From 237605984dc77828f1724807025ea2ef6eb62faf Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Mon, 20 Oct 2025 08:00:17 +0200
Subject: [PATCH] updating links

---
 .../_build/.doctrees/environment.pickle       | Bin 473882 -> 473882 bytes
 doc/LectureNotes/week43.ipynb                 | 490 +++++++++---------
 2 files changed, 245 insertions(+), 245 deletions(-)

diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle
index 9fcf28611fd201a8eb3dca60a22e130702ac2cc9..b80b16b8fad4022a6802bdde5e4e5696786513fa 100644
GIT binary patch
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diff --git a/doc/LectureNotes/week43.ipynb b/doc/LectureNotes/week43.ipynb
index 3e86d5cdb..8d5235416 100644
--- a/doc/LectureNotes/week43.ipynb
+++ b/doc/LectureNotes/week43.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8c52cd3b",
+   "id": "b10156d4",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "846eee41",
+   "id": "f85baa2f",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff057bd5",
+   "id": "543fad4a",
    "metadata": {
     "editable": true
    },
@@ -36,7 +36,7 @@
     "\n",
     "**Material for the lecture on Monday October 20, 2025.**\n",
     "\n",
-    "1. Reminder from last week, see lalso ecture notes from week 42 at <https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html> as well as those from week 41, see see <https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html>. \n",
+    "1. Reminder from last week, see also lecture notes from week 42 at <https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html> as well as those from week 41, see see <https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html>. \n",
     "\n",
     "2. Building our own Feed-forward Neural Network.\n",
     "\n",
@@ -49,7 +49,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d1fd0b3",
+   "id": "72acb4e9",
    "metadata": {
     "editable": true
    },
@@ -64,7 +64,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4990faa2",
+   "id": "361768dc",
    "metadata": {
     "editable": true
    },
@@ -77,7 +77,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "76cb0250",
+   "id": "3e058671",
    "metadata": {
     "editable": true
    },
@@ -94,7 +94,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5bdfe8a0",
+   "id": "8cbbf2bf",
    "metadata": {
     "editable": true
    },
@@ -104,7 +104,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b78c27be",
+   "id": "78e2de21",
    "metadata": {
     "editable": true
    },
@@ -131,7 +131,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db515eac",
+   "id": "41a3dc23",
    "metadata": {
     "editable": true
    },
@@ -154,7 +154,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0d9e2c6d",
+   "id": "0e4ac2c0",
    "metadata": {
     "editable": true
    },
@@ -166,7 +166,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c54ddbb9",
+   "id": "e9fd2f83",
    "metadata": {
     "editable": true
    },
@@ -178,7 +178,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a074eb8",
+   "id": "16e2b900",
    "metadata": {
     "editable": true
    },
@@ -188,7 +188,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2916e7ad",
+   "id": "f9f4b9d8",
    "metadata": {
     "editable": true
    },
@@ -200,7 +200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc87090a",
+   "id": "01be6441",
    "metadata": {
     "editable": true
    },
@@ -214,7 +214,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0fab3976",
+   "id": "ce898b85",
    "metadata": {
     "editable": true
    },
@@ -226,7 +226,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "506b036e",
+   "id": "4e2e7314",
    "metadata": {
     "editable": true
    },
@@ -238,7 +238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7230ebb2",
+   "id": "b7114295",
    "metadata": {
     "editable": true
    },
@@ -248,7 +248,7 @@
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@@ -260,7 +260,7 @@
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@@ -272,7 +272,7 @@
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@@ -282,7 +282,7 @@
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@@ -294,7 +294,7 @@
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@@ -306,7 +306,7 @@
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@@ -329,7 +329,7 @@
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@@ -341,7 +341,7 @@
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@@ -353,7 +353,7 @@
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@@ -363,7 +363,7 @@
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@@ -375,7 +375,7 @@
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@@ -396,7 +396,7 @@
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@@ -410,7 +410,7 @@
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@@ -422,7 +422,7 @@
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@@ -444,7 +444,7 @@
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@@ -466,7 +466,7 @@
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@@ -484,7 +484,7 @@
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@@ -519,7 +519,7 @@
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@@ -531,7 +531,7 @@
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@@ -543,7 +543,7 @@
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@@ -556,7 +556,7 @@
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@@ -567,7 +567,7 @@
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@@ -580,7 +580,7 @@
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@@ -595,7 +595,7 @@
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@@ -607,7 +607,7 @@
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@@ -619,7 +619,7 @@
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@@ -632,7 +632,7 @@
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@@ -689,7 +689,7 @@
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@@ -718,7 +718,7 @@
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@@ -748,7 +748,7 @@
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@@ -775,7 +775,7 @@
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@@ -817,7 +817,7 @@
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@@ -828,7 +828,7 @@
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@@ -915,7 +915,7 @@
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@@ -926,7 +926,7 @@
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@@ -986,7 +986,7 @@
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@@ -1005,7 +1005,7 @@
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@@ -1027,7 +1027,7 @@
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@@ -1168,7 +1168,7 @@
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@@ -1184,7 +1184,7 @@
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@@ -1197,7 +1197,7 @@
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@@ -1209,7 +1209,7 @@
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@@ -1231,7 +1231,7 @@
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@@ -1247,7 +1247,7 @@
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@@ -1285,7 +1285,7 @@
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@@ -1298,7 +1298,7 @@
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@@ -1319,7 +1319,7 @@
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@@ -1335,7 +1335,7 @@
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@@ -1393,7 +1393,7 @@
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@@ -1408,7 +1408,7 @@
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-   "id": "12995853",
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@@ -1429,7 +1429,7 @@
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@@ -1453,7 +1453,7 @@
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@@ -1925,7 +1925,7 @@
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@@ -1937,7 +1937,7 @@
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@@ -1981,7 +1981,7 @@
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@@ -1997,7 +1997,7 @@
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@@ -2012,7 +2012,7 @@
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@@ -2023,7 +2023,7 @@
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-   "id": "e6133768",
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@@ -2038,7 +2038,7 @@
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@@ -2054,7 +2054,7 @@
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-   "id": "22a52980",
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@@ -2068,7 +2068,7 @@
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@@ -2083,7 +2083,7 @@
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@@ -2109,7 +2109,7 @@
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@@ -2124,7 +2124,7 @@
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@@ -2135,7 +2135,7 @@
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-   "id": "02b08ed6",
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@@ -2150,7 +2150,7 @@
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@@ -2161,7 +2161,7 @@
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@@ -2181,7 +2181,7 @@
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-   "id": "cabc2b09",
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@@ -2196,7 +2196,7 @@
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@@ -2211,7 +2211,7 @@
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-   "id": "ffc6fca1",
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@@ -2248,7 +2248,7 @@
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@@ -2261,7 +2261,7 @@
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@@ -2284,7 +2284,7 @@
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@@ -2294,7 +2294,7 @@
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@@ -2321,7 +2321,7 @@
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@@ -2335,7 +2335,7 @@
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@@ -2352,7 +2352,7 @@
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@@ -2368,7 +2368,7 @@
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@@ -2380,7 +2380,7 @@
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@@ -2398,7 +2398,7 @@
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@@ -2419,7 +2419,7 @@
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@@ -2436,7 +2436,7 @@
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@@ -2448,7 +2448,7 @@
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@@ -2459,7 +2459,7 @@
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@@ -2476,7 +2476,7 @@
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@@ -2487,7 +2487,7 @@
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@@ -2503,7 +2503,7 @@
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@@ -2515,7 +2515,7 @@
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@@ -2532,7 +2532,7 @@
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@@ -2544,7 +2544,7 @@
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@@ -2562,7 +2562,7 @@
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@@ -2572,7 +2572,7 @@
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@@ -2584,7 +2584,7 @@
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@@ -2601,7 +2601,7 @@
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@@ -2613,7 +2613,7 @@
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@@ -2624,7 +2624,7 @@
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@@ -2636,7 +2636,7 @@
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@@ -2646,7 +2646,7 @@
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@@ -2666,7 +2666,7 @@
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@@ -2683,7 +2683,7 @@
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@@ -2702,7 +2702,7 @@
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@@ -2714,7 +2714,7 @@
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@@ -2724,7 +2724,7 @@
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@@ -2741,7 +2741,7 @@
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@@ -2751,7 +2751,7 @@
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@@ -2767,7 +2767,7 @@
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@@ -2779,7 +2779,7 @@
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@@ -2791,7 +2791,7 @@
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@@ -2803,7 +2803,7 @@
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@@ -2813,7 +2813,7 @@
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@@ -2825,7 +2825,7 @@
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@@ -2842,7 +2842,7 @@
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@@ -2852,7 +2852,7 @@
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@@ -2864,7 +2864,7 @@
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@@ -2878,7 +2878,7 @@
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@@ -2894,7 +2894,7 @@
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@@ -2906,7 +2906,7 @@
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@@ -2928,7 +2928,7 @@
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@@ -2940,7 +2940,7 @@
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@@ -2963,7 +2963,7 @@
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@@ -2979,7 +2979,7 @@
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@@ -2991,7 +2991,7 @@
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@@ -3015,7 +3015,7 @@
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@@ -3027,7 +3027,7 @@
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@@ -3048,7 +3048,7 @@
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@@ -3060,7 +3060,7 @@
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@@ -3079,7 +3079,7 @@
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@@ -3089,7 +3089,7 @@
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@@ -3103,7 +3103,7 @@
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@@ -3115,7 +3115,7 @@
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@@ -3127,7 +3127,7 @@
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@@ -3144,7 +3144,7 @@
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@@ -3156,7 +3156,7 @@
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@@ -3178,7 +3178,7 @@
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@@ -3193,7 +3193,7 @@
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@@ -3204,7 +3204,7 @@
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@@ -3359,7 +3359,7 @@
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@@ -3374,7 +3374,7 @@
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@@ -3543,7 +3543,7 @@
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@@ -3556,7 +3556,7 @@
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@@ -3573,7 +3573,7 @@
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@@ -3589,7 +3589,7 @@
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@@ -3602,7 +3602,7 @@
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@@ -3619,7 +3619,7 @@
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@@ -3631,7 +3631,7 @@
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@@ -3658,7 +3658,7 @@
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@@ -3671,7 +3671,7 @@
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@@ -3850,7 +3850,7 @@
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@@ -3870,7 +3870,7 @@
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@@ -3885,7 +3885,7 @@
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@@ -3899,7 +3899,7 @@
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@@ -3915,7 +3915,7 @@
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@@ -3925,7 +3925,7 @@
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@@ -3947,7 +3947,7 @@
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@@ -3961,7 +3961,7 @@
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@@ -4037,7 +4037,7 @@
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@@ -4049,7 +4049,7 @@
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@@ -4066,7 +4066,7 @@
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@@ -4078,7 +4078,7 @@
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@@ -4093,7 +4093,7 @@
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@@ -4105,7 +4105,7 @@
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@@ -4117,7 +4117,7 @@
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@@ -4129,7 +4129,7 @@
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@@ -4139,7 +4139,7 @@
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@@ -4156,7 +4156,7 @@
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@@ -4168,7 +4168,7 @@
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@@ -4180,7 +4180,7 @@
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@@ -4190,7 +4190,7 @@
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@@ -4202,7 +4202,7 @@
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@@ -4213,7 +4213,7 @@
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@@ -4378,7 +4378,7 @@
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@@ -4400,7 +4400,7 @@
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@@ -4417,7 +4417,7 @@
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@@ -4427,7 +4427,7 @@
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@@ -4442,7 +4442,7 @@
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@@ -4452,7 +4452,7 @@
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@@ -4467,7 +4467,7 @@
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@@ -4478,7 +4478,7 @@
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@@ -4498,7 +4498,7 @@
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@@ -4510,7 +4510,7 @@
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@@ -4547,7 +4547,7 @@
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@@ -4557,7 +4557,7 @@
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@@ -4570,7 +4570,7 @@
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@@ -4775,7 +4775,7 @@
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@@ -4792,7 +4792,7 @@
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@@ -4809,7 +4809,7 @@
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@@ -4819,7 +4819,7 @@
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@@ -4834,7 +4834,7 @@
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@@ -4848,7 +4848,7 @@
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@@ -4861,7 +4861,7 @@
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@@ -4881,7 +4881,7 @@
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@@ -4893,7 +4893,7 @@
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@@ -4905,7 +4905,7 @@
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@@ -4917,7 +4917,7 @@
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@@ -4927,7 +4927,7 @@
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@@ -4939,7 +4939,7 @@
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@@ -4951,7 +4951,7 @@
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@@ -4963,7 +4963,7 @@
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@@ -4973,7 +4973,7 @@
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@@ -4989,7 +4989,7 @@
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@@ -4999,7 +4999,7 @@
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+   "id": "777ad3a8",
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@@ -5011,7 +5011,7 @@
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+   "id": "7182b747",
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@@ -5028,7 +5028,7 @@
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+   "id": "3c40d528",
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@@ -5038,7 +5038,7 @@
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@@ -5054,7 +5054,7 @@
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@@ -5068,7 +5068,7 @@
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+   "id": "c84ff432",
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@@ -5087,7 +5087,7 @@
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-   "id": "e52c49e9",
+   "id": "ba62ab4c",
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@@ -5142,7 +5142,7 @@
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+   "id": "7fd9e6dc",
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@@ -5172,7 +5172,7 @@
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+   "id": "6c63c928",
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@@ -5201,7 +5201,7 @@
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-   "id": "152c290e",
+   "id": "4192bf3d",
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@@ -5248,7 +5248,7 @@
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-   "id": "eac82d2c",
+   "id": "87f8417d",
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@@ -5274,7 +5274,7 @@
   {
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    "execution_count": 39,
-   "id": "df3d9605",
+   "id": "1572e93b",
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     "editable": true
@@ -5508,7 +5508,7 @@
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-   "id": "fec03008",
+   "id": "bf7afd74",
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@@ -5520,7 +5520,7 @@
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+   "id": "fdef78b2",
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@@ -5532,7 +5532,7 @@
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+   "id": "be570613",
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@@ -5544,7 +5544,7 @@
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+   "id": "9f81e04f",
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@@ -5561,7 +5561,7 @@
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+   "id": "91171d8b",
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@@ -5571,7 +5571,7 @@
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+   "id": "dbbbb8a5",
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@@ -5583,7 +5583,7 @@
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+   "id": "3f1be58e",
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@@ -5600,7 +5600,7 @@
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+   "id": "d54c4188",
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@@ -5611,7 +5611,7 @@
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+   "id": "952c58e8",
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@@ -5631,7 +5631,7 @@
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+   "id": "a650bae2",
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@@ -5641,7 +5641,7 @@
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+   "id": "9e0b8996",
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@@ -5667,7 +5667,7 @@
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+   "id": "0f3f1985",
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@@ -5683,7 +5683,7 @@
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+   "id": "fbd35329",
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@@ -5694,7 +5694,7 @@
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    "execution_count": 40,
-   "id": "1c25dc4e",
+   "id": "6ccf9344",
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     "editable": true
@@ -5925,7 +5925,7 @@
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-   "id": "5072a8bd",
+   "id": "988e09cf",
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