzz3fee7Xv/51XAYHAACpKSualY8ePaqenp7I15988onuv/9+PfLII5HHFi9erPXr10e+ttvtAzAmAABIF1HFxy233NLn69///vcaN26cfvrTn0Yes9vtys3NHZjpAABA2on5mo8vv/xSXq9XCxculMViiTy+a9cujRgxQrfffrsqKyvV1dX1vfvp7u5WMBjsswAAgPQV1ZmP/7Vnzx61tbWpoqIi8tgvf/lL3XbbbXI6nTpx4oR+97vf6eTJk3r77bevuZ+qqiqtW7cu1jEAAECKsYTD4XAsG5aVlenGG2/UO++8c8113nvvPd133306ffq0xo0bd9V1uru71d3dHfk6GAwqPz9f7e3tys7OjmU0/J+GhgaVlJTI5/OpuLg40eMAANJYMBhUTk5Ov35/x3Tm4+zZs9q/f//3ntGQpClTpkjS98aH1WqV1WqNZQwAAJCCYrrmY9u2bRo5cqRmzZr1vesdP35ckpSXlxfLYQAAQBqK+sxHb2+vtm3bpgULFigr67+bnzlzRrt379aDDz6o4cOH68SJE3rmmWd09913a/LkyQM6NAAASF1Rx8f+/ft17tw5LVy4sM/jN954o/bv36/q6mpdunRJ+fn5Ki8v1+rVqwdsWAAAkPqijo8HHnhAV7tGNT8/XwcPHhyQoQAAQPris10AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEYRHwAAwCjiAwAAGEV8AAAAo4gPAABgFPEBAACMIj4AAIBRWYkeAP3X1dWlQCDQ7/X9fn+ff/vL5XLJbrdHtQ0AAP1FfKSQQCCgkpKSqLfzeDxRre/z+VRcXBz1cQAA6A/iI4W4XC75fL5+rx8KhdTU1KSCggLZbLaojgMAQLxYwuFwONFD/K9gMKicnBy1t7crOzs70eMAAIB+iOb3NxecAgAAo4gPAABgFPEBAACMIj4AAIBRxAcAADCK+AAAAEZFFR8FBQWyWCzfWZYuXSpJunz5spYuXarhw4dr2LBhKi8v14ULF+IyOAAASE1RxcfRo0d1/vz5yPLuu+9Kkh555BFJ0jPPPKN33nlHb775pg4ePKiWlhY9/PDDAz81AABIWdd1k7Hly5dr7969amxsVDAY1C233KLdu3fr5z//uaSvbwfudrtVX1+vH//4x/3aJzcZAwAg9Ri5ydiXX34pr9erhQsXymKxyOfz6auvvlJpaWlkHZfLpdGjR6u+vv6a++nu7lYwGOyzAACA9BVzfOzZs0dtbW2qqKiQJLW2turGG2/UTTfd1Ge9UaNGqbW19Zr7qaqqUk5OTmTJz8+PdSQAAJACYo6PmpoazZw5U06n87oGqKysVHt7e2Rpbm6+rv0BAIDkFtOn2p49e1b79+/X22+/HXksNzdXX375pdra2vqc/bhw4YJyc3OvuS+r1Sqr1RrLGAAAIAXFFB/btm3TyJEjNWvWrMhjJSUluuGGG1RXV6fy8nJJ0smTJ3Xu3DlNnTq13/v+5vpXrv0AACB1fPN7uz/vY4k6Pnp7e7Vt2zYtWLBAWVn/3TwnJ0dPPPGEnn32Wd18883Kzs7WsmXLNHXq1H6/00WSOjo6JIlrPwAASEEdHR3Kycn53nWijo/9+/fr3LlzWrhw4Xee+/Of/6yMjAyVl5eru7tbZWVl+stf/hLV/p1Op5qbm+VwOGSxWKIdD/8jGAwqPz9fzc3NvG0ZSYGfSSQjfi4HRjgcVkdHR7+uBb2u+3wguXHPFCQbfiaRjPi5NI/PdgEAAEYRHwAAwCjiI41ZrVY9//zzvJUZSYOfSSQjfi7N45oPAABgFGc+AACAUcQHAAAwivgAAABGER8AAMAo4iNN1dfXKzMzs8/n7wCJUlFRIYvFElmGDx+uGTNm6MSJE4keDYNca2urli1bprFjx8pqtSo/P1+zZ89WXV1dokdLa8RHmqqpqdGyZcv0/vvvq6WlJdHjAJoxY4bOnz+v8+fPq66uTllZWfrZz36W6LEwiDU1NamkpETvvfee/vCHP+jjjz/Wvn37dO+992rp0qWJHi+t8VbbNNTZ2am8vDx9+OGHev755zV58mQ999xziR4Lg1hFRYXa2tq0Z8+eyGOHDh3ST37yE33++ee65ZZbEjccBq0HH3xQJ06c0MmTJzV06NA+z7W1temmm25KzGCDAGc+0tAbb7whl8ulCRMmyOPx6B//+Ee/PuIYMKWzs1Ner1eFhYUaPnx4osfBIPSf//xH+/bt09KlS78THpIIjziL+lNtkfxqamrk8XgkfX2qu729XQcPHtQ999yT2MEwqO3du1fDhg2TJF26dEl5eXnau3evMjL4GwjmnT59WuFwWC6XK9GjDEr8r08zJ0+e1JEjR/TYY49JkrKysvSLX/xCNTU1CZ4Mg929996r48eP6/jx4zpy5IjKyso0c+ZMnT17NtGjYRDibHBiceYjzdTU1OjKlStyOp2Rx8LhsKxWq1555RXl5OQkcDoMZkOHDlVhYWHk67///e/KycnR3/72N7344osJnAyDUVFRkSwWiwKBQKJHGZQ485FGrly5oh07duhPf/pT5C/M48eP66OPPpLT6dTrr7+e6BGBCIvFooyMDIVCoUSPgkHo5ptvVllZmV599VVdunTpO8+3tbWZH2oQIT7SyN69e/XFF1/oiSee0O23395nKS8v56UXJFR3d7daW1vV2toqv9+vZcuWqbOzU7Nnz070aBikXn31VfX09OhHP/qR3nrrLTU2Nsrv92vLli2aOnVqosdLa8RHGqmpqVFpaelVX1opLy/Xhx9+yE2dkDD79u1TXl6e8vLyNGXKFB09elRvvvkmF0IjYcaOHauGhgbde++9+u1vf6vbb79d999/v+rq6rR169ZEj5fWuM8HAAAwijMfAADAKOIDAAAYRXwAAACjiA8AAGAU8QEAAIwiPgAAgFHEBwAAMIr4AAAARhEfAADAKOIDAAAYRXwAAACjiA8AAGDU/wOCYAe13xwW4AAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "A = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\n",
     "B = [91, 92, 93, 85, 87, 84, 82, 88, 95, 96]\n",
     "C = [79, 78, 88, 94, 92, 85, 83, 85, 82, 81]\n",
     "\n",
     "df = pd.DataFrame(data=dict(A=A, B=B, C=C))\n",
-    "plt.boxplot(df, labels=df.columns);"
+    "plt.boxplot(df, tick_labels=df.columns);"
    ]
   },
   {
@@ -2448,23 +1711,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": null,
    "id": "280180fa-4f20-44a6-a463-2ce9b0ad75a4",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "BartlettResult(statistic=3.3024375753550457, pvalue=0.19181598314036113)"
-      ]
-     },
-     "execution_count": 42,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# copied-pasted from https://www.statology.org/bartletts-test-python/\n",
     "A = [85, 86, 88, 75, 78, 94, 98, 79, 71, 80]\n",
@@ -2490,7 +1742,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": null,
    "id": "b8123d48-7285-4fa3-8473-04f316dedffc",
    "metadata": {
     "hidden": true,
@@ -2499,18 +1751,7 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1330x410 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "grid = np.linspace(0, 20, 200)\n",
     "\n",
@@ -2596,23 +1837,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": null,
    "id": "84f4e9b3-a653-422c-8fc5-83b29869ba87",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "410"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "expected_props  = np.array([ .24, .2, .16, .14, .13, .13 ])\n",
     "observed_counts = np.array([ 85, 79, 56, 64, 58, 68 ])\n",
@@ -2621,23 +1851,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "id": "8bb2916a-e9a4-4bbe-b04f-14818bb68723",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([98.4, 82. , 65.6, 57.4, 53.3, 53.3])"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "expected_counts = expected_props * np.sum(observed_counts)\n",
     "expected_counts"
@@ -2664,23 +1883,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": null,
    "id": "a8898631-a5b5-49e8-a158-3e149345391a",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "8.566983829178941"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "k = len(expected_counts)\n",
     "chi2 = np.sum((observed_counts - expected_counts) ** 2 / expected_counts)\n",
@@ -2689,23 +1897,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": null,
    "id": "7a8af457-13dc-483a-90e3-50d3949c8edf",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.1276329790529603"
-      ]
-     },
-     "execution_count": 47,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "pvalue = stats.chi2(k-1).sf(chi2)\n",
     "pvalue"
@@ -2723,23 +1920,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": null,
    "id": "1e246915-e9be-4826-9677-d9f30348d0df",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Power_divergenceResult(statistic=8.566983829178941, pvalue=0.1276329790529603)"
-      ]
-     },
-     "execution_count": 48,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "stats.chisquare(observed_counts, expected_counts)"
    ]
@@ -2758,23 +1944,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": null,
    "id": "f2231df3-3ce3-40c4-ae75-f6159061e3d6",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2.9269410361636843"
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "cohen_w = np.sqrt(chi2)\n",
     "cohen_w"
@@ -2816,7 +1991,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "id": "13145d41-7dc3-4eff-9f9c-38d0abed1e8d",
    "metadata": {
     "hidden": true
@@ -2832,23 +2007,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": null,
    "id": "fe4ce304-25ac-4734-9a0a-e20db59b742f",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([0.50963855, 0.29518072, 0.14939759, 0.04578313])"
-      ]
-     },
-     "execution_count": 51,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "expected_props = np.sum(observed_counts, axis=0) / np.sum(observed_counts)\n",
     "expected_props"
@@ -2872,25 +2036,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": null,
    "id": "087ea780-304c-459d-a7c0-066817f3d82f",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[134.03493976,  77.63253012,  39.29156627,  12.04096386],\n",
-       "       [121.80361446,  70.54819277,  35.7060241 ,  10.94216867],\n",
-       "       [167.16144578,  96.81927711,  49.00240964,  15.01686747]])"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "expected_counts = np.outer(np.sum(observed_counts, axis=1), expected_props)\n",
     "expected_counts"
@@ -2912,23 +2063,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": null,
    "id": "d9585b87-f5dd-4cf2-ad91-0a79dcc95c86",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "26.7075512595244"
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "j, k = expected_counts.shape\n",
     "dof = (j - 1) * (k - 1)\n",
@@ -2938,24 +2078,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": null,
    "id": "a7cd985e-eb2b-4a72-a221-30e3e0fdf8ec",
    "metadata": {
     "hidden": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.00016426084515914902"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "stats.chi2(dof).sf(chi2)"
    ]
@@ -2972,28 +2101,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": null,
    "id": "4cd7ea08-110a-4ff7-9521-0f12e4169d35",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(26.707551259524408,\n",
-       " 0.0001642608451591484,\n",
-       " 6,\n",
-       " array([[134.03493976,  77.63253012,  39.29156627,  12.04096386],\n",
-       "        [121.80361446,  70.54819277,  35.7060241 ,  10.94216867],\n",
-       "        [167.16144578,  96.81927711,  49.00240964,  15.01686747]]))"
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "stats.chi2_contingency(observed_counts)"
    ]
@@ -3010,29 +2123,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": null,
    "id": "d7e7fd75-068c-4f37-b981-498890c4a0d7",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(26.707551259524408,\n",
-       " 0.0001642608451591484,\n",
-       " 6,\n",
-       " array([[134.03493976, 121.80361446, 167.16144578],\n",
-       "        [ 77.63253012,  70.54819277,  96.81927711],\n",
-       "        [ 39.29156627,  35.7060241 ,  49.00240964],\n",
-       "        [ 12.04096386,  10.94216867,  15.01686747]]))"
-      ]
-     },
-     "execution_count": 56,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "stats.chi2_contingency(observed_counts.T)"
    ]
@@ -3132,23 +2228,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": null,
    "id": "f5a36568-d5b5-4388-b3f9-f38855c58c80",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(0.2704825778776591, 0.14827539662739866)"
-      ]
-     },
-     "execution_count": 104,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x1 = stats.norm.rvs(loc=46, scale=30, size=30)\n",
     "x2 = stats.norm.rvs(loc=71, scale=30, size=30)\n",
@@ -3169,23 +2254,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": null,
    "id": "3581eeb0-f98d-4b2f-a0f1-bef073d86980",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df = pd.DataFrame(dict(x1=x1, x2=x2))\n",
     "sns.regplot(x=\"x1\", y=\"x2\", data=df);"
@@ -3193,23 +2267,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "id": "730a1bd8-51b6-4c06-9431-9a0fce53c42c",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(0.4132334074789644, 0.023224608467418917)"
-      ]
-     },
-     "execution_count": 59,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x2_correlated = x1 + 1.5 * np.std(x1) * np.random.randn(x1.size)\n",
     "\n",
@@ -3219,23 +2282,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": null,
    "id": "bfd1c00e-20b3-48bd-9724-7342ae70f626",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df = pd.DataFrame(dict(x1=x1, x2=x2_correlated))\n",
     "sns.regplot(x=\"x1\", y=\"x2\", data=df);"
@@ -3255,23 +2307,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": null,
    "id": "39423438-a688-4afa-b258-e17076ba1fbd",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(0.011431243679532915, 0.00953554607069369)"
-      ]
-     },
-     "execution_count": 106,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "rng = np.random.default_rng()\n",
     "x1 = rng.integers(10, size=30)\n",
@@ -3289,23 +2330,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": null,
    "id": "bca6551e-9ffb-4f60-8b96-9a085b2e2282",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df = pd.DataFrame(dict(x=np.r_[x1, x2], series=np.r_[np.zeros_like(x1), np.ones_like(x2)]))\n",
     "sns.countplot(x=\"x\", data=df, hue=\"series\");"
@@ -3313,23 +2343,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": null,
    "id": "a2dee6dc-0f17-4b33-9431-c6dc2d2bd418",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df = pd.DataFrame(dict(x1=x1, x2=x2))\n",
     "sns.regplot(x=\"x1\", y=\"x2\", data=df);"
@@ -3344,7 +2363,7 @@
    "source": [
     "What could possibly go wrong?\n",
     "\n",
-    "<table style=\"text-align: center;\"><tr><td><img alt=\"Pearson vs Spearman\" src=\"img/Pearson_vs_Spearman.svg\" width=\"1200px\" /></td></tr>\n",
+    "<table style=\"text-align: center;\"><tr><td><img alt=\"Pearson vs Spearman\" src=\"../images/Pearson_vs_Spearman.svg\" width=\"1200px\" /></td></tr>\n",
     "<tr><td><a href=\"http://geoinfo.amu.edu.pl/qg/archives/2011/QG302_087-093.pdf\">from Hauke &amp; Kossowski 2011</a></td></tr></table>\n",
     "\n",
     "Because Pearson coefficient relies on squared differences, it is very sensitive to outliers.\n",
@@ -3377,23 +2396,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": null,
    "id": "fb9d664f",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(6.120484154116234, 0.6796636792017001, 0.009336790920043053)"
-      ]
-     },
-     "execution_count": 64,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "slope, intercept, R, pvalue, slope_std_err = stats.linregress(x1, x2)\n",
     "intercept, slope, pvalue"
@@ -3415,23 +2423,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": null,
    "id": "7f69b66e",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "9.518802550124734"
-      ]
-     },
-     "execution_count": 65,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x1_observed = 5\n",
     "x2_predicted = intercept + slope * x1_observed\n",
@@ -3440,23 +2437,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": null,
    "id": "14836378",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "5.7079934747145185"
-      ]
-     },
-     "execution_count": 66,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x2_observed = 10\n",
     "x1_predicted = (x2_observed - intercept) / slope\n",
@@ -3465,7 +2451,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": null,
    "id": "51bff28b",
    "metadata": {
     "hidden": true,
@@ -3474,18 +2460,7 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ax = sns.regplot(x=x1, y=x2)\n",
     "x1_min, _ = ax.get_xlim()\n",
@@ -3537,7 +2512,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": null,
    "id": "5eaf887e-9310-4b89-acca-ccde9dff5f02",
    "metadata": {
     "hidden": true
@@ -3590,21 +2565,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": null,
    "id": "d934a53e-f2b5-423a-a101-21c69e1a472b",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-0.980871648099785\n",
-      "0.9914036363636364\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "x1 = np.array([49.47257879, 81.93967205, 64.030398, 17.25423608, 59.80082512,\n",
     "              94.56012514, 69.91672899, 12.39640637])\n",
@@ -3650,23 +2616,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": null,
    "id": "de47ba11-f486-44e3-9f3b-9ddffacc95ee",
    "metadata": {
     "hidden": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "nobservations = np.arange(5, 30+1, 5)\n",
     "power.TTestIndPower().plot_power(nobs=nobservations, effect_size=[0.3, 0.5, 0.8, 1.2])\n",
@@ -3689,9 +2644,9 @@
  "metadata": {
   "celltoolbar": "Aucun(e)",
   "kernelspec": {
-   "display_name": "scientific_python",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
-   "name": "scientific_python"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -3703,7 +2658,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.4"
+   "version": "3.11.10"
   },
   "toc": {
    "base_numbering": 1,
-- 
GitLab