From a4dd4c8f8dc7a0ca3f8ec7d2122d37edeadeb399 Mon Sep 17 00:00:00 2001
From: taviera <alois.tavier@student.uclouvain.be>
Date: Sun, 21 May 2023 11:43:36 +0200
Subject: [PATCH] e

---
 Notebook_final.ipynb | 173 ++++++++++++++++++++++++++++++++++---------
 1 file changed, 138 insertions(+), 35 deletions(-)

diff --git a/Notebook_final.ipynb b/Notebook_final.ipynb
index 4cbc5c8..f0c41aa 100644
--- a/Notebook_final.ipynb
+++ b/Notebook_final.ipynb
@@ -1,6 +1,7 @@
 {
  "cells": [
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "tight-speech",
    "metadata": {},
@@ -34,6 +35,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "loved-savings",
    "metadata": {},
@@ -53,6 +55,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "892c7f7b",
    "metadata": {},
@@ -61,6 +64,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "79b302b5",
    "metadata": {},
@@ -70,10 +74,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 369,
+   "execution_count": 1,
    "id": "08fb3b94",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'numpy'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mnumpy\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mnp\u001b[39;00m\t\t\t\t\u001b[39m# Module de manipulation de listes\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mcvxpy\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mcp\u001b[39;00m\t\t\t\t\u001b[39m# Solver d'optimisation convexe\u001b[39;00m\n\u001b[1;32m      3\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mmatplotlib\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mpyplot\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mplt\u001b[39;00m \u001b[39m# Module de création de graphes\u001b[39;00m\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'numpy'"
+     ]
+    }
+   ],
    "source": [
     "import numpy as np\t\t\t\t# Module de manipulation de listes\n",
     "import cvxpy as cp\t\t\t\t# Solver d'optimisation convexe\n",
@@ -81,6 +97,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "71cacb8c",
    "metadata": {},
@@ -89,6 +106,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "ff08fda0",
    "metadata": {},
@@ -98,7 +116,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 370,
+   "execution_count": null,
    "id": "30d3cb31",
    "metadata": {},
    "outputs": [],
@@ -111,6 +129,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "72f2ef61",
    "metadata": {},
@@ -119,6 +138,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "17a74ae8",
    "metadata": {},
@@ -128,7 +148,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 371,
+   "execution_count": null,
    "id": "6f3f138a",
    "metadata": {},
    "outputs": [],
@@ -138,6 +158,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "2173f762",
    "metadata": {},
@@ -146,6 +167,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "edd45834",
    "metadata": {},
@@ -155,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 372,
+   "execution_count": null,
    "id": "55614aa7",
    "metadata": {},
    "outputs": [],
@@ -170,6 +192,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "d3dbd195",
    "metadata": {},
@@ -178,6 +201,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "5f418ea2",
    "metadata": {},
@@ -187,7 +211,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 373,
+   "execution_count": null,
    "id": "2aa90a1b",
    "metadata": {},
    "outputs": [],
@@ -200,6 +224,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "7188a70b",
    "metadata": {},
@@ -208,6 +233,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "1ff5ea64",
    "metadata": {},
@@ -222,7 +248,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 374,
+   "execution_count": null,
    "id": "fa2e9678",
    "metadata": {},
    "outputs": [],
@@ -235,6 +261,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "57be2a54",
    "metadata": {},
@@ -245,17 +272,20 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "6d63023d",
    "metadata": {},
    "source": [
-    "# Dans un premier temps, on impose que la température du batiment est comprise dans la plage de confort à tout instant, et on cherche alors à minimiser le coût total de l'électricité consommée par la pompe à chaleur. On peut modéliser le problème de minimisation du coût comme suit :\n",
+    "Dans un premier temps, on impose que la température du batiment est comprise dans la plage de confort à tout instant, et on cherche alors à minimiser le coût total de l'électricité consommée par la pompe à chaleur. On peut modéliser le problème de minimisation du coût comme suit :\n",
     "\n",
     "On peut modéliser le problème de minimisation du coût comme suit :  \n",
     "$$ \\min_{p_{n_i}, p_{r_i}, T_i, \\Delta T_i} \\sum_{i=0}^{n-1}c_i(p_{n_i}+p_{r_i}) \\quad \\text{tel que}\\\\ $$\n",
     "$ \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad T_0=T_{initial}\\\\ $\n",
-    "$ \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad T_n=T_{final}\\\\ $\n",
+    "$ \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad T_n=T_{final}\\\\ $\n",
     "$ \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad T_{min} \\le T_i \\le T_{max} \\qquad ,\\forall i \\in [0,n]\\\\ $\n",
+    "$ \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad 0 \\le p_{n_i} \\qquad ,\\forall i \\in [0,n-1]\\\\ $\n",
+    "$ \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad 0 \\le p_{r_i} \\qquad ,\\forall i \\in [0,n-1]\\\\ $\n",
     "$ \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad T_{i+1}=T_i+\\Delta T_i \\qquad ,\\forall i \\in [0,n-1]\\\\ $\n",
     "$ \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad p_{n_i}+p_{r_i} \\le p_{max} \\qquad ,\\forall i \\in [0,n-1]\\\\ $\n",
     "$ \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\qquad \\Delta T_i = -(1-\\eta)(T_i-T_{ext_i}) + \\frac{0,25p_{n_i}COP_n(T_{ext_i})}{C_xV} - \\frac{0,25p_{r_i}COP_r}{C_xV} \\qquad ,\\forall i \\in [0,n-1]\\\\ $\n",
@@ -264,6 +294,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "6e4c0afb",
    "metadata": {},
@@ -274,6 +305,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "2c46fc8e",
    "metadata": {},
@@ -283,6 +315,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "4ff6e898",
    "metadata": {},
@@ -292,7 +325,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 375,
+   "execution_count": null,
    "id": "922de5b4",
    "metadata": {},
    "outputs": [
@@ -316,6 +349,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "88f0fe15",
    "metadata": {},
@@ -325,7 +359,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 376,
+   "execution_count": null,
    "id": "86342dc9",
    "metadata": {},
    "outputs": [
@@ -374,6 +408,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "2464e1b7",
    "metadata": {},
@@ -382,6 +417,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "ee2956e1",
    "metadata": {},
@@ -390,6 +426,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "ff637cd4",
    "metadata": {},
@@ -399,7 +436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 377,
+   "execution_count": null,
    "id": "3c2a6c3e",
    "metadata": {},
    "outputs": [
@@ -427,6 +464,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "4d2a8259",
    "metadata": {},
@@ -436,7 +474,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 378,
+   "execution_count": null,
    "id": "cefbc06c",
    "metadata": {},
    "outputs": [
@@ -485,6 +523,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "a9f2839f",
    "metadata": {},
@@ -493,6 +532,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "2c111601",
    "metadata": {},
@@ -503,6 +543,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "dcd4fd17",
    "metadata": {},
@@ -514,6 +555,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "dd5e6cd6",
    "metadata": {},
@@ -524,6 +566,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "c7f40ff2",
    "metadata": {},
@@ -562,6 +605,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "af08cae2",
    "metadata": {},
@@ -577,6 +621,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "a85f083d",
    "metadata": {},
@@ -599,6 +644,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "7aa5fe9a",
    "metadata": {},
@@ -610,7 +656,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "9fbb0da2",
    "metadata": {},
    "outputs": [
@@ -644,6 +690,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "8fcc662f",
    "metadata": {},
@@ -657,6 +704,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "86e20172",
    "metadata": {},
@@ -665,6 +713,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "bf51cba6",
    "metadata": {},
@@ -678,6 +727,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "0048810c",
    "metadata": {},
@@ -686,6 +736,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "99ecd372",
    "metadata": {},
@@ -695,6 +746,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "2bb743d7",
    "metadata": {},
@@ -703,6 +755,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "11c4dbac",
    "metadata": {},
@@ -711,6 +764,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "7a3e7b09",
    "metadata": {},
@@ -727,6 +781,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "ad42aa0d",
    "metadata": {},
@@ -737,6 +792,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "8f10fc9d",
    "metadata": {},
@@ -745,6 +801,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "99dd3eee",
    "metadata": {},
@@ -753,6 +810,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "6fa7c356",
    "metadata": {},
@@ -762,7 +820,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 379,
+   "execution_count": null,
    "id": "ac4d6894",
    "metadata": {},
    "outputs": [],
@@ -771,6 +829,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "1a3e181b",
    "metadata": {},
@@ -779,6 +838,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "7768e2fc",
    "metadata": {},
@@ -788,7 +848,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 380,
+   "execution_count": null,
    "id": "096c6386",
    "metadata": {},
    "outputs": [],
@@ -797,6 +857,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "0d664883",
    "metadata": {},
@@ -805,6 +866,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "509aabc1",
    "metadata": {},
@@ -816,7 +878,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 381,
+   "execution_count": null,
    "id": "3b228554",
    "metadata": {},
    "outputs": [
@@ -846,7 +908,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 382,
+   "execution_count": null,
    "id": "b331c627",
    "metadata": {},
    "outputs": [],
@@ -856,6 +918,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "151041f9",
    "metadata": {},
@@ -864,6 +927,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "82c78b09",
    "metadata": {},
@@ -885,6 +949,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "185b221d",
    "metadata": {},
@@ -895,6 +960,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "01eb34c3",
    "metadata": {},
@@ -903,6 +969,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "e0cc21fb",
    "metadata": {},
@@ -912,7 +979,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 383,
+   "execution_count": null,
    "id": "f2d615c4",
    "metadata": {},
    "outputs": [
@@ -941,6 +1008,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "2d28c4ed",
    "metadata": {},
@@ -950,7 +1018,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 384,
+   "execution_count": null,
    "id": "e6d9554a",
    "metadata": {},
    "outputs": [
@@ -1000,6 +1068,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "bb0516f4",
    "metadata": {},
@@ -1008,6 +1077,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "91c6e0e0",
    "metadata": {},
@@ -1017,7 +1087,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 385,
+   "execution_count": null,
    "id": "852abdb9",
    "metadata": {},
    "outputs": [
@@ -1046,6 +1116,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "36627caa",
    "metadata": {},
@@ -1055,7 +1126,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 386,
+   "execution_count": null,
    "id": "27b25fce",
    "metadata": {},
    "outputs": [
@@ -1105,6 +1176,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "e4aee6ab",
    "metadata": {},
@@ -1113,6 +1185,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "cef532c6",
    "metadata": {},
@@ -1123,6 +1196,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "db6baecb",
    "metadata": {},
@@ -1131,6 +1205,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "cf7d1ad5",
    "metadata": {},
@@ -1141,6 +1216,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "3d678078",
    "metadata": {},
@@ -1149,6 +1225,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "06fe7ddc",
    "metadata": {},
@@ -1157,6 +1234,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "06ad1cc3",
    "metadata": {},
@@ -1184,7 +1262,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 387,
+   "execution_count": null,
    "id": "57d9bdeb",
    "metadata": {},
    "outputs": [
@@ -1219,6 +1297,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "53c22b28",
    "metadata": {},
@@ -1228,7 +1307,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 388,
+   "execution_count": null,
    "id": "07ebe9e4",
    "metadata": {},
    "outputs": [
@@ -1265,7 +1344,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 389,
+   "execution_count": null,
    "id": "5c5a6125",
    "metadata": {},
    "outputs": [
@@ -1315,6 +1394,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "32b36538",
    "metadata": {},
@@ -1323,6 +1403,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "2be891ab",
    "metadata": {},
@@ -1333,6 +1414,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "bdd3bf32",
    "metadata": {},
@@ -1341,6 +1423,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "0c5b5691",
    "metadata": {},
@@ -1349,6 +1432,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "7f47806b",
    "metadata": {},
@@ -1364,6 +1448,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "eb40a4fa",
    "metadata": {},
@@ -1372,6 +1457,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "e9b4e1d8",
    "metadata": {},
@@ -1381,7 +1467,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 397,
+   "execution_count": null,
    "id": "4f3518c7",
    "metadata": {},
    "outputs": [],
@@ -1436,6 +1522,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "5771ea0c",
    "metadata": {},
@@ -1444,6 +1531,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "2e0ae6ba",
    "metadata": {},
@@ -1452,6 +1540,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "caedf962",
    "metadata": {},
@@ -1462,6 +1551,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "0b194fe0",
    "metadata": {},
@@ -1471,7 +1561,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 391,
+   "execution_count": null,
    "id": "e0a8c553",
    "metadata": {},
    "outputs": [],
@@ -1487,7 +1577,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 392,
+   "execution_count": null,
    "id": "85a5e73a",
    "metadata": {},
    "outputs": [
@@ -1515,6 +1605,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "6896fd35",
    "metadata": {},
@@ -1524,7 +1615,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 393,
+   "execution_count": null,
    "id": "9f664d7f",
    "metadata": {},
    "outputs": [],
@@ -1540,7 +1631,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 394,
+   "execution_count": null,
    "id": "f61b216b",
    "metadata": {},
    "outputs": [
@@ -1568,6 +1659,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "ef6aa85b",
    "metadata": {},
@@ -1576,6 +1668,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "6d67576e",
    "metadata": {},
@@ -1585,7 +1678,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 395,
+   "execution_count": null,
    "id": "b94f582a",
    "metadata": {},
    "outputs": [
@@ -1632,6 +1725,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "1071e282",
    "metadata": {},
@@ -1640,6 +1734,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "8124c352",
    "metadata": {},
@@ -1652,6 +1747,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "0d1eeb96",
    "metadata": {},
@@ -1662,6 +1758,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "4e9b0c8a",
    "metadata": {},
@@ -1670,6 +1767,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "fa986f94",
    "metadata": {},
@@ -1678,6 +1776,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "6145880c",
    "metadata": {},
@@ -1693,7 +1792,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 400,
+   "execution_count": null,
    "id": "13a297f7",
    "metadata": {},
    "outputs": [
@@ -1721,6 +1820,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "7c079cc9",
    "metadata": {},
@@ -1734,7 +1834,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 401,
+   "execution_count": null,
    "id": "7d03cc2d",
    "metadata": {},
    "outputs": [
@@ -1754,6 +1854,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "5eb757f9",
    "metadata": {},
@@ -1765,7 +1866,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 405,
+   "execution_count": null,
    "id": "1359b547",
    "metadata": {},
    "outputs": [
@@ -1815,6 +1916,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "d5523f6e",
    "metadata": {},
@@ -1827,6 +1929,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "640fd558",
    "metadata": {},
@@ -1872,7 +1975,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.7"
+   "version": "3.11.2"
   }
  },
  "nbformat": 4,
-- 
GitLab