From 0f8e7be42aa3bd49ac3a3fcb308e6c1f2bc11b02 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 19 Aug 2024 15:20:49 +0200 Subject: [PATCH] changes --- README.md | 2 +- doc/LectureNotes/week34.ipynb | 608 +++++++++++++++++----------------- 2 files changed, 305 insertions(+), 305 deletions(-) diff --git a/README.md b/README.md index 035cc528b..faea93a05 100644 --- a/README.md +++ b/README.md @@ -119,7 +119,7 @@ possible. 1. The sessions on Tuesdays and Wednesdays last four hours for each group (four in total) and will include lectures in a flipped mode (promoting active learning) and work on exercices and projects. The sessions will begin with lectures and questions and answers about the material to be covered every week. 2. There are four groups, Tuesdays 815am-12pm and 1215pm-4pm and Wednesdays 815am-12pm and 1215pm-4pm. Please sign up as soon as possible for one of the groups. Max capacity per group is 30-40 participants. -3. On Thursdays we have a regular lecture. These lectures start at 1215pm and end at 2pm. These lectures are recorded. +3. On Mondays we have a regular lecture. These lectures start at 1015am and end at 12pm. These lectures are recorded. 4. Three projects which are graded and count 1/3 each of the final grade; 5. A selected number of weekly assignments. The weekly assignments can be handed in and for all assignments you can get an extra score of 20 points to the final grade. 6. The course is part of the CS Master of Science program, but is open to other bachelor and Master of Science students at the University of Oslo; diff --git a/doc/LectureNotes/week34.ipynb b/doc/LectureNotes/week34.ipynb index 9de607905..5c7c1e7aa 100644 --- a/doc/LectureNotes/week34.ipynb +++ b/doc/LectureNotes/week34.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "3e71c3ed", + "id": "73e0b190", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "45b52799", + "id": "27166338", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "ef4cb19e", + "id": "8c54dde7", "metadata": { "editable": true }, @@ -46,14 +46,14 @@ "\n", "4. On Mondays we have a regular lecture which will be organized as a mix of active learning sessions and regular lectures. These lectures/active learning sessions start at 1015am and end at 12pm and serve the aims of giving an overview over various topics as well as solving specific problems. These lectures will also be recorded.\n", "\n", - " * [Link to recording of lecture TBA](https://youtu.be/)\n", + " * [Link to recording of lecture](https://youtu.be/82IPtCrzbhs)\n", "\n", "The labs are also available till 6pm Tuesdays and Wednesdays. Videos and learning material with reading suggestions will be made available before each week starts." ] }, { "cell_type": "markdown", - "id": "1e6b1300", + "id": "02f7aa45", "metadata": { "editable": true }, @@ -69,7 +69,7 @@ }, { "cell_type": "markdown", - "id": "31d1f84c", + "id": "682f5f3f", "metadata": { "editable": true }, @@ -93,7 +93,7 @@ }, { "cell_type": "markdown", - "id": "53b48ed9", + "id": "567085d3", "metadata": { "editable": true }, @@ -107,7 +107,7 @@ }, { "cell_type": "markdown", - "id": "b14cbd93", + "id": "6ffdfb8d", "metadata": { "editable": true }, @@ -129,7 +129,7 @@ }, { "cell_type": "markdown", - "id": "d9cab2bb", + "id": "f9a70b50", "metadata": { "editable": true }, @@ -159,7 +159,7 @@ }, { "cell_type": "markdown", - "id": "b7eb2935", + "id": "a3c2a01c", "metadata": { "editable": true }, @@ -172,12 +172,12 @@ "\n", "3. Project 3: December 9 (available November 5, graded with feedback)\n", "\n", - "Extra Credit (not mandatory), weekly exercise assignments, 10 in total (due Friday same week), 10% additional score. The extra credit assignments are due each Sunday and can be uploaed to **Canvas** in your preferred format (although we prefer jupyter-notebooks). First assignment is for week 35. Each weekly exercise set counts 1%." + "Extra Credit (not mandatory), weekly exercise assignments, 10 in total (due Friday same week), 10% additional score. The extra credit assignments are due each Friday and can be uploaed to **Canvas** in your preferred format (although we prefer jupyter-notebooks). First assignment is for week 35. Each weekly exercise set gives one additional point to the final score, see below on grading." ] }, { "cell_type": "markdown", - "id": "3b3ac4d2", + "id": "dc7d59f1", "metadata": { "editable": true }, @@ -200,12 +200,12 @@ "\n", " * 0-39 points: F-failed\n", "\n", - "In addition you can get an extra 10% score for weekly assignments (10 in total and due each Friday). Each weekly assignment counts 1%." + "In addition you can get an extra score for weekly assignments (10 in total and due each Friday). Each weekly assignment counts 1 point. As an example, this means that if your average after three projects is 88 points and you have handed in and gotten approved four weekly exercises, the total score is 88+4=92, which translates into an A." ] }, { "cell_type": "markdown", - "id": "c98a488d", + "id": "28346e96", "metadata": { "editable": true }, @@ -223,7 +223,7 @@ }, { "cell_type": "markdown", - "id": "8bd55d29", + "id": "31627cb5", "metadata": { "editable": true }, @@ -240,7 +240,7 @@ }, { "cell_type": "markdown", - "id": "ff004362", + "id": "c35aca9c", "metadata": { "editable": true }, @@ -264,7 +264,7 @@ }, { "cell_type": "markdown", - "id": "dc1e0ada", + "id": "d00aeb6b", "metadata": { "editable": true }, @@ -276,7 +276,7 @@ }, { "cell_type": "markdown", - "id": "2c27fef6", + "id": "0457936f", "metadata": { "editable": true }, @@ -296,7 +296,7 @@ }, { "cell_type": "markdown", - "id": "9b95a77b", + "id": "8c885a78", "metadata": { "editable": true }, @@ -314,7 +314,7 @@ }, { "cell_type": "markdown", - "id": "40dfedc0", + "id": "7acfd928", "metadata": { "editable": true }, @@ -339,7 +339,7 @@ }, { "cell_type": "markdown", - "id": "e3e88448", + "id": "47ff395b", "metadata": { "editable": true }, @@ -361,7 +361,7 @@ }, { "cell_type": "markdown", - "id": "b6180e4d", + "id": "15576559", "metadata": { "editable": true }, @@ -385,7 +385,7 @@ }, { "cell_type": "markdown", - "id": "5a6d7473", + "id": "90dfc95f", "metadata": { "editable": true }, @@ -401,7 +401,7 @@ }, { "cell_type": "markdown", - "id": "8d5bc22f", + "id": "45bedd04", "metadata": { "editable": true }, @@ -423,7 +423,7 @@ }, { "cell_type": "markdown", - "id": "9f5ffd20", + "id": "3fc94db2", "metadata": { "editable": true }, @@ -441,7 +441,7 @@ }, { "cell_type": "markdown", - "id": "b4ca04fe", + "id": "63ad1652", "metadata": { "editable": true }, @@ -471,7 +471,7 @@ }, { "cell_type": "markdown", - "id": "c1f93b8a", + "id": "94af0fbd", "metadata": { "editable": true }, @@ -500,7 +500,7 @@ }, { "cell_type": "markdown", - "id": "7d5e895c", + "id": "30cbdf46", "metadata": { "editable": true }, @@ -518,7 +518,7 @@ }, { "cell_type": "markdown", - "id": "d4959411", + "id": "4110bf1e", "metadata": { "editable": true }, @@ -530,7 +530,7 @@ }, { "cell_type": "markdown", - "id": "d88e8937", + "id": "0e91ac52", "metadata": { "editable": true }, @@ -565,7 +565,7 @@ }, { "cell_type": "markdown", - "id": "4f31ca57", + "id": "3ebd118f", "metadata": { "editable": true }, @@ -595,7 +595,7 @@ }, { "cell_type": "markdown", - "id": "6ab2b818", + "id": "763dd9d3", "metadata": { "editable": true }, @@ -626,7 +626,7 @@ }, { "cell_type": "markdown", - "id": "4cca3e62", + "id": "704bf5ef", "metadata": { "editable": true }, @@ -665,7 +665,7 @@ }, { "cell_type": "markdown", - "id": "848f89b3", + "id": "d9b6d2b7", "metadata": { "editable": true }, @@ -698,7 +698,7 @@ }, { "cell_type": "markdown", - "id": "30bb69ca", + "id": "401ce2e1", "metadata": { "editable": true }, @@ -735,7 +735,7 @@ }, { "cell_type": "markdown", - "id": "a77a9aae", + "id": "b93a99f9", "metadata": { "editable": true }, @@ -759,7 +759,7 @@ }, { "cell_type": "markdown", - "id": "aaeda8ee", + "id": "e414a56b", "metadata": { "editable": true }, @@ -786,7 +786,7 @@ }, { "cell_type": "markdown", - "id": "2ad20fcd", + "id": "80d3455e", "metadata": { "editable": true }, @@ -796,7 +796,7 @@ }, { "cell_type": "markdown", - "id": "3cc76f8f", + "id": "391f3715", "metadata": { "editable": true }, @@ -808,7 +808,7 @@ }, { "cell_type": "markdown", - "id": "9186c180", + "id": "5830cc1c", "metadata": { "editable": true }, @@ -829,7 +829,7 @@ }, { "cell_type": "markdown", - "id": "fbe7f0de", + "id": "a203ceb4", "metadata": { "editable": true }, @@ -841,7 +841,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "f4ba7a28", + "id": "670de7c9", "metadata": { "collapsed": false, "editable": true @@ -853,7 +853,7 @@ }, { "cell_type": "markdown", - "id": "0f92ea37", + "id": "ea67444e", "metadata": { "editable": true }, @@ -864,7 +864,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "e7a41329", + "id": "685b8fe2", "metadata": { "collapsed": false, "editable": true @@ -878,7 +878,7 @@ }, { "cell_type": "markdown", - "id": "269bd917", + "id": "bc397fa0", "metadata": { "editable": true }, @@ -890,7 +890,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "a44ab51e", + "id": "8cf46d82", "metadata": { "collapsed": false, "editable": true @@ -904,7 +904,7 @@ }, { "cell_type": "markdown", - "id": "3365c5f4", + "id": "0e7536ba", "metadata": { "editable": true }, @@ -916,7 +916,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "e7fe287c", + "id": "be098c6b", "metadata": { "collapsed": false, "editable": true @@ -930,7 +930,7 @@ }, { "cell_type": "markdown", - "id": "edbfa557", + "id": "db709533", "metadata": { "editable": true }, @@ -947,7 +947,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "66aa46db", + "id": "ad95f20b", "metadata": { "collapsed": false, "editable": true @@ -964,7 +964,7 @@ }, { "cell_type": "markdown", - "id": "618daef7", + "id": "e9550c79", "metadata": { "editable": true }, @@ -976,7 +976,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "30378e7d", + "id": "61ead8df", "metadata": { "collapsed": false, "editable": true @@ -990,7 +990,7 @@ }, { "cell_type": "markdown", - "id": "75ecd295", + "id": "dae29469", "metadata": { "editable": true }, @@ -1001,7 +1001,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "3be0e9f1", + "id": "053d2781", "metadata": { "collapsed": false, "editable": true @@ -1015,7 +1015,7 @@ }, { "cell_type": "markdown", - "id": "34db27b7", + "id": "e50a0ecc", "metadata": { "editable": true }, @@ -1026,7 +1026,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "a7f623de", + "id": "553692f0", "metadata": { "collapsed": false, "editable": true @@ -1040,7 +1040,7 @@ }, { "cell_type": "markdown", - "id": "74aa5734", + "id": "115f3ae7", "metadata": { "editable": true }, @@ -1055,7 +1055,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "511aad98", + "id": "66b945ba", "metadata": { "collapsed": false, "editable": true @@ -1069,7 +1069,7 @@ }, { "cell_type": "markdown", - "id": "1b13f1f5", + "id": "abf3bc3e", "metadata": { "editable": true }, @@ -1080,7 +1080,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "727497fc", + "id": "db6d88b3", "metadata": { "collapsed": false, "editable": true @@ -1095,7 +1095,7 @@ }, { "cell_type": "markdown", - "id": "5340edcf", + "id": "49119c5e", "metadata": { "editable": true }, @@ -1106,7 +1106,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "b02f087b", + "id": "61a0f438", "metadata": { "collapsed": false, "editable": true @@ -1121,7 +1121,7 @@ }, { "cell_type": "markdown", - "id": "08a1816a", + "id": "19a18132", "metadata": { "editable": true }, @@ -1132,7 +1132,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "65630355", + "id": "b5c0a3ce", "metadata": { "collapsed": false, "editable": true @@ -1148,7 +1148,7 @@ }, { "cell_type": "markdown", - "id": "2d900153", + "id": "223bea20", "metadata": { "editable": true }, @@ -1159,7 +1159,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "eb73a41d", + "id": "2c9590cc", "metadata": { "collapsed": false, "editable": true @@ -1175,7 +1175,7 @@ }, { "cell_type": "markdown", - "id": "475d032f", + "id": "f79fd3cf", "metadata": { "editable": true }, @@ -1186,7 +1186,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "75e1338a", + "id": "b0e7123a", "metadata": { "collapsed": false, "editable": true @@ -1202,7 +1202,7 @@ }, { "cell_type": "markdown", - "id": "569d5c0b", + "id": "4b57789a", "metadata": { "editable": true }, @@ -1214,7 +1214,7 @@ }, { "cell_type": "markdown", - "id": "7843e50f", + "id": "d0d0f754", "metadata": { "editable": true }, @@ -1229,7 +1229,7 @@ }, { "cell_type": "markdown", - "id": "644713ca", + "id": "5269c292", "metadata": { "editable": true }, @@ -1239,7 +1239,7 @@ }, { "cell_type": "markdown", - "id": "416f7608", + "id": "a7ebc5a2", "metadata": { "editable": true }, @@ -1251,7 +1251,7 @@ }, { "cell_type": "markdown", - "id": "4219192a", + "id": "1171e82a", "metadata": { "editable": true }, @@ -1262,7 +1262,7 @@ }, { "cell_type": "markdown", - "id": "4f5643f8", + "id": "c5ebdfd1", "metadata": { "editable": true }, @@ -1277,7 +1277,7 @@ }, { "cell_type": "markdown", - "id": "f6584cf1", + "id": "9b9cbb93", "metadata": { "editable": true }, @@ -1292,7 +1292,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "75602f0d", + "id": "7cf2af68", "metadata": { "collapsed": false, "editable": true @@ -1319,7 +1319,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "5ad697d4", + "id": "5197697c", "metadata": { "collapsed": false, "editable": true @@ -1343,7 +1343,7 @@ }, { "cell_type": "markdown", - "id": "032b26ff", + "id": "42e95e3c", "metadata": { "editable": true }, @@ -1369,7 +1369,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "a787e973", + "id": "f297501d", "metadata": { "collapsed": false, "editable": true @@ -1389,7 +1389,7 @@ }, { "cell_type": "markdown", - "id": "3e2f2ba0", + "id": "0e59bacf", "metadata": { "editable": true }, @@ -1403,7 +1403,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "a6e39994", + "id": "c51c8f92", "metadata": { "collapsed": false, "editable": true @@ -1416,7 +1416,7 @@ }, { "cell_type": "markdown", - "id": "8ffd3842", + "id": "571df62d", "metadata": { "editable": true }, @@ -1427,7 +1427,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "b3814c6d", + "id": "fe11445e", "metadata": { "collapsed": false, "editable": true @@ -1439,7 +1439,7 @@ }, { "cell_type": "markdown", - "id": "35bafbd2", + "id": "4e959088", "metadata": { "editable": true }, @@ -1450,7 +1450,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "8db7bed6", + "id": "3ddbaad0", "metadata": { "collapsed": false, "editable": true @@ -1468,7 +1468,7 @@ }, { "cell_type": "markdown", - "id": "d9385413", + "id": "68c760ca", "metadata": { "editable": true }, @@ -1480,7 +1480,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "6dce18c2", + "id": "06845237", "metadata": { "collapsed": false, "editable": true @@ -1504,7 +1504,7 @@ }, { "cell_type": "markdown", - "id": "97d91af7", + "id": "e69b101a", "metadata": { "editable": true }, @@ -1515,7 +1515,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "e0dca4c1", + "id": "e2ed2ad7", "metadata": { "collapsed": false, "editable": true @@ -1544,7 +1544,7 @@ }, { "cell_type": "markdown", - "id": "cdc2ab8a", + "id": "b3f0cac5", "metadata": { "editable": true }, @@ -1555,7 +1555,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "36ae1ade", + "id": "f87a0034", "metadata": { "collapsed": false, "editable": true @@ -1570,7 +1570,7 @@ }, { "cell_type": "markdown", - "id": "c140669f", + "id": "637ed6e0", "metadata": { "editable": true }, @@ -1587,7 +1587,7 @@ }, { "cell_type": "markdown", - "id": "d458b4bc", + "id": "432c8b09", "metadata": { "editable": true }, @@ -1599,7 +1599,7 @@ }, { "cell_type": "markdown", - "id": "f9520546", + "id": "97fd8af3", "metadata": { "editable": true }, @@ -1630,7 +1630,7 @@ }, { "cell_type": "markdown", - "id": "77976987", + "id": "7f98fe2f", "metadata": { "editable": true }, @@ -1642,7 +1642,7 @@ }, { "cell_type": "markdown", - "id": "8ac95ae4", + "id": "faee7760", "metadata": { "editable": true }, @@ -1670,7 +1670,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "3327deec", + "id": "d8eecf0b", "metadata": { "collapsed": false, "editable": true @@ -1700,7 +1700,7 @@ }, { "cell_type": "markdown", - "id": "8e39785b", + "id": "ed0c8965", "metadata": { "editable": true }, @@ -1717,7 +1717,7 @@ }, { "cell_type": "markdown", - "id": "2a78a280", + "id": "f797ca15", "metadata": { "editable": true }, @@ -1729,7 +1729,7 @@ }, { "cell_type": "markdown", - "id": "c4864965", + "id": "5f9cbb33", "metadata": { "editable": true }, @@ -1750,7 +1750,7 @@ }, { "cell_type": "markdown", - "id": "5c0838b1", + "id": "2bf36e95", "metadata": { "editable": true }, @@ -1763,7 +1763,7 @@ }, { "cell_type": "markdown", - "id": "02383309", + "id": "d6f12234", "metadata": { "editable": true }, @@ -1794,7 +1794,7 @@ }, { "cell_type": "markdown", - "id": "eac58725", + "id": "48335bc5", "metadata": { "editable": true }, @@ -1806,7 +1806,7 @@ }, { "cell_type": "markdown", - "id": "827e0ed3", + "id": "28bc7d7c", "metadata": { "editable": true }, @@ -1824,7 +1824,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "8f20f97a", + "id": "e7889262", "metadata": { "collapsed": false, "editable": true @@ -1851,7 +1851,7 @@ }, { "cell_type": "markdown", - "id": "40e0f1fb", + "id": "d6a3e045", "metadata": { "editable": true }, @@ -1873,7 +1873,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "85fe3b38", + "id": "d5a30b19", "metadata": { "collapsed": false, "editable": true @@ -1911,7 +1911,7 @@ }, { "cell_type": "markdown", - "id": "c5340def", + "id": "ed07337d", "metadata": { "editable": true }, @@ -1922,7 +1922,7 @@ }, { "cell_type": "markdown", - "id": "83e89ce5", + "id": "415d9bec", "metadata": { "editable": true }, @@ -1935,7 +1935,7 @@ }, { "cell_type": "markdown", - "id": "05a2a70c", + "id": "ba29a36b", "metadata": { "editable": true }, @@ -1956,7 +1956,7 @@ }, { "cell_type": "markdown", - "id": "edfe1145", + "id": "865a8b36", "metadata": { "editable": true }, @@ -1968,7 +1968,7 @@ }, { "cell_type": "markdown", - "id": "b63b854d", + "id": "64634cb0", "metadata": { "editable": true }, @@ -1978,7 +1978,7 @@ }, { "cell_type": "markdown", - "id": "b72ca737", + "id": "6f984361", "metadata": { "editable": true }, @@ -1990,7 +1990,7 @@ }, { "cell_type": "markdown", - "id": "da0dd094", + "id": "64cb4c5e", "metadata": { "editable": true }, @@ -2002,7 +2002,7 @@ }, { "cell_type": "markdown", - "id": "55ad6e1f", + "id": "0260440c", "metadata": { "editable": true }, @@ -2014,7 +2014,7 @@ }, { "cell_type": "markdown", - "id": "307edc23", + "id": "078a2b57", "metadata": { "editable": true }, @@ -2025,7 +2025,7 @@ }, { "cell_type": "markdown", - "id": "ddcee8d8", + "id": "9c902a95", "metadata": { "editable": true }, @@ -2037,7 +2037,7 @@ }, { "cell_type": "markdown", - "id": "a4aa116d", + "id": "e8ea13ec", "metadata": { "editable": true }, @@ -2059,7 +2059,7 @@ }, { "cell_type": "markdown", - "id": "91b0a8f6", + "id": "7aa029a3", "metadata": { "editable": true }, @@ -2071,7 +2071,7 @@ }, { "cell_type": "markdown", - "id": "6a89433e", + "id": "708f12b5", "metadata": { "editable": true }, @@ -2084,7 +2084,7 @@ }, { "cell_type": "markdown", - "id": "8e9db463", + "id": "037f64d6", "metadata": { "editable": true }, @@ -2101,7 +2101,7 @@ }, { "cell_type": "markdown", - "id": "322bc071", + "id": "e637e27a", "metadata": { "editable": true }, @@ -2113,7 +2113,7 @@ }, { "cell_type": "markdown", - "id": "02864f30", + "id": "1ebeede9", "metadata": { "editable": true }, @@ -2123,7 +2123,7 @@ }, { "cell_type": "markdown", - "id": "75d42c9b", + "id": "d7e4c069", "metadata": { "editable": true }, @@ -2135,7 +2135,7 @@ }, { "cell_type": "markdown", - "id": "9cd70ab7", + "id": "106d72f7", "metadata": { "editable": true }, @@ -2145,7 +2145,7 @@ }, { "cell_type": "markdown", - "id": "b10d687a", + "id": "a5240cd2", "metadata": { "editable": true }, @@ -2157,7 +2157,7 @@ }, { "cell_type": "markdown", - "id": "fadb16df", + "id": "c52694b3", "metadata": { "editable": true }, @@ -2167,7 +2167,7 @@ }, { "cell_type": "markdown", - "id": "a784290a", + "id": "348874b6", "metadata": { "editable": true }, @@ -2179,7 +2179,7 @@ }, { "cell_type": "markdown", - "id": "0eac8891", + "id": "56c26cc2", "metadata": { "editable": true }, @@ -2195,7 +2195,7 @@ }, { "cell_type": "markdown", - "id": "7e0f7c9c", + "id": "c72e667c", "metadata": { "editable": true }, @@ -2207,7 +2207,7 @@ }, { "cell_type": "markdown", - "id": "2cb53b2f", + "id": "d2c9c03b", "metadata": { "editable": true }, @@ -2218,7 +2218,7 @@ }, { "cell_type": "markdown", - "id": "baad681e", + "id": "13304934", "metadata": { "editable": true }, @@ -2230,7 +2230,7 @@ }, { "cell_type": "markdown", - "id": "14445fea", + "id": "e7f2e3d7", "metadata": { "editable": true }, @@ -2244,7 +2244,7 @@ }, { "cell_type": "markdown", - "id": "24e60de2", + "id": "abf3e12d", "metadata": { "editable": true }, @@ -2256,7 +2256,7 @@ }, { "cell_type": "markdown", - "id": "32c6b631", + "id": "f751f37e", "metadata": { "editable": true }, @@ -2281,7 +2281,7 @@ }, { "cell_type": "markdown", - "id": "7f3d9e7f", + "id": "a394237c", "metadata": { "editable": true }, @@ -2298,7 +2298,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "efbc8ac7", + "id": "24f48163", "metadata": { "collapsed": false, "editable": true @@ -2342,7 +2342,7 @@ }, { "cell_type": "markdown", - "id": "06c59468", + "id": "7e2a3350", "metadata": { "editable": true }, @@ -2353,7 +2353,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "0ae452a1", + "id": "be7aa588", "metadata": { "collapsed": false, "editable": true @@ -2375,7 +2375,7 @@ }, { "cell_type": "markdown", - "id": "f2d085b5", + "id": "1ca3f591", "metadata": { "editable": true }, @@ -2392,7 +2392,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "dc9112d2", + "id": "61ed8ec4", "metadata": { "collapsed": false, "editable": true @@ -2413,7 +2413,7 @@ }, { "cell_type": "markdown", - "id": "04be6a67", + "id": "8c2040f6", "metadata": { "editable": true }, @@ -2427,7 +2427,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "23c26038", + "id": "a54bae32", "metadata": { "collapsed": false, "editable": true @@ -2456,7 +2456,7 @@ }, { "cell_type": "markdown", - "id": "e16c91b9", + "id": "371c3dcf", "metadata": { "editable": true }, @@ -2476,7 +2476,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "3a3bf27b", + "id": "f04b4be2", "metadata": { "collapsed": false, "editable": true @@ -2493,7 +2493,7 @@ }, { "cell_type": "markdown", - "id": "5aa20571", + "id": "32eeb377", "metadata": { "editable": true }, @@ -2505,7 +2505,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "e5b9778b", + "id": "25307bbf", "metadata": { "collapsed": false, "editable": true @@ -2523,7 +2523,7 @@ }, { "cell_type": "markdown", - "id": "49d1f04a", + "id": "f785892a", "metadata": { "editable": true }, @@ -2534,7 +2534,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "3b1fda0f", + "id": "165f063a", "metadata": { "collapsed": false, "editable": true @@ -2547,7 +2547,7 @@ }, { "cell_type": "markdown", - "id": "e74de2ae", + "id": "04edf748", "metadata": { "editable": true }, @@ -2559,7 +2559,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "61296632", + "id": "145083b5", "metadata": { "collapsed": false, "editable": true @@ -2590,7 +2590,7 @@ }, { "cell_type": "markdown", - "id": "5ed4fbbc", + "id": "39c2d3d8", "metadata": { "editable": true }, @@ -2604,7 +2604,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "a8ea26ad", + "id": "69194c9c", "metadata": { "collapsed": false, "editable": true @@ -2649,7 +2649,7 @@ }, { "cell_type": "markdown", - "id": "37036c7b", + "id": "a4129126", "metadata": { "editable": true }, @@ -2669,7 +2669,7 @@ }, { "cell_type": "markdown", - "id": "e8cdcf9c", + "id": "7a33c89b", "metadata": { "editable": true }, @@ -2701,7 +2701,7 @@ }, { "cell_type": "markdown", - "id": "e61fc5f7", + "id": "4ba31200", "metadata": { "editable": true }, @@ -2723,7 +2723,7 @@ }, { "cell_type": "markdown", - "id": "b9c9eab9", + "id": "52fb08cb", "metadata": { "editable": true }, @@ -2751,7 +2751,7 @@ }, { "cell_type": "markdown", - "id": "2897f610", + "id": "95152d93", "metadata": { "editable": true }, @@ -2766,7 +2766,7 @@ }, { "cell_type": "markdown", - "id": "7fd627a1", + "id": "238b17c2", "metadata": { "editable": true }, @@ -2778,7 +2778,7 @@ }, { "cell_type": "markdown", - "id": "b62ab8c7", + "id": "ce2e0ae1", "metadata": { "editable": true }, @@ -2793,7 +2793,7 @@ }, { "cell_type": "markdown", - "id": "63f8c4ca", + "id": "e2740148", "metadata": { "editable": true }, @@ -2806,7 +2806,7 @@ }, { "cell_type": "markdown", - "id": "fa8ced7c", + "id": "a05704a6", "metadata": { "editable": true }, @@ -2818,7 +2818,7 @@ }, { "cell_type": "markdown", - "id": "e775cf69", + "id": "79c60b29", "metadata": { "editable": true }, @@ -2828,7 +2828,7 @@ }, { "cell_type": "markdown", - "id": "e9021bcb", + "id": "a2d03cc3", "metadata": { "editable": true }, @@ -2839,7 +2839,7 @@ }, { "cell_type": "markdown", - "id": "3dfca0e1", + "id": "b7e737b6", "metadata": { "editable": true }, @@ -2857,7 +2857,7 @@ }, { "cell_type": "markdown", - "id": "d7dc17c7", + "id": "dd3e07c9", "metadata": { "editable": true }, @@ -2868,7 +2868,7 @@ }, { "cell_type": "markdown", - "id": "0c4a0198", + "id": "915344ab", "metadata": { "editable": true }, @@ -2880,7 +2880,7 @@ }, { "cell_type": "markdown", - "id": "60bc7c9b", + "id": "6e4a0072", "metadata": { "editable": true }, @@ -2890,7 +2890,7 @@ }, { "cell_type": "markdown", - "id": "4b1f2bbf", + "id": "d3cf04f0", "metadata": { "editable": true }, @@ -2902,7 +2902,7 @@ }, { "cell_type": "markdown", - "id": "46f9701c", + "id": "81e7200e", "metadata": { "editable": true }, @@ -2912,7 +2912,7 @@ }, { "cell_type": "markdown", - "id": "c5245bf6", + "id": "5b2ce368", "metadata": { "editable": true }, @@ -2924,7 +2924,7 @@ }, { "cell_type": "markdown", - "id": "f6c9d732", + "id": "b657bfbd", "metadata": { "editable": true }, @@ -2934,7 +2934,7 @@ }, { "cell_type": "markdown", - "id": "26e9e345", + "id": "2ccb4095", "metadata": { "editable": true }, @@ -2953,7 +2953,7 @@ }, { "cell_type": "markdown", - "id": "298a04a5", + "id": "6b189b01", "metadata": { "editable": true }, @@ -2963,7 +2963,7 @@ }, { "cell_type": "markdown", - "id": "b1f251cf", + "id": "b636c0b5", "metadata": { "editable": true }, @@ -2975,7 +2975,7 @@ }, { "cell_type": "markdown", - "id": "5ce82275", + "id": "c147de10", "metadata": { "editable": true }, @@ -2985,7 +2985,7 @@ }, { "cell_type": "markdown", - "id": "39b1c23a", + "id": "bf29dd98", "metadata": { "editable": true }, @@ -3001,7 +3001,7 @@ }, { "cell_type": "markdown", - "id": "fe707681", + "id": "65d3b720", "metadata": { "editable": true }, @@ -3021,7 +3021,7 @@ }, { "cell_type": "markdown", - "id": "fef248b2", + "id": "90a6f1c3", "metadata": { "editable": true }, @@ -3031,7 +3031,7 @@ }, { "cell_type": "markdown", - "id": "b8239056", + "id": "9a9345a8", "metadata": { "editable": true }, @@ -3042,7 +3042,7 @@ }, { "cell_type": "markdown", - "id": "b8d8b1e7", + "id": "436713cd", "metadata": { "editable": true }, @@ -3061,7 +3061,7 @@ }, { "cell_type": "markdown", - "id": "d6ab5053", + "id": "fc260798", "metadata": { "editable": true }, @@ -3071,7 +3071,7 @@ }, { "cell_type": "markdown", - "id": "d5a1a4be", + "id": "30632fac", "metadata": { "editable": true }, @@ -3083,7 +3083,7 @@ }, { "cell_type": "markdown", - "id": "17fbd184", + "id": "4a0561e1", "metadata": { "editable": true }, @@ -3093,7 +3093,7 @@ }, { "cell_type": "markdown", - "id": "75f430d1", + "id": "8ea2db4f", "metadata": { "editable": true }, @@ -3104,7 +3104,7 @@ }, { "cell_type": "markdown", - "id": "e33f6d7e", + "id": "3477d1ad", "metadata": { "editable": true }, @@ -3124,7 +3124,7 @@ }, { "cell_type": "markdown", - "id": "d65e3d00", + "id": "059fcd50", "metadata": { "editable": true }, @@ -3136,7 +3136,7 @@ }, { "cell_type": "markdown", - "id": "8a93ab5b", + "id": "978a59bf", "metadata": { "editable": true }, @@ -3151,7 +3151,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "a101fe72", + "id": "39424acd", "metadata": { "collapsed": false, "editable": true @@ -3231,7 +3231,7 @@ }, { "cell_type": "markdown", - "id": "5092723e", + "id": "07fd1572", "metadata": { "editable": true }, @@ -3241,7 +3241,7 @@ }, { "cell_type": "markdown", - "id": "4f274a13", + "id": "59bda5f0", "metadata": { "editable": true }, @@ -3253,7 +3253,7 @@ }, { "cell_type": "markdown", - "id": "c1597b61", + "id": "0b16fd0b", "metadata": { "editable": true }, @@ -3263,7 +3263,7 @@ }, { "cell_type": "markdown", - "id": "510eda7d", + "id": "63e1915a", "metadata": { "editable": true }, @@ -3274,7 +3274,7 @@ }, { "cell_type": "markdown", - "id": "e04087f8", + "id": "148da0be", "metadata": { "editable": true }, @@ -3286,7 +3286,7 @@ }, { "cell_type": "markdown", - "id": "e4a6ff11", + "id": "3f501364", "metadata": { "editable": true }, @@ -3296,7 +3296,7 @@ }, { "cell_type": "markdown", - "id": "65ebba11", + "id": "f597b7b4", "metadata": { "editable": true }, @@ -3308,7 +3308,7 @@ }, { "cell_type": "markdown", - "id": "f5407aa5", + "id": "287ffe3f", "metadata": { "editable": true }, @@ -3318,7 +3318,7 @@ }, { "cell_type": "markdown", - "id": "3eb3ac09", + "id": "b461ae99", "metadata": { "editable": true }, @@ -3330,7 +3330,7 @@ }, { "cell_type": "markdown", - "id": "4948a093", + "id": "f8f907a2", "metadata": { "editable": true }, @@ -3343,7 +3343,7 @@ }, { "cell_type": "markdown", - "id": "dbf202fc", + "id": "f74bde3d", "metadata": { "editable": true }, @@ -3355,7 +3355,7 @@ }, { "cell_type": "markdown", - "id": "4ec3525e", + "id": "8feb180f", "metadata": { "editable": true }, @@ -3365,7 +3365,7 @@ }, { "cell_type": "markdown", - "id": "5dcb6438", + "id": "54224755", "metadata": { "editable": true }, @@ -3377,7 +3377,7 @@ }, { "cell_type": "markdown", - "id": "f8f9b4d6", + "id": "d7ee4992", "metadata": { "editable": true }, @@ -3389,7 +3389,7 @@ }, { "cell_type": "markdown", - "id": "7c4159f3", + "id": "8b14416d", "metadata": { "editable": true }, @@ -3400,7 +3400,7 @@ }, { "cell_type": "markdown", - "id": "e57a1702", + "id": "c6adcf80", "metadata": { "editable": true }, @@ -3412,7 +3412,7 @@ }, { "cell_type": "markdown", - "id": "e01c891e", + "id": "619b4455", "metadata": { "editable": true }, @@ -3431,7 +3431,7 @@ }, { "cell_type": "markdown", - "id": "5623f65f", + "id": "6745d2bb", "metadata": { "editable": true }, @@ -3444,7 +3444,7 @@ }, { "cell_type": "markdown", - "id": "9d395c79", + "id": "4e113fc8", "metadata": { "editable": true }, @@ -3454,7 +3454,7 @@ }, { "cell_type": "markdown", - "id": "6afb3c3e", + "id": "2574e666", "metadata": { "editable": true }, @@ -3466,7 +3466,7 @@ }, { "cell_type": "markdown", - "id": "a48cc207", + "id": "5dff1373", "metadata": { "editable": true }, @@ -3476,7 +3476,7 @@ }, { "cell_type": "markdown", - "id": "11abf336", + "id": "da0105ad", "metadata": { "editable": true }, @@ -3488,7 +3488,7 @@ }, { "cell_type": "markdown", - "id": "ad441456", + "id": "cec667f5", "metadata": { "editable": true }, @@ -3498,7 +3498,7 @@ }, { "cell_type": "markdown", - "id": "9d5471c2", + "id": "fd706d37", "metadata": { "editable": true }, @@ -3510,7 +3510,7 @@ }, { "cell_type": "markdown", - "id": "f1267199", + "id": "ca7ed7c7", "metadata": { "editable": true }, @@ -3521,7 +3521,7 @@ }, { "cell_type": "markdown", - "id": "712bc3d4", + "id": "284a9beb", "metadata": { "editable": true }, @@ -3533,7 +3533,7 @@ }, { "cell_type": "markdown", - "id": "e5ae3ee2", + "id": "db965d9f", "metadata": { "editable": true }, @@ -3543,7 +3543,7 @@ }, { "cell_type": "markdown", - "id": "c3957c60", + "id": "0ee470da", "metadata": { "editable": true }, @@ -3555,7 +3555,7 @@ }, { "cell_type": "markdown", - "id": "2104ba73", + "id": "7ffe89bf", "metadata": { "editable": true }, @@ -3565,7 +3565,7 @@ }, { "cell_type": "markdown", - "id": "13616744", + "id": "3fe51538", "metadata": { "editable": true }, @@ -3577,7 +3577,7 @@ }, { "cell_type": "markdown", - "id": "7123c0b3", + "id": "f2f8daf3", "metadata": { "editable": true }, @@ -3598,7 +3598,7 @@ }, { "cell_type": "markdown", - "id": "ca00624d", + "id": "37bc95de", "metadata": { "editable": true }, @@ -3609,7 +3609,7 @@ }, { "cell_type": "markdown", - "id": "be062840", + "id": "06804c08", "metadata": { "editable": true }, @@ -3621,7 +3621,7 @@ }, { "cell_type": "markdown", - "id": "1b91f21b", + "id": "e4985a2c", "metadata": { "editable": true }, @@ -3631,7 +3631,7 @@ }, { "cell_type": "markdown", - "id": "99760cdd", + "id": "e17ce483", "metadata": { "editable": true }, @@ -3643,7 +3643,7 @@ }, { "cell_type": "markdown", - "id": "b1092a73", + "id": "cae62ef7", "metadata": { "editable": true }, @@ -3653,7 +3653,7 @@ }, { "cell_type": "markdown", - "id": "9340bc33", + "id": "75864263", "metadata": { "editable": true }, @@ -3665,7 +3665,7 @@ }, { "cell_type": "markdown", - "id": "5155277d", + "id": "e9dd7064", "metadata": { "editable": true }, @@ -3677,7 +3677,7 @@ }, { "cell_type": "markdown", - "id": "d198a040", + "id": "09cbb278", "metadata": { "editable": true }, @@ -3691,7 +3691,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "1fd1c624", + "id": "8a91a080", "metadata": { "collapsed": false, "editable": true @@ -3706,7 +3706,7 @@ }, { "cell_type": "markdown", - "id": "0334c969", + "id": "9b1aadbb", "metadata": { "editable": true }, @@ -3717,7 +3717,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "ee65f2c6", + "id": "98eb1b26", "metadata": { "collapsed": false, "editable": true @@ -3730,7 +3730,7 @@ }, { "cell_type": "markdown", - "id": "6a90caab", + "id": "5e736b46", "metadata": { "editable": true }, @@ -3741,7 +3741,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "be846d9c", + "id": "aff51174", "metadata": { "collapsed": false, "editable": true @@ -3764,7 +3764,7 @@ }, { "cell_type": "markdown", - "id": "186d4dfc", + "id": "111514a6", "metadata": { "editable": true }, @@ -3778,7 +3778,7 @@ { "cell_type": "code", "execution_count": 40, - "id": "6de9e6a2", + "id": "fab8775f", "metadata": { "collapsed": false, "editable": true @@ -3791,7 +3791,7 @@ }, { "cell_type": "markdown", - "id": "d416f1dc", + "id": "9e96114b", "metadata": { "editable": true }, @@ -3802,7 +3802,7 @@ { "cell_type": "code", "execution_count": 41, - "id": "c3d5d9a5", + "id": "cb8ed7c6", "metadata": { "collapsed": false, "editable": true @@ -3814,7 +3814,7 @@ }, { "cell_type": "markdown", - "id": "a8793e09", + "id": "e3af8ce6", "metadata": { "editable": true }, @@ -3825,7 +3825,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "777316e8", + "id": "6a1067f6", "metadata": { "collapsed": false, "editable": true @@ -3841,7 +3841,7 @@ }, { "cell_type": "markdown", - "id": "8395880e", + "id": "bae481ed", "metadata": { "editable": true }, @@ -3852,7 +3852,7 @@ { "cell_type": "code", "execution_count": 43, - "id": "b32c1466", + "id": "84f5b3ed", "metadata": { "collapsed": false, "editable": true @@ -3866,7 +3866,7 @@ }, { "cell_type": "markdown", - "id": "91a8c376", + "id": "a1e63d16", "metadata": { "editable": true }, @@ -3888,7 +3888,7 @@ }, { "cell_type": "markdown", - "id": "e9f97232", + "id": "2ed8d40d", "metadata": { "editable": true }, @@ -3900,7 +3900,7 @@ }, { "cell_type": "markdown", - "id": "6f86f9ff", + "id": "7fa3beb2", "metadata": { "editable": true }, @@ -3910,7 +3910,7 @@ }, { "cell_type": "markdown", - "id": "099e318a", + "id": "1f4e4834", "metadata": { "editable": true }, @@ -3922,7 +3922,7 @@ }, { "cell_type": "markdown", - "id": "94882de1", + "id": "fe98b040", "metadata": { "editable": true }, @@ -3934,7 +3934,7 @@ }, { "cell_type": "markdown", - "id": "4bbe2d6d", + "id": "19c0ea5a", "metadata": { "editable": true }, @@ -3944,7 +3944,7 @@ }, { "cell_type": "markdown", - "id": "82224549", + "id": "a17433fa", "metadata": { "editable": true }, @@ -3956,7 +3956,7 @@ }, { "cell_type": "markdown", - "id": "85de5310", + "id": "bb57f70f", "metadata": { "editable": true }, @@ -3966,7 +3966,7 @@ }, { "cell_type": "markdown", - "id": "0c4e69ee", + "id": "740293d0", "metadata": { "editable": true }, @@ -3978,7 +3978,7 @@ }, { "cell_type": "markdown", - "id": "2cf42150", + "id": "cc354967", "metadata": { "editable": true }, @@ -3988,7 +3988,7 @@ }, { "cell_type": "markdown", - "id": "28d8b572", + "id": "a9e2c89b", "metadata": { "editable": true }, @@ -4000,7 +4000,7 @@ }, { "cell_type": "markdown", - "id": "bd0da12f", + "id": "019eeb99", "metadata": { "editable": true }, @@ -4012,7 +4012,7 @@ }, { "cell_type": "markdown", - "id": "79ab73b9", + "id": "f8da2f1b", "metadata": { "editable": true }, @@ -4022,7 +4022,7 @@ }, { "cell_type": "markdown", - "id": "1a8223d3", + "id": "ea40dfcb", "metadata": { "editable": true }, @@ -4034,7 +4034,7 @@ }, { "cell_type": "markdown", - "id": "a2f47783", + "id": "c44a95ba", "metadata": { "editable": true }, @@ -4044,7 +4044,7 @@ }, { "cell_type": "markdown", - "id": "5e3fb86d", + "id": "29a6e203", "metadata": { "editable": true }, @@ -4056,7 +4056,7 @@ }, { "cell_type": "markdown", - "id": "fa454a83", + "id": "c0099109", "metadata": { "editable": true }, @@ -4068,7 +4068,7 @@ }, { "cell_type": "markdown", - "id": "24add22b", + "id": "a74999a8", "metadata": { "editable": true }, @@ -4080,7 +4080,7 @@ }, { "cell_type": "markdown", - "id": "8dcd4b60", + "id": "ef173b8c", "metadata": { "editable": true }, @@ -4090,7 +4090,7 @@ }, { "cell_type": "markdown", - "id": "8cf096f9", + "id": "59b8e5a6", "metadata": { "editable": true }, @@ -4102,7 +4102,7 @@ }, { "cell_type": "markdown", - "id": "2af41539", + "id": "ed6bea7b", "metadata": { "editable": true }, @@ -4112,7 +4112,7 @@ }, { "cell_type": "markdown", - "id": "48bc0d81", + "id": "02ccdd64", "metadata": { "editable": true }, @@ -4124,7 +4124,7 @@ }, { "cell_type": "markdown", - "id": "fea98193", + "id": "322ae5c4", "metadata": { "editable": true }, @@ -4134,7 +4134,7 @@ }, { "cell_type": "markdown", - "id": "d95b3640", + "id": "300c663e", "metadata": { "editable": true }, @@ -4146,7 +4146,7 @@ }, { "cell_type": "markdown", - "id": "d1749aad", + "id": "1c41d02f", "metadata": { "editable": true }, @@ -4157,7 +4157,7 @@ }, { "cell_type": "markdown", - "id": "139a6ebe", + "id": "af24da80", "metadata": { "editable": true }, @@ -4169,7 +4169,7 @@ }, { "cell_type": "markdown", - "id": "89002f52", + "id": "a4e77786", "metadata": { "editable": true }, @@ -4179,7 +4179,7 @@ }, { "cell_type": "markdown", - "id": "b9b48df5", + "id": "9509a31e", "metadata": { "editable": true }, @@ -4191,7 +4191,7 @@ }, { "cell_type": "markdown", - "id": "76413cfe", + "id": "02761adc", "metadata": { "editable": true }, @@ -4201,7 +4201,7 @@ }, { "cell_type": "markdown", - "id": "21843716", + "id": "e7274810", "metadata": { "editable": true }, @@ -4213,7 +4213,7 @@ }, { "cell_type": "markdown", - "id": "5bccb54a", + "id": "bda28d41", "metadata": { "editable": true }, @@ -4226,7 +4226,7 @@ }, { "cell_type": "markdown", - "id": "65141693", + "id": "c937e12b", "metadata": { "editable": true }, @@ -4238,7 +4238,7 @@ }, { "cell_type": "markdown", - "id": "67a57b05", + "id": "e68701ef", "metadata": { "editable": true }, @@ -4250,7 +4250,7 @@ }, { "cell_type": "markdown", - "id": "4b786ae5", + "id": "74dae651", "metadata": { "editable": true }, @@ -4262,7 +4262,7 @@ }, { "cell_type": "markdown", - "id": "8f90ddfb", + "id": "f5c3ce3c", "metadata": { "editable": true }, @@ -4274,7 +4274,7 @@ }, { "cell_type": "markdown", - "id": "669e431f", + "id": "75c801b4", "metadata": { "editable": true }, @@ -4286,7 +4286,7 @@ }, { "cell_type": "markdown", - "id": "7dfd296c", + "id": "886e9a68", "metadata": { "editable": true }, @@ -4296,7 +4296,7 @@ }, { "cell_type": "markdown", - "id": "1a39204c", + "id": "de7db3ea", "metadata": { "editable": true }, @@ -4308,7 +4308,7 @@ }, { "cell_type": "markdown", - "id": "61cbc812", + "id": "1f1cb839", "metadata": { "editable": true }, @@ -4320,7 +4320,7 @@ }, { "cell_type": "markdown", - "id": "6b8648b3", + "id": "d2da75eb", "metadata": { "editable": true }, @@ -4333,7 +4333,7 @@ }, { "cell_type": "markdown", - "id": "c91f9c88", + "id": "bbacc898", "metadata": { "editable": true }, @@ -4360,7 +4360,7 @@ }, { "cell_type": "markdown", - "id": "3b614967", + "id": "20fbbba0", "metadata": { "editable": true }, @@ -4371,7 +4371,7 @@ { "cell_type": "code", "execution_count": 44, - "id": "2229e29b", + "id": "1979d2a6", "metadata": { "collapsed": false, "editable": true @@ -4467,7 +4467,7 @@ }, { "cell_type": "markdown", - "id": "51cecbe6", + "id": "6c2fb184", "metadata": { "editable": true }, @@ -4482,7 +4482,7 @@ }, { "cell_type": "markdown", - "id": "cb44fadc", + "id": "b6c2b405", "metadata": { "editable": true }, @@ -4504,7 +4504,7 @@ { "cell_type": "code", "execution_count": 45, - "id": "41334dd2", + "id": "329decb7", "metadata": { "collapsed": false, "editable": true @@ -4579,7 +4579,7 @@ }, { "cell_type": "markdown", - "id": "cc28353d", + "id": "01a0fc73", "metadata": { "editable": true }, @@ -4591,7 +4591,7 @@ }, { "cell_type": "markdown", - "id": "6c982e21", + "id": "8a0bd69f", "metadata": { "editable": true }, @@ -4660,7 +4660,7 @@ }, { "cell_type": "markdown", - "id": "28de3ce3", + "id": "ea03d9f0", "metadata": { "editable": true }, @@ -4674,7 +4674,7 @@ { "cell_type": "code", "execution_count": 46, - "id": "819f05e1", + "id": "2ffabbd8", "metadata": { "collapsed": false, "editable": true @@ -4687,7 +4687,7 @@ }, { "cell_type": "markdown", - "id": "f8f20749", + "id": "38967294", "metadata": { "editable": true }, @@ -4701,7 +4701,7 @@ }, { "cell_type": "markdown", - "id": "43ca9d86", + "id": "399cb698", "metadata": { "editable": true }, @@ -4714,7 +4714,7 @@ }, { "cell_type": "markdown", - "id": "0a80a3b2", + "id": "8be7228e", "metadata": { "editable": true }, @@ -4725,7 +4725,7 @@ }, { "cell_type": "markdown", - "id": "8cc1e421", + "id": "85d4f6de", "metadata": { "editable": true }, @@ -4737,7 +4737,7 @@ }, { "cell_type": "markdown", - "id": "8d7a5fbf", + "id": "78db66b0", "metadata": { "editable": true }, @@ -4747,7 +4747,7 @@ }, { "cell_type": "markdown", - "id": "fc2e32e9", + "id": "f9638fee", "metadata": { "editable": true }, @@ -4759,7 +4759,7 @@ }, { "cell_type": "markdown", - "id": "70c1826e", + "id": "df38df57", "metadata": { "editable": true }, @@ -4770,7 +4770,7 @@ }, { "cell_type": "markdown", - "id": "0fba2f0a", + "id": "31937324", "metadata": { "editable": true }, @@ -4789,7 +4789,7 @@ { "cell_type": "code", "execution_count": 47, - "id": "ff051f0b", + "id": "42a92590", "metadata": { "collapsed": false, "editable": true @@ -4805,7 +4805,7 @@ }, { "cell_type": "markdown", - "id": "d3911470", + "id": "baf1d96c", "metadata": { "editable": true }, @@ -4815,7 +4815,7 @@ }, { "cell_type": "markdown", - "id": "d888f3b2", + "id": "91a15fc8", "metadata": { "editable": true }, @@ -4826,7 +4826,7 @@ }, { "cell_type": "markdown", - "id": "87329319", + "id": "cb4f9cbc", "metadata": { "editable": true }, @@ -4838,7 +4838,7 @@ }, { "cell_type": "markdown", - "id": "e599eaec", + "id": "fb41d9d9", "metadata": { "editable": true },