From c6919fa39c32fe0f1c6a2267448ee41a4f543ee1 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Mon, 14 Oct 2024 13:40:00 +0200
Subject: [PATCH] Update week42.ipynb

---
 doc/LectureNotes/week42.ipynb | 654 +++++++++++++++++-----------------
 1 file changed, 328 insertions(+), 326 deletions(-)

diff --git a/doc/LectureNotes/week42.ipynb b/doc/LectureNotes/week42.ipynb
index fdfeb303f..921aa93ca 100644
--- a/doc/LectureNotes/week42.ipynb
+++ b/doc/LectureNotes/week42.ipynb
@@ -2,7 +2,7 @@
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@@ -14,7 +14,7 @@
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@@ -38,25 +38,27 @@
     "**Readings and videos.**\n",
     "\n",
     "1. These lecture notes\n",
-    "<!-- * [Video of lecture](https://youtu.be/0q5-PhovchQ) -->\n",
-    "<!-- * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesOct19.pdf) -->\n",
     "\n",
-    "2. For a more in depth discussion on  neural networks we recommend Goodfellow et al chapters 6 and 7.     \n",
+    "2. [Video of lecture](https://youtu.be/7B2F35gNj2Y)\n",
     "\n",
-    "3. Neural Networks demystified at <https://www.youtube.com/watch?v=bxe2T-V8XRs&list=PLiaHhY2iBX9hdHaRr6b7XevZtgZRa1PoU&ab_channel=WelchLabs>\n",
+    "3. [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesOct14.pdf)\n",
     "\n",
-    "4. Building Neural Networks from scratch at <https://www.youtube.com/watch?v=Wo5dMEP_BbI&list=PLQVvvaa0QuDcjD5BAw2DxE6OF2tius3V3&ab_channel=sentdex>\n",
+    "4. For a more in depth discussion on  neural networks we recommend Goodfellow et al chapters 6 and 7.     \n",
     "\n",
-    "5. Video on Neural Networks at <https://www.youtube.com/watch?v=CqOfi41LfDw>\n",
+    "5. Neural Networks demystified at <https://www.youtube.com/watch?v=bxe2T-V8XRs&list=PLiaHhY2iBX9hdHaRr6b7XevZtgZRa1PoU&ab_channel=WelchLabs>\n",
     "\n",
-    "6. Video on the back propagation algorithm at <https://www.youtube.com/watch?v=Ilg3gGewQ5U>\n",
+    "6. Building Neural Networks from scratch at <https://www.youtube.com/watch?v=Wo5dMEP_BbI&list=PLQVvvaa0QuDcjD5BAw2DxE6OF2tius3V3&ab_channel=sentdex>\n",
+    "\n",
+    "7. Video on Neural Networks at <https://www.youtube.com/watch?v=CqOfi41LfDw>\n",
+    "\n",
+    "8. Video on the back propagation algorithm at <https://www.youtube.com/watch?v=Ilg3gGewQ5U>\n",
     "\n",
     "I also  recommend Michael Nielsen's intuitive approach to the neural networks and the universal approximation theorem, see the slides at <http://neuralnetworksanddeeplearning.com/chap4.html>."
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@@ -1195,7 +1197,7 @@
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@@ -1205,7 +1207,7 @@
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@@ -1217,7 +1219,7 @@
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@@ -1227,7 +1229,7 @@
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@@ -1239,7 +1241,7 @@
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@@ -1249,7 +1251,7 @@
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@@ -1261,7 +1263,7 @@
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@@ -1271,7 +1273,7 @@
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@@ -1288,7 +1290,7 @@
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@@ -1300,7 +1302,7 @@
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@@ -1312,7 +1314,7 @@
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@@ -1328,7 +1330,7 @@
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@@ -1345,7 +1347,7 @@
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@@ -1357,7 +1359,7 @@
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@@ -1370,7 +1372,7 @@
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@@ -1382,7 +1384,7 @@
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@@ -1398,7 +1400,7 @@
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@@ -1410,7 +1412,7 @@
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@@ -1426,7 +1428,7 @@
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@@ -1438,7 +1440,7 @@
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@@ -1450,7 +1452,7 @@
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@@ -1460,7 +1462,7 @@
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@@ -1472,7 +1474,7 @@
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@@ -1482,7 +1484,7 @@
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@@ -1494,7 +1496,7 @@
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@@ -1508,7 +1510,7 @@
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@@ -1520,7 +1522,7 @@
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@@ -1530,7 +1532,7 @@
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@@ -1542,7 +1544,7 @@
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@@ -1552,7 +1554,7 @@
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@@ -1564,7 +1566,7 @@
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@@ -1576,7 +1578,7 @@
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@@ -1588,7 +1590,7 @@
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@@ -1598,7 +1600,7 @@
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@@ -1610,7 +1612,7 @@
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@@ -1620,7 +1622,7 @@
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@@ -1632,7 +1634,7 @@
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@@ -1650,7 +1652,7 @@
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@@ -1668,7 +1670,7 @@
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@@ -1680,7 +1682,7 @@
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@@ -1690,7 +1692,7 @@
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@@ -1702,7 +1704,7 @@
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@@ -1714,7 +1716,7 @@
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@@ -1726,7 +1728,7 @@
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@@ -1736,7 +1738,7 @@
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@@ -1748,7 +1750,7 @@
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@@ -1758,7 +1760,7 @@
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@@ -1770,7 +1772,7 @@
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@@ -1788,7 +1790,7 @@
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@@ -1798,7 +1800,7 @@
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@@ -1816,7 +1818,7 @@
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@@ -1826,7 +1828,7 @@
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@@ -1844,7 +1846,7 @@
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@@ -1856,7 +1858,7 @@
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@@ -1868,7 +1870,7 @@
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@@ -1878,7 +1880,7 @@
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@@ -1890,7 +1892,7 @@
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@@ -1902,7 +1904,7 @@
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@@ -1912,7 +1914,7 @@
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@@ -1924,7 +1926,7 @@
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@@ -1934,7 +1936,7 @@
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@@ -1946,7 +1948,7 @@
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@@ -1958,7 +1960,7 @@
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@@ -1984,7 +1986,7 @@
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@@ -2007,7 +2009,7 @@
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@@ -2019,7 +2021,7 @@
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@@ -2031,7 +2033,7 @@
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@@ -2041,7 +2043,7 @@
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@@ -2053,7 +2055,7 @@
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@@ -2067,7 +2069,7 @@
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@@ -2079,7 +2081,7 @@
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@@ -2091,7 +2093,7 @@
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@@ -2101,7 +2103,7 @@
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@@ -2113,7 +2115,7 @@
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@@ -2125,7 +2127,7 @@
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@@ -2135,7 +2137,7 @@
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@@ -2147,7 +2149,7 @@
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@@ -2159,7 +2161,7 @@
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@@ -2182,7 +2184,7 @@
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@@ -2201,7 +2203,7 @@
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@@ -2213,7 +2215,7 @@
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@@ -2223,7 +2225,7 @@
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@@ -2235,7 +2237,7 @@
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@@ -2252,7 +2254,7 @@
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@@ -2336,7 +2338,7 @@
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@@ -2358,7 +2360,7 @@
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@@ -2376,7 +2378,7 @@
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@@ -2399,7 +2401,7 @@
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@@ -2418,7 +2420,7 @@
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@@ -2446,7 +2448,7 @@
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@@ -2466,7 +2468,7 @@
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@@ -2487,7 +2489,7 @@
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@@ -2501,7 +2503,7 @@
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@@ -2513,7 +2515,7 @@
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@@ -2535,7 +2537,7 @@
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@@ -2557,7 +2559,7 @@
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@@ -2586,7 +2588,7 @@
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@@ -2612,7 +2614,7 @@
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@@ -2638,7 +2640,7 @@
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@@ -2658,7 +2660,7 @@
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@@ -2678,7 +2680,7 @@
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@@ -2704,7 +2706,7 @@
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@@ -2733,7 +2735,7 @@
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@@ -2751,7 +2753,7 @@
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@@ -2767,7 +2769,7 @@
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@@ -2779,7 +2781,7 @@
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@@ -2793,7 +2795,7 @@
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@@ -2821,7 +2823,7 @@
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@@ -2833,7 +2835,7 @@
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@@ -2843,7 +2845,7 @@
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@@ -2855,7 +2857,7 @@
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@@ -2866,7 +2868,7 @@
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@@ -2878,7 +2880,7 @@
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@@ -2891,7 +2893,7 @@
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@@ -2916,7 +2918,7 @@
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@@ -2929,7 +2931,7 @@
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@@ -2941,7 +2943,7 @@
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@@ -2953,7 +2955,7 @@
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@@ -2963,7 +2965,7 @@
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@@ -2975,7 +2977,7 @@
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@@ -2987,7 +2989,7 @@
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@@ -2999,7 +3001,7 @@
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@@ -3011,7 +3013,7 @@
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@@ -3021,7 +3023,7 @@
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@@ -3033,7 +3035,7 @@
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@@ -3043,7 +3045,7 @@
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@@ -3055,7 +3057,7 @@
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@@ -3068,7 +3070,7 @@
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@@ -3080,7 +3082,7 @@
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@@ -3090,7 +3092,7 @@
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@@ -3102,7 +3104,7 @@
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@@ -3113,7 +3115,7 @@
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@@ -3125,7 +3127,7 @@
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@@ -3135,7 +3137,7 @@
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@@ -3147,7 +3149,7 @@
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@@ -3157,7 +3159,7 @@
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@@ -3168,7 +3170,7 @@
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@@ -3181,7 +3183,7 @@
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@@ -3191,7 +3193,7 @@
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@@ -3203,7 +3205,7 @@
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@@ -3213,7 +3215,7 @@
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@@ -3225,7 +3227,7 @@
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@@ -3235,7 +3237,7 @@
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@@ -3259,7 +3261,7 @@
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@@ -3309,7 +3311,7 @@
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@@ -3362,7 +3364,7 @@
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@@ -3383,7 +3385,7 @@
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@@ -3421,7 +3423,7 @@
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@@ -3465,7 +3467,7 @@
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@@ -3505,7 +3507,7 @@
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@@ -3526,7 +3528,7 @@
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@@ -3552,7 +3554,7 @@
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@@ -3580,7 +3582,7 @@
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@@ -3617,7 +3619,7 @@
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@@ -3663,7 +3665,7 @@
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@@ -3694,7 +3696,7 @@
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@@ -3732,7 +3734,7 @@
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@@ -3766,7 +3768,7 @@
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@@ -3807,7 +3809,7 @@
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@@ -3886,7 +3888,7 @@
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@@ -3907,7 +3909,7 @@
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@@ -3921,7 +3923,7 @@
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@@ -4031,7 +4033,7 @@
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@@ -4050,7 +4052,7 @@
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@@ -4077,7 +4079,7 @@
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@@ -4091,7 +4093,7 @@
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@@ -4122,7 +4124,7 @@
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@@ -4133,7 +4135,7 @@
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@@ -4177,7 +4179,7 @@
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@@ -4200,7 +4202,7 @@
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@@ -4227,7 +4229,7 @@
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@@ -4238,7 +4240,7 @@
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@@ -4283,7 +4285,7 @@
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@@ -4301,7 +4303,7 @@
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@@ -4336,7 +4338,7 @@
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@@ -4348,7 +4350,7 @@
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@@ -4360,7 +4362,7 @@
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@@ -4373,7 +4375,7 @@
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@@ -4384,7 +4386,7 @@
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@@ -4397,7 +4399,7 @@
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@@ -4412,7 +4414,7 @@
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@@ -4424,7 +4426,7 @@
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@@ -4436,7 +4438,7 @@
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@@ -4449,7 +4451,7 @@
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@@ -4504,7 +4506,7 @@
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@@ -4533,7 +4535,7 @@
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@@ -4563,7 +4565,7 @@
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@@ -4590,7 +4592,7 @@
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@@ -4632,7 +4634,7 @@
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@@ -4643,7 +4645,7 @@
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@@ -4820,7 +4822,7 @@
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@@ -4839,7 +4841,7 @@
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@@ -4861,7 +4863,7 @@
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@@ -5002,7 +5004,7 @@
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@@ -5018,7 +5020,7 @@
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@@ -5031,7 +5033,7 @@
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@@ -5043,7 +5045,7 @@
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@@ -5065,7 +5067,7 @@
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@@ -5081,7 +5083,7 @@
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@@ -5119,7 +5121,7 @@
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@@ -5132,7 +5134,7 @@
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@@ -5153,7 +5155,7 @@
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+   "id": "110f03f8",
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@@ -5169,7 +5171,7 @@
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-   "id": "b96d6c89",
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@@ -5227,7 +5229,7 @@
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@@ -5242,7 +5244,7 @@
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-   "id": "49b8531e",
+   "id": "33947583",
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@@ -5263,7 +5265,7 @@
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+   "id": "731fc79c",
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@@ -5287,7 +5289,7 @@
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-   "id": "c25e9955",
+   "id": "f27ea6ab",
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@@ -5759,7 +5761,7 @@
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+   "id": "bf5cdac7",
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@@ -5771,7 +5773,7 @@
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-   "id": "6f232f0a",
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@@ -5815,7 +5817,7 @@
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@@ -5831,7 +5833,7 @@
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-   "id": "944ba89b",
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@@ -5846,7 +5848,7 @@
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+   "id": "74f3bc91",
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@@ -5857,7 +5859,7 @@
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-   "id": "8eb39d5e",
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@@ -5872,7 +5874,7 @@
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+   "id": "bb2d666b",
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@@ -5888,7 +5890,7 @@
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-   "id": "af77a32b",
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@@ -5902,7 +5904,7 @@
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+   "id": "0034d61c",
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@@ -5917,7 +5919,7 @@
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-   "id": "d740dbad",
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@@ -5943,7 +5945,7 @@
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-   "id": "bfb7c28b",
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@@ -5958,7 +5960,7 @@
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@@ -5969,7 +5971,7 @@
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-   "id": "7efc0180",
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@@ -5984,7 +5986,7 @@
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@@ -5995,7 +5997,7 @@
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-   "id": "4fa47196",
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@@ -6015,7 +6017,7 @@
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-   "id": "b7b5ed9f",
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@@ -6030,7 +6032,7 @@
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@@ -6045,7 +6047,7 @@
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-   "id": "4ccf32f6",
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@@ -6082,7 +6084,7 @@
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@@ -6095,7 +6097,7 @@
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-   "id": "0feb8f2a",
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@@ -6118,7 +6120,7 @@
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