From b58f9dcd3fc3f9abde98d1d59bd7312341b5d357 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 28 Oct 2024 06:20:14 +0100 Subject: [PATCH] Update week44.ipynb --- doc/LectureNotes/week44.ipynb | 460 +++++++++++++++++----------------- 1 file changed, 230 insertions(+), 230 deletions(-) diff --git a/doc/LectureNotes/week44.ipynb b/doc/LectureNotes/week44.ipynb index 20171ddb6..63b947389 100644 --- a/doc/LectureNotes/week44.ipynb +++ b/doc/LectureNotes/week44.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "dc01b8a4", + "id": "30cf0bd1", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "96f11533", + "id": "49792548", "metadata": { "editable": true }, @@ -22,12 +22,12 @@ "# Week 44, Convolutional Neural Networks (CNN)\n", "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo, Norway\n", "\n", - "Date: **October 28-November 1 **" + "Date: **October 28**" ] }, { "cell_type": "markdown", - "id": "cc149251", + "id": "6cd73e0c", "metadata": { "editable": true }, @@ -44,7 +44,7 @@ "\n", " * For a more in depth discussion on neural networks we recommend Goodfellow et al chapter 9. See also chapter 11 and 12 on practicalities and applications\n", "\n", - " * Reading suggestions for implementation of CNNs see :\"https://github.com/rasbt/machine-learning-book/tree/main/ch14\". \n", + " * Reading suggestions for implementation of CNNs see https://github.com/rasbt/machine-learning-book/tree/main/ch14\". \n", "\n", " * Video on Deep Learning at \n", "\n", @@ -55,7 +55,7 @@ }, { "cell_type": "markdown", - "id": "cb91fe3f", + "id": "f5d23cad", "metadata": { "editable": true }, @@ -71,7 +71,7 @@ }, { "cell_type": "markdown", - "id": "a4b9ec87", + "id": "668f1bcf", "metadata": { "editable": true }, @@ -81,7 +81,7 @@ }, { "cell_type": "markdown", - "id": "be0fb3b3", + "id": "fa6c5824", "metadata": { "editable": true }, @@ -108,7 +108,7 @@ }, { "cell_type": "markdown", - "id": "dca41cde", + "id": "a5609a57", "metadata": { "editable": true }, @@ -124,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "7105a270", + "id": "d9cbc448", "metadata": { "editable": true }, @@ -142,7 +142,7 @@ }, { "cell_type": "markdown", - "id": "4ace549e", + "id": "0afc9f60", "metadata": { "editable": true }, @@ -172,7 +172,7 @@ }, { "cell_type": "markdown", - "id": "da0cb6c8", + "id": "085064bf", "metadata": { "editable": true }, @@ -202,7 +202,7 @@ }, { "cell_type": "markdown", - "id": "5b622758", + "id": "afab53e8", "metadata": { "editable": true }, @@ -242,7 +242,7 @@ }, { "cell_type": "markdown", - "id": "29c5c182", + "id": "4f875b45", "metadata": { "editable": true }, @@ -269,7 +269,7 @@ }, { "cell_type": "markdown", - "id": "fceb2409", + "id": "b1fda316", "metadata": { "editable": true }, @@ -281,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "36313c49", + "id": "e16bd7f6", "metadata": { "editable": true }, @@ -291,7 +291,7 @@ }, { "cell_type": "markdown", - "id": "81b9cf02", + "id": "43e20ea4", "metadata": { "editable": true }, @@ -309,7 +309,7 @@ }, { "cell_type": "markdown", - "id": "7d7c1544", + "id": "1bc2167b", "metadata": { "editable": true }, @@ -338,7 +338,7 @@ }, { "cell_type": "markdown", - "id": "28fa62d6", + "id": "930ec5ab", "metadata": { "editable": true }, @@ -360,7 +360,7 @@ }, { "cell_type": "markdown", - "id": "efa30734", + "id": "226efa91", "metadata": { "editable": true }, @@ -382,7 +382,7 @@ }, { "cell_type": "markdown", - "id": "9a435714", + "id": "4b9213a3", "metadata": { "editable": true }, @@ -398,7 +398,7 @@ }, { "cell_type": "markdown", - "id": "aed2d756", + "id": "dbb110e9", "metadata": { "editable": true }, @@ -415,7 +415,7 @@ }, { "cell_type": "markdown", - "id": "68e1ac1b", + "id": "399a21fe", "metadata": { "editable": true }, @@ -439,7 +439,7 @@ }, { "cell_type": "markdown", - "id": "866c9fc7", + "id": "048d46a9", "metadata": { "editable": true }, @@ -450,7 +450,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "3809b7f8", + "id": "cbf6c812", "metadata": { "collapsed": false, "editable": true @@ -521,7 +521,7 @@ }, { "cell_type": "markdown", - "id": "2d46cd2c", + "id": "0a498d27", "metadata": { "editable": true }, @@ -544,7 +544,7 @@ }, { "cell_type": "markdown", - "id": "b2b7cf91", + "id": "8777a492", "metadata": { "editable": true }, @@ -556,7 +556,7 @@ }, { "cell_type": "markdown", - "id": "d7e0ed27", + "id": "24cb8f41", "metadata": { "editable": true }, @@ -568,7 +568,7 @@ }, { "cell_type": "markdown", - "id": "f5780c89", + "id": "e16625c7", "metadata": { "editable": true }, @@ -580,7 +580,7 @@ }, { "cell_type": "markdown", - "id": "e7a0f90c", + "id": "4f2d6868", "metadata": { "editable": true }, @@ -590,7 +590,7 @@ }, { "cell_type": "markdown", - "id": "1819294d", + "id": "e135f930", "metadata": { "editable": true }, @@ -602,7 +602,7 @@ }, { "cell_type": "markdown", - "id": "b1140da6", + "id": "6477b3c1", "metadata": { "editable": true }, @@ -614,7 +614,7 @@ }, { "cell_type": "markdown", - "id": "a6e6e69a", + "id": "d6277b4b", "metadata": { "editable": true }, @@ -637,7 +637,7 @@ }, { "cell_type": "markdown", - "id": "b6566857", + "id": "01d1bf73", "metadata": { "editable": true }, @@ -649,7 +649,7 @@ }, { "cell_type": "markdown", - "id": "d287ce8e", + "id": "da5b158d", "metadata": { "editable": true }, @@ -661,7 +661,7 @@ }, { "cell_type": "markdown", - "id": "688b3c77", + "id": "4bc99040", "metadata": { "editable": true }, @@ -673,7 +673,7 @@ }, { "cell_type": "markdown", - 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"id": "85138b80", + "id": "f2290b52", "metadata": { "editable": true }, @@ -909,7 +909,7 @@ }, { "cell_type": "markdown", - "id": "a13e9010", + "id": "70cfbddd", "metadata": { "editable": true }, @@ -927,7 +927,7 @@ }, { "cell_type": "markdown", - "id": "fa3caefc", + "id": "b5a5341e", "metadata": { "editable": true }, @@ -940,7 +940,7 @@ }, { "cell_type": "markdown", - "id": "172a8a08", + "id": "973514f3", "metadata": { "editable": true }, @@ -958,7 +958,7 @@ }, { "cell_type": "markdown", - "id": "4ac06a92", + "id": "6acc20dc", "metadata": { "editable": true }, @@ -972,7 +972,7 @@ }, { "cell_type": "markdown", - "id": "0616100a", + "id": "8735a40c", "metadata": { "editable": true }, @@ -988,7 +988,7 @@ }, { "cell_type": "markdown", - "id": "cecd64c6", + "id": "b5291522", "metadata": { "editable": true }, @@ -1006,7 +1006,7 @@ }, { "cell_type": "markdown", - "id": "31eecb48", + "id": "188fcc9e", "metadata": { "editable": true }, @@ -1022,7 +1022,7 @@ }, { "cell_type": "markdown", - "id": "216deb07", + "id": "67126b7c", "metadata": { "editable": true }, @@ -1037,7 +1037,7 @@ }, { "cell_type": "markdown", - "id": "7c493c62", + "id": "0970ba78", "metadata": { "editable": true }, @@ -1056,7 +1056,7 @@ }, { "cell_type": "markdown", - "id": "00c500fa", + "id": "27f041e0", "metadata": { "editable": true }, @@ -1068,7 +1068,7 @@ }, { "cell_type": "markdown", - "id": "9e6ef884", + "id": "ba54035a", "metadata": { "editable": true }, @@ -1079,7 +1079,7 @@ }, { "cell_type": "markdown", - "id": "ae753e43", + "id": "033f9a7a", "metadata": { "editable": true }, @@ -1100,7 +1100,7 @@ }, { "cell_type": "markdown", - "id": "338765ee", + "id": "a4552daa", "metadata": { "editable": true }, @@ -1116,7 +1116,7 @@ }, { "cell_type": "markdown", - "id": "134b1339", + "id": "50034060", "metadata": { "editable": true }, @@ -1134,7 +1134,7 @@ }, { "cell_type": "markdown", - "id": "88a54d0b", + "id": "8ab3f548", "metadata": { "editable": true }, @@ -1146,7 +1146,7 @@ }, { "cell_type": "markdown", - "id": "c08db532", + "id": "c68e66bb", "metadata": { "editable": true }, @@ -1156,7 +1156,7 @@ }, { "cell_type": "markdown", - "id": "5abec963", + "id": "c34392a4", "metadata": { "editable": true }, @@ -1168,7 +1168,7 @@ }, { "cell_type": "markdown", - "id": "8443ca56", + "id": "5947966f", "metadata": { "editable": true }, @@ -1180,7 +1180,7 @@ }, { "cell_type": "markdown", - "id": "fb5ccd85", + "id": "efc7b67b", "metadata": { "editable": true }, @@ -1192,7 +1192,7 @@ }, { "cell_type": "markdown", - "id": "b6672462", + "id": "7b30e2d6", "metadata": { "editable": true }, @@ -1202,7 +1202,7 @@ }, { "cell_type": "markdown", - "id": "f32a4c6c", + "id": "195a1eaa", "metadata": { "editable": true }, @@ -1214,7 +1214,7 @@ }, { "cell_type": "markdown", - "id": "8c6e4830", + "id": "9eaa4230", "metadata": { "editable": true }, @@ -1226,7 +1226,7 @@ }, { "cell_type": "markdown", - "id": "050ee2b1", + "id": "d3105d90", "metadata": { "editable": true }, @@ -1238,7 +1238,7 @@ }, { "cell_type": "markdown", - "id": "66b7b033", + "id": "79dffa47", "metadata": { "editable": true }, @@ -1254,7 +1254,7 @@ }, { "cell_type": "markdown", - "id": "ed3176b2", + "id": "8295435a", "metadata": { "editable": true }, @@ -1267,7 +1267,7 @@ }, { "cell_type": "markdown", - "id": "88a97f5d", + "id": "98338395", "metadata": { "editable": true }, @@ -1279,7 +1279,7 @@ }, { "cell_type": "markdown", - "id": "4a509c92", + "id": "8e3b0ca5", "metadata": { "editable": true }, @@ -1289,7 +1289,7 @@ }, { "cell_type": "markdown", - "id": "4ba88953", + "id": "ad13db03", "metadata": { "editable": true }, @@ -1301,7 +1301,7 @@ }, { "cell_type": "markdown", - "id": "4dc3fee8", + "id": "662cbca6", "metadata": { "editable": true }, @@ -1316,7 +1316,7 @@ }, { "cell_type": "markdown", - "id": "5cc81f97", + "id": "12beb54f", "metadata": { "editable": true }, @@ -1331,7 +1331,7 @@ }, { "cell_type": "markdown", - "id": "851d4c45", + "id": "f3f9e96f", "metadata": { "editable": true }, @@ -1343,7 +1343,7 @@ }, { "cell_type": "markdown", - "id": "b261ea99", + "id": "6fac54f1", "metadata": { "editable": true }, @@ -1353,7 +1353,7 @@ }, { "cell_type": "markdown", - "id": "ea27a3c6", + "id": "e075b1f3", "metadata": { "editable": true }, @@ -1365,7 +1365,7 @@ }, { "cell_type": "markdown", - "id": "83c0c6a0", + "id": "499f2a02", "metadata": { "editable": true }, @@ -1381,7 +1381,7 @@ }, { "cell_type": "markdown", - "id": "dc0b2072", + "id": "14d258b4", "metadata": { "editable": true }, @@ -1393,7 +1393,7 @@ }, { "cell_type": "markdown", - "id": "fde836e1", + "id": "cfd24f1d", "metadata": { "editable": true }, @@ -1406,7 +1406,7 @@ }, { "cell_type": "markdown", - "id": "a070285d", + "id": "8f13e360", "metadata": { "editable": true }, @@ -1420,7 +1420,7 @@ }, { "cell_type": "markdown", - "id": "bf6e590b", + "id": "7813d600", "metadata": { "editable": true }, @@ -1430,7 +1430,7 @@ }, { "cell_type": "markdown", - "id": "3d3965b6", + "id": "749fff56", "metadata": { "editable": true }, @@ -1443,7 +1443,7 @@ }, { "cell_type": "markdown", - "id": "cd0d4353", + "id": "d906504c", "metadata": { "editable": true }, @@ -1458,7 +1458,7 @@ }, { "cell_type": "markdown", - "id": "eb62911e", + "id": "b91b7319", "metadata": { "editable": true }, @@ -1470,7 +1470,7 @@ }, { "cell_type": "markdown", - "id": "fdb87605", + "id": "a1d49965", "metadata": { "editable": true }, @@ -1480,7 +1480,7 @@ }, { "cell_type": "markdown", - "id": "702d1de3", + "id": "144b543c", "metadata": { "editable": true }, @@ -1493,7 +1493,7 @@ }, { "cell_type": "markdown", - "id": "46f9ffd9", + "id": "ded9f981", "metadata": { "editable": true }, @@ -1504,7 +1504,7 @@ }, { "cell_type": "markdown", - "id": "54240b13", + "id": "d447b314", "metadata": { "editable": true }, @@ -1516,7 +1516,7 @@ }, { "cell_type": "markdown", - "id": "c3cc19f1", + "id": "c213210c", "metadata": { "editable": true }, @@ -1526,7 +1526,7 @@ }, { "cell_type": "markdown", - "id": "8fd26ae6", + "id": "eeba0b62", "metadata": { "editable": true }, @@ -1541,7 +1541,7 @@ }, { "cell_type": "markdown", - "id": "907b64ed", + "id": "b115caa3", "metadata": { "editable": true }, @@ -1551,7 +1551,7 @@ }, { "cell_type": "markdown", - "id": "ea24309a", + "id": "44688f39", "metadata": { "editable": true }, @@ -1563,7 +1563,7 @@ }, { "cell_type": "markdown", - "id": "9d331112", + "id": "200910fa", "metadata": { "editable": true }, @@ -1573,7 +1573,7 @@ }, { "cell_type": "markdown", - "id": "da875dab", + "id": "278b8e18", "metadata": { "editable": true }, @@ -1589,7 +1589,7 @@ }, { "cell_type": "markdown", - "id": "628f45dd", + "id": "9ab375bb", "metadata": { "editable": true }, @@ -1617,7 +1617,7 @@ }, { "cell_type": "markdown", - "id": "9cd55f79", + "id": "5725ca56", "metadata": { "editable": true }, @@ -1633,7 +1633,7 @@ }, { "cell_type": "markdown", - "id": "5f94b9d4", + "id": "618020aa", "metadata": { "editable": true }, @@ -1645,7 +1645,7 @@ }, { "cell_type": "markdown", - "id": "0a3b9e01", + "id": "3cd5ab48", "metadata": { "editable": true }, @@ -1657,7 +1657,7 @@ }, { "cell_type": "markdown", - "id": "8764ddc0", + "id": "be8f512d", "metadata": { "editable": true }, @@ -1667,7 +1667,7 @@ }, { "cell_type": "markdown", - "id": "d30b4ff0", + "id": "37aaeb4f", "metadata": { "editable": true }, @@ -1681,7 +1681,7 @@ }, { "cell_type": "markdown", - "id": "7e5eafdb", + "id": "81054a31", "metadata": { "editable": true }, @@ -1693,7 +1693,7 @@ }, { "cell_type": "markdown", - "id": "390faa33", + "id": "f5048370", "metadata": { "editable": true }, @@ -1715,7 +1715,7 @@ }, { "cell_type": "markdown", - "id": "11f478e0", + "id": "f39ba34d", "metadata": { "editable": true }, @@ -1747,7 +1747,7 @@ }, { "cell_type": "markdown", - "id": "68226a92", + "id": "15248415", "metadata": { "editable": true }, @@ -1763,7 +1763,7 @@ }, { "cell_type": "markdown", - "id": "ba4397fc", + "id": "3924de15", "metadata": { "editable": true }, @@ -1783,7 +1783,7 @@ }, { "cell_type": "markdown", - "id": "c04e04d6", + "id": "1f3ed7b9", "metadata": { "editable": true }, @@ -1800,7 +1800,7 @@ }, { "cell_type": "markdown", - "id": "cf546e23", + "id": "8f3c7d84", "metadata": { "editable": true }, @@ -1816,7 +1816,7 @@ }, { "cell_type": "markdown", - "id": "b65107c4", + "id": "9713c5de", "metadata": { "editable": true }, @@ -1835,7 +1835,7 @@ }, { "cell_type": "markdown", - "id": "41864fb7", + "id": "f18b86aa", "metadata": { "editable": true }, @@ -1848,7 +1848,7 @@ }, { "cell_type": "markdown", - "id": "4eebcdb7", + "id": "d9e7cc72", "metadata": { "editable": true }, @@ -1860,7 +1860,7 @@ }, { "cell_type": "markdown", - "id": "7a5e62e4", + "id": "3c3764aa", "metadata": { "editable": true }, @@ -1881,7 +1881,7 @@ }, { "cell_type": "markdown", - "id": "c7238366", + "id": "a53d4969", "metadata": { "editable": true }, @@ -1902,7 +1902,7 @@ }, { "cell_type": "markdown", - "id": "0b97aeeb", + "id": "287d5af4", "metadata": { "editable": true }, @@ -1928,7 +1928,7 @@ }, { "cell_type": "markdown", - "id": "3fd6f59e", + "id": "e9f592a2", "metadata": { "editable": true }, @@ -1947,7 +1947,7 @@ }, { "cell_type": "markdown", - "id": "0172461a", + "id": "5f2fbf9c", "metadata": { "editable": true }, @@ -1958,7 +1958,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "327406f1", + "id": "438e2b25", "metadata": { "collapsed": false, "editable": true @@ -2009,7 +2009,7 @@ }, { "cell_type": "markdown", - "id": "21cd0cbc", + "id": "3b2759c1", "metadata": { "editable": true }, @@ -2020,7 +2020,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "0acee68a", + "id": "b9d172cd", "metadata": { "collapsed": false, "editable": true @@ -2053,7 +2053,7 @@ }, { "cell_type": "markdown", - "id": "e02f61a7", + "id": "7cce3d2f", "metadata": { "editable": true }, @@ -2064,7 +2064,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "91574522", + "id": "3d9d8152", "metadata": { "collapsed": false, "editable": true @@ -2101,7 +2101,7 @@ }, { "cell_type": "markdown", - "id": "4176bd54", + "id": "46ce7703", "metadata": { "editable": true }, @@ -2112,7 +2112,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "ec107763", + "id": "7828bff0", "metadata": { "collapsed": false, "editable": true @@ -2139,7 +2139,7 @@ }, { "cell_type": "markdown", - "id": "72b0127c", + "id": "67399a6e", "metadata": { "editable": true }, @@ -2150,7 +2150,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "99644dc7", + "id": "bf9dca9d", "metadata": { "collapsed": false, "editable": true @@ -2191,7 +2191,7 @@ }, { "cell_type": "markdown", - "id": "1c309dbb", + "id": "c2b7b151", "metadata": { "editable": true }, @@ -2207,7 +2207,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "6a35ed0c", + "id": "d292cab4", "metadata": { "collapsed": false, "editable": true @@ -2228,7 +2228,7 @@ }, { "cell_type": "markdown", - "id": "b150d131", + "id": "7087d777", "metadata": { "editable": true }, @@ -2241,7 +2241,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "96a7b1f0", + "id": "c918a42c", "metadata": { "collapsed": false, "editable": true @@ -2265,7 +2265,7 @@ }, { "cell_type": "markdown", - "id": "b6ad06dc", + "id": "dd0ad0a0", "metadata": { "editable": true }, @@ -2280,7 +2280,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "0d9a9552", + "id": "8962b4c1", "metadata": { "collapsed": false, "editable": true @@ -2301,7 +2301,7 @@ }, { "cell_type": "markdown", - "id": "c4304aa4", + "id": "ac312d64", "metadata": { "editable": true }, @@ -2311,7 +2311,7 @@ }, { "cell_type": "markdown", - "id": "180db190", + "id": "bb373f94", "metadata": { "editable": true }, @@ -2330,7 +2330,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "8f52da8c", + "id": "f835649a", "metadata": { "collapsed": false, "editable": true @@ -2347,7 +2347,7 @@ }, { "cell_type": "markdown", - "id": "c5497eff", + "id": "851a6a70", "metadata": { "editable": true }, @@ -2357,7 +2357,7 @@ }, { "cell_type": "markdown", - "id": "4ba34f8d", + "id": "ab8024c3", "metadata": { "editable": true }, @@ -2368,7 +2368,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "d2e64017", + "id": "459d5115", "metadata": { "collapsed": false, "editable": true @@ -2385,7 +2385,7 @@ }, { "cell_type": "markdown", - "id": "00059fe8", + "id": "03645c6a", "metadata": { "editable": true }, @@ -2396,7 +2396,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "4a1f365f", + "id": "2e831cc7", "metadata": { "collapsed": false, "editable": true @@ -2417,7 +2417,7 @@ }, { "cell_type": "markdown", - "id": "aaba024a", + "id": "6757beaf", "metadata": { "editable": true }, @@ -2450,7 +2450,7 @@ }, { "cell_type": "markdown", - "id": "764fc43e", + "id": "2403112d", "metadata": { "editable": true }, @@ -2474,7 +2474,7 @@ }, { "cell_type": "markdown", - "id": "a16e632d", + "id": "f7f72e5f", "metadata": { "editable": true }, @@ -2497,7 +2497,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "1deab9eb", + "id": "d536ebb3", "metadata": { "collapsed": false, "editable": true @@ -2638,7 +2638,7 @@ }, { "cell_type": "markdown", - "id": "1bf4b5e1", + "id": "ed84c32f", "metadata": { "editable": true }, @@ -2651,7 +2651,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "4ccdf2fd", + "id": "50ec1810", "metadata": { "collapsed": false, "editable": true @@ -2664,7 +2664,7 @@ }, { "cell_type": "markdown", - "id": "318c8ba3", + "id": "70065ce9", "metadata": { "editable": true }, @@ -2675,7 +2675,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "3e05068e", + "id": "adf26c2e", "metadata": { "collapsed": false, "editable": true @@ -2697,7 +2697,7 @@ }, { "cell_type": "markdown", - "id": "0fdd8790", + "id": "4cc6995f", "metadata": { "editable": true }, @@ -2713,7 +2713,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "4d30014d", + "id": "da674be5", "metadata": { "collapsed": false, "editable": true @@ -2760,7 +2760,7 @@ }, { "cell_type": "markdown", - "id": "3303262d", + "id": "5369feda", "metadata": { "editable": true }, @@ -2775,7 +2775,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "4328896b", + "id": "bec876b0", "metadata": { "collapsed": false, "editable": true @@ -2796,7 +2796,7 @@ }, { "cell_type": "markdown", - "id": "9ff7fd7a", + "id": "e0c33be6", "metadata": { "editable": true }, @@ -2813,7 +2813,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "f44c1e1d", + "id": "f3597cab", "metadata": { "collapsed": false, "editable": true @@ -2872,7 +2872,7 @@ }, { "cell_type": "markdown", - "id": "2f6650d0", + "id": "ab2cc0fd", "metadata": { "editable": true }, @@ -2889,7 +2889,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "d50993c9", + "id": "458db462", "metadata": { "collapsed": false, "editable": true @@ -2910,7 +2910,7 @@ }, { "cell_type": "markdown", - "id": "a712dc3c", + "id": "f025fc4e", "metadata": { "editable": true }, @@ -2927,7 +2927,7 @@ }, { "cell_type": "markdown", - "id": "632866a9", + "id": "45ec691b", "metadata": { "editable": true }, @@ -2939,7 +2939,7 @@ }, { "cell_type": "markdown", - "id": "fb33615f", + "id": "b038a81f", "metadata": { "editable": true }, @@ -2955,7 +2955,7 @@ }, { "cell_type": "markdown", - "id": "c150b10d", + "id": "fb1afad6", "metadata": { "editable": true }, @@ -2967,7 +2967,7 @@ }, { "cell_type": "markdown", - "id": "29b9caee", + "id": "d3de118b", "metadata": { "editable": true }, @@ -2982,7 +2982,7 @@ }, { "cell_type": "markdown", - "id": "8b512529", + "id": "f96c3f1a", "metadata": { "editable": true }, @@ -2994,7 +2994,7 @@ }, { "cell_type": "markdown", - "id": "3c6f0bc9", + "id": "a3be529a", "metadata": { "editable": true }, @@ -3012,7 +3012,7 @@ }, { "cell_type": "markdown", - "id": "6be766c2", + "id": "e0010450", "metadata": { "editable": true }, @@ -3031,7 +3031,7 @@ }, { "cell_type": "markdown", - "id": "30872978", + "id": "7dc17722", "metadata": { "editable": true }, @@ -3043,7 +3043,7 @@ }, { "cell_type": "markdown", - "id": "dab55864", + "id": "80fdf963", "metadata": { "editable": true }, @@ -3060,7 +3060,7 @@ }, { "cell_type": "markdown", - "id": "59009d4e", + "id": "d5f4d714", "metadata": { "editable": true }, @@ -3073,7 +3073,7 @@ }, { "cell_type": "markdown", - "id": "cfd71d57", + "id": "efcad691", "metadata": { "editable": true }, @@ -3102,7 +3102,7 @@ }, { "cell_type": "markdown", - "id": "254de1f6", + "id": "700d8227", "metadata": { "editable": true }, @@ -3112,7 +3112,7 @@ }, { "cell_type": "markdown", - "id": "277ad313", + "id": "58e95ea2", "metadata": { "editable": true }, @@ -3124,7 +3124,7 @@ }, { "cell_type": "markdown", - "id": "4408da81", + "id": "0b4b4cd4", "metadata": { "editable": true }, @@ -3145,7 +3145,7 @@ }, { "cell_type": "markdown", - "id": "97f368a4", + "id": "fd009236", "metadata": { "editable": true }, @@ -3163,7 +3163,7 @@ }, { "cell_type": "markdown", - "id": "2157445c", + "id": "40c6ea0c", "metadata": { "editable": true }, @@ -3179,7 +3179,7 @@ }, { "cell_type": "markdown", - "id": "1b823cf8", + "id": "2e74ac5d", "metadata": { "editable": true }, @@ -3192,7 +3192,7 @@ }, { "cell_type": "markdown", - "id": "fcd68006", + "id": "3d4044ec", "metadata": { "editable": true }, @@ -3216,7 +3216,7 @@ }, { "cell_type": "markdown", - "id": "57d7a347", + "id": "9b90e40c", "metadata": { "editable": true }, @@ -3237,7 +3237,7 @@ }, { "cell_type": "markdown", - "id": "b76fc717", + "id": "cabf18b4", "metadata": { "editable": true }, @@ -3250,7 +3250,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "47bc5ad3", + "id": "c29f81ee", "metadata": { "collapsed": false, "editable": true @@ -3332,7 +3332,7 @@ }, { "cell_type": "markdown", - "id": "435a988d", + "id": "e75d0d23", "metadata": { "editable": true }, @@ -3346,7 +3346,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "2c04ebbf", + "id": "05c9fca0", "metadata": { "collapsed": false, "editable": true @@ -3373,7 +3373,7 @@ }, { "cell_type": "markdown", - "id": "66b71a9c", + "id": "d62580a8", "metadata": { "editable": true }, @@ -3394,7 +3394,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "d56d781d", + "id": "3e211f69", "metadata": { "collapsed": false, "editable": true @@ -3444,7 +3444,7 @@ }, { "cell_type": "markdown", - "id": "611f44ba", + "id": "52fe1724", "metadata": { "editable": true }, @@ -3459,7 +3459,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "2ab1f7fd", + "id": "dd341494", "metadata": { "collapsed": false, "editable": true @@ -3500,7 +3500,7 @@ }, { "cell_type": "markdown", - "id": "edc50ddb", + "id": "f7bbca5a", "metadata": { "editable": true }, @@ -3542,7 +3542,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "154bca97", + "id": "26f85aba", "metadata": { "collapsed": false, "editable": true @@ -3828,7 +3828,7 @@ }, { "cell_type": "markdown", - "id": "fd97e246", + "id": "bf1bbed5", "metadata": { "editable": true }, @@ -3851,7 +3851,7 @@ }, { "cell_type": "markdown", - "id": "483ec09a", + "id": "a1b2c620", "metadata": { "editable": true }, @@ -3864,7 +3864,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "34cc7cfe", + "id": "a07e5de2", "metadata": { "collapsed": false, "editable": true @@ -3912,7 +3912,7 @@ }, { "cell_type": "markdown", - "id": "c7222d94", + "id": "aa7bec11", "metadata": { "editable": true }, @@ -3934,7 +3934,7 @@ }, { "cell_type": "markdown", - "id": "379d2b61", + "id": "6edc6838", "metadata": { "editable": true }, @@ -3956,7 +3956,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "bbba88c5", + "id": "94691c42", "metadata": { "collapsed": false, "editable": true @@ -4118,7 +4118,7 @@ }, { "cell_type": "markdown", - "id": "5eb1543d", + "id": "6d495cc2", "metadata": { "editable": true }, @@ -4139,7 +4139,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "16e0cbb4", + "id": "fc517b1e", "metadata": { "collapsed": false, "editable": true @@ -4202,7 +4202,7 @@ }, { "cell_type": "markdown", - "id": "64614807", + "id": "e320bfce", "metadata": { "editable": true }, @@ -4226,7 +4226,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "a51bc72b", + "id": "9227fc5a", "metadata": { "collapsed": false, "editable": true @@ -4454,7 +4454,7 @@ }, { "cell_type": "markdown", - "id": "06920905", + "id": "e667968f", "metadata": { "editable": true }, @@ -4475,7 +4475,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "5e83fa76", + "id": "fa484fff", "metadata": { "collapsed": false, "editable": true @@ -4779,7 +4779,7 @@ }, { "cell_type": "markdown", - "id": "ca41cb1a", + "id": "8d169c1e", "metadata": { "editable": true }, @@ -4792,7 +4792,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "286cc674", + "id": "5a691259", "metadata": { "collapsed": false, "editable": true @@ -5327,7 +5327,7 @@ }, { "cell_type": "markdown", - "id": "6ef4db14", + "id": "60d134ed", "metadata": { "editable": true }, @@ -5346,7 +5346,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "945f7d8f", + "id": "53337e87", "metadata": { "collapsed": false, "editable": true @@ -5359,7 +5359,7 @@ }, { "cell_type": "markdown", - "id": "d408af9d", + "id": "7e8d9342", "metadata": { "editable": true }, @@ -5375,7 +5375,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "30f3c371", + "id": "af2819dc", "metadata": { "collapsed": false, "editable": true @@ -5401,7 +5401,7 @@ }, { "cell_type": "markdown", - "id": "c573fd8e", + "id": "3489b186", "metadata": { "editable": true }, @@ -5425,7 +5425,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "048be09a", + "id": "99334f2a", "metadata": { "collapsed": false, "editable": true @@ -5460,7 +5460,7 @@ }, { "cell_type": "markdown", - "id": "28786469", + "id": "0cf7521d", "metadata": { "editable": true }, @@ -5479,7 +5479,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "4802753a", + "id": "e3494ddb", "metadata": { "collapsed": false, "editable": true @@ -5507,7 +5507,7 @@ }, { "cell_type": "markdown", - "id": "f56208e1", + "id": "8d34fc83", "metadata": { "editable": true }, @@ -5536,7 +5536,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "980e32cb", + "id": "87673df9", "metadata": { "collapsed": false, "editable": true @@ -5605,7 +5605,7 @@ }, { "cell_type": "markdown", - "id": "f685c435", + "id": "421f3951", "metadata": { "editable": true }, @@ -5623,7 +5623,7 @@ }, { "cell_type": "markdown", - "id": "24fe6c43", + "id": "78abd808", "metadata": { "editable": true }, @@ -5647,7 +5647,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "308cc1ff", + "id": "58b8c21e", "metadata": { "collapsed": false, "editable": true @@ -5678,7 +5678,7 @@ }, { "cell_type": "markdown", - "id": "ec8c5476", + "id": "2cdfdc29", "metadata": { "editable": true }, @@ -5708,7 +5708,7 @@ }, { "cell_type": "markdown", - "id": "1980bd23", + "id": "5d08f006", "metadata": { "editable": true }, @@ -5719,7 +5719,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "da7442ee", + "id": "78e2c226", "metadata": { "collapsed": false, "editable": true @@ -5769,7 +5769,7 @@ }, { "cell_type": "markdown", - "id": "84438582", + "id": "805a1d00", "metadata": { "editable": true }, @@ -5790,7 +5790,7 @@ }, { "cell_type": "markdown", - "id": "f8973e64", + "id": "6d3ff27c", "metadata": { "editable": true }, @@ -5801,7 +5801,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "f57676b2", + "id": "97d8e292", "metadata": { "collapsed": false, "editable": true @@ -5822,7 +5822,7 @@ }, { "cell_type": "markdown", - "id": "fca3cae7", + "id": "e5f9f9d1", "metadata": { "editable": true },