diff --git a/doc/.DS_Store b/doc/.DS_Store index b09063e1b..83d1eeb6c 100644 Binary files a/doc/.DS_Store and b/doc/.DS_Store differ diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle index 492e85515..2c9099b06 100644 Binary files a/doc/LectureNotes/_build/.doctrees/environment.pickle and b/doc/LectureNotes/_build/.doctrees/environment.pickle differ diff --git a/doc/LectureNotes/_build/.doctrees/week35.doctree b/doc/LectureNotes/_build/.doctrees/week35.doctree index 51fe35885..60dcb98bd 100644 Binary files a/doc/LectureNotes/_build/.doctrees/week35.doctree and b/doc/LectureNotes/_build/.doctrees/week35.doctree differ diff --git a/doc/LectureNotes/_build/html/_sources/week35.ipynb b/doc/LectureNotes/_build/html/_sources/week35.ipynb index 2c7069e80..a2a42e29e 100644 --- a/doc/LectureNotes/_build/html/_sources/week35.ipynb +++ b/doc/LectureNotes/_build/html/_sources/week35.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "a4c8f3e7", + "id": "4056272f", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "959e7c4f", + "id": "bed7fa64", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "b6849cc6", + "id": "f651b769", "metadata": { "editable": true }, @@ -49,7 +49,7 @@ }, { "cell_type": "markdown", - "id": "227526ee", + "id": "3cc28c2f", "metadata": { "editable": true }, @@ -60,16 +60,18 @@ "\n", "2. [Video of lecture](https://youtu.be/VKakN-e4aUA)\n", "\n", - "3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n", + "3. [Video for exercises week 35](https://youtu.be/yiY0OltU1s8)\n", "\n", - "4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n", + "4. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n", "\n", - "5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week." + "5. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n", + "\n", + "6. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week." ] }, { "cell_type": "markdown", - "id": "7a23a33d", + "id": "4ce22826", "metadata": { "editable": true }, @@ -103,7 +105,7 @@ }, { "cell_type": "markdown", - "id": "53a199d1", + "id": "1d9df4fe", "metadata": { "editable": true }, @@ -119,7 +121,7 @@ }, { "cell_type": "markdown", - "id": "9b572594", + "id": "7bc9d9b8", "metadata": { "editable": true }, @@ -131,7 +133,7 @@ }, { "cell_type": "markdown", - "id": "baddcb7b", + "id": "16d390b6", "metadata": { "editable": true }, @@ -141,7 +143,7 @@ }, { "cell_type": "markdown", - "id": "4831a2c7", + "id": "4e4a28d3", "metadata": { "editable": true }, @@ -153,7 +155,7 @@ }, { "cell_type": "markdown", - "id": "7855acbd", + "id": "eb6ac14f", "metadata": { "editable": true }, @@ -174,7 +176,7 @@ }, { "cell_type": "markdown", - "id": "e489c877", + "id": "4da31a11", "metadata": { "editable": true }, @@ -186,7 +188,7 @@ }, { "cell_type": "markdown", - "id": "8962de54", + "id": "2231b9b8", "metadata": { "editable": true }, @@ -199,7 +201,7 @@ }, { "cell_type": "markdown", - "id": "839560c0", + "id": "dc2e84eb", "metadata": { "editable": true }, @@ -211,7 +213,7 @@ }, { "cell_type": "markdown", - "id": "19671b87", + "id": "a2cd53fd", "metadata": { "editable": true }, @@ -223,7 +225,7 @@ }, { "cell_type": "markdown", - "id": "3b9e52d5", + "id": "142e9e9d", "metadata": { "editable": true }, @@ -233,7 +235,7 @@ }, { "cell_type": "markdown", - "id": "10c51b3d", + "id": "a3d1bc30", "metadata": { "editable": true }, @@ -245,7 +247,7 @@ }, { "cell_type": "markdown", - "id": "2beea594", + "id": "4824b7b6", "metadata": { "editable": true }, @@ -258,7 +260,7 @@ }, { "cell_type": "markdown", - "id": "45aa8758", + "id": "aac7541e", "metadata": { "editable": true }, @@ -270,7 +272,7 @@ }, { "cell_type": "markdown", - "id": "517f3b5e", + "id": "68cb773e", "metadata": { "editable": true }, @@ -280,7 +282,7 @@ }, { "cell_type": "markdown", - "id": "1afd62d4", + "id": "558ff41a", "metadata": { "editable": true }, @@ -292,7 +294,7 @@ }, { "cell_type": "markdown", - "id": "a4b4bb62", + "id": "29815637", "metadata": { "editable": true }, @@ -304,7 +306,7 @@ }, { "cell_type": "markdown", - "id": "d8f50b66", + "id": "48dac5ad", "metadata": { "editable": true }, @@ -315,7 +317,7 @@ }, { "cell_type": "markdown", - "id": "79350ccb", + "id": "b06e9d96", "metadata": { "editable": true }, @@ -327,7 +329,7 @@ }, { "cell_type": "markdown", - "id": "c3d2eef3", + "id": "edd5397a", "metadata": { "editable": true }, @@ -346,7 +348,7 @@ }, { "cell_type": "markdown", - "id": "80a776b1", + "id": "5684ef05", "metadata": { "editable": true }, @@ -359,7 +361,7 @@ }, { "cell_type": "markdown", - "id": "83e65671", + "id": "3a97a3c6", "metadata": { "editable": true }, @@ -369,7 +371,7 @@ }, { "cell_type": "markdown", - "id": "dcd401a6", + "id": "49ef3525", "metadata": { "editable": true }, @@ -381,7 +383,7 @@ }, { "cell_type": "markdown", - "id": "af49643b", + "id": "9ecb7f5e", "metadata": { "editable": true }, @@ -391,7 +393,7 @@ }, { "cell_type": "markdown", - "id": "f6cd4986", + "id": "d817f6e0", "metadata": { "editable": true }, @@ -403,7 +405,7 @@ }, { "cell_type": "markdown", - "id": "93a3774a", + "id": "8bfba457", "metadata": { "editable": true }, @@ -413,7 +415,7 @@ }, { "cell_type": "markdown", - "id": "5cacc270", + "id": "295374b3", "metadata": { "editable": true }, @@ -425,7 +427,7 @@ }, { "cell_type": "markdown", - "id": "affb01c0", + "id": "a286d821", "metadata": { "editable": true }, @@ -436,7 +438,7 @@ }, { "cell_type": "markdown", - "id": "35e50283", + "id": "b82376cc", "metadata": { "editable": true }, @@ -448,7 +450,7 @@ }, { "cell_type": "markdown", - "id": "7e137ec8", + "id": "1bc91e3c", "metadata": { "editable": true }, @@ -458,7 +460,7 @@ }, { "cell_type": "markdown", - "id": "9168a472", + "id": "ef57a496", "metadata": { "editable": true }, @@ -470,7 +472,7 @@ }, { "cell_type": "markdown", - "id": "42261983", + "id": "ef6b79b3", "metadata": { "editable": true }, @@ -480,7 +482,7 @@ }, { "cell_type": "markdown", - "id": "ac934e5f", + "id": "2bfe6ba6", "metadata": { "editable": true }, @@ -492,7 +494,7 @@ }, { "cell_type": "markdown", - "id": "a2018e5e", + "id": "1ea9631f", "metadata": { "editable": true }, @@ -512,7 +514,7 @@ }, { "cell_type": "markdown", - "id": "f3d10b4e", + "id": "40df8223", "metadata": { "editable": true }, @@ -539,7 +541,7 @@ }, { "cell_type": "markdown", - "id": "9ffdf547", + "id": "e45dec6e", "metadata": { "editable": true }, @@ -551,7 +553,7 @@ }, { "cell_type": "markdown", - "id": "06fe59d3", + "id": "044bc60d", "metadata": { "editable": true }, @@ -563,7 +565,7 @@ }, { "cell_type": "markdown", - "id": "4fd53261", + "id": "b54ca0eb", "metadata": { "editable": true }, @@ -579,7 +581,7 @@ }, { "cell_type": "markdown", - "id": "9dac1f85", + "id": "9bc22dd0", "metadata": { "editable": true }, @@ -597,7 +599,7 @@ }, { "cell_type": "markdown", - "id": "4ddbe0f3", + "id": "9af4fcfe", "metadata": { "editable": true }, @@ -609,7 +611,7 @@ }, { "cell_type": "markdown", - "id": "b493f27d", + "id": "84760094", "metadata": { "editable": true }, @@ -621,7 +623,7 @@ }, { "cell_type": "markdown", - "id": "d8e52971", + "id": "0d9a7ac6", "metadata": { "editable": true }, @@ -632,7 +634,7 @@ }, { "cell_type": "markdown", - "id": "2467254e", + "id": "ccbe4c4e", "metadata": { "editable": true }, @@ -644,7 +646,7 @@ }, { "cell_type": "markdown", - "id": "ad1bb07b", + "id": "1c8a9e7d", "metadata": { "editable": true }, @@ -654,7 +656,7 @@ }, { "cell_type": "markdown", - "id": "910a1e9c", + "id": "ecb14896", "metadata": { "editable": true }, @@ -666,7 +668,7 @@ }, { "cell_type": "markdown", - "id": "e21b9cd4", + "id": "6578e470", "metadata": { "editable": true }, @@ -680,7 +682,7 @@ }, { "cell_type": "markdown", - "id": "d7859263", + "id": "227ea794", "metadata": { "editable": true }, @@ -692,7 +694,7 @@ }, { "cell_type": "markdown", - "id": "a73d4636", + "id": "d88f1a80", "metadata": { "editable": true }, @@ -704,7 +706,7 @@ }, { "cell_type": "markdown", - "id": "ce30bf27", + "id": "c6f9c72f", "metadata": { "editable": true }, @@ -716,7 +718,7 @@ }, { "cell_type": "markdown", - "id": "d38383b9", + "id": "014a0ee3", "metadata": { "editable": true }, @@ -726,7 +728,7 @@ }, { "cell_type": "markdown", - "id": "a5e969fe", + "id": "bbd1cd50", "metadata": { "editable": true }, @@ -738,7 +740,7 @@ }, { "cell_type": "markdown", - "id": "05ad78b6", + "id": "7129292e", "metadata": { "editable": true }, @@ -750,7 +752,7 @@ }, { "cell_type": "markdown", - "id": "c200bbd6", + "id": "63264651", "metadata": { "editable": true }, @@ -762,7 +764,7 @@ }, { "cell_type": "markdown", - "id": "0e76e759", + "id": "d86227f5", "metadata": { "editable": true }, @@ -776,7 +778,7 @@ }, { "cell_type": "markdown", - "id": "20f0ef9e", + "id": "4b24b1a0", "metadata": { "editable": true }, @@ -788,7 +790,7 @@ }, { "cell_type": "markdown", - "id": "ccd6ef29", + "id": "0329d0e5", "metadata": { "editable": true }, @@ -800,7 +802,7 @@ }, { "cell_type": "markdown", - "id": "3d0021d4", + "id": "60fdb497", "metadata": { "editable": true }, @@ -812,7 +814,7 @@ }, { "cell_type": "markdown", - "id": "b93aec90", + "id": "23ddc055", "metadata": { "editable": true }, @@ -822,7 +824,7 @@ }, { "cell_type": "markdown", - "id": "d7b53094", + "id": "3cd9c608", "metadata": { "editable": true }, @@ -834,7 +836,7 @@ }, { "cell_type": "markdown", - "id": "374bedac", + "id": "798f4dbf", "metadata": { "editable": true }, @@ -844,7 +846,7 @@ }, { "cell_type": "markdown", - "id": "578e857b", + "id": "d4c7b4f8", "metadata": { "editable": true }, @@ -856,7 +858,7 @@ }, { "cell_type": "markdown", - "id": "44b8e0d5", + "id": "aaea62fe", "metadata": { "editable": true }, @@ -866,7 +868,7 @@ }, { "cell_type": "markdown", - "id": "83cf4934", + "id": "558bd5db", "metadata": { "editable": true }, @@ -878,7 +880,7 @@ }, { "cell_type": "markdown", - "id": "54d87a04", + "id": "7196cbcc", "metadata": { "editable": true }, @@ -890,7 +892,7 @@ }, { "cell_type": "markdown", - "id": "75b5c120", + "id": "b3aeae7c", "metadata": { "editable": true }, @@ -902,7 +904,7 @@ }, { "cell_type": "markdown", - "id": "349aed8a", + "id": "b08d19a4", "metadata": { "editable": true }, @@ -917,7 +919,7 @@ }, { "cell_type": "markdown", - "id": "d66cc9ad", + "id": "04ec54c8", "metadata": { "editable": true }, @@ -929,7 +931,7 @@ }, { "cell_type": "markdown", - "id": "2e4f3835", + "id": "15b70672", "metadata": { "editable": true }, @@ -939,7 +941,7 @@ }, { "cell_type": "markdown", - "id": "79d6c4a1", + "id": "baabd91a", "metadata": { "editable": true }, @@ -951,7 +953,7 @@ }, { "cell_type": "markdown", - "id": "fa478123", + "id": "c31bcade", "metadata": { "editable": true }, @@ -961,7 +963,7 @@ }, { "cell_type": "markdown", - "id": "5baf3cf3", + "id": "0c70fe69", "metadata": { "editable": true }, @@ -973,7 +975,7 @@ }, { "cell_type": "markdown", - "id": "55bccb8f", + "id": "8311f527", "metadata": { "editable": true }, @@ -983,7 +985,7 @@ }, { "cell_type": "markdown", - "id": "e5d72571", + "id": "38a430f0", "metadata": { "editable": true }, @@ -995,7 +997,7 @@ }, { "cell_type": "markdown", - "id": "c5d24b37", + "id": "9cacb60b", "metadata": { "editable": true }, @@ -1007,7 +1009,7 @@ }, { "cell_type": "markdown", - "id": "034723eb", + "id": "48c8af1a", "metadata": { "editable": true }, @@ -1019,7 +1021,7 @@ }, { "cell_type": "markdown", - "id": "99f84d2d", + "id": "3d5b6042", "metadata": { "editable": true }, @@ -1029,7 +1031,7 @@ }, { "cell_type": "markdown", - "id": "84a5648d", + "id": "1d50d4ad", "metadata": { "editable": true }, @@ -1041,7 +1043,7 @@ }, { "cell_type": "markdown", - "id": "71302309", + "id": "f3ef4fda", "metadata": { "editable": true }, @@ -1054,7 +1056,7 @@ }, { "cell_type": "markdown", - "id": "d3c880b6", + "id": "2540968d", "metadata": { "editable": true }, @@ -1066,7 +1068,7 @@ }, { "cell_type": "markdown", - "id": "0ad3e27b", + "id": "3bc106fa", "metadata": { "editable": true }, @@ -1076,7 +1078,7 @@ }, { "cell_type": "markdown", - "id": "ddf58d6d", + "id": "35c769d4", "metadata": { "editable": true }, @@ -1088,7 +1090,7 @@ }, { "cell_type": "markdown", - "id": "fce48c5c", + "id": "f964b8d2", "metadata": { "editable": true }, @@ -1098,7 +1100,7 @@ }, { "cell_type": "markdown", - "id": "0bb38fd4", + "id": "278df999", "metadata": { "editable": true }, @@ -1110,7 +1112,7 @@ }, { "cell_type": "markdown", - "id": "8d03c742", + "id": "ef003c39", "metadata": { "editable": true }, @@ -1120,7 +1122,7 @@ }, { "cell_type": "markdown", - "id": "5d1bd0dd", + "id": "f4bae399", "metadata": { "editable": true }, @@ -1132,7 +1134,7 @@ }, { "cell_type": "markdown", - "id": "5f118679", + "id": "e4161bf9", "metadata": { "editable": true }, @@ -1142,7 +1144,7 @@ }, { "cell_type": "markdown", - "id": "e1c3e5ab", + "id": "a5badddc", "metadata": { "editable": true }, @@ -1154,7 +1156,7 @@ }, { "cell_type": "markdown", - "id": "51937c66", + "id": "3a9bcee4", "metadata": { "editable": true }, @@ -1164,7 +1166,7 @@ }, { "cell_type": "markdown", - "id": "55f8871a", + "id": "742dd6d4", "metadata": { "editable": true }, @@ -1176,7 +1178,7 @@ }, { "cell_type": "markdown", - "id": "a7697cc9", + "id": "07447ef0", "metadata": { "editable": true }, @@ -1188,7 +1190,7 @@ }, { "cell_type": "markdown", - "id": "fc537a1b", + "id": "42809d8f", "metadata": { "editable": true }, @@ -1200,7 +1202,7 @@ }, { "cell_type": "markdown", - "id": "147601fc", + "id": "3de9e409", "metadata": { "editable": true }, @@ -1212,7 +1214,7 @@ }, { "cell_type": "markdown", - "id": "5eccde34", + "id": "976c9ed9", "metadata": { "editable": true }, @@ -1224,7 +1226,7 @@ }, { "cell_type": "markdown", - "id": "9e817edd", + "id": "598bfc4d", "metadata": { "editable": true }, @@ -1236,7 +1238,7 @@ }, { "cell_type": "markdown", - "id": "e025864d", + "id": "bdbc0fea", "metadata": { "editable": true }, @@ -1252,7 +1254,7 @@ }, { "cell_type": "markdown", - "id": "f8c3180f", + "id": "11a6a7b9", "metadata": { "editable": true }, @@ -1264,7 +1266,7 @@ }, { "cell_type": "markdown", - "id": "41e51518", + "id": "4587c0c5", "metadata": { "editable": true }, @@ -1274,7 +1276,7 @@ }, { "cell_type": "markdown", - "id": "2b8b6511", + "id": "300ea026", "metadata": { "editable": true }, @@ -1286,7 +1288,7 @@ }, { "cell_type": "markdown", - "id": "5ba4b948", + "id": "18a45342", "metadata": { "editable": true }, @@ -1304,7 +1306,7 @@ }, { "cell_type": "markdown", - "id": "dacd56e9", + "id": "b1538a53", "metadata": { "editable": true }, @@ -1316,7 +1318,7 @@ }, { "cell_type": "markdown", - "id": "ff3e1ed3", + "id": "80afef85", "metadata": { "editable": true }, @@ -1328,7 +1330,7 @@ }, { "cell_type": "markdown", - "id": "d41ee98a", + "id": "f2175720", "metadata": { "editable": true }, @@ -1338,7 +1340,7 @@ }, { "cell_type": "markdown", - "id": "4b041a5e", + "id": "f47c3870", "metadata": { "editable": true }, @@ -1350,7 +1352,7 @@ }, { "cell_type": "markdown", - "id": "c4c19d87", + "id": "997e4516", "metadata": { "editable": true }, @@ -1360,7 +1362,7 @@ }, { "cell_type": "markdown", - "id": "aea64900", + "id": "1860f06d", "metadata": { "editable": true }, @@ -1372,7 +1374,7 @@ }, { "cell_type": "markdown", - "id": "e78e5c70", + "id": "bed5b5bf", "metadata": { "editable": true }, @@ -1382,7 +1384,7 @@ }, { "cell_type": "markdown", - "id": "f83f72a6", + "id": "9ddbc1b9", "metadata": { "editable": true }, @@ -1396,7 +1398,7 @@ }, { "cell_type": "markdown", - "id": "274c7763", + "id": "e3182bc2", "metadata": { "editable": true }, @@ -1408,7 +1410,7 @@ }, { "cell_type": "markdown", - "id": "f8b11c79", + "id": "fc7ad1a4", "metadata": { "editable": true }, @@ -1419,7 +1421,7 @@ }, { "cell_type": "markdown", - "id": "99f38f15", + "id": "b2d8e764", "metadata": { "editable": true }, @@ -1432,7 +1434,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "dace9ae7", + "id": "b550fbbe", "metadata": { "collapsed": false, "editable": true @@ -1459,7 +1461,7 @@ }, { "cell_type": "markdown", - "id": "fdf2525a", + "id": "b7390330", "metadata": { "editable": true }, @@ -1470,7 +1472,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "11868544", + "id": "2b0ea997", "metadata": { "collapsed": false, "editable": true @@ -1483,7 +1485,7 @@ }, { "cell_type": "markdown", - "id": "a6afa437", + "id": "a58e344f", "metadata": { "editable": true }, @@ -1497,7 +1499,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "1a8e4684", + "id": "ae3d0b17", "metadata": { "collapsed": false, "editable": true @@ -1510,7 +1512,7 @@ }, { "cell_type": "markdown", - "id": "a7d9c395", + "id": "39bebaf1", "metadata": { "editable": true }, @@ -1521,7 +1523,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "a86e7913", + "id": "9b073a72", "metadata": { "collapsed": false, "editable": true @@ -1533,7 +1535,7 @@ }, { "cell_type": "markdown", - "id": "e219dc1e", + "id": "b8af0dc1", "metadata": { "editable": true }, @@ -1544,7 +1546,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "f75682d9", + "id": "7ad18065", "metadata": { "collapsed": false, "editable": true @@ -1560,7 +1562,7 @@ }, { "cell_type": "markdown", - "id": "f68ecfd9", + "id": "5f6880a5", "metadata": { "editable": true }, @@ -1571,7 +1573,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "4a92d7ed", + "id": "105de2f9", "metadata": { "collapsed": false, "editable": true @@ -1585,7 +1587,7 @@ }, { "cell_type": "markdown", - "id": "c5465350", + "id": "fb5d5828", "metadata": { "editable": true }, @@ -1606,7 +1608,7 @@ }, { "cell_type": "markdown", - "id": "1cb9fb17", + "id": "5d3571b0", "metadata": { "editable": true }, @@ -1617,7 +1619,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "b0e0ec9d", + "id": "50c74297", "metadata": { "collapsed": false, "editable": true @@ -1670,7 +1672,7 @@ }, { "cell_type": "markdown", - "id": "83618bc5", + "id": "81d56642", "metadata": { "editable": true }, @@ -1681,7 +1683,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "cc6480ea", + "id": "2effb9ff", "metadata": { "collapsed": false, "editable": true @@ -1706,7 +1708,7 @@ }, { "cell_type": "markdown", - "id": "44f4ce6e", + "id": "994b52a7", "metadata": { "editable": true }, @@ -1718,7 +1720,7 @@ }, { "cell_type": "markdown", - "id": "74508a97", + "id": "99f996fd", "metadata": { "editable": true }, @@ -1747,7 +1749,7 @@ }, { "cell_type": "markdown", - "id": "b93e1823", + "id": "32b2f8e0", "metadata": { "editable": true }, @@ -1772,7 +1774,7 @@ }, { "cell_type": "markdown", - "id": "df747aed", + "id": "d837dc89", "metadata": { "editable": true }, @@ -1792,7 +1794,7 @@ }, { "cell_type": "markdown", - "id": "6c576050", + "id": "f3f3ec16", "metadata": { "editable": true }, @@ -1819,7 +1821,7 @@ }, { "cell_type": "markdown", - "id": "4d579715", + "id": "bcbbea15", "metadata": { "editable": true }, @@ -1832,7 +1834,7 @@ }, { "cell_type": "markdown", - "id": "bdc67cc0", + "id": "dce3c751", "metadata": { "editable": true }, @@ -1844,7 +1846,7 @@ }, { "cell_type": "markdown", - "id": "d1a91553", + "id": "e3a1dd2c", "metadata": { "editable": true }, @@ -1855,7 +1857,7 @@ }, { "cell_type": "markdown", - "id": "0bfbf206", + "id": "00ead977", "metadata": { "editable": true }, @@ -1871,7 +1873,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "c5d921c9", + "id": "f48cac43", "metadata": { "collapsed": false, "editable": true @@ -1905,7 +1907,7 @@ }, { "cell_type": "markdown", - "id": "d266b771", + "id": "0eae8922", "metadata": { "editable": true }, @@ -1915,7 +1917,7 @@ }, { "cell_type": "markdown", - "id": "08d80e06", + "id": "709832eb", "metadata": { "editable": true }, @@ -1930,7 +1932,7 @@ }, { "cell_type": "markdown", - "id": "cb1b8d9c", + "id": "5660e410", "metadata": { "editable": true }, @@ -1942,7 +1944,7 @@ }, { "cell_type": "markdown", - "id": "0d175f62", + "id": "d44e5934", "metadata": { "editable": true }, @@ -1952,7 +1954,7 @@ }, { "cell_type": "markdown", - "id": "d14473d2", + "id": "98d863c6", "metadata": { "editable": true }, @@ -1968,7 +1970,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "2f49f528", + "id": "d11f262e", "metadata": { "collapsed": false, "editable": true @@ -1985,7 +1987,7 @@ }, { "cell_type": "markdown", - "id": "dfc96064", + "id": "f69a30ce", "metadata": { "editable": true }, @@ -1998,7 +2000,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "48b86b87", + "id": "b038687c", "metadata": { "collapsed": false, "editable": true @@ -2045,7 +2047,7 @@ }, { "cell_type": "markdown", - "id": "1ed6b276", + "id": "36f38098", "metadata": { "editable": true }, @@ -2056,7 +2058,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "b6da6f80", + "id": "46512f53", "metadata": { "collapsed": false, "editable": true @@ -2159,7 +2161,7 @@ }, { "cell_type": "markdown", - "id": "a920b2aa", + "id": "afb7e208", "metadata": { "editable": true }, @@ -2187,7 +2189,7 @@ }, { "cell_type": "markdown", - "id": "5b2edf17", + "id": "9aea8569", "metadata": { "editable": true }, @@ -2222,7 +2224,7 @@ }, { "cell_type": "markdown", - "id": "9895401e", + "id": "3c3ee7a6", "metadata": { "editable": true }, @@ -2237,7 +2239,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "5c9604e8", + "id": "610ed7c9", "metadata": { "collapsed": false, "editable": true @@ -2262,7 +2264,7 @@ }, { "cell_type": "markdown", - "id": "bb31dcc4", + "id": "5aaa0c35", "metadata": { "editable": true }, @@ -2278,7 +2280,7 @@ }, { "cell_type": "markdown", - "id": "69732dbc", + "id": "d446b89c", "metadata": { "editable": true }, @@ -2290,7 +2292,7 @@ }, { "cell_type": "markdown", - "id": "fe76e2ee", + "id": "198b6351", "metadata": { "editable": true }, @@ -2305,7 +2307,7 @@ }, { "cell_type": "markdown", - "id": "7aeb050c", + "id": "f87a12ef", "metadata": { "editable": true }, @@ -2317,7 +2319,7 @@ }, { "cell_type": "markdown", - "id": "b9beeff0", + "id": "9c9aeaff", "metadata": { "editable": true }, @@ -2327,7 +2329,7 @@ }, { "cell_type": "markdown", - "id": "dcd138b2", + "id": "f4c3cf71", "metadata": { "editable": true }, @@ -2339,7 +2341,7 @@ }, { "cell_type": "markdown", - "id": "ca257ffd", + "id": "bfc99033", "metadata": { "editable": true }, @@ -2349,7 +2351,7 @@ }, { "cell_type": "markdown", - "id": "e8fa46c2", + "id": "7982def4", "metadata": { "editable": true }, @@ -2361,7 +2363,7 @@ }, { "cell_type": "markdown", - "id": "bd766850", + "id": "3610d0b0", "metadata": { "editable": true }, @@ -2374,7 +2376,7 @@ }, { "cell_type": "markdown", - "id": "bf315cd2", + "id": "8bdee448", "metadata": { "editable": true }, @@ -2386,7 +2388,7 @@ }, { "cell_type": "markdown", - "id": "92da7a90", + "id": "a6a3d795", "metadata": { "editable": true }, @@ -2396,7 +2398,7 @@ }, { "cell_type": "markdown", - "id": "206731ce", + "id": "ecf6d960", "metadata": { "editable": true }, @@ -2408,7 +2410,7 @@ }, { "cell_type": "markdown", - "id": "4ceacbfb", + "id": "3477f330", "metadata": { "editable": true }, @@ -2418,7 +2420,7 @@ }, { "cell_type": "markdown", - "id": "9dd26f70", + "id": "3faf2dd4", "metadata": { "editable": true }, @@ -2430,7 +2432,7 @@ }, { "cell_type": "markdown", - "id": "2deddeaa", + "id": "c0eb3a77", "metadata": { "editable": true }, @@ -2440,7 +2442,7 @@ }, { "cell_type": "markdown", - "id": "aa10bb43", + "id": "f9884460", "metadata": { "editable": true }, @@ -2452,7 +2454,7 @@ }, { "cell_type": "markdown", - "id": "fce60eb7", + "id": "94e51a90", "metadata": { "editable": true }, @@ -2462,7 +2464,7 @@ }, { "cell_type": "markdown", - "id": "f4ec9b91", + "id": "a3c36461", "metadata": { "editable": true }, @@ -2474,7 +2476,7 @@ }, { "cell_type": "markdown", - "id": "77a212bc", + "id": "571b9c21", "metadata": { "editable": true }, @@ -2484,7 +2486,7 @@ }, { "cell_type": "markdown", - "id": "62a38cf1", + "id": "a7497fca", "metadata": { "editable": true }, @@ -2496,7 +2498,7 @@ }, { "cell_type": "markdown", - "id": "d8bbd737", + "id": "eceeabf7", "metadata": { "editable": true }, @@ -2506,7 +2508,7 @@ }, { "cell_type": "markdown", - "id": "9a0d298a", + "id": "36d559dd", "metadata": { "editable": true }, @@ -2518,7 +2520,7 @@ }, { "cell_type": "markdown", - "id": "d111103f", + "id": "51b9a971", "metadata": { "editable": true }, @@ -2530,7 +2532,7 @@ }, { "cell_type": "markdown", - "id": "92479700", + "id": "1d5cc9a6", "metadata": { "editable": true }, @@ -2542,7 +2544,7 @@ }, { "cell_type": "markdown", - "id": "462e5487", + "id": "53ea8a95", "metadata": { "editable": true }, @@ -2555,7 +2557,7 @@ }, { "cell_type": "markdown", - "id": "17ac9c99", + "id": "786d0fee", "metadata": { "editable": true }, @@ -2567,7 +2569,7 @@ }, { "cell_type": "markdown", - "id": "73463eed", + "id": "4192a1c6", "metadata": { "editable": true }, @@ -2577,7 +2579,7 @@ }, { "cell_type": "markdown", - "id": "79b970d8", + "id": "da29b29a", "metadata": { "editable": true }, @@ -2591,7 +2593,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "bc93a61f", + "id": "7e1a63ba", "metadata": { "collapsed": false, "editable": true @@ -2688,7 +2690,7 @@ }, { "cell_type": "markdown", - "id": "67ed06a9", + "id": "93c527ef", "metadata": { "editable": true }, @@ -2709,7 +2711,7 @@ }, { "cell_type": "markdown", - "id": "c1e2182e", + "id": "95f1207f", "metadata": { "editable": true }, @@ -2721,7 +2723,7 @@ }, { "cell_type": "markdown", - "id": "aca3fa40", + "id": "28924a72", "metadata": { "editable": true }, @@ -2731,7 +2733,7 @@ }, { "cell_type": "markdown", - "id": "126ed4ec", + "id": "2335128f", "metadata": { "editable": true }, @@ -2743,7 +2745,7 @@ }, { "cell_type": "markdown", - "id": "c2769dc4", + "id": "04fcb5bb", "metadata": { "editable": true }, @@ -2753,7 +2755,7 @@ }, { "cell_type": "markdown", - "id": "e8e8cb90", + "id": "d5795062", "metadata": { "editable": true }, @@ -2765,7 +2767,7 @@ }, { "cell_type": "markdown", - "id": "58a1cb4a", + "id": "2dc0f045", "metadata": { "editable": true }, @@ -2781,7 +2783,7 @@ }, { "cell_type": "markdown", - "id": "9e5a31cc", + "id": "6cad8214", "metadata": { "editable": true }, @@ -2791,7 +2793,7 @@ }, { "cell_type": "markdown", - "id": "77639bfa", + "id": "2bad21b9", "metadata": { "editable": true }, @@ -2805,7 +2807,7 @@ }, { "cell_type": "markdown", - "id": "9a83aba8", + "id": "644c911c", "metadata": { "editable": true }, @@ -2817,7 +2819,7 @@ }, { "cell_type": "markdown", - "id": "209e5dfb", + "id": "e8fd561c", "metadata": { "editable": true }, @@ -2829,7 +2831,7 @@ }, { "cell_type": "markdown", - "id": "a3c4e2aa", + "id": "727edd59", "metadata": { "editable": true }, @@ -2841,7 +2843,7 @@ }, { "cell_type": "markdown", - "id": "1dfcaa45", + "id": "8c0e5f99", "metadata": { "editable": true }, @@ -2851,7 +2853,7 @@ }, { "cell_type": "markdown", - "id": "d652144f", + "id": "2a29fb9d", "metadata": { "editable": true }, @@ -2863,7 +2865,7 @@ }, { "cell_type": "markdown", - "id": "f9f01db8", + "id": "2a148675", "metadata": { "editable": true }, @@ -2873,7 +2875,7 @@ }, { "cell_type": "markdown", - "id": "846edb22", + "id": "e35bcb63", "metadata": { "editable": true }, @@ -2885,7 +2887,7 @@ }, { "cell_type": "markdown", - "id": "6e7169a8", + "id": "23e05e57", "metadata": { "editable": true }, @@ -2896,7 +2898,7 @@ }, { "cell_type": "markdown", - "id": "76a4f3af", + "id": "26d2aa42", "metadata": { "editable": true }, @@ -2908,7 +2910,7 @@ }, { "cell_type": "markdown", - "id": "174980e4", + "id": "c0a9222f", "metadata": { "editable": true }, @@ -2920,7 +2922,7 @@ }, { "cell_type": "markdown", - "id": "5f09c446", + "id": "8144224f", "metadata": { "editable": true }, @@ -2930,7 +2932,7 @@ }, { "cell_type": "markdown", - "id": "8c89d3c7", + "id": "f3669729", "metadata": { "editable": true }, @@ -2942,7 +2944,7 @@ }, { "cell_type": "markdown", - "id": "dffb0161", + "id": "67dccbf0", "metadata": { "editable": true }, @@ -2954,7 +2956,7 @@ }, { "cell_type": "markdown", - "id": "e413c54c", + "id": "243c515d", "metadata": { "editable": true }, @@ -2964,7 +2966,7 @@ }, { "cell_type": "markdown", - "id": "ba8769cf", + "id": "3025d27b", "metadata": { "editable": true }, @@ -2976,7 +2978,7 @@ }, { "cell_type": "markdown", - "id": "94c722f1", + "id": "8d03e62a", "metadata": { "editable": true }, @@ -2986,7 +2988,7 @@ }, { "cell_type": "markdown", - "id": "6dc80f7c", + "id": "6a26e615", "metadata": { "editable": true }, @@ -2998,7 +3000,7 @@ }, { "cell_type": "markdown", - "id": "2d53c537", + "id": "6b6112b3", "metadata": { "editable": true }, @@ -3008,7 +3010,7 @@ }, { "cell_type": "markdown", - "id": "0894bac8", + "id": "3d09419a", "metadata": { "editable": true }, @@ -3048,7 +3050,7 @@ }, { "cell_type": "markdown", - "id": "0e569502", + "id": "d0b08069", "metadata": { "editable": true }, @@ -3065,7 +3067,7 @@ }, { "cell_type": "markdown", - "id": "497ed48c", + "id": "fb79434f", "metadata": { "editable": true }, @@ -3088,7 +3090,7 @@ }, { "cell_type": "markdown", - "id": "6ec2d053", + "id": "7454590c", "metadata": { "editable": true }, @@ -3105,7 +3107,7 @@ }, { "cell_type": "markdown", - "id": "f21de103", + "id": "e5607549", "metadata": { "editable": true }, @@ -3124,7 +3126,7 @@ }, { "cell_type": "markdown", - "id": "41a3e5f1", + "id": "7cb60f09", "metadata": { "editable": true }, @@ -3135,7 +3137,7 @@ }, { "cell_type": "markdown", - "id": "562e348f", + "id": "4ffab4c8", "metadata": { "editable": true }, @@ -3147,7 +3149,7 @@ }, { "cell_type": "markdown", - "id": "d9925625", + "id": "9398c2a3", "metadata": { "editable": true }, @@ -3165,7 +3167,7 @@ }, { "cell_type": "markdown", - "id": "ea7a41cc", + "id": "d4eb85a1", "metadata": { "editable": true }, @@ -3181,7 +3183,7 @@ }, { "cell_type": "markdown", - "id": "c5bdb149", + "id": "7826f21f", "metadata": { "editable": true }, @@ -3193,7 +3195,7 @@ }, { "cell_type": "markdown", - "id": "fac1e4ef", + "id": "f8e53e32", "metadata": { "editable": true }, @@ -3203,7 +3205,7 @@ }, { "cell_type": "markdown", - "id": "8b6cfbf1", + "id": "9fdadcf2", "metadata": { "editable": true }, @@ -3218,7 +3220,7 @@ }, { "cell_type": "markdown", - "id": "6d652283", + "id": "bb0f1a50", "metadata": { "editable": true }, @@ -3230,7 +3232,7 @@ }, { "cell_type": "markdown", - "id": "ff6cb23a", + "id": "38de8410", "metadata": { "editable": true }, @@ -3240,7 +3242,7 @@ }, { "cell_type": "markdown", - "id": "8166fb7b", + "id": "c2e79f6c", "metadata": { "editable": true }, @@ -3252,7 +3254,7 @@ }, { "cell_type": "markdown", - "id": "c274bcb2", + "id": "5062f0d2", "metadata": { "editable": true }, @@ -3262,7 +3264,7 @@ }, { "cell_type": "markdown", - "id": "2fc3a9b7", + "id": "e82354ce", "metadata": { "editable": true }, @@ -3274,7 +3276,7 @@ }, { "cell_type": "markdown", - "id": "3be571f3", + "id": "8df6f261", "metadata": { "editable": true }, @@ -3286,7 +3288,7 @@ }, { "cell_type": "markdown", - "id": "c2f222d7", + "id": "be644b5b", "metadata": { "editable": true }, @@ -3301,7 +3303,7 @@ }, { "cell_type": "markdown", - "id": "06c9a819", + "id": "3a7b74dd", "metadata": { "editable": true }, @@ -3312,7 +3314,7 @@ }, { "cell_type": "markdown", - "id": "889d8b92", + "id": "c0f0b528", "metadata": { "editable": true }, @@ -3332,7 +3334,7 @@ }, { "cell_type": "markdown", - "id": "6b7610f5", + "id": "db75edea", "metadata": { "editable": true }, @@ -3344,7 +3346,7 @@ }, { "cell_type": "markdown", - "id": "7a5006eb", + "id": "7cc08b68", "metadata": { "editable": true }, @@ -3354,7 +3356,7 @@ }, { "cell_type": "markdown", - "id": "c26d0b45", + "id": "eb30435e", "metadata": { "editable": true }, @@ -3366,7 +3368,7 @@ }, { "cell_type": "markdown", - "id": "c63b7581", + "id": "57f3ab78", "metadata": { "editable": true }, @@ -3395,7 +3397,7 @@ }, { "cell_type": "markdown", - "id": "7e8b925c", + "id": "c66c4798", "metadata": { "editable": true }, @@ -3422,7 +3424,7 @@ }, { "cell_type": "markdown", - "id": "5982c0d9", + "id": "2db6a3d6", "metadata": { "editable": true }, @@ -3433,7 +3435,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "522ca752", + "id": "c7e2d452", "metadata": { "collapsed": false, "editable": true @@ -3473,7 +3475,7 @@ }, { "cell_type": "markdown", - "id": "1084a7d6", + "id": "4876d7fb", "metadata": { "editable": true }, @@ -3490,7 +3492,7 @@ }, { "cell_type": "markdown", - "id": "798189f9", + "id": "60a1b266", "metadata": { "editable": true }, @@ -3513,7 +3515,7 @@ }, { "cell_type": "markdown", - "id": "f8220dcb", + "id": "f19eab4b", "metadata": { "editable": true }, @@ -3527,7 +3529,7 @@ }, { "cell_type": "markdown", - "id": "c72578b5", + "id": "d5e735b4", "metadata": { "editable": true }, @@ -3546,7 +3548,7 @@ }, { "cell_type": "markdown", - "id": "b6dd939c", + "id": "2911819b", "metadata": { "editable": true }, @@ -3556,7 +3558,7 @@ }, { "cell_type": "markdown", - "id": "f4368817", + "id": "7e22b8f3", "metadata": { "editable": true }, @@ -3568,7 +3570,7 @@ }, { "cell_type": "markdown", - "id": "273a1ee3", + "id": "aa21f027", "metadata": { "editable": true }, @@ -3582,7 +3584,7 @@ }, { "cell_type": "markdown", - "id": "bd90c4cd", + "id": "0ae64e85", "metadata": { "editable": true }, @@ -3594,7 +3596,7 @@ }, { "cell_type": "markdown", - "id": "7e755f46", + "id": "25f04f52", "metadata": { "editable": true }, @@ -3604,7 +3606,7 @@ }, { "cell_type": "markdown", - "id": "d79120e6", + "id": "b9507486", "metadata": { "editable": true }, @@ -3616,7 +3618,7 @@ }, { "cell_type": "markdown", - "id": "e653c8e7", + "id": "a4f09fd9", "metadata": { "editable": true }, @@ -3633,7 +3635,7 @@ }, { "cell_type": "markdown", - "id": "30061962", + "id": "89a4dd64", "metadata": { "editable": true }, @@ -3643,7 +3645,7 @@ }, { "cell_type": "markdown", - "id": "dd0fb7b8", + "id": "e12c7f1f", "metadata": { "editable": true }, @@ -3659,7 +3661,7 @@ }, { "cell_type": "markdown", - "id": "1691c8c0", + "id": "ce657a98", "metadata": { "editable": true }, @@ -3669,7 +3671,7 @@ }, { "cell_type": "markdown", - "id": "e6ce2bff", + "id": "bf65318f", "metadata": { "editable": true }, @@ -3685,7 +3687,7 @@ }, { "cell_type": "markdown", - "id": "9ec5da0d", + "id": "ab7198f2", "metadata": { "editable": true }, @@ -3695,7 +3697,7 @@ }, { "cell_type": "markdown", - "id": "393a349c", + "id": "58b82bec", "metadata": { "editable": true }, @@ -3711,7 +3713,7 @@ }, { "cell_type": "markdown", - "id": "1f7f6262", + "id": "f92bbe1a", "metadata": { "editable": true }, @@ -3721,7 +3723,7 @@ }, { "cell_type": "markdown", - "id": "8d584adc", + "id": "36e0b936", "metadata": { "editable": true }, @@ -3738,7 +3740,7 @@ }, { "cell_type": "markdown", - "id": "25640918", + "id": "183f7286", "metadata": { "editable": true }, @@ -3750,7 +3752,7 @@ }, { "cell_type": "markdown", - "id": "f4fe4493", + "id": "df9df90f", "metadata": { "editable": true }, @@ -3762,7 +3764,7 @@ }, { "cell_type": "markdown", - "id": "9f4fe3e3", + "id": "c90899a8", "metadata": { "editable": true }, @@ -3774,7 +3776,7 @@ }, { "cell_type": "markdown", - "id": "11e6a3a0", + "id": "983cdbd6", "metadata": { "editable": true }, @@ -3784,7 +3786,7 @@ }, { "cell_type": "markdown", - "id": "407eaa57", + "id": "0f436284", "metadata": { "editable": true }, @@ -3796,7 +3798,7 @@ }, { "cell_type": "markdown", - "id": "bb2b3779", + "id": "7269e493", "metadata": { "editable": true }, @@ -3808,7 +3810,7 @@ }, { "cell_type": "markdown", - "id": "918381fb", + "id": "21eac5a7", "metadata": { "editable": true }, @@ -3820,7 +3822,7 @@ }, { "cell_type": "markdown", - "id": "5756c858", + "id": "7c9459fd", "metadata": { "editable": true }, @@ -3830,7 +3832,7 @@ }, { "cell_type": "markdown", - "id": "d93b3599", + "id": "631bf89c", "metadata": { "editable": true }, @@ -3842,7 +3844,7 @@ }, { "cell_type": "markdown", - "id": "dbfc1c41", + "id": "f0e2dabd", "metadata": { "editable": true }, @@ -3852,7 +3854,7 @@ }, { "cell_type": "markdown", - "id": "b1087142", + "id": "ede39b3f", "metadata": { "editable": true }, @@ -3864,7 +3866,7 @@ }, { "cell_type": "markdown", - "id": "e82fa7f7", + "id": "7f555ff2", "metadata": { "editable": true }, @@ -3880,7 +3882,7 @@ }, { "cell_type": "markdown", - "id": "1642a934", + "id": "4142188d", "metadata": { "editable": true }, @@ -3892,7 +3894,7 @@ }, { "cell_type": "markdown", - "id": "39c0e39f", + "id": "097c9279", "metadata": { "editable": true }, @@ -3904,7 +3906,7 @@ }, { "cell_type": "markdown", - "id": "b732098b", + "id": "b1592a88", "metadata": { "editable": true }, @@ -3914,7 +3916,7 @@ }, { "cell_type": "markdown", - "id": "95c2fdfd", + "id": "4f07ced0", "metadata": { "editable": true }, @@ -3926,7 +3928,7 @@ }, { "cell_type": "markdown", - "id": "dae64b7c", + "id": "d669c781", "metadata": { "editable": true }, @@ -3937,7 +3939,7 @@ }, { "cell_type": "markdown", - "id": "9bcbfe47", + "id": "e63ecc04", "metadata": { "editable": true }, @@ -3949,7 +3951,7 @@ }, { "cell_type": "markdown", - "id": "57d8f11b", + "id": "a2ab776d", "metadata": { "editable": true }, @@ -3959,7 +3961,7 @@ }, { "cell_type": "markdown", - "id": "23c75625", + "id": "9fde1543", "metadata": { "editable": true }, @@ -3971,7 +3973,7 @@ }, { "cell_type": "markdown", - "id": "2dadc3b4", + "id": "253cd0ab", "metadata": { "editable": true }, @@ -3981,7 +3983,7 @@ }, { "cell_type": "markdown", - "id": "c660e94c", + "id": "935f5017", "metadata": { "editable": true }, @@ -3993,7 +3995,7 @@ }, { "cell_type": "markdown", - "id": "650dbaa5", + "id": "03ac6053", "metadata": { "editable": true }, @@ -4004,7 +4006,7 @@ }, { "cell_type": "markdown", - "id": "ba036597", + "id": "82e8e71f", "metadata": { "editable": true }, @@ -4016,7 +4018,7 @@ }, { "cell_type": "markdown", - "id": "15f22850", + "id": "53f7343a", "metadata": { "editable": true }, @@ -4034,7 +4036,7 @@ }, { "cell_type": "markdown", - "id": "90a608b8", + "id": "8e6dd667", "metadata": { "editable": true }, @@ -4050,7 +4052,7 @@ }, { "cell_type": "markdown", - "id": "0031b6a1", + "id": "e57b1e19", "metadata": { "editable": true }, @@ -4062,7 +4064,7 @@ }, { "cell_type": "markdown", - "id": "50f9a4be", + "id": "431d052c", "metadata": { "editable": true }, @@ -4074,7 +4076,7 @@ }, { "cell_type": "markdown", - "id": "dd8f36d1", + "id": "bfb5acc9", "metadata": { "editable": true }, @@ -4086,7 +4088,7 @@ }, { "cell_type": "markdown", - "id": "17767821", + "id": "52b1fcc3", "metadata": { "editable": true }, @@ -4099,7 +4101,7 @@ }, { "cell_type": "markdown", - "id": "cd378ce2", + "id": "c0b02536", "metadata": { "editable": true }, @@ -4115,7 +4117,7 @@ }, { "cell_type": "markdown", - "id": "25f962ae", + "id": "f3b67f67", "metadata": { "editable": true }, @@ -4129,7 +4131,7 @@ }, { "cell_type": "markdown", - "id": "6e016c3e", + "id": "c4130d0b", "metadata": { "editable": true }, @@ -4139,7 +4141,7 @@ }, { "cell_type": "markdown", - "id": "3f0949a7", + "id": "926b7b65", "metadata": { "editable": true }, @@ -4151,7 +4153,7 @@ }, { "cell_type": "markdown", - "id": "68ee6732", + "id": "4d5eb320", "metadata": { "editable": true }, @@ -4161,7 +4163,7 @@ }, { "cell_type": "markdown", - "id": "7925746b", + "id": "e0544424", "metadata": { "editable": true }, @@ -4173,7 +4175,7 @@ }, { "cell_type": "markdown", - "id": "93cccb87", + "id": "422f75af", "metadata": { "editable": true }, @@ -4183,7 +4185,7 @@ }, { "cell_type": "markdown", - "id": "af5dc54e", + "id": "9593498d", "metadata": { "editable": true }, @@ -4197,7 +4199,7 @@ }, { "cell_type": "markdown", - "id": "409097c5", + "id": "7f13e100", "metadata": { "editable": true }, @@ -4214,7 +4216,7 @@ }, { "cell_type": "markdown", - "id": "ce35f8cd", + "id": "9b6613bd", "metadata": { "editable": true }, @@ -4230,7 +4232,7 @@ }, { "cell_type": "markdown", - "id": "14e59b18", + "id": "1eeb6559", "metadata": { "editable": true }, @@ -4242,7 +4244,7 @@ }, { "cell_type": "markdown", - "id": "d695a41f", + "id": "e484d492", "metadata": { "editable": true }, @@ -4255,7 +4257,7 @@ }, { "cell_type": "markdown", - "id": "98c0aa9e", + "id": "f5e67ca7", "metadata": { "editable": true }, @@ -4269,7 +4271,7 @@ }, { "cell_type": "markdown", - "id": "d5ec88a2", + "id": "3ea9bbff", "metadata": { "editable": true }, @@ -4279,7 +4281,7 @@ }, { "cell_type": "markdown", - "id": "b8e87fc7", + "id": "cdf01f7e", "metadata": { "editable": true }, @@ -4292,7 +4294,7 @@ }, { "cell_type": "markdown", - "id": "73f8a37c", + "id": "0ec98540", "metadata": { "editable": true }, @@ -4311,7 +4313,7 @@ }, { "cell_type": "markdown", - "id": "b5685f73", + "id": "cc502dc5", "metadata": { "editable": true }, @@ -4323,7 +4325,7 @@ }, { "cell_type": "markdown", - "id": "d33818a6", + "id": "97c54b6b", "metadata": { "editable": true }, @@ -4335,7 +4337,7 @@ }, { "cell_type": "markdown", - "id": "a8ac336a", + "id": "af4b9fb5", "metadata": { "editable": true }, @@ -4345,7 +4347,7 @@ }, { "cell_type": "markdown", - "id": "3b3df3bd", + "id": "781e1060", "metadata": { "editable": true }, @@ -4357,7 +4359,7 @@ }, { "cell_type": "markdown", - "id": "3e6823a3", + "id": "975af21b", "metadata": { "editable": true }, @@ -4370,7 +4372,7 @@ }, { "cell_type": "markdown", - "id": "140d91a6", + "id": "e020b717", "metadata": { "editable": true }, @@ -4389,7 +4391,7 @@ }, { "cell_type": "markdown", - "id": "777762cc", + "id": "71796e08", "metadata": { "editable": true }, @@ -4399,7 +4401,7 @@ }, { "cell_type": "markdown", - "id": "491754e5", + "id": "bcf53807", "metadata": { "editable": true }, @@ -4418,7 +4420,7 @@ }, { "cell_type": "markdown", - "id": "28c5c1ef", + "id": "0d110719", "metadata": { "editable": true }, @@ -4436,7 +4438,7 @@ }, { "cell_type": "markdown", - "id": "bb7447a4", + "id": "7bc1b5db", "metadata": { "editable": true }, @@ -4450,7 +4452,7 @@ }, { "cell_type": "markdown", - "id": "87eb961e", + "id": "7fe635ef", "metadata": { "editable": true }, @@ -4465,7 +4467,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "61ab5106", + "id": "cde46031", "metadata": { "collapsed": false, "editable": true @@ -4486,7 +4488,7 @@ }, { "cell_type": "markdown", - "id": "6bf630cb", + "id": "13b2f4b2", "metadata": { "editable": true }, @@ -4503,7 +4505,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "52a37ecd", + "id": "3b76f958", "metadata": { "collapsed": false, "editable": true @@ -4535,7 +4537,7 @@ }, { "cell_type": "markdown", - "id": "dc629cda", + "id": "41d7f745", "metadata": { "editable": true }, @@ -4549,7 +4551,7 @@ }, { "cell_type": "markdown", - "id": "2d746b53", + "id": "e984c719", "metadata": { "editable": true }, @@ -4562,7 +4564,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "f9300182", + "id": "acb65991", "metadata": { "collapsed": false, "editable": true @@ -4587,7 +4589,7 @@ }, { "cell_type": "markdown", - "id": "baa289ef", + "id": "6b800aaa", "metadata": { "editable": true }, @@ -4597,7 +4599,7 @@ }, { "cell_type": "markdown", - "id": "5b453957", + "id": "c6ff301f", "metadata": { "editable": true }, @@ -4608,7 +4610,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "3e58c060", + "id": "c24073b5", "metadata": { "collapsed": false, "editable": true @@ -4662,7 +4664,7 @@ }, { "cell_type": "markdown", - "id": "d2ed77e1", + "id": "7efb5b00", "metadata": { "editable": true }, @@ -4679,7 +4681,7 @@ }, { "cell_type": "markdown", - "id": "59fec8cf", + "id": "bf2bb0dd", "metadata": { "editable": true }, @@ -4691,7 +4693,7 @@ }, { "cell_type": "markdown", - "id": "03ef8b54", + "id": "c6200de6", "metadata": { "editable": true }, @@ -4703,7 +4705,7 @@ }, { "cell_type": "markdown", - "id": "42df6819", + "id": "0b0725eb", "metadata": { "editable": true }, @@ -4713,7 +4715,7 @@ }, { "cell_type": "markdown", - "id": "93f18132", + "id": "c84487a4", "metadata": { "editable": true }, @@ -4730,7 +4732,7 @@ }, { "cell_type": "markdown", - "id": "7ad53332", + "id": "b33a3bb0", "metadata": { "editable": true }, @@ -4740,7 +4742,7 @@ }, { "cell_type": "markdown", - "id": "a71a4506", + "id": "7864a2c5", "metadata": { "editable": true }, @@ -4755,7 +4757,7 @@ }, { "cell_type": "markdown", - "id": "ba124e79", + "id": "45f8a421", "metadata": { "editable": true }, @@ -4765,7 +4767,7 @@ }, { "cell_type": "markdown", - "id": "1a8dc304", + "id": "bb1ed4b2", "metadata": { "editable": true }, @@ -4779,7 +4781,7 @@ }, { "cell_type": "markdown", - "id": "e262eb52", + "id": "d4953f79", "metadata": { "editable": true }, @@ -4791,7 +4793,7 @@ }, { "cell_type": "markdown", - "id": "d9bb7592", + "id": "cf7fb557", "metadata": { "editable": true }, @@ -4803,7 +4805,7 @@ }, { "cell_type": "markdown", - "id": "c104c5a2", + "id": "97c2518c", "metadata": { "editable": true }, @@ -4815,7 +4817,7 @@ }, { "cell_type": "markdown", - "id": "f7b56297", + "id": "2d654a0f", "metadata": { "editable": true }, @@ -4825,7 +4827,7 @@ }, { "cell_type": "markdown", - "id": "476df6a8", + "id": "4d325cac", "metadata": { "editable": true }, @@ -4837,7 +4839,7 @@ }, { "cell_type": "markdown", - "id": "708c9dde", + "id": "b8d4cc1c", "metadata": { "editable": true }, @@ -4847,7 +4849,7 @@ }, { "cell_type": "markdown", - "id": "5aa7a295", + "id": "d4ae3be8", "metadata": { "editable": true }, @@ -4864,7 +4866,7 @@ }, { "cell_type": "markdown", - "id": "c280709e", + "id": "eecc1756", "metadata": { "editable": true }, @@ -4874,7 +4876,7 @@ }, { "cell_type": "markdown", - "id": "6fb708e6", + "id": "eed91ae9", "metadata": { "editable": true }, @@ -4886,7 +4888,7 @@ }, { "cell_type": "markdown", - "id": "9bd89cad", + "id": "add135b7", "metadata": { "editable": true }, @@ -4896,7 +4898,7 @@ }, { "cell_type": "markdown", - "id": "66d52818", + "id": "1b5cd68c", "metadata": { "editable": true }, @@ -4908,7 +4910,7 @@ }, { "cell_type": "markdown", - "id": "697358ef", + "id": "37574dab", "metadata": { "editable": true }, @@ -4922,7 +4924,7 @@ }, { "cell_type": "markdown", - "id": "c7835825", + "id": "f93e4f56", "metadata": { "editable": true }, @@ -4934,7 +4936,7 @@ }, { "cell_type": "markdown", - "id": "dc60e78e", + "id": "d029f9dd", "metadata": { "editable": true }, @@ -4956,7 +4958,7 @@ }, { "cell_type": "markdown", - "id": "b842c6f8", + "id": "c0b9cede", "metadata": { "editable": true }, @@ -4968,7 +4970,7 @@ }, { "cell_type": "markdown", - "id": "39430147", + "id": "552c3234", "metadata": { "editable": true }, @@ -4983,7 +4985,7 @@ }, { "cell_type": "markdown", - "id": "a1a9de0f", + "id": "3fbd26d9", "metadata": { "editable": true }, @@ -4995,7 +4997,7 @@ }, { "cell_type": "markdown", - "id": "6ec35e26", + "id": "bd716e28", "metadata": { "editable": true }, @@ -5007,7 +5009,7 @@ }, { "cell_type": "markdown", - "id": "5c766892", + "id": "7bbcf98d", "metadata": { "editable": true }, @@ -5017,7 +5019,7 @@ }, { "cell_type": "markdown", - "id": "208c9a9d", + "id": "fe830533", "metadata": { "editable": true }, @@ -5029,7 +5031,7 @@ }, { "cell_type": "markdown", - "id": "bdb0d77b", + "id": "8a6ba504", "metadata": { "editable": true }, @@ -5039,7 +5041,7 @@ }, { "cell_type": "markdown", - "id": "0307040c", + "id": "d21aa636", "metadata": { "editable": true }, @@ -5051,7 +5053,7 @@ }, { "cell_type": "markdown", - "id": "470ec977", + "id": "94080758", "metadata": { "editable": true }, @@ -5061,7 +5063,7 @@ }, { "cell_type": "markdown", - "id": "c792ed2e", + "id": "7393d0d6", "metadata": { "editable": true }, @@ -5073,7 +5075,7 @@ }, { "cell_type": "markdown", - "id": "f2afdfb3", + "id": "5b57e226", "metadata": { "editable": true }, @@ -5090,7 +5092,7 @@ }, { "cell_type": "markdown", - "id": "44e96378", + "id": "908cb642", "metadata": { "editable": true }, @@ -5103,7 +5105,7 @@ }, { "cell_type": "markdown", - "id": "41570d44", + "id": "ea466969", "metadata": { "editable": true }, @@ -5115,7 +5117,7 @@ }, { "cell_type": "markdown", - "id": "3800f6aa", + "id": "84aceaf9", "metadata": { "editable": true }, @@ -5125,7 +5127,7 @@ }, { "cell_type": "markdown", - "id": "c730feea", + "id": "e1f62ccc", "metadata": { "editable": true }, @@ -5138,7 +5140,7 @@ }, { "cell_type": "markdown", - "id": "0f42466b", + "id": "864ec2d0", "metadata": { "editable": true }, @@ -5148,7 +5150,7 @@ }, { "cell_type": "markdown", - "id": "6a59d510", + "id": "9e98ecef", "metadata": { "editable": true }, @@ -5160,7 +5162,7 @@ }, { "cell_type": "markdown", - "id": "a220eac6", + "id": "fa772655", "metadata": { "editable": true }, @@ -5173,7 +5175,7 @@ }, { "cell_type": "markdown", - "id": "b1552898", + "id": "4c175716", "metadata": { "editable": true }, @@ -5186,7 +5188,7 @@ }, { "cell_type": "markdown", - "id": "c1fb4d79", + "id": "0a717474", "metadata": { "editable": true }, @@ -5198,7 +5200,7 @@ }, { "cell_type": "markdown", - "id": "f74a50f3", + "id": "7a411718", "metadata": { "editable": true }, @@ -5210,7 +5212,7 @@ }, { "cell_type": "markdown", - "id": "d91b2af5", + "id": "37e0a2d7", "metadata": { "editable": true }, @@ -5220,7 +5222,7 @@ }, { "cell_type": "markdown", - "id": "3223ff5e", + "id": "332f3492", "metadata": { "editable": true }, @@ -5233,7 +5235,7 @@ }, { "cell_type": "markdown", - "id": "996d1643", + "id": "0c9fccd1", "metadata": { "editable": true }, @@ -5245,7 +5247,7 @@ }, { "cell_type": "markdown", - "id": "b95d5ee7", + "id": "97f20b29", "metadata": { "editable": true }, @@ -5257,7 +5259,7 @@ }, { "cell_type": "markdown", - "id": "50508cfb", + "id": "aa95ae99", "metadata": { "editable": true }, @@ -5269,7 +5271,7 @@ }, { "cell_type": "markdown", - "id": "5ba4add4", + "id": "75d137ff", "metadata": { "editable": true }, @@ -5281,7 +5283,7 @@ }, { "cell_type": "markdown", - "id": "54263127", + "id": "c4d95105", "metadata": { "editable": true }, @@ -5295,7 +5297,7 @@ }, { "cell_type": "markdown", - "id": "adef9008", + "id": "dcdc73f6", "metadata": { "editable": true }, @@ -5307,7 +5309,7 @@ }, { "cell_type": "markdown", - "id": "d7bd0ebe", + "id": "72118165", "metadata": { "editable": true }, @@ -5317,7 +5319,7 @@ }, { "cell_type": "markdown", - "id": "24e49828", + "id": "2e5cdc63", "metadata": { "editable": true }, @@ -5329,7 +5331,7 @@ }, { "cell_type": "markdown", - "id": "94eca210", + "id": "f68206a9", "metadata": { "editable": true }, @@ -5341,7 +5343,7 @@ }, { "cell_type": "markdown", - "id": "c3d3f41e", + "id": "5daca0e9", "metadata": { "editable": true }, @@ -5353,7 +5355,7 @@ }, { "cell_type": "markdown", - "id": "35d2e488", + "id": "6a6c67f6", "metadata": { "editable": true }, @@ -5365,7 +5367,7 @@ }, { "cell_type": "markdown", - "id": "f55212bc", + "id": "8842c60f", "metadata": { "editable": true }, @@ -5377,7 +5379,7 @@ }, { "cell_type": "markdown", - "id": "11eb2ecd", + "id": "d84a6f2b", "metadata": { "editable": true }, @@ -5396,7 +5398,7 @@ }, { "cell_type": "markdown", - "id": "ac0b37e4", + "id": "20c11ca3", "metadata": { "editable": true }, @@ -5408,7 +5410,7 @@ }, { "cell_type": "markdown", - "id": "12a2abf9", + "id": "2e3e3cf9", "metadata": { "editable": true }, @@ -5418,7 +5420,7 @@ }, { "cell_type": "markdown", - "id": "58bbe0b5", + "id": "4a413908", "metadata": { "editable": true }, @@ -5430,7 +5432,7 @@ }, { "cell_type": "markdown", - "id": "4a9a4758", + "id": "69332e69", "metadata": { "editable": true }, @@ -5440,7 +5442,7 @@ }, { "cell_type": "markdown", - "id": "75f7eb2e", + "id": "cda5f635", "metadata": { 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Linear Regression","14. Building a Feed Forward Neural Network","15. Solving Differential Equations with Deep Learning","16. Convolutional Neural Networks","17. Recurrent neural networks: Overarching view","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","12. Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Project 2 on Machine Learning, deadline November 17 (Midnight)","Project 3 on Machine Learning, deadline December 18 (midnight), 2023","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso 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Linear Regression","14. Building a Feed Forward Neural Network","15. Solving Differential Equations with Deep Learning","16. Convolutional Neural Networks","17. Recurrent neural networks: Overarching view","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","12. Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Project 2 on Machine Learning, deadline November 17 (Midnight)","Project 3 on Machine Learning, deadline December 18 (midnight), 2023","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso 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\ No newline at end of file diff --git a/doc/LectureNotes/_build/html/week35.html b/doc/LectureNotes/_build/html/week35.html index edda3dd62..0c9a75fec 100644 --- a/doc/LectureNotes/_build/html/week35.html +++ b/doc/LectureNotes/_build/html/week35.html @@ -1118,6 +1118,7 @@ doconce format html week35.do.txt --no_mako -->

  1. These lecture notes

  2. Video of lecture

    3. +

  3. Video for exercises week 35

  4. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)

  5. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.

  6. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL”https://mml-book.github.io/” (section 5.5 on derivatives) is very useful for exercise 1 this coming week.

    7. @@ -1597,7 +1598,7 @@ Since we are not using Scikit-Learn here we can define our own
    -
    0.9960987015666213
+
    0.9955853547770925
    @@ -1614,7 +1615,7 @@ Since we are not using Scikit-Learn here we can define our own
    -
    0.008479177639949449
+
    0.009975924157146357
    @@ -1629,31 +1630,23 @@ Since we are not using Scikit-Learn here we can define our own
    -
    [3.33897624e-02 2.82933065e-02 2.08502578e-02 5.70368882e-03
- 1.36392181e-02 3.54890204e-02 4.52322923e-02 7.20183951e-02
- 6.08424143e-03 1.51876722e-02 2.72107224e-02 4.38536455e-02
- 1.01890271e-02 7.59583924e-03 1.54362677e-02 1.39857639e-02
- 3.04600349e-02 5.35392690e-02 6.14211764e-03 2.44308477e-03
- 1.74218636e-03 1.36163844e-02 3.15915417e-02 6.07182377e-04
- 5.90558936e-03 5.35227195e-05 9.78647442e-03 1.26624586e-02
- 1.45101677e-02 1.92012445e-02 5.05837221e-02 6.17112259e-03
- 1.11723198e-02 6.93356993e-03 1.93438490e-02 1.33978089e-02
- 7.08793873e-03 2.86963555e-02 3.74845516e-02 9.09026386e-03
- 9.83959386e-03 1.47179272e-02 2.28687236e-03 1.79501684e-02
- 4.29334886e-02 5.70888990e-03 1.77605945e-03 8.68241292e-03
- 9.19704684e-02 1.94558442e-02 6.13073296e-03 4.87955713e-03
- 2.61004589e-02 2.48914361e-02 1.68762810e-02 5.66037582e-02
- 3.32605607e-02 2.20330004e-02 8.80858500e-02 5.40907614e-02
- 6.99537250e-03 2.13619518e-02 2.92595981e-02 2.13400535e-02
- 4.74734301e-03 7.13396439e-03 2.94193224e-03 1.28749016e-02
- 1.04702436e-01 2.25969618e-02 4.31600436e-03 4.04787888e-02
- 7.73538998e-03 2.21569425e-02 1.89182406e-02 1.89215419e-03
- 1.06170091e-02 1.90932454e-02 1.33876558e-02 9.18004907e-03
- 3.59120619e-02 4.23663774e-03 4.75744838e-02 5.05958988e-03
- 7.91845464e-04 3.83995681e-02 1.29557246e-02 4.35758612e-02
- 3.74194699e-03 2.05752451e-02 1.29311961e-02 7.07147609e-03
- 5.43495641e-03 9.07930457e-03 9.59668773e-04 2.80566926e-03
- 3.14738036e-02 1.34254673e-02 4.80114766e-02 5.31124303e-02]
+
    [0.03310948 0.03502605 0.01238528 0.01145325 0.01120753 0.04024121
+ 0.02365946 0.00802057 0.01686313 0.06417556 0.02459689 0.03750064
+ 0.00027126 0.04470158 0.02703163 0.07640212 0.0372278  0.12977735
+ 0.00607227 0.05519101 0.00506541 0.01080061 0.01466418 0.0235557
+ 0.0039114  0.01903413 0.00530754 0.00284682 0.00234831 0.00575843
+ 0.00288898 0.00864249 0.03421216 0.0238318  0.02846355 0.05133809
+ 0.02410477 0.00618364 0.00616064 0.05455225 0.01761095 0.00756235
+ 0.02465031 0.01140481 0.00569631 0.04057615 0.0102482  0.06849452
+ 0.02568311 0.0038013  0.02460166 0.00968573 0.00510049 0.03368503
+ 0.0275728  0.01629911 0.03063595 0.00953303 0.04675468 0.04944357
+ 0.00768229 0.00974873 0.02744664 0.0039037  0.02755583 0.00960513
+ 0.00340126 0.02270334 0.03343177 0.01023188 0.01071707 0.0053717
+ 0.00989298 0.02147188 0.01733341 0.02393489 0.09413086 0.00693229
+ 0.01547395 0.00893513 0.01198614 0.00880861 0.05151828 0.01074123
+ 0.02611675 0.04174576 0.02879514 0.04182729 0.05830426 0.02412449
+ 0.03064238 0.00449104 0.02332052 0.04607275 0.06390074 0.02795048
+ 0.0056416  0.00463706 0.0240445  0.02081809]
    @@ -1722,15 +1715,15 @@ but now splitting the data into a training set and a test set.

    -
    [ 1.9493303   0.64347371  2.56535839  3.65129524 -1.82028236]
+
    [ 1.90133797  0.41151358  5.10853105 -1.67354637  1.25212002]
 Training R2
-0.9968948714928851
+0.9943899533894374
 Training MSE
-0.007373820933373729
+0.012961500458019132
 Test R2
-0.9971066204281798
+0.9940852985232707
 Test MSE
-0.009252005542369688
+0.012176386103148444
    @@ -2411,7 +2404,9 @@ Feature min values after scaling: -0.88613493 -0.884669 -0.88323026 -0.88182591 -0.75269037 -0.75050135 -0.74829661 -0.74607851 -0.74384949 -0.6652177 -0.66294408 -0.66064822 -0.65833132 -0.65599456 -0.6536392 ] -Feature max values after scaling: +
    +
    +
    Feature max values after scaling:
  [0.         1.71737253 1.75576555 2.20916295 2.23971032 2.26995402
  2.60543038 2.63162342 2.65743689 2.68286725 2.94273542 2.96631321
  2.98947894 3.01222822 3.034557   3.24159785 3.26297455 3.28391978
diff --git a/doc/LectureNotes/_build/jupyter_execute/week35.ipynb b/doc/LectureNotes/_build/jupyter_execute/week35.ipynb
index 1b36010b2..a0e2b39e8 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week35.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/week35.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a4c8f3e7",
+   "id": "4056272f",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "959e7c4f",
+   "id": "bed7fa64",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6849cc6",
+   "id": "f651b769",
    "metadata": {
     "editable": true
    },
@@ -49,7 +49,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "227526ee",
+   "id": "3cc28c2f",
    "metadata": {
     "editable": true
    },
@@ -60,16 +60,18 @@
     "\n",
     "2. [Video of lecture](https://youtu.be/VKakN-e4aUA)\n",
     "\n",
-    "3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n",
+    "3. [Video for exercises week 35](https://youtu.be/yiY0OltU1s8)\n",
     "\n",
-    "4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n",
+    "4. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n",
     "\n",
-    "5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week."
+    "5. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n",
+    "\n",
+    "6. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "7a23a33d",
+   "id": "4ce22826",
    "metadata": {
     "editable": true
    },
@@ -103,7 +105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "53a199d1",
+   "id": "1d9df4fe",
    "metadata": {
     "editable": true
    },
@@ -119,7 +121,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b572594",
+   "id": "7bc9d9b8",
    "metadata": {
     "editable": true
    },
@@ -131,7 +133,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "baddcb7b",
+   "id": "16d390b6",
    "metadata": {
     "editable": true
    },
@@ -141,7 +143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4831a2c7",
+   "id": "4e4a28d3",
    "metadata": {
     "editable": true
    },
@@ -153,7 +155,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7855acbd",
+   "id": "eb6ac14f",
    "metadata": {
     "editable": true
    },
@@ -174,7 +176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e489c877",
+   "id": "4da31a11",
    "metadata": {
     "editable": true
    },
@@ -186,7 +188,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8962de54",
+   "id": "2231b9b8",
    "metadata": {
     "editable": true
    },
@@ -199,7 +201,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "839560c0",
+   "id": "dc2e84eb",
    "metadata": {
     "editable": true
    },
@@ -211,7 +213,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "19671b87",
+   "id": "a2cd53fd",
    "metadata": {
     "editable": true
    },
@@ -223,7 +225,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b9e52d5",
+   "id": "142e9e9d",
    "metadata": {
     "editable": true
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@@ -233,7 +235,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10c51b3d",
+   "id": "a3d1bc30",
    "metadata": {
     "editable": true
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@@ -245,7 +247,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2beea594",
+   "id": "4824b7b6",
    "metadata": {
     "editable": true
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@@ -258,7 +260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "45aa8758",
+   "id": "aac7541e",
    "metadata": {
     "editable": true
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@@ -270,7 +272,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "517f3b5e",
+   "id": "68cb773e",
    "metadata": {
     "editable": true
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@@ -280,7 +282,7 @@
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   {
    "cell_type": "markdown",
-   "id": "1afd62d4",
+   "id": "558ff41a",
    "metadata": {
     "editable": true
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@@ -292,7 +294,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a4b4bb62",
+   "id": "29815637",
    "metadata": {
     "editable": true
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@@ -304,7 +306,7 @@
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   {
    "cell_type": "markdown",
-   "id": "d8f50b66",
+   "id": "48dac5ad",
    "metadata": {
     "editable": true
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@@ -315,7 +317,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79350ccb",
+   "id": "b06e9d96",
    "metadata": {
     "editable": true
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@@ -327,7 +329,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3d2eef3",
+   "id": "edd5397a",
    "metadata": {
     "editable": true
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@@ -346,7 +348,7 @@
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   {
    "cell_type": "markdown",
-   "id": "80a776b1",
+   "id": "5684ef05",
    "metadata": {
     "editable": true
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@@ -359,7 +361,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83e65671",
+   "id": "3a97a3c6",
    "metadata": {
     "editable": true
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@@ -369,7 +371,7 @@
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   {
    "cell_type": "markdown",
-   "id": "dcd401a6",
+   "id": "49ef3525",
    "metadata": {
     "editable": true
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@@ -381,7 +383,7 @@
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   {
    "cell_type": "markdown",
-   "id": "af49643b",
+   "id": "9ecb7f5e",
    "metadata": {
     "editable": true
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@@ -391,7 +393,7 @@
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   {
    "cell_type": "markdown",
-   "id": "f6cd4986",
+   "id": "d817f6e0",
    "metadata": {
     "editable": true
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@@ -403,7 +405,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93a3774a",
+   "id": "8bfba457",
    "metadata": {
     "editable": true
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@@ -413,7 +415,7 @@
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   {
    "cell_type": "markdown",
-   "id": "5cacc270",
+   "id": "295374b3",
    "metadata": {
     "editable": true
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@@ -425,7 +427,7 @@
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   {
    "cell_type": "markdown",
-   "id": "affb01c0",
+   "id": "a286d821",
    "metadata": {
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@@ -436,7 +438,7 @@
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   {
    "cell_type": "markdown",
-   "id": "35e50283",
+   "id": "b82376cc",
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@@ -448,7 +450,7 @@
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   {
    "cell_type": "markdown",
-   "id": "7e137ec8",
+   "id": "1bc91e3c",
    "metadata": {
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@@ -458,7 +460,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9168a472",
+   "id": "ef57a496",
    "metadata": {
     "editable": true
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@@ -470,7 +472,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42261983",
+   "id": "ef6b79b3",
    "metadata": {
     "editable": true
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@@ -480,7 +482,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac934e5f",
+   "id": "2bfe6ba6",
    "metadata": {
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@@ -492,7 +494,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2018e5e",
+   "id": "1ea9631f",
    "metadata": {
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@@ -512,7 +514,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f3d10b4e",
+   "id": "40df8223",
    "metadata": {
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@@ -539,7 +541,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ffdf547",
+   "id": "e45dec6e",
    "metadata": {
     "editable": true
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@@ -551,7 +553,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06fe59d3",
+   "id": "044bc60d",
    "metadata": {
     "editable": true
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@@ -563,7 +565,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4fd53261",
+   "id": "b54ca0eb",
    "metadata": {
     "editable": true
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@@ -579,7 +581,7 @@
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   {
    "cell_type": "markdown",
-   "id": "9dac1f85",
+   "id": "9bc22dd0",
    "metadata": {
     "editable": true
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@@ -597,7 +599,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ddbe0f3",
+   "id": "9af4fcfe",
    "metadata": {
     "editable": true
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@@ -609,7 +611,7 @@
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   {
    "cell_type": "markdown",
-   "id": "b493f27d",
+   "id": "84760094",
    "metadata": {
     "editable": true
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@@ -621,7 +623,7 @@
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   {
    "cell_type": "markdown",
-   "id": "d8e52971",
+   "id": "0d9a7ac6",
    "metadata": {
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@@ -632,7 +634,7 @@
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   {
    "cell_type": "markdown",
-   "id": "2467254e",
+   "id": "ccbe4c4e",
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@@ -644,7 +646,7 @@
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   {
    "cell_type": "markdown",
-   "id": "ad1bb07b",
+   "id": "1c8a9e7d",
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@@ -654,7 +656,7 @@
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   {
    "cell_type": "markdown",
-   "id": "910a1e9c",
+   "id": "ecb14896",
    "metadata": {
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@@ -666,7 +668,7 @@
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   {
    "cell_type": "markdown",
-   "id": "e21b9cd4",
+   "id": "6578e470",
    "metadata": {
     "editable": true
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@@ -680,7 +682,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7859263",
+   "id": "227ea794",
    "metadata": {
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@@ -692,7 +694,7 @@
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   {
    "cell_type": "markdown",
-   "id": "a73d4636",
+   "id": "d88f1a80",
    "metadata": {
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@@ -704,7 +706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce30bf27",
+   "id": "c6f9c72f",
    "metadata": {
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@@ -716,7 +718,7 @@
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   {
    "cell_type": "markdown",
-   "id": "d38383b9",
+   "id": "014a0ee3",
    "metadata": {
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@@ -726,7 +728,7 @@
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   {
    "cell_type": "markdown",
-   "id": "a5e969fe",
+   "id": "bbd1cd50",
    "metadata": {
     "editable": true
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@@ -738,7 +740,7 @@
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   {
    "cell_type": "markdown",
-   "id": "05ad78b6",
+   "id": "7129292e",
    "metadata": {
     "editable": true
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@@ -750,7 +752,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c200bbd6",
+   "id": "63264651",
    "metadata": {
     "editable": true
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@@ -762,7 +764,7 @@
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   {
    "cell_type": "markdown",
-   "id": "0e76e759",
+   "id": "d86227f5",
    "metadata": {
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@@ -776,7 +778,7 @@
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   {
    "cell_type": "markdown",
-   "id": "20f0ef9e",
+   "id": "4b24b1a0",
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@@ -788,7 +790,7 @@
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   {
    "cell_type": "markdown",
-   "id": "ccd6ef29",
+   "id": "0329d0e5",
    "metadata": {
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@@ -800,7 +802,7 @@
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   {
    "cell_type": "markdown",
-   "id": "3d0021d4",
+   "id": "60fdb497",
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@@ -812,7 +814,7 @@
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   {
    "cell_type": "markdown",
-   "id": "b93aec90",
+   "id": "23ddc055",
    "metadata": {
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@@ -822,7 +824,7 @@
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   {
    "cell_type": "markdown",
-   "id": "d7b53094",
+   "id": "3cd9c608",
    "metadata": {
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@@ -834,7 +836,7 @@
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   {
    "cell_type": "markdown",
-   "id": "374bedac",
+   "id": "798f4dbf",
    "metadata": {
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@@ -844,7 +846,7 @@
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   {
    "cell_type": "markdown",
-   "id": "578e857b",
+   "id": "d4c7b4f8",
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@@ -856,7 +858,7 @@
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   {
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-   "id": "44b8e0d5",
+   "id": "aaea62fe",
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@@ -866,7 +868,7 @@
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   {
    "cell_type": "markdown",
-   "id": "83cf4934",
+   "id": "558bd5db",
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@@ -878,7 +880,7 @@
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   {
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-   "id": "54d87a04",
+   "id": "7196cbcc",
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@@ -890,7 +892,7 @@
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   {
    "cell_type": "markdown",
-   "id": "75b5c120",
+   "id": "b3aeae7c",
    "metadata": {
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@@ -902,7 +904,7 @@
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   {
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-   "id": "349aed8a",
+   "id": "b08d19a4",
    "metadata": {
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@@ -917,7 +919,7 @@
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   {
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-   "id": "d66cc9ad",
+   "id": "04ec54c8",
    "metadata": {
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@@ -929,7 +931,7 @@
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   {
    "cell_type": "markdown",
-   "id": "2e4f3835",
+   "id": "15b70672",
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@@ -939,7 +941,7 @@
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   {
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-   "id": "79d6c4a1",
+   "id": "baabd91a",
    "metadata": {
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@@ -951,7 +953,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa478123",
+   "id": "c31bcade",
    "metadata": {
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@@ -961,7 +963,7 @@
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   {
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-   "id": "5baf3cf3",
+   "id": "0c70fe69",
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@@ -973,7 +975,7 @@
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   {
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-   "id": "55bccb8f",
+   "id": "8311f527",
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@@ -983,7 +985,7 @@
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   {
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-   "id": "e5d72571",
+   "id": "38a430f0",
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@@ -995,7 +997,7 @@
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   {
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-   "id": "c5d24b37",
+   "id": "9cacb60b",
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@@ -1007,7 +1009,7 @@
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   {
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-   "id": "034723eb",
+   "id": "48c8af1a",
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@@ -1019,7 +1021,7 @@
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   {
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-   "id": "99f84d2d",
+   "id": "3d5b6042",
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@@ -1029,7 +1031,7 @@
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-   "id": "84a5648d",
+   "id": "1d50d4ad",
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@@ -1041,7 +1043,7 @@
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-   "id": "71302309",
+   "id": "f3ef4fda",
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@@ -1054,7 +1056,7 @@
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   {
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-   "id": "d3c880b6",
+   "id": "2540968d",
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@@ -1066,7 +1068,7 @@
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   {
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-   "id": "0ad3e27b",
+   "id": "3bc106fa",
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@@ -1076,7 +1078,7 @@
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   {
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-   "id": "ddf58d6d",
+   "id": "35c769d4",
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@@ -1088,7 +1090,7 @@
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-   "id": "fce48c5c",
+   "id": "f964b8d2",
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@@ -1098,7 +1100,7 @@
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-   "id": "0bb38fd4",
+   "id": "278df999",
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@@ -1110,7 +1112,7 @@
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-   "id": "8d03c742",
+   "id": "ef003c39",
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@@ -1120,7 +1122,7 @@
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-   "id": "5d1bd0dd",
+   "id": "f4bae399",
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@@ -1132,7 +1134,7 @@
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-   "id": "5f118679",
+   "id": "e4161bf9",
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@@ -1142,7 +1144,7 @@
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-   "id": "e1c3e5ab",
+   "id": "a5badddc",
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@@ -1154,7 +1156,7 @@
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-   "id": "51937c66",
+   "id": "3a9bcee4",
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@@ -1164,7 +1166,7 @@
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-   "id": "55f8871a",
+   "id": "742dd6d4",
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@@ -1176,7 +1178,7 @@
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+   "id": "07447ef0",
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@@ -1188,7 +1190,7 @@
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-   "id": "fc537a1b",
+   "id": "42809d8f",
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@@ -1200,7 +1202,7 @@
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+   "id": "3de9e409",
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@@ -1212,7 +1214,7 @@
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+   "id": "976c9ed9",
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@@ -1224,7 +1226,7 @@
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+   "id": "598bfc4d",
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@@ -1236,7 +1238,7 @@
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-   "id": "e025864d",
+   "id": "bdbc0fea",
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@@ -1252,7 +1254,7 @@
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   {
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-   "id": "f8c3180f",
+   "id": "11a6a7b9",
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@@ -1264,7 +1266,7 @@
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-   "id": "41e51518",
+   "id": "4587c0c5",
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@@ -1274,7 +1276,7 @@
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-   "id": "2b8b6511",
+   "id": "300ea026",
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@@ -1286,7 +1288,7 @@
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   {
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-   "id": "5ba4b948",
+   "id": "18a45342",
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@@ -1304,7 +1306,7 @@
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   {
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-   "id": "dacd56e9",
+   "id": "b1538a53",
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@@ -1316,7 +1318,7 @@
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   {
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-   "id": "ff3e1ed3",
+   "id": "80afef85",
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@@ -1328,7 +1330,7 @@
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   {
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-   "id": "d41ee98a",
+   "id": "f2175720",
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@@ -1338,7 +1340,7 @@
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-   "id": "4b041a5e",
+   "id": "f47c3870",
    "metadata": {
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@@ -1350,7 +1352,7 @@
   },
   {
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-   "id": "c4c19d87",
+   "id": "997e4516",
    "metadata": {
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@@ -1360,7 +1362,7 @@
   },
   {
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-   "id": "aea64900",
+   "id": "1860f06d",
    "metadata": {
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@@ -1372,7 +1374,7 @@
   },
   {
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-   "id": "e78e5c70",
+   "id": "bed5b5bf",
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@@ -1382,7 +1384,7 @@
   },
   {
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-   "id": "f83f72a6",
+   "id": "9ddbc1b9",
    "metadata": {
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@@ -1396,7 +1398,7 @@
   },
   {
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-   "id": "274c7763",
+   "id": "e3182bc2",
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     "editable": true
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@@ -1408,7 +1410,7 @@
   },
   {
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-   "id": "f8b11c79",
+   "id": "fc7ad1a4",
    "metadata": {
     "editable": true
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@@ -1419,7 +1421,7 @@
   },
   {
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-   "id": "99f38f15",
+   "id": "b2d8e764",
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@@ -1432,7 +1434,7 @@
   {
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    "execution_count": 1,
-   "id": "dace9ae7",
+   "id": "b550fbbe",
    "metadata": {
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     "editable": true
@@ -1459,7 +1461,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fdf2525a",
+   "id": "b7390330",
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@@ -1470,7 +1472,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "11868544",
+   "id": "2b0ea997",
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     "editable": true
@@ -1483,7 +1485,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a6afa437",
+   "id": "a58e344f",
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@@ -1497,7 +1499,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "1a8e4684",
+   "id": "ae3d0b17",
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     "editable": true
@@ -1510,7 +1512,7 @@
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   {
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-   "id": "a7d9c395",
+   "id": "39bebaf1",
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@@ -1521,7 +1523,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "a86e7913",
+   "id": "9b073a72",
    "metadata": {
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     "editable": true
@@ -1531,7 +1533,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.9960987015666213\n"
+      "0.9955853547770925\n"
      ]
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@@ -1541,7 +1543,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e219dc1e",
+   "id": "b8af0dc1",
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@@ -1552,7 +1554,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "f75682d9",
+   "id": "7ad18065",
    "metadata": {
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     "editable": true
@@ -1562,7 +1564,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.008479177639949449\n"
+      "0.009975924157146357\n"
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@@ -1576,7 +1578,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f68ecfd9",
+   "id": "5f6880a5",
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@@ -1587,7 +1589,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "4a92d7ed",
+   "id": "105de2f9",
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@@ -1597,31 +1599,23 @@
      "name": "stdout",
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      "text": [
-      "[3.33897624e-02 2.82933065e-02 2.08502578e-02 5.70368882e-03\n",
-      " 1.36392181e-02 3.54890204e-02 4.52322923e-02 7.20183951e-02\n",
-      " 6.08424143e-03 1.51876722e-02 2.72107224e-02 4.38536455e-02\n",
-      " 1.01890271e-02 7.59583924e-03 1.54362677e-02 1.39857639e-02\n",
-      " 3.04600349e-02 5.35392690e-02 6.14211764e-03 2.44308477e-03\n",
-      " 1.74218636e-03 1.36163844e-02 3.15915417e-02 6.07182377e-04\n",
-      " 5.90558936e-03 5.35227195e-05 9.78647442e-03 1.26624586e-02\n",
-      " 1.45101677e-02 1.92012445e-02 5.05837221e-02 6.17112259e-03\n",
-      " 1.11723198e-02 6.93356993e-03 1.93438490e-02 1.33978089e-02\n",
-      " 7.08793873e-03 2.86963555e-02 3.74845516e-02 9.09026386e-03\n",
-      " 9.83959386e-03 1.47179272e-02 2.28687236e-03 1.79501684e-02\n",
-      " 4.29334886e-02 5.70888990e-03 1.77605945e-03 8.68241292e-03\n",
-      " 9.19704684e-02 1.94558442e-02 6.13073296e-03 4.87955713e-03\n",
-      " 2.61004589e-02 2.48914361e-02 1.68762810e-02 5.66037582e-02\n",
-      " 3.32605607e-02 2.20330004e-02 8.80858500e-02 5.40907614e-02\n",
-      " 6.99537250e-03 2.13619518e-02 2.92595981e-02 2.13400535e-02\n",
-      " 4.74734301e-03 7.13396439e-03 2.94193224e-03 1.28749016e-02\n",
-      " 1.04702436e-01 2.25969618e-02 4.31600436e-03 4.04787888e-02\n",
-      " 7.73538998e-03 2.21569425e-02 1.89182406e-02 1.89215419e-03\n",
-      " 1.06170091e-02 1.90932454e-02 1.33876558e-02 9.18004907e-03\n",
-      " 3.59120619e-02 4.23663774e-03 4.75744838e-02 5.05958988e-03\n",
-      " 7.91845464e-04 3.83995681e-02 1.29557246e-02 4.35758612e-02\n",
-      " 3.74194699e-03 2.05752451e-02 1.29311961e-02 7.07147609e-03\n",
-      " 5.43495641e-03 9.07930457e-03 9.59668773e-04 2.80566926e-03\n",
-      " 3.14738036e-02 1.34254673e-02 4.80114766e-02 5.31124303e-02]\n"
+      "[0.03310948 0.03502605 0.01238528 0.01145325 0.01120753 0.04024121\n",
+      " 0.02365946 0.00802057 0.01686313 0.06417556 0.02459689 0.03750064\n",
+      " 0.00027126 0.04470158 0.02703163 0.07640212 0.0372278  0.12977735\n",
+      " 0.00607227 0.05519101 0.00506541 0.01080061 0.01466418 0.0235557\n",
+      " 0.0039114  0.01903413 0.00530754 0.00284682 0.00234831 0.00575843\n",
+      " 0.00288898 0.00864249 0.03421216 0.0238318  0.02846355 0.05133809\n",
+      " 0.02410477 0.00618364 0.00616064 0.05455225 0.01761095 0.00756235\n",
+      " 0.02465031 0.01140481 0.00569631 0.04057615 0.0102482  0.06849452\n",
+      " 0.02568311 0.0038013  0.02460166 0.00968573 0.00510049 0.03368503\n",
+      " 0.0275728  0.01629911 0.03063595 0.00953303 0.04675468 0.04944357\n",
+      " 0.00768229 0.00974873 0.02744664 0.0039037  0.02755583 0.00960513\n",
+      " 0.00340126 0.02270334 0.03343177 0.01023188 0.01071707 0.0053717\n",
+      " 0.00989298 0.02147188 0.01733341 0.02393489 0.09413086 0.00693229\n",
+      " 0.01547395 0.00893513 0.01198614 0.00880861 0.05151828 0.01074123\n",
+      " 0.02611675 0.04174576 0.02879514 0.04182729 0.05830426 0.02412449\n",
+      " 0.03064238 0.00449104 0.02332052 0.04607275 0.06390074 0.02795048\n",
+      " 0.0056416  0.00463706 0.0240445  0.02081809]\n"
      ]
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@@ -1633,7 +1627,7 @@
   },
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+   "id": "fb5d5828",
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@@ -1654,7 +1648,7 @@
   },
   {
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-   "id": "1cb9fb17",
+   "id": "5d3571b0",
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@@ -1665,7 +1659,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "b0e0ec9d",
+   "id": "50c74297",
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     "editable": true
@@ -1675,15 +1669,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[ 1.9493303   0.64347371  2.56535839  3.65129524 -1.82028236]\n",
+      "[ 1.90133797  0.41151358  5.10853105 -1.67354637  1.25212002]\n",
       "Training R2\n",
-      "0.9968948714928851\n",
+      "0.9943899533894374\n",
       "Training MSE\n",
-      "0.007373820933373729\n",
+      "0.012961500458019132\n",
       "Test R2\n",
-      "0.9971066204281798\n",
+      "0.9940852985232707\n",
       "Test MSE\n",
-      "0.009252005542369688\n"
+      "0.012176386103148444\n"
      ]
     }
    ],
@@ -1734,7 +1728,7 @@
   },
   {
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-   "id": "83618bc5",
+   "id": "81d56642",
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@@ -1745,7 +1739,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "cc6480ea",
+   "id": "2effb9ff",
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     "editable": true
@@ -1770,7 +1764,7 @@
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   {
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+   "id": "994b52a7",
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@@ -1782,7 +1776,7 @@
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   {
    "cell_type": "markdown",
-   "id": "74508a97",
+   "id": "99f996fd",
    "metadata": {
     "editable": true
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@@ -1811,7 +1805,7 @@
   },
   {
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-   "id": "b93e1823",
+   "id": "32b2f8e0",
    "metadata": {
     "editable": true
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@@ -1836,7 +1830,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df747aed",
+   "id": "d837dc89",
    "metadata": {
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@@ -1856,7 +1850,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c576050",
+   "id": "f3f3ec16",
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     "editable": true
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@@ -1883,7 +1877,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4d579715",
+   "id": "bcbbea15",
    "metadata": {
     "editable": true
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@@ -1896,7 +1890,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bdc67cc0",
+   "id": "dce3c751",
    "metadata": {
     "editable": true
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@@ -1908,7 +1902,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d1a91553",
+   "id": "e3a1dd2c",
    "metadata": {
     "editable": true
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@@ -1919,7 +1913,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0bfbf206",
+   "id": "00ead977",
    "metadata": {
     "editable": true
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@@ -1935,7 +1929,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "c5d921c9",
+   "id": "f48cac43",
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     "editable": true
@@ -2378,7 +2372,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d266b771",
+   "id": "0eae8922",
    "metadata": {
     "editable": true
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@@ -2388,7 +2382,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08d80e06",
+   "id": "709832eb",
    "metadata": {
     "editable": true
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@@ -2403,7 +2397,7 @@
   },
   {
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-   "id": "cb1b8d9c",
+   "id": "5660e410",
    "metadata": {
     "editable": true
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@@ -2415,7 +2409,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0d175f62",
+   "id": "d44e5934",
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     "editable": true
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@@ -2425,7 +2419,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d14473d2",
+   "id": "98d863c6",
    "metadata": {
     "editable": true
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@@ -2441,7 +2435,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "2f49f528",
+   "id": "d11f262e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2458,7 +2452,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dfc96064",
+   "id": "f69a30ce",
    "metadata": {
     "editable": true
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@@ -2471,7 +2465,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "48b86b87",
+   "id": "b038687c",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2533,7 +2527,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ed6b276",
+   "id": "36f38098",
    "metadata": {
     "editable": true
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@@ -2544,7 +2538,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "b6da6f80",
+   "id": "46512f53",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2572,7 +2566,13 @@
       " [ 0.         -1.71761101 -1.75770568 -1.12330033 -1.12591227 -1.12871842\n",
       " -0.88613493 -0.884669   -0.88323026 -0.88182591 -0.75269037 -0.75050135\n",
       " -0.74829661 -0.74607851 -0.74384949 -0.6652177  -0.66294408 -0.66064822\n",
-      " -0.65833132 -0.65599456 -0.6536392 ]\n",
+      " -0.65833132 -0.65599456 -0.6536392 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Feature max values after scaling:\n",
       " [0.         1.71737253 1.75576555 2.20916295 2.23971032 2.26995402\n",
       " 2.60543038 2.63162342 2.65743689 2.68286725 2.94273542 2.96631321\n",
@@ -2680,7 +2680,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a920b2aa",
+   "id": "afb7e208",
    "metadata": {
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@@ -2708,7 +2708,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b2edf17",
+   "id": "9aea8569",
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@@ -2743,7 +2743,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9895401e",
+   "id": "3c3ee7a6",
    "metadata": {
     "editable": true
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@@ -2758,7 +2758,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "5c9604e8",
+   "id": "610ed7c9",
    "metadata": {
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     "editable": true
@@ -2783,7 +2783,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb31dcc4",
+   "id": "5aaa0c35",
    "metadata": {
     "editable": true
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@@ -2799,7 +2799,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69732dbc",
+   "id": "d446b89c",
    "metadata": {
     "editable": true
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@@ -2811,7 +2811,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fe76e2ee",
+   "id": "198b6351",
    "metadata": {
     "editable": true
    },
@@ -2826,7 +2826,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7aeb050c",
+   "id": "f87a12ef",
    "metadata": {
     "editable": true
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@@ -2838,7 +2838,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b9beeff0",
+   "id": "9c9aeaff",
    "metadata": {
     "editable": true
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@@ -2848,7 +2848,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dcd138b2",
+   "id": "f4c3cf71",
    "metadata": {
     "editable": true
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@@ -2860,7 +2860,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca257ffd",
+   "id": "bfc99033",
    "metadata": {
     "editable": true
    },
@@ -2870,7 +2870,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8fa46c2",
+   "id": "7982def4",
    "metadata": {
     "editable": true
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@@ -2882,7 +2882,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd766850",
+   "id": "3610d0b0",
    "metadata": {
     "editable": true
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@@ -2895,7 +2895,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf315cd2",
+   "id": "8bdee448",
    "metadata": {
     "editable": true
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@@ -2907,7 +2907,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92da7a90",
+   "id": "a6a3d795",
    "metadata": {
     "editable": true
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@@ -2917,7 +2917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "206731ce",
+   "id": "ecf6d960",
    "metadata": {
     "editable": true
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@@ -2929,7 +2929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ceacbfb",
+   "id": "3477f330",
    "metadata": {
     "editable": true
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@@ -2939,7 +2939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dd26f70",
+   "id": "3faf2dd4",
    "metadata": {
     "editable": true
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@@ -2951,7 +2951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2deddeaa",
+   "id": "c0eb3a77",
    "metadata": {
     "editable": true
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@@ -2961,7 +2961,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa10bb43",
+   "id": "f9884460",
    "metadata": {
     "editable": true
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@@ -2973,7 +2973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fce60eb7",
+   "id": "94e51a90",
    "metadata": {
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@@ -2983,7 +2983,7 @@
   },
   {
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-   "id": "f4ec9b91",
+   "id": "a3c36461",
    "metadata": {
     "editable": true
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@@ -2995,7 +2995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77a212bc",
+   "id": "571b9c21",
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     "editable": true
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@@ -3005,7 +3005,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "62a38cf1",
+   "id": "a7497fca",
    "metadata": {
     "editable": true
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@@ -3017,7 +3017,7 @@
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@@ -3245,7 +3245,7 @@
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@@ -3288,7 +3288,7 @@
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@@ -3533,7 +3533,7 @@
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@@ -3543,7 +3543,7 @@
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@@ -3555,7 +3555,7 @@
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@@ -3565,7 +3565,7 @@
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@@ -3605,7 +3605,7 @@
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@@ -3622,7 +3622,7 @@
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@@ -3645,7 +3645,7 @@
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@@ -3681,7 +3681,7 @@
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@@ -3692,7 +3692,7 @@
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@@ -3704,7 +3704,7 @@
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@@ -3722,7 +3722,7 @@
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@@ -3750,7 +3750,7 @@
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@@ -3760,7 +3760,7 @@
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@@ -3775,7 +3775,7 @@
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@@ -3787,7 +3787,7 @@
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@@ -3797,7 +3797,7 @@
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@@ -3809,7 +3809,7 @@
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@@ -3819,7 +3819,7 @@
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@@ -3831,7 +3831,7 @@
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@@ -3843,7 +3843,7 @@
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@@ -3858,7 +3858,7 @@
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@@ -3869,7 +3869,7 @@
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@@ -3889,7 +3889,7 @@
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@@ -3901,7 +3901,7 @@
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@@ -3911,7 +3911,7 @@
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@@ -3923,7 +3923,7 @@
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@@ -3952,7 +3952,7 @@
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@@ -3979,7 +3979,7 @@
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@@ -3990,7 +3990,7 @@
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@@ -4052,7 +4052,7 @@
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@@ -4069,7 +4069,7 @@
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@@ -4092,7 +4092,7 @@
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@@ -4106,7 +4106,7 @@
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@@ -4125,7 +4125,7 @@
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@@ -4135,7 +4135,7 @@
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@@ -4147,7 +4147,7 @@
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@@ -4161,7 +4161,7 @@
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@@ -4173,7 +4173,7 @@
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@@ -4183,7 +4183,7 @@
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@@ -4195,7 +4195,7 @@
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@@ -4212,7 +4212,7 @@
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@@ -4222,7 +4222,7 @@
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@@ -4238,7 +4238,7 @@
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@@ -4248,7 +4248,7 @@
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@@ -4264,7 +4264,7 @@
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@@ -4274,7 +4274,7 @@
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@@ -4290,7 +4290,7 @@
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@@ -4300,7 +4300,7 @@
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@@ -4317,7 +4317,7 @@
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@@ -4329,7 +4329,7 @@
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@@ -4341,7 +4341,7 @@
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@@ -4353,7 +4353,7 @@
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@@ -4363,7 +4363,7 @@
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@@ -4375,7 +4375,7 @@
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@@ -4387,7 +4387,7 @@
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@@ -4399,7 +4399,7 @@
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@@ -4409,7 +4409,7 @@
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@@ -4421,7 +4421,7 @@
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@@ -4431,7 +4431,7 @@
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@@ -4443,7 +4443,7 @@
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@@ -4459,7 +4459,7 @@
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@@ -4471,7 +4471,7 @@
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@@ -4483,7 +4483,7 @@
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@@ -4493,7 +4493,7 @@
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@@ -4505,7 +4505,7 @@
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@@ -4516,7 +4516,7 @@
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@@ -4528,7 +4528,7 @@
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@@ -4538,7 +4538,7 @@
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@@ -4550,7 +4550,7 @@
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@@ -4560,7 +4560,7 @@
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@@ -4572,7 +4572,7 @@
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@@ -4583,7 +4583,7 @@
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@@ -4595,7 +4595,7 @@
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@@ -4613,7 +4613,7 @@
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@@ -4629,7 +4629,7 @@
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@@ -4641,7 +4641,7 @@
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@@ -4653,7 +4653,7 @@
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@@ -4665,7 +4665,7 @@
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@@ -4678,7 +4678,7 @@
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@@ -4694,7 +4694,7 @@
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@@ -4708,7 +4708,7 @@
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@@ -4718,7 +4718,7 @@
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@@ -4730,7 +4730,7 @@
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@@ -4740,7 +4740,7 @@
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@@ -4752,7 +4752,7 @@
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@@ -4762,7 +4762,7 @@
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@@ -4776,7 +4776,7 @@
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@@ -4793,7 +4793,7 @@
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@@ -4809,7 +4809,7 @@
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@@ -4821,7 +4821,7 @@
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@@ -4834,7 +4834,7 @@
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@@ -4848,7 +4848,7 @@
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@@ -4858,7 +4858,7 @@
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@@ -4871,7 +4871,7 @@
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@@ -4890,7 +4890,7 @@
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@@ -4902,7 +4902,7 @@
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@@ -4914,7 +4914,7 @@
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@@ -4924,7 +4924,7 @@
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@@ -4936,7 +4936,7 @@
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@@ -4949,7 +4949,7 @@
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@@ -4968,7 +4968,7 @@
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@@ -4978,7 +4978,7 @@
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@@ -4997,7 +4997,7 @@
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@@ -5015,7 +5015,7 @@
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@@ -5029,7 +5029,7 @@
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@@ -5044,7 +5044,7 @@
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@@ -5076,7 +5076,7 @@
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@@ -5093,7 +5093,7 @@
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@@ -5136,7 +5136,7 @@
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@@ -5150,7 +5150,7 @@
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@@ -5163,7 +5163,7 @@
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@@ -5219,7 +5219,7 @@
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@@ -5229,7 +5229,7 @@
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@@ -5240,7 +5240,7 @@
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@@ -5334,7 +5334,7 @@
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@@ -5351,7 +5351,7 @@
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@@ -5363,7 +5363,7 @@
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@@ -5375,7 +5375,7 @@
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@@ -5385,7 +5385,7 @@
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@@ -5402,7 +5402,7 @@
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@@ -5412,7 +5412,7 @@
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@@ -5427,7 +5427,7 @@
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@@ -5437,7 +5437,7 @@
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@@ -5451,7 +5451,7 @@
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@@ -5463,7 +5463,7 @@
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@@ -5475,7 +5475,7 @@
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@@ -5487,7 +5487,7 @@
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@@ -5497,7 +5497,7 @@
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@@ -5509,7 +5509,7 @@
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@@ -5519,7 +5519,7 @@
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@@ -5536,7 +5536,7 @@
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@@ -5546,7 +5546,7 @@
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@@ -5558,7 +5558,7 @@
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@@ -5568,7 +5568,7 @@
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@@ -5580,7 +5580,7 @@
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@@ -5594,7 +5594,7 @@
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@@ -5606,7 +5606,7 @@
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@@ -5628,7 +5628,7 @@
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@@ -5640,7 +5640,7 @@
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@@ -5655,7 +5655,7 @@
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@@ -5667,7 +5667,7 @@
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@@ -5679,7 +5679,7 @@
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@@ -5689,7 +5689,7 @@
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@@ -5701,7 +5701,7 @@
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@@ -5711,7 +5711,7 @@
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@@ -5723,7 +5723,7 @@
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@@ -5733,7 +5733,7 @@
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@@ -5745,7 +5745,7 @@
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@@ -5762,7 +5762,7 @@
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@@ -5775,7 +5775,7 @@
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@@ -5787,7 +5787,7 @@
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@@ -5797,7 +5797,7 @@
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@@ -5810,7 +5810,7 @@
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@@ -5820,7 +5820,7 @@
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@@ -5832,7 +5832,7 @@
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@@ -5845,7 +5845,7 @@
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@@ -5858,7 +5858,7 @@
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@@ -5870,7 +5870,7 @@
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@@ -5882,7 +5882,7 @@
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@@ -5892,7 +5892,7 @@
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@@ -5905,7 +5905,7 @@
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@@ -5917,7 +5917,7 @@
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@@ -5929,7 +5929,7 @@
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@@ -5941,7 +5941,7 @@
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@@ -5953,7 +5953,7 @@
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@@ -5967,7 +5967,7 @@
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@@ -5979,7 +5979,7 @@
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@@ -5989,7 +5989,7 @@
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@@ -6001,7 +6001,7 @@
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    "cell_type": "markdown",
-   "id": "94eca210",
+   "id": "f68206a9",
    "metadata": {
     "editable": true
    },
@@ -6013,7 +6013,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3d3f41e",
+   "id": "5daca0e9",
    "metadata": {
     "editable": true
    },
@@ -6025,7 +6025,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35d2e488",
+   "id": "6a6c67f6",
    "metadata": {
     "editable": true
    },
@@ -6037,7 +6037,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f55212bc",
+   "id": "8842c60f",
    "metadata": {
     "editable": true
    },
@@ -6049,7 +6049,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11eb2ecd",
+   "id": "d84a6f2b",
    "metadata": {
     "editable": true
    },
@@ -6068,7 +6068,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac0b37e4",
+   "id": "20c11ca3",
    "metadata": {
     "editable": true
    },
@@ -6080,7 +6080,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12a2abf9",
+   "id": "2e3e3cf9",
    "metadata": {
     "editable": true
    },
@@ -6090,7 +6090,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58bbe0b5",
+   "id": "4a413908",
    "metadata": {
     "editable": true
    },
@@ -6102,7 +6102,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a9a4758",
+   "id": "69332e69",
    "metadata": {
     "editable": true
    },
@@ -6112,7 +6112,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75f7eb2e",
+   "id": "cda5f635",
    "metadata": {
     "editable": true
    },
@@ -6124,7 +6124,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3cd08131",
+   "id": "0cbb43fa",
    "metadata": {
     "editable": true
    },
@@ -6136,7 +6136,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94ea5e61",
+   "id": "5f5f8d8d",
    "metadata": {
     "editable": true
    },
@@ -6152,7 +6152,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9d10638a",
+   "id": "5a3bd8c2",
    "metadata": {
     "editable": true
    },
@@ -6164,7 +6164,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c69c6c3",
+   "id": "fd0c9a5e",
    "metadata": {
     "editable": true
    },
@@ -6176,7 +6176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fcb5619d",
+   "id": "1251007f",
    "metadata": {
     "editable": true
    },
@@ -6186,7 +6186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "26cfaed5",
+   "id": "b6ed7a8f",
    "metadata": {
     "editable": true
    },
@@ -6198,7 +6198,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94f13112",
+   "id": "2ac0389a",
    "metadata": {
     "editable": true
    },
@@ -6208,7 +6208,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "293d4f99",
+   "id": "bd13cdb1",
    "metadata": {
     "editable": true
    },
@@ -6220,7 +6220,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b67616d",
+   "id": "e51668ec",
    "metadata": {
     "editable": true
    },
@@ -6237,7 +6237,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "891450ee",
+   "id": "b9747ef9",
    "metadata": {
     "editable": true
    },
@@ -6249,7 +6249,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0238724",
+   "id": "bdcce776",
    "metadata": {
     "editable": true
    },
@@ -6261,7 +6261,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b922897d",
+   "id": "49fc8f41",
    "metadata": {
     "editable": true
    },
@@ -6271,7 +6271,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e697628",
+   "id": "6499d8b0",
    "metadata": {
     "editable": true
    },
@@ -6283,7 +6283,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "185f8feb",
+   "id": "3a5f4cf1",
    "metadata": {
     "editable": true
    },
@@ -6293,7 +6293,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "16657f90",
+   "id": "def20ba0",
    "metadata": {
     "editable": true
    },
@@ -6305,7 +6305,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5a43b0bc",
+   "id": "b10f7158",
    "metadata": {
     "editable": true
    },
@@ -6315,7 +6315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f17f7e9c",
+   "id": "cb04be1f",
    "metadata": {
     "editable": true
    },
@@ -6327,7 +6327,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c47798c",
+   "id": "04c55218",
    "metadata": {
     "editable": true
    },
@@ -6337,7 +6337,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a1870073",
+   "id": "5bf45a1e",
    "metadata": {
     "editable": true
    },
@@ -6349,7 +6349,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "887602a2",
+   "id": "b6e3c60b",
    "metadata": {
     "editable": true
    },
diff --git a/doc/LectureNotes/_build/jupyter_execute/week35.py b/doc/LectureNotes/_build/jupyter_execute/week35.py
index 9b9a88cca..e8e5fe955 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week35.py
+++ b/doc/LectureNotes/_build/jupyter_execute/week35.py
@@ -30,11 +30,13 @@
 # 
 # 2. [Video of lecture](https://youtu.be/VKakN-e4aUA)
 # 
-# 3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)
+# 3. [Video for exercises week 35](https://youtu.be/yiY0OltU1s8)
 # 
-# 4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.
+# 4. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)
 # 
-# 5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.
+# 5. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.
+# 
+# 6. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.
 
 # ## For exercise sessions: Why Linear Regression (aka Ordinary Least Squares and family), repeat from last week
 # 
diff --git a/doc/LectureNotes/week35.ipynb b/doc/LectureNotes/week35.ipynb
index 2c7069e80..a2a42e29e 100644
--- a/doc/LectureNotes/week35.ipynb
+++ b/doc/LectureNotes/week35.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a4c8f3e7",
+   "id": "4056272f",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "959e7c4f",
+   "id": "bed7fa64",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6849cc6",
+   "id": "f651b769",
    "metadata": {
     "editable": true
    },
@@ -49,7 +49,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "227526ee",
+   "id": "3cc28c2f",
    "metadata": {
     "editable": true
    },
@@ -60,16 +60,18 @@
     "\n",
     "2. [Video of lecture](https://youtu.be/VKakN-e4aUA)\n",
     "\n",
-    "3. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n",
+    "3. [Video for exercises week 35](https://youtu.be/yiY0OltU1s8)\n",
     "\n",
-    "4. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n",
+    "4. Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)\n",
     "\n",
-    "5. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week."
+    "5. Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.\n",
+    "\n",
+    "6. For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL\"https://mml-book.github.io/\" (section 5.5 on derivatives) is very useful for exercise 1 this coming week."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "7a23a33d",
+   "id": "4ce22826",
    "metadata": {
     "editable": true
    },
@@ -103,7 +105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "53a199d1",
+   "id": "1d9df4fe",
    "metadata": {
     "editable": true
    },
@@ -119,7 +121,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b572594",
+   "id": "7bc9d9b8",
    "metadata": {
     "editable": true
    },
@@ -131,7 +133,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "baddcb7b",
+   "id": "16d390b6",
    "metadata": {
     "editable": true
    },
@@ -141,7 +143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4831a2c7",
+   "id": "4e4a28d3",
    "metadata": {
     "editable": true
    },
@@ -153,7 +155,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7855acbd",
+   "id": "eb6ac14f",
    "metadata": {
     "editable": true
    },
@@ -174,7 +176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e489c877",
+   "id": "4da31a11",
    "metadata": {
     "editable": true
    },
@@ -186,7 +188,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8962de54",
+   "id": "2231b9b8",
    "metadata": {
     "editable": true
    },
@@ -199,7 +201,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "839560c0",
+   "id": "dc2e84eb",
    "metadata": {
     "editable": true
    },
@@ -211,7 +213,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "19671b87",
+   "id": "a2cd53fd",
    "metadata": {
     "editable": true
    },
@@ -223,7 +225,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b9e52d5",
+   "id": "142e9e9d",
    "metadata": {
     "editable": true
    },
@@ -233,7 +235,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10c51b3d",
+   "id": "a3d1bc30",
    "metadata": {
     "editable": true
    },
@@ -245,7 +247,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2beea594",
+   "id": "4824b7b6",
    "metadata": {
     "editable": true
    },
@@ -258,7 +260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "45aa8758",
+   "id": "aac7541e",
    "metadata": {
     "editable": true
    },
@@ -270,7 +272,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "517f3b5e",
+   "id": "68cb773e",
    "metadata": {
     "editable": true
    },
@@ -280,7 +282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1afd62d4",
+   "id": "558ff41a",
    "metadata": {
     "editable": true
    },
@@ -292,7 +294,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a4b4bb62",
+   "id": "29815637",
    "metadata": {
     "editable": true
    },
@@ -304,7 +306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8f50b66",
+   "id": "48dac5ad",
    "metadata": {
     "editable": true
    },
@@ -315,7 +317,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79350ccb",
+   "id": "b06e9d96",
    "metadata": {
     "editable": true
    },
@@ -327,7 +329,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3d2eef3",
+   "id": "edd5397a",
    "metadata": {
     "editable": true
    },
@@ -346,7 +348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80a776b1",
+   "id": "5684ef05",
    "metadata": {
     "editable": true
    },
@@ -359,7 +361,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83e65671",
+   "id": "3a97a3c6",
    "metadata": {
     "editable": true
    },
@@ -369,7 +371,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dcd401a6",
+   "id": "49ef3525",
    "metadata": {
     "editable": true
    },
@@ -381,7 +383,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af49643b",
+   "id": "9ecb7f5e",
    "metadata": {
     "editable": true
    },
@@ -391,7 +393,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6cd4986",
+   "id": "d817f6e0",
    "metadata": {
     "editable": true
    },
@@ -403,7 +405,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93a3774a",
+   "id": "8bfba457",
    "metadata": {
     "editable": true
    },
@@ -413,7 +415,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5cacc270",
+   "id": "295374b3",
    "metadata": {
     "editable": true
    },
@@ -425,7 +427,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "affb01c0",
+   "id": "a286d821",
    "metadata": {
     "editable": true
    },
@@ -436,7 +438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35e50283",
+   "id": "b82376cc",
    "metadata": {
     "editable": true
    },
@@ -448,7 +450,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e137ec8",
+   "id": "1bc91e3c",
    "metadata": {
     "editable": true
    },
@@ -458,7 +460,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9168a472",
+   "id": "ef57a496",
    "metadata": {
     "editable": true
    },
@@ -470,7 +472,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42261983",
+   "id": "ef6b79b3",
    "metadata": {
     "editable": true
    },
@@ -480,7 +482,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac934e5f",
+   "id": "2bfe6ba6",
    "metadata": {
     "editable": true
    },
@@ -492,7 +494,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2018e5e",
+   "id": "1ea9631f",
    "metadata": {
     "editable": true
    },
@@ -512,7 +514,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f3d10b4e",
+   "id": "40df8223",
    "metadata": {
     "editable": true
    },
@@ -539,7 +541,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ffdf547",
+   "id": "e45dec6e",
    "metadata": {
     "editable": true
    },
@@ -551,7 +553,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06fe59d3",
+   "id": "044bc60d",
    "metadata": {
     "editable": true
    },
@@ -563,7 +565,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4fd53261",
+   "id": "b54ca0eb",
    "metadata": {
     "editable": true
    },
@@ -579,7 +581,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dac1f85",
+   "id": "9bc22dd0",
    "metadata": {
     "editable": true
    },
@@ -597,7 +599,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ddbe0f3",
+   "id": "9af4fcfe",
    "metadata": {
     "editable": true
    },
@@ -609,7 +611,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b493f27d",
+   "id": "84760094",
    "metadata": {
     "editable": true
    },
@@ -621,7 +623,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8e52971",
+   "id": "0d9a7ac6",
    "metadata": {
     "editable": true
    },
@@ -632,7 +634,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2467254e",
+   "id": "ccbe4c4e",
    "metadata": {
     "editable": true
    },
@@ -644,7 +646,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ad1bb07b",
+   "id": "1c8a9e7d",
    "metadata": {
     "editable": true
    },
@@ -654,7 +656,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "910a1e9c",
+   "id": "ecb14896",
    "metadata": {
     "editable": true
    },
@@ -666,7 +668,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e21b9cd4",
+   "id": "6578e470",
    "metadata": {
     "editable": true
    },
@@ -680,7 +682,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7859263",
+   "id": "227ea794",
    "metadata": {
     "editable": true
    },
@@ -692,7 +694,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a73d4636",
+   "id": "d88f1a80",
    "metadata": {
     "editable": true
    },
@@ -704,7 +706,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce30bf27",
+   "id": "c6f9c72f",
    "metadata": {
     "editable": true
    },
@@ -716,7 +718,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d38383b9",
+   "id": "014a0ee3",
    "metadata": {
     "editable": true
    },
@@ -726,7 +728,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a5e969fe",
+   "id": "bbd1cd50",
    "metadata": {
     "editable": true
    },
@@ -738,7 +740,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05ad78b6",
+   "id": "7129292e",
    "metadata": {
     "editable": true
    },
@@ -750,7 +752,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c200bbd6",
+   "id": "63264651",
    "metadata": {
     "editable": true
    },
@@ -762,7 +764,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e76e759",
+   "id": "d86227f5",
    "metadata": {
     "editable": true
    },
@@ -776,7 +778,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20f0ef9e",
+   "id": "4b24b1a0",
    "metadata": {
     "editable": true
    },
@@ -788,7 +790,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ccd6ef29",
+   "id": "0329d0e5",
    "metadata": {
     "editable": true
    },
@@ -800,7 +802,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3d0021d4",
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@@ -812,7 +814,7 @@
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@@ -822,7 +824,7 @@
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@@ -834,7 +836,7 @@
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@@ -844,7 +846,7 @@
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@@ -856,7 +858,7 @@
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@@ -866,7 +868,7 @@
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@@ -878,7 +880,7 @@
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@@ -890,7 +892,7 @@
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@@ -902,7 +904,7 @@
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@@ -917,7 +919,7 @@
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@@ -929,7 +931,7 @@
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@@ -939,7 +941,7 @@
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@@ -951,7 +953,7 @@
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@@ -961,7 +963,7 @@
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@@ -973,7 +975,7 @@
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@@ -983,7 +985,7 @@
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@@ -995,7 +997,7 @@
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@@ -1007,7 +1009,7 @@
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@@ -1019,7 +1021,7 @@
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@@ -1029,7 +1031,7 @@
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@@ -1041,7 +1043,7 @@
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@@ -1054,7 +1056,7 @@
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@@ -1066,7 +1068,7 @@
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@@ -1076,7 +1078,7 @@
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@@ -1088,7 +1090,7 @@
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@@ -1098,7 +1100,7 @@
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@@ -1110,7 +1112,7 @@
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@@ -1120,7 +1122,7 @@
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@@ -1132,7 +1134,7 @@
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@@ -1142,7 +1144,7 @@
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@@ -1154,7 +1156,7 @@
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@@ -1164,7 +1166,7 @@
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@@ -1176,7 +1178,7 @@
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@@ -1188,7 +1190,7 @@
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@@ -1200,7 +1202,7 @@
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@@ -1212,7 +1214,7 @@
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@@ -1224,7 +1226,7 @@
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@@ -1236,7 +1238,7 @@
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@@ -1252,7 +1254,7 @@
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@@ -1264,7 +1266,7 @@
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@@ -1274,7 +1276,7 @@
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@@ -1286,7 +1288,7 @@
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@@ -1304,7 +1306,7 @@
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@@ -1316,7 +1318,7 @@
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@@ -1328,7 +1330,7 @@
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@@ -1338,7 +1340,7 @@
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@@ -1350,7 +1352,7 @@
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@@ -1360,7 +1362,7 @@
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@@ -1372,7 +1374,7 @@
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@@ -1382,7 +1384,7 @@
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@@ -1396,7 +1398,7 @@
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@@ -1408,7 +1410,7 @@
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@@ -1419,7 +1421,7 @@
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@@ -1432,7 +1434,7 @@
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@@ -1459,7 +1461,7 @@
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@@ -1470,7 +1472,7 @@
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@@ -1483,7 +1485,7 @@
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@@ -1497,7 +1499,7 @@
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@@ -1510,7 +1512,7 @@
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@@ -1521,7 +1523,7 @@
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@@ -1533,7 +1535,7 @@
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@@ -1544,7 +1546,7 @@
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@@ -1560,7 +1562,7 @@
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@@ -1571,7 +1573,7 @@
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@@ -1585,7 +1587,7 @@
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@@ -1606,7 +1608,7 @@
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@@ -1617,7 +1619,7 @@
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@@ -1670,7 +1672,7 @@
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@@ -1681,7 +1683,7 @@
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@@ -1706,7 +1708,7 @@
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@@ -1718,7 +1720,7 @@
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@@ -1747,7 +1749,7 @@
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@@ -1772,7 +1774,7 @@
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@@ -1792,7 +1794,7 @@
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@@ -1819,7 +1821,7 @@
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@@ -1832,7 +1834,7 @@
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@@ -1844,7 +1846,7 @@
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@@ -1855,7 +1857,7 @@
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@@ -1871,7 +1873,7 @@
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@@ -1905,7 +1907,7 @@
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@@ -1915,7 +1917,7 @@
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@@ -1930,7 +1932,7 @@
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@@ -1942,7 +1944,7 @@
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@@ -1952,7 +1954,7 @@
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@@ -1968,7 +1970,7 @@
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@@ -1985,7 +1987,7 @@
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@@ -1998,7 +2000,7 @@
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@@ -2045,7 +2047,7 @@
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@@ -2056,7 +2058,7 @@
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@@ -2159,7 +2161,7 @@
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@@ -2187,7 +2189,7 @@
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@@ -2222,7 +2224,7 @@
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@@ -2237,7 +2239,7 @@
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@@ -2262,7 +2264,7 @@
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@@ -2278,7 +2280,7 @@
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@@ -2290,7 +2292,7 @@
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@@ -2305,7 +2307,7 @@
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@@ -2317,7 +2319,7 @@
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@@ -2327,7 +2329,7 @@
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@@ -2339,7 +2341,7 @@
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@@ -2349,7 +2351,7 @@
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@@ -2361,7 +2363,7 @@
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@@ -2374,7 +2376,7 @@
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@@ -2386,7 +2388,7 @@
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@@ -2396,7 +2398,7 @@
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@@ -2408,7 +2410,7 @@
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@@ -2418,7 +2420,7 @@
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@@ -2430,7 +2432,7 @@
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@@ -2440,7 +2442,7 @@
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@@ -2452,7 +2454,7 @@
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@@ -2462,7 +2464,7 @@
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@@ -2474,7 +2476,7 @@
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@@ -2484,7 +2486,7 @@
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@@ -2496,7 +2498,7 @@
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@@ -2506,7 +2508,7 @@
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@@ -2518,7 +2520,7 @@
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@@ -2530,7 +2532,7 @@
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@@ -2542,7 +2544,7 @@
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@@ -2555,7 +2557,7 @@
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@@ -2567,7 +2569,7 @@
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@@ -2577,7 +2579,7 @@
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@@ -2591,7 +2593,7 @@
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@@ -2688,7 +2690,7 @@
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@@ -2709,7 +2711,7 @@
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@@ -2721,7 +2723,7 @@
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@@ -2731,7 +2733,7 @@
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@@ -2743,7 +2745,7 @@
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@@ -2753,7 +2755,7 @@
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@@ -2765,7 +2767,7 @@
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@@ -2781,7 +2783,7 @@
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@@ -2791,7 +2793,7 @@
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@@ -2805,7 +2807,7 @@
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@@ -2817,7 +2819,7 @@
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@@ -2829,7 +2831,7 @@
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@@ -2841,7 +2843,7 @@
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@@ -2851,7 +2853,7 @@
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@@ -2863,7 +2865,7 @@
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@@ -2873,7 +2875,7 @@
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@@ -2885,7 +2887,7 @@
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@@ -2896,7 +2898,7 @@
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@@ -2908,7 +2910,7 @@
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@@ -2920,7 +2922,7 @@
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@@ -2930,7 +2932,7 @@
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@@ -2942,7 +2944,7 @@
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@@ -2954,7 +2956,7 @@
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@@ -2964,7 +2966,7 @@
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@@ -2976,7 +2978,7 @@
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@@ -2986,7 +2988,7 @@
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@@ -2998,7 +3000,7 @@
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@@ -3008,7 +3010,7 @@
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@@ -3048,7 +3050,7 @@
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@@ -3065,7 +3067,7 @@
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@@ -3088,7 +3090,7 @@
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@@ -3105,7 +3107,7 @@
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@@ -3124,7 +3126,7 @@
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@@ -3135,7 +3137,7 @@
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@@ -3147,7 +3149,7 @@
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@@ -3165,7 +3167,7 @@
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@@ -3181,7 +3183,7 @@
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@@ -3193,7 +3195,7 @@
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@@ -3203,7 +3205,7 @@
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@@ -3218,7 +3220,7 @@
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@@ -3230,7 +3232,7 @@
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@@ -3240,7 +3242,7 @@
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@@ -3252,7 +3254,7 @@
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@@ -3262,7 +3264,7 @@
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@@ -3274,7 +3276,7 @@
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@@ -3286,7 +3288,7 @@
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@@ -3301,7 +3303,7 @@
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@@ -3312,7 +3314,7 @@
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@@ -3332,7 +3334,7 @@
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@@ -3344,7 +3346,7 @@
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@@ -3354,7 +3356,7 @@
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@@ -3366,7 +3368,7 @@
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@@ -3395,7 +3397,7 @@
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@@ -3422,7 +3424,7 @@
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@@ -3433,7 +3435,7 @@
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@@ -3473,7 +3475,7 @@
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@@ -3490,7 +3492,7 @@
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@@ -3513,7 +3515,7 @@
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@@ -3527,7 +3529,7 @@
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@@ -3546,7 +3548,7 @@
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@@ -3556,7 +3558,7 @@
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@@ -3568,7 +3570,7 @@
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@@ -3582,7 +3584,7 @@
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@@ -3594,7 +3596,7 @@
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@@ -3604,7 +3606,7 @@
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@@ -3616,7 +3618,7 @@
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@@ -3633,7 +3635,7 @@
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@@ -3643,7 +3645,7 @@
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@@ -3659,7 +3661,7 @@
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@@ -3669,7 +3671,7 @@
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@@ -3685,7 +3687,7 @@
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@@ -3695,7 +3697,7 @@
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@@ -3711,7 +3713,7 @@
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@@ -3721,7 +3723,7 @@
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@@ -3738,7 +3740,7 @@
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@@ -3750,7 +3752,7 @@
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@@ -3762,7 +3764,7 @@
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@@ -3774,7 +3776,7 @@
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@@ -3784,7 +3786,7 @@
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@@ -3796,7 +3798,7 @@
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@@ -3808,7 +3810,7 @@
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@@ -3820,7 +3822,7 @@
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@@ -3830,7 +3832,7 @@
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@@ -3842,7 +3844,7 @@
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@@ -3852,7 +3854,7 @@
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@@ -3864,7 +3866,7 @@
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@@ -3880,7 +3882,7 @@
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@@ -3892,7 +3894,7 @@
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@@ -3904,7 +3906,7 @@
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@@ -3914,7 +3916,7 @@
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@@ -3926,7 +3928,7 @@
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@@ -3937,7 +3939,7 @@
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@@ -3949,7 +3951,7 @@
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@@ -3959,7 +3961,7 @@
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@@ -3971,7 +3973,7 @@
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@@ -3981,7 +3983,7 @@
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@@ -3993,7 +3995,7 @@
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@@ -4004,7 +4006,7 @@
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@@ -4016,7 +4018,7 @@
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@@ -4034,7 +4036,7 @@
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@@ -4050,7 +4052,7 @@
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@@ -4062,7 +4064,7 @@
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@@ -4074,7 +4076,7 @@
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@@ -4086,7 +4088,7 @@
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@@ -4099,7 +4101,7 @@
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@@ -4115,7 +4117,7 @@
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@@ -4129,7 +4131,7 @@
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@@ -4139,7 +4141,7 @@
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@@ -4151,7 +4153,7 @@
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@@ -4161,7 +4163,7 @@
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@@ -4173,7 +4175,7 @@
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@@ -4183,7 +4185,7 @@
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@@ -4197,7 +4199,7 @@
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@@ -4214,7 +4216,7 @@
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@@ -4230,7 +4232,7 @@
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@@ -4242,7 +4244,7 @@
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@@ -4255,7 +4257,7 @@
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@@ -4269,7 +4271,7 @@
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@@ -4279,7 +4281,7 @@
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@@ -4292,7 +4294,7 @@
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@@ -4311,7 +4313,7 @@
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@@ -4323,7 +4325,7 @@
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@@ -4335,7 +4337,7 @@
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@@ -4345,7 +4347,7 @@
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@@ -4357,7 +4359,7 @@
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@@ -4370,7 +4372,7 @@
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@@ -4389,7 +4391,7 @@
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@@ -4399,7 +4401,7 @@
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@@ -4418,7 +4420,7 @@
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@@ -4436,7 +4438,7 @@
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@@ -4450,7 +4452,7 @@
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@@ -4465,7 +4467,7 @@
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@@ -4486,7 +4488,7 @@
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@@ -4503,7 +4505,7 @@
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@@ -4535,7 +4537,7 @@
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@@ -4549,7 +4551,7 @@
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@@ -4562,7 +4564,7 @@
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@@ -4587,7 +4589,7 @@
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@@ -4597,7 +4599,7 @@
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@@ -4608,7 +4610,7 @@
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@@ -4662,7 +4664,7 @@
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@@ -4679,7 +4681,7 @@
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@@ -4691,7 +4693,7 @@
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@@ -4703,7 +4705,7 @@
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@@ -4713,7 +4715,7 @@
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@@ -4730,7 +4732,7 @@
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@@ -4740,7 +4742,7 @@
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@@ -4755,7 +4757,7 @@
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@@ -4765,7 +4767,7 @@
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@@ -4779,7 +4781,7 @@
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@@ -4791,7 +4793,7 @@
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@@ -4803,7 +4805,7 @@
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@@ -4815,7 +4817,7 @@
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@@ -4825,7 +4827,7 @@
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@@ -4837,7 +4839,7 @@
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@@ -4847,7 +4849,7 @@
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@@ -4864,7 +4866,7 @@
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@@ -4874,7 +4876,7 @@
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@@ -4886,7 +4888,7 @@
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@@ -4896,7 +4898,7 @@
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@@ -4908,7 +4910,7 @@
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@@ -4922,7 +4924,7 @@
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@@ -4934,7 +4936,7 @@
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@@ -4956,7 +4958,7 @@
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@@ -4968,7 +4970,7 @@
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@@ -4983,7 +4985,7 @@
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@@ -4995,7 +4997,7 @@
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@@ -5007,7 +5009,7 @@
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@@ -5017,7 +5019,7 @@
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@@ -5029,7 +5031,7 @@
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@@ -5039,7 +5041,7 @@
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@@ -5051,7 +5053,7 @@
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@@ -5061,7 +5063,7 @@
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@@ -5073,7 +5075,7 @@
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@@ -5090,7 +5092,7 @@
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@@ -5103,7 +5105,7 @@
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@@ -5115,7 +5117,7 @@
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@@ -5125,7 +5127,7 @@
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@@ -5138,7 +5140,7 @@
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@@ -5148,7 +5150,7 @@
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@@ -5160,7 +5162,7 @@
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@@ -5173,7 +5175,7 @@
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@@ -5186,7 +5188,7 @@
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@@ -5198,7 +5200,7 @@
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@@ -5210,7 +5212,7 @@
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@@ -5220,7 +5222,7 @@
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@@ -5233,7 +5235,7 @@
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@@ -5245,7 +5247,7 @@
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@@ -5257,7 +5259,7 @@
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@@ -5269,7 +5271,7 @@
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@@ -5281,7 +5283,7 @@
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@@ -5295,7 +5297,7 @@
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@@ -5307,7 +5309,7 @@
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@@ -5317,7 +5319,7 @@
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@@ -5329,7 +5331,7 @@
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@@ -5341,7 +5343,7 @@
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@@ -5353,7 +5355,7 @@
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@@ -5365,7 +5367,7 @@
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@@ -5377,7 +5379,7 @@
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+   "id": "d84a6f2b",
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@@ -5396,7 +5398,7 @@
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@@ -5408,7 +5410,7 @@
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@@ -5418,7 +5420,7 @@
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@@ -5430,7 +5432,7 @@
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@@ -5440,7 +5442,7 @@
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@@ -5452,7 +5454,7 @@
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@@ -5464,7 +5466,7 @@
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@@ -5480,7 +5482,7 @@
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@@ -5492,7 +5494,7 @@
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@@ -5504,7 +5506,7 @@
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@@ -5514,7 +5516,7 @@
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@@ -5526,7 +5528,7 @@
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@@ -5536,7 +5538,7 @@
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+   "id": "bd13cdb1",
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@@ -5548,7 +5550,7 @@
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+   "id": "e51668ec",
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@@ -5565,7 +5567,7 @@
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+   "id": "b9747ef9",
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@@ -5577,7 +5579,7 @@
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+   "id": "bdcce776",
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@@ -5589,7 +5591,7 @@
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+   "id": "49fc8f41",
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@@ -5599,7 +5601,7 @@
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+   "id": "6499d8b0",
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@@ -5611,7 +5613,7 @@
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+   "id": "3a5f4cf1",
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@@ -5621,7 +5623,7 @@
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+   "id": "def20ba0",
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@@ -5633,7 +5635,7 @@
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+   "id": "b10f7158",
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@@ -5643,7 +5645,7 @@
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+   "id": "cb04be1f",
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@@ -5655,7 +5657,7 @@
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@@ -5665,7 +5667,7 @@
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+   "id": "5bf45a1e",
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@@ -5677,7 +5679,7 @@
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-   "id": "887602a2",
+   "id": "b6e3c60b",
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