From cc5dda3087a35d2c5d415b2130fd0c37f9130856 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Mon, 20 Oct 2025 17:35:14 +0200
Subject: [PATCH] Update week43.ipynb

---
 doc/LectureNotes/week43.ipynb | 494 +++++++++++++++++-----------------
 1 file changed, 248 insertions(+), 246 deletions(-)

diff --git a/doc/LectureNotes/week43.ipynb b/doc/LectureNotes/week43.ipynb
index 8d5235416..b190102b6 100644
--- a/doc/LectureNotes/week43.ipynb
+++ b/doc/LectureNotes/week43.ipynb
@@ -2,7 +2,7 @@
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+   "id": "5e07edf2",
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@@ -14,7 +14,7 @@
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@@ -27,7 +27,7 @@
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@@ -43,13 +43,15 @@
     "3. Coding examples using Tensorflow/Keras and Pytorch examples. The Pytorch examples are adapted from Rashcka's text, see chapters 11-13.. \n",
     "\n",
     "4. Start discussions on how to use neural networks for solving  differential equations (ordinary and partial ones). This topic continues next week as well.\n",
-    "<!-- * Video of lecture at <https://youtu.be/vkBNTn-MLqs> -->\n",
-    "<!-- * Whiteboard notes on solving differential equations at <https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek43.pdf> -->"
+    "\n",
+    "5. Video of lecture at <https://youtu.be/Gi6mzxAT0Ew>\n",
+    "\n",
+    "6. Whiteboard notes at <https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek43.pdf>"
    ]
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   {
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@@ -64,7 +66,7 @@
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@@ -77,7 +79,7 @@
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@@ -94,7 +96,7 @@
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@@ -104,7 +106,7 @@
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@@ -131,7 +133,7 @@
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@@ -154,7 +156,7 @@
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@@ -166,7 +168,7 @@
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@@ -178,7 +180,7 @@
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@@ -188,7 +190,7 @@
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@@ -200,7 +202,7 @@
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@@ -214,7 +216,7 @@
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@@ -226,7 +228,7 @@
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@@ -238,7 +240,7 @@
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@@ -248,7 +250,7 @@
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@@ -260,7 +262,7 @@
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@@ -272,7 +274,7 @@
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@@ -282,7 +284,7 @@
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@@ -294,7 +296,7 @@
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@@ -306,7 +308,7 @@
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@@ -329,7 +331,7 @@
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@@ -341,7 +343,7 @@
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@@ -353,7 +355,7 @@
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@@ -363,7 +365,7 @@
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@@ -375,7 +377,7 @@
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@@ -396,7 +398,7 @@
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@@ -410,7 +412,7 @@
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@@ -422,7 +424,7 @@
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@@ -444,7 +446,7 @@
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@@ -466,7 +468,7 @@
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@@ -484,7 +486,7 @@
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@@ -519,7 +521,7 @@
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@@ -531,7 +533,7 @@
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@@ -543,7 +545,7 @@
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@@ -556,7 +558,7 @@
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@@ -567,7 +569,7 @@
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@@ -580,7 +582,7 @@
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@@ -595,7 +597,7 @@
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@@ -607,7 +609,7 @@
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@@ -619,7 +621,7 @@
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@@ -632,7 +634,7 @@
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@@ -689,7 +691,7 @@
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@@ -718,7 +720,7 @@
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@@ -748,7 +750,7 @@
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@@ -775,7 +777,7 @@
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@@ -817,7 +819,7 @@
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@@ -828,7 +830,7 @@
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@@ -915,7 +917,7 @@
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@@ -926,7 +928,7 @@
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@@ -986,7 +988,7 @@
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@@ -1005,7 +1007,7 @@
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@@ -1027,7 +1029,7 @@
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@@ -1168,7 +1170,7 @@
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@@ -1184,7 +1186,7 @@
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@@ -1197,7 +1199,7 @@
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@@ -1209,7 +1211,7 @@
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@@ -1231,7 +1233,7 @@
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@@ -1247,7 +1249,7 @@
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@@ -1285,7 +1287,7 @@
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@@ -1298,7 +1300,7 @@
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@@ -1319,7 +1321,7 @@
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@@ -1335,7 +1337,7 @@
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@@ -1393,7 +1395,7 @@
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@@ -1408,7 +1410,7 @@
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@@ -1429,7 +1431,7 @@
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@@ -1453,7 +1455,7 @@
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@@ -1925,7 +1927,7 @@
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@@ -1937,7 +1939,7 @@
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@@ -1981,7 +1983,7 @@
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@@ -1997,7 +1999,7 @@
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@@ -2012,7 +2014,7 @@
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@@ -2023,7 +2025,7 @@
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@@ -2038,7 +2040,7 @@
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@@ -2054,7 +2056,7 @@
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@@ -2068,7 +2070,7 @@
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@@ -2083,7 +2085,7 @@
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@@ -2109,7 +2111,7 @@
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@@ -2135,7 +2137,7 @@
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@@ -2181,7 +2183,7 @@
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@@ -2196,7 +2198,7 @@
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@@ -2211,7 +2213,7 @@
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@@ -2248,7 +2250,7 @@
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@@ -2261,7 +2263,7 @@
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@@ -2284,7 +2286,7 @@
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@@ -2294,7 +2296,7 @@
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@@ -2321,7 +2323,7 @@
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@@ -2335,7 +2337,7 @@
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@@ -2352,7 +2354,7 @@
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@@ -2368,7 +2370,7 @@
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@@ -2380,7 +2382,7 @@
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@@ -2398,7 +2400,7 @@
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@@ -2419,7 +2421,7 @@
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@@ -2436,7 +2438,7 @@
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@@ -2448,7 +2450,7 @@
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@@ -2459,7 +2461,7 @@
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@@ -2476,7 +2478,7 @@
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@@ -2487,7 +2489,7 @@
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@@ -2503,7 +2505,7 @@
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@@ -2515,7 +2517,7 @@
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@@ -2532,7 +2534,7 @@
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@@ -2544,7 +2546,7 @@
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@@ -2562,7 +2564,7 @@
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@@ -2572,7 +2574,7 @@
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@@ -2584,7 +2586,7 @@
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@@ -2601,7 +2603,7 @@
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@@ -2613,7 +2615,7 @@
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@@ -2624,7 +2626,7 @@
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@@ -2636,7 +2638,7 @@
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@@ -2646,7 +2648,7 @@
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@@ -2666,7 +2668,7 @@
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@@ -2683,7 +2685,7 @@
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@@ -2702,7 +2704,7 @@
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@@ -2714,7 +2716,7 @@
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@@ -2724,7 +2726,7 @@
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@@ -2741,7 +2743,7 @@
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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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@@ -2791,7 +2793,7 @@
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@@ -2803,7 +2805,7 @@
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@@ -2813,7 +2815,7 @@
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@@ -2825,7 +2827,7 @@
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@@ -2842,7 +2844,7 @@
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@@ -2852,7 +2854,7 @@
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@@ -2864,7 +2866,7 @@
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@@ -2878,7 +2880,7 @@
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@@ -2894,7 +2896,7 @@
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@@ -2906,7 +2908,7 @@
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@@ -2928,7 +2930,7 @@
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@@ -2940,7 +2942,7 @@
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@@ -2963,7 +2965,7 @@
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@@ -2979,7 +2981,7 @@
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@@ -2991,7 +2993,7 @@
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@@ -3015,7 +3017,7 @@
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@@ -3027,7 +3029,7 @@
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@@ -3048,7 +3050,7 @@
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@@ -3060,7 +3062,7 @@
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@@ -3079,7 +3081,7 @@
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@@ -3089,7 +3091,7 @@
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@@ -3103,7 +3105,7 @@
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@@ -3115,7 +3117,7 @@
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@@ -3127,7 +3129,7 @@
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@@ -3144,7 +3146,7 @@
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@@ -3156,7 +3158,7 @@
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@@ -3178,7 +3180,7 @@
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@@ -3193,7 +3195,7 @@
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@@ -3204,7 +3206,7 @@
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@@ -3359,7 +3361,7 @@
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@@ -3374,7 +3376,7 @@
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@@ -3543,7 +3545,7 @@
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@@ -3556,7 +3558,7 @@
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@@ -3573,7 +3575,7 @@
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@@ -3589,7 +3591,7 @@
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@@ -3602,7 +3604,7 @@
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@@ -3619,7 +3621,7 @@
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@@ -3631,7 +3633,7 @@
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@@ -3658,7 +3660,7 @@
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@@ -3671,7 +3673,7 @@
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@@ -3850,7 +3852,7 @@
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@@ -3870,7 +3872,7 @@
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@@ -3885,7 +3887,7 @@
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@@ -3899,7 +3901,7 @@
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@@ -3915,7 +3917,7 @@
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@@ -3925,7 +3927,7 @@
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@@ -3947,7 +3949,7 @@
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@@ -3961,7 +3963,7 @@
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@@ -4037,7 +4039,7 @@
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@@ -4049,7 +4051,7 @@
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@@ -4066,7 +4068,7 @@
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@@ -4078,7 +4080,7 @@
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@@ -4093,7 +4095,7 @@
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@@ -4105,7 +4107,7 @@
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@@ -4117,7 +4119,7 @@
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@@ -4129,7 +4131,7 @@
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@@ -4139,7 +4141,7 @@
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@@ -4156,7 +4158,7 @@
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@@ -4168,7 +4170,7 @@
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@@ -4180,7 +4182,7 @@
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@@ -4190,7 +4192,7 @@
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@@ -4202,7 +4204,7 @@
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@@ -4213,7 +4215,7 @@
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@@ -4378,7 +4380,7 @@
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@@ -4400,7 +4402,7 @@
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@@ -4417,7 +4419,7 @@
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@@ -4427,7 +4429,7 @@
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@@ -4442,7 +4444,7 @@
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@@ -4452,7 +4454,7 @@
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@@ -4467,7 +4469,7 @@
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@@ -4478,7 +4480,7 @@
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@@ -4498,7 +4500,7 @@
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@@ -4510,7 +4512,7 @@
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@@ -4547,7 +4549,7 @@
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@@ -4557,7 +4559,7 @@
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@@ -4570,7 +4572,7 @@
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@@ -4775,7 +4777,7 @@
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@@ -4792,7 +4794,7 @@
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@@ -4809,7 +4811,7 @@
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@@ -4819,7 +4821,7 @@
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@@ -4834,7 +4836,7 @@
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@@ -4848,7 +4850,7 @@
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@@ -4861,7 +4863,7 @@
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@@ -4881,7 +4883,7 @@
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@@ -4893,7 +4895,7 @@
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@@ -4905,7 +4907,7 @@
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@@ -4917,7 +4919,7 @@
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@@ -4927,7 +4929,7 @@
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@@ -4939,7 +4941,7 @@
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@@ -4951,7 +4953,7 @@
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@@ -4963,7 +4965,7 @@
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@@ -4973,7 +4975,7 @@
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@@ -4989,7 +4991,7 @@
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@@ -4999,7 +5001,7 @@
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@@ -5011,7 +5013,7 @@
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@@ -5028,7 +5030,7 @@
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@@ -5038,7 +5040,7 @@
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@@ -5054,7 +5056,7 @@
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@@ -5068,7 +5070,7 @@
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@@ -5087,7 +5089,7 @@
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-   "id": "ba62ab4c",
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@@ -5142,7 +5144,7 @@
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@@ -5172,7 +5174,7 @@
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@@ -5201,7 +5203,7 @@
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@@ -5248,7 +5250,7 @@
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@@ -5274,7 +5276,7 @@
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-   "id": "1572e93b",
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@@ -5508,7 +5510,7 @@
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@@ -5520,7 +5522,7 @@
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@@ -5532,7 +5534,7 @@
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@@ -5544,7 +5546,7 @@
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@@ -5561,7 +5563,7 @@
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@@ -5571,7 +5573,7 @@
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@@ -5583,7 +5585,7 @@
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@@ -5600,7 +5602,7 @@
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@@ -5611,7 +5613,7 @@
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@@ -5631,7 +5633,7 @@
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@@ -5641,7 +5643,7 @@
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@@ -5667,7 +5669,7 @@
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@@ -5683,7 +5685,7 @@
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@@ -5694,7 +5696,7 @@
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-   "id": "6ccf9344",
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@@ -5925,7 +5927,7 @@
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