From 60cd6f71da50c318b6b9a606bdba2f146fc35d84 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 19 Aug 2024 15:21:19 +0200 Subject: [PATCH] update --- .../_build/.doctrees/environment.pickle | Bin 267044 -> 267074 bytes .../_build/.doctrees/week34.doctree | Bin 534214 -> 535017 bytes .../_build/html/_sources/week34.ipynb | 608 ++++++++-------- .../_build/html/reports/week34.log | 2 +- doc/LectureNotes/_build/html/searchindex.js | 2 +- doc/LectureNotes/_build/html/week34.html | 66 +- .../_build/jupyter_execute/week34.ipynb | 668 +++++++++--------- .../_build/jupyter_execute/week34.py | 6 +- 8 files changed, 676 insertions(+), 676 deletions(-) diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle index 638ec1a32fef9333ef4add2256e8995a7955948c..b3ba5118730865dfcfd4898ac2f03b39287fe897 100644 GIT binary patch literal 267074 zcmd?S37lLNwv0!c7p>9AHsEEr(|u>UTRq+FzTFy) 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p83L+u_1@hcK3nmb!RN8by}R3<9_|#{_+^@b4umHCX8Rwr{{Z{4#<>6h diff --git a/doc/LectureNotes/_build/html/_sources/week34.ipynb b/doc/LectureNotes/_build/html/_sources/week34.ipynb index 9de607905..5c7c1e7aa 100644 --- a/doc/LectureNotes/_build/html/_sources/week34.ipynb +++ b/doc/LectureNotes/_build/html/_sources/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 }, @@ 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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/week34.html b/doc/LectureNotes/_build/html/week34.html index 68d1bf58b..e9b44ed4c 100644 --- a/doc/LectureNotes/_build/html/week34.html +++ b/doc/LectureNotes/_build/html/week34.html @@ -1167,7 +1167,7 @@ doconce format html week34.do.txt --no_mako -->

  • 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.

    •

    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.

    @@ -1236,7 +1236,7 @@ doconce format html week34.do.txt --no_mako -->

  • Project 2: November 4 (available October 8, graded with feedback)

  • Project 3: December 9 (available November 5, graded with feedback)

    • -

    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.

    Grading¶

    @@ -1250,7 +1250,7 @@ doconce format html week34.do.txt --no_mako -->

  • 40-45 points: E

  • 0-39 points: F-failed

    • -

    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.

    Reading material¶

    @@ -1631,8 +1631,8 @@ developed in the 1970s, namely EISPACK and LINPACK. We describe them shortly he
    -
    [ 0.64018793  0.2356299   0.43392925 -0.96042508 -1.60108393 -1.54514209
- -0.74631004  1.03310687 -0.59939312  1.96861187]
+
    [-2.28857501 -0.15124893  0.14889678  0.30020439  0.06404226  1.75377872
+  2.00089434  1.29432269 -1.10005449 -1.727278  ]
    @@ -1857,26 +1857,26 @@ lowercase letters for vectors and uppercase letters for matrices)

    -
    [[0.42876571 0.35984424 0.18269964 0.07859555 0.49648665 0.56686787
-  0.2700575  0.54622374 0.90911719 0.15597277]
- [0.34609499 0.58196606 0.74995126 0.03325534 0.40837262 0.80946326
-  0.77124043 0.43334205 0.28433473 0.47868192]
- [0.27700271 0.41842164 0.94589469 0.69127233 0.00320591 0.16325134
-  0.79375465 0.38875182 0.82084195 0.88364362]
- [0.56676694 0.38743286 0.48417033 0.42203045 0.77669775 0.29259268
-  0.15953495 0.49940538 0.1724601  0.09995364]
- [0.87386332 0.0377625  0.57677544 0.5733843  0.54672588 0.06199837
-  0.82029869 0.35292923 0.91210472 0.40167092]
- [0.07747943 0.6727393  0.09899913 0.28767964 0.15806326 0.44082882
-  0.28031381 0.20716469 0.15912833 0.64056731]
- [0.31072238 0.69966724 0.24647622 0.53895778 0.76206763 0.6088727
-  0.57406865 0.54993524 0.34010963 0.01842607]
- [0.57146034 0.45017176 0.8729107  0.7047854  0.66289131 0.84495995
-  0.34636057 0.62765028 0.27252371 0.08101799]
- [0.69275323 0.66979282 0.79161356 0.81112337 0.33788596 0.01617829
-  0.02971902 0.19718893 0.55152034 0.89686618]
- [0.78944094 0.7451077  0.99972468 0.16816701 0.41739393 0.46117193
-  0.81990111 0.72452914 0.56749245 0.53452255]]
+
    [[0.97135613 0.53380807 0.09477998 0.01440978 0.90228807 0.0182548
+  0.42738539 0.45048537 0.78345878 0.836085  ]
+ [0.236354   0.72795751 0.34650316 0.04210353 0.97161341 0.08756397
+  0.26799966 0.97593541 0.8237254  0.41600503]
+ [0.93018185 0.98904365 0.84737694 0.69686293 0.20944931 0.77908137
+  0.7671587  0.22928063 0.40359681 0.33283583]
+ [0.47748887 0.93575624 0.54398576 0.5361201  0.90604454 0.20975255
+  0.63130027 0.64704843 0.46139936 0.68129773]
+ [0.05195184 0.27853155 0.77359835 0.82843726 0.38970078 0.94759672
+  0.0130673  0.43650214 0.39863686 0.26939493]
+ [0.41639971 0.48681218 0.92241867 0.55628123 0.66634905 0.49230548
+  0.48938433 0.69609556 0.2822017  0.4716412 ]
+ [0.03512212 0.72850577 0.12049349 0.22981877 0.17707259 0.27911941
+  0.02222502 0.15536966 0.17346628 0.121771  ]
+ [0.69236842 0.5040323  0.85456249 0.35125829 0.36094261 0.88570382
+  0.65773892 0.69564736 0.56399576 0.36400724]
+ [0.032829   0.76577552 0.14465971 0.75191717 0.95344302 0.03126418
+  0.70153836 0.7842452  0.67957316 0.16655769]
+ [0.62146709 0.89292804 0.51619543 0.34836424 0.34968453 0.94246006
+  0.40763529 0.37757757 0.08704102 0.88168168]]
    @@ -1931,13 +1931,13 @@ covariance matrix through the np.linalg.eig() function.

    -
    0.05915945740690532
-4.428690538456245
-0.48096529707360347
-[[ 1.10641647  3.26697059  3.35823605]
- [ 3.26697059 10.73492514 10.22297752]
- [ 3.35823605 10.22297752 16.60792149]]
-[25.20485165  0.09603196  3.14837948]
+
    0.07015414034641979
+4.2266005204464925
+-0.09002808747938586
+[[ 1.06308305  3.28212616  3.04294775]
+ [ 3.28212616 11.07725229  9.47013955]
+ [ 3.04294775  9.47013955 12.16509204]]
+[22.05708058  0.07211696  2.17622984]
    @@ -2162,7 +2162,7 @@ Name: Aragorn, dtype: object 
    ---------------------------------------------------------------------------
 AttributeError                            Traceback (most recent call last)
-/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_15329/1326197715.py in ?()
+/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_21437/1326197715.py in ?()
 ----> 6 new_hobbit = {'First Name': ["Peregrin"],
       7               'Last Name': ["Took"],
       8               'Place of birth': ["Shire"],
diff --git a/doc/LectureNotes/_build/jupyter_execute/week34.ipynb b/doc/LectureNotes/_build/jupyter_execute/week34.ipynb
index 6c5d8e596..674da4f69 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week34.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/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
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@@ -829,7 +829,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fbe7f0de",
+   "id": "a203ceb4",
    "metadata": {
     "editable": true
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@@ -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
@@ -874,8 +874,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[ 0.64018793  0.2356299   0.43392925 -0.96042508 -1.60108393 -1.54514209\n",
-      " -0.74631004  1.03310687 -0.59939312  1.96861187]\n"
+      "[-2.28857501 -0.15124893  0.14889678  0.30020439  0.06404226  1.75377872\n",
+      "  2.00089434  1.29432269 -1.10005449 -1.727278  ]\n"
      ]
     }
    ],
@@ -887,7 +887,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "269bd917",
+   "id": "bc397fa0",
    "metadata": {
     "editable": true
    },
@@ -899,7 +899,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "a44ab51e",
+   "id": "8cf46d82",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -921,7 +921,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3365c5f4",
+   "id": "0e7536ba",
    "metadata": {
     "editable": true
    },
@@ -933,7 +933,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "e7fe287c",
+   "id": "be098c6b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -955,7 +955,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "edbfa557",
+   "id": "db709533",
    "metadata": {
     "editable": true
    },
@@ -972,7 +972,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "66aa46db",
+   "id": "ad95f20b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -997,7 +997,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "618daef7",
+   "id": "e9550c79",
    "metadata": {
     "editable": true
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@@ -1009,7 +1009,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "30378e7d",
+   "id": "61ead8df",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1031,7 +1031,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75ecd295",
+   "id": "dae29469",
    "metadata": {
     "editable": true
    },
@@ -1042,7 +1042,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "3be0e9f1",
+   "id": "053d2781",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1064,7 +1064,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "34db27b7",
+   "id": "e50a0ecc",
    "metadata": {
     "editable": true
    },
@@ -1075,7 +1075,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "a7f623de",
+   "id": "553692f0",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1097,7 +1097,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "74aa5734",
+   "id": "115f3ae7",
    "metadata": {
     "editable": true
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@@ -1112,7 +1112,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "511aad98",
+   "id": "66b945ba",
    "metadata": {
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     "editable": true
@@ -1136,7 +1136,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1b13f1f5",
+   "id": "abf3bc3e",
    "metadata": {
     "editable": true
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@@ -1147,7 +1147,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "727497fc",
+   "id": "db6d88b3",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1170,7 +1170,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5340edcf",
+   "id": "49119c5e",
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@@ -1181,7 +1181,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "b02f087b",
+   "id": "61a0f438",
    "metadata": {
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     "editable": true
@@ -1204,7 +1204,7 @@
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   {
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-   "id": "08a1816a",
+   "id": "19a18132",
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@@ -1215,7 +1215,7 @@
   {
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    "execution_count": 12,
-   "id": "65630355",
+   "id": "b5c0a3ce",
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     "editable": true
@@ -1248,7 +1248,7 @@
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   {
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-   "id": "2d900153",
+   "id": "223bea20",
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@@ -1259,7 +1259,7 @@
   {
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-   "id": "eb73a41d",
+   "id": "2c9590cc",
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     "editable": true
@@ -1292,7 +1292,7 @@
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   {
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-   "id": "475d032f",
+   "id": "f79fd3cf",
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@@ -1303,7 +1303,7 @@
   {
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-   "id": "75e1338a",
+   "id": "b0e7123a",
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     "editable": true
@@ -1313,26 +1313,26 @@
      "name": "stdout",
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-      " [0.34609499 0.58196606 0.74995126 0.03325534 0.40837262 0.80946326\n",
-      "  0.77124043 0.43334205 0.28433473 0.47868192]\n",
-      " [0.27700271 0.41842164 0.94589469 0.69127233 0.00320591 0.16325134\n",
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-      " [0.31072238 0.69966724 0.24647622 0.53895778 0.76206763 0.6088727\n",
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-      " [0.57146034 0.45017176 0.8729107  0.7047854  0.66289131 0.84495995\n",
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-      " [0.78944094 0.7451077  0.99972468 0.16816701 0.41739393 0.46117193\n",
-      "  0.81990111 0.72452914 0.56749245 0.53452255]]\n"
+      "[[0.97135613 0.53380807 0.09477998 0.01440978 0.90228807 0.0182548\n",
+      "  0.42738539 0.45048537 0.78345878 0.836085  ]\n",
+      " [0.236354   0.72795751 0.34650316 0.04210353 0.97161341 0.08756397\n",
+      "  0.26799966 0.97593541 0.8237254  0.41600503]\n",
+      " [0.93018185 0.98904365 0.84737694 0.69686293 0.20944931 0.77908137\n",
+      "  0.7671587  0.22928063 0.40359681 0.33283583]\n",
+      " [0.47748887 0.93575624 0.54398576 0.5361201  0.90604454 0.20975255\n",
+      "  0.63130027 0.64704843 0.46139936 0.68129773]\n",
+      " [0.05195184 0.27853155 0.77359835 0.82843726 0.38970078 0.94759672\n",
+      "  0.0130673  0.43650214 0.39863686 0.26939493]\n",
+      " [0.41639971 0.48681218 0.92241867 0.55628123 0.66634905 0.49230548\n",
+      "  0.48938433 0.69609556 0.2822017  0.4716412 ]\n",
+      " [0.03512212 0.72850577 0.12049349 0.22981877 0.17707259 0.27911941\n",
+      "  0.02222502 0.15536966 0.17346628 0.121771  ]\n",
+      " [0.69236842 0.5040323  0.85456249 0.35125829 0.36094261 0.88570382\n",
+      "  0.65773892 0.69564736 0.56399576 0.36400724]\n",
+      " [0.032829   0.76577552 0.14465971 0.75191717 0.95344302 0.03126418\n",
+      "  0.70153836 0.7842452  0.67957316 0.16655769]\n",
+      " [0.62146709 0.89292804 0.51619543 0.34836424 0.34968453 0.94246006\n",
+      "  0.40763529 0.37757757 0.08704102 0.88168168]]\n"
      ]
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    ],
@@ -1346,7 +1346,7 @@
   },
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-   "id": "569d5c0b",
+   "id": "4b57789a",
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@@ -1358,7 +1358,7 @@
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+   "id": "d0d0f754",
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@@ -1373,7 +1373,7 @@
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+   "id": "5269c292",
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@@ -1383,7 +1383,7 @@
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+   "id": "a7ebc5a2",
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@@ -1395,7 +1395,7 @@
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@@ -1406,7 +1406,7 @@
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+   "id": "c5ebdfd1",
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@@ -1421,7 +1421,7 @@
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+   "id": "9b9cbb93",
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@@ -1436,7 +1436,7 @@
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-   "id": "75602f0d",
+   "id": "7cf2af68",
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@@ -1446,13 +1446,13 @@
      "name": "stdout",
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      "text": [
-      "0.05915945740690532\n",
-      "4.428690538456245\n",
-      "0.48096529707360347\n",
-      "[[ 1.10641647  3.26697059  3.35823605]\n",
-      " [ 3.26697059 10.73492514 10.22297752]\n",
-      " [ 3.35823605 10.22297752 16.60792149]]\n",
-      "[25.20485165  0.09603196  3.14837948]\n"
+      "0.07015414034641979\n",
+      "4.2266005204464925\n",
+      "-0.09002808747938586\n",
+      "[[ 1.06308305  3.28212616  3.04294775]\n",
+      " [ 3.28212616 11.07725229  9.47013955]\n",
+      " [ 3.04294775  9.47013955 12.16509204]]\n",
+      "[22.05708058  0.07211696  2.17622984]\n"
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@@ -1477,7 +1477,7 @@
   {
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-   "id": "5ad697d4",
+   "id": "5197697c",
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@@ -1530,7 +1530,7 @@
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   {
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-   "id": "032b26ff",
+   "id": "42e95e3c",
    "metadata": {
     "editable": true
    },
@@ -1556,7 +1556,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "a787e973",
+   "id": "f297501d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1648,7 +1648,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3e2f2ba0",
+   "id": "0e59bacf",
    "metadata": {
     "editable": true
    },
@@ -1662,7 +1662,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "a6e39994",
+   "id": "c51c8f92",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1747,7 +1747,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8ffd3842",
+   "id": "571df62d",
    "metadata": {
     "editable": true
    },
@@ -1758,7 +1758,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "b3814c6d",
+   "id": "fe11445e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1784,7 +1784,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35bafbd2",
+   "id": "4e959088",
    "metadata": {
     "editable": true
    },
@@ -1795,7 +1795,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "8db7bed6",
+   "id": "3ddbaad0",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1808,7 +1808,7 @@
      "traceback": [
       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[0;32m/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_15329/1326197715.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m new_hobbit = {'First Name': [\"Peregrin\"],\n\u001b[0m\u001b[1;32m      7\u001b[0m               \u001b[0;34m'Last Name'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"Took\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m               \u001b[0;34m'Place of birth'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"Shire\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m               \u001b[0;34m'Date of Birth T.A.'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m2990\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_21437/1326197715.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m new_hobbit = {'First Name': [\"Peregrin\"],\n\u001b[0m\u001b[1;32m      7\u001b[0m               \u001b[0;34m'Last Name'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"Took\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m               \u001b[0;34m'Place of birth'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"Shire\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m               \u001b[0;34m'Date of Birth T.A.'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m2990\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;32m~/miniforge3/envs/myenv/lib/python3.9/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   6200\u001b[0m             \u001b[0;32mand\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_accessors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   6201\u001b[0m             \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   6202\u001b[0m         ):\n\u001b[1;32m   6203\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 6204\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
       "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'append'"
      ]
@@ -1826,7 +1826,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9385413",
+   "id": "68c760ca",
    "metadata": {
     "editable": true
    },
@@ -1838,7 +1838,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "6dce18c2",
+   "id": "06845237",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1862,7 +1862,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97d91af7",
+   "id": "e69b101a",
    "metadata": {
     "editable": true
    },
@@ -1873,7 +1873,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "e0dca4c1",
+   "id": "e2ed2ad7",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1902,7 +1902,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cdc2ab8a",
+   "id": "b3f0cac5",
    "metadata": {
     "editable": true
    },
@@ -1913,7 +1913,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "36ae1ade",
+   "id": "f87a0034",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1928,7 +1928,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c140669f",
+   "id": "637ed6e0",
    "metadata": {
     "editable": true
    },
@@ -1945,7 +1945,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d458b4bc",
+   "id": "432c8b09",
    "metadata": {
     "editable": true
    },
@@ -1957,7 +1957,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9520546",
+   "id": "97fd8af3",
    "metadata": {
     "editable": true
    },
@@ -1988,7 +1988,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77976987",
+   "id": "7f98fe2f",
    "metadata": {
     "editable": true
    },
@@ -2000,7 +2000,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8ac95ae4",
+   "id": "faee7760",
    "metadata": {
     "editable": true
    },
@@ -2028,7 +2028,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "3327deec",
+   "id": "d8eecf0b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2058,7 +2058,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8e39785b",
+   "id": "ed0c8965",
    "metadata": {
     "editable": true
    },
@@ -2075,7 +2075,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a78a280",
+   "id": "f797ca15",
    "metadata": {
     "editable": true
    },
@@ -2087,7 +2087,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4864965",
+   "id": "5f9cbb33",
    "metadata": {
     "editable": true
    },
@@ -2108,7 +2108,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c0838b1",
+   "id": "2bf36e95",
    "metadata": {
     "editable": true
    },
@@ -2121,7 +2121,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "02383309",
+   "id": "d6f12234",
    "metadata": {
     "editable": true
    },
@@ -2152,7 +2152,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eac58725",
+   "id": "48335bc5",
    "metadata": {
     "editable": true
    },
@@ -2164,7 +2164,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "827e0ed3",
+   "id": "28bc7d7c",
    "metadata": {
     "editable": true
    },
@@ -2182,7 +2182,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "8f20f97a",
+   "id": "e7889262",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2209,7 +2209,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "40e0f1fb",
+   "id": "d6a3e045",
    "metadata": {
     "editable": true
    },
@@ -2231,7 +2231,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "85fe3b38",
+   "id": "d5a30b19",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2269,7 +2269,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5340def",
+   "id": "ed07337d",
    "metadata": {
     "editable": true
    },
@@ -2280,7 +2280,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83e89ce5",
+   "id": "415d9bec",
    "metadata": {
     "editable": true
    },
@@ -2293,7 +2293,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05a2a70c",
+   "id": "ba29a36b",
    "metadata": {
     "editable": true
    },
@@ -2314,7 +2314,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "edfe1145",
+   "id": "865a8b36",
    "metadata": {
     "editable": true
    },
@@ -2326,7 +2326,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b63b854d",
+   "id": "64634cb0",
    "metadata": {
     "editable": true
    },
@@ -2336,7 +2336,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b72ca737",
+   "id": "6f984361",
    "metadata": {
     "editable": true
    },
@@ -2348,7 +2348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da0dd094",
+   "id": "64cb4c5e",
    "metadata": {
     "editable": true
    },
@@ -2360,7 +2360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55ad6e1f",
+   "id": "0260440c",
    "metadata": {
     "editable": true
    },
@@ -2372,7 +2372,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "307edc23",
+   "id": "078a2b57",
    "metadata": {
     "editable": true
    },
@@ -2383,7 +2383,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ddcee8d8",
+   "id": "9c902a95",
    "metadata": {
     "editable": true
    },
@@ -2395,7 +2395,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a4aa116d",
+   "id": "e8ea13ec",
    "metadata": {
     "editable": true
    },
@@ -2417,7 +2417,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "91b0a8f6",
+   "id": "7aa029a3",
    "metadata": {
     "editable": true
    },
@@ -2429,7 +2429,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a89433e",
+   "id": "708f12b5",
    "metadata": {
     "editable": true
    },
@@ -2442,7 +2442,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8e9db463",
+   "id": "037f64d6",
    "metadata": {
     "editable": true
    },
@@ -2459,7 +2459,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "322bc071",
+   "id": "e637e27a",
    "metadata": {
     "editable": true
    },
@@ -2471,7 +2471,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "02864f30",
+   "id": "1ebeede9",
    "metadata": {
     "editable": true
    },
@@ -2481,7 +2481,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75d42c9b",
+   "id": "d7e4c069",
    "metadata": {
     "editable": true
    },
@@ -2493,7 +2493,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9cd70ab7",
+   "id": "106d72f7",
    "metadata": {
     "editable": true
    },
@@ -2503,7 +2503,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b10d687a",
+   "id": "a5240cd2",
    "metadata": {
     "editable": true
    },
@@ -2515,7 +2515,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fadb16df",
+   "id": "c52694b3",
    "metadata": {
     "editable": true
    },
@@ -2525,7 +2525,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a784290a",
+   "id": "348874b6",
    "metadata": {
     "editable": true
    },
@@ -2537,7 +2537,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0eac8891",
+   "id": "56c26cc2",
    "metadata": {
     "editable": true
    },
@@ -2553,7 +2553,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e0f7c9c",
+   "id": "c72e667c",
    "metadata": {
     "editable": true
    },
@@ -2565,7 +2565,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2cb53b2f",
+   "id": "d2c9c03b",
    "metadata": {
     "editable": true
    },
@@ -2576,7 +2576,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "baad681e",
+   "id": "13304934",
    "metadata": {
     "editable": true
    },
@@ -2588,7 +2588,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14445fea",
+   "id": "e7f2e3d7",
    "metadata": {
     "editable": true
    },
@@ -2602,7 +2602,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24e60de2",
+   "id": "abf3e12d",
    "metadata": {
     "editable": true
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@@ -2614,7 +2614,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "32c6b631",
+   "id": "f751f37e",
    "metadata": {
     "editable": true
    },
@@ -2639,7 +2639,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f3d9e7f",
+   "id": "a394237c",
    "metadata": {
     "editable": true
    },
@@ -2656,7 +2656,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "efbc8ac7",
+   "id": "24f48163",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2700,7 +2700,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06c59468",
+   "id": "7e2a3350",
    "metadata": {
     "editable": true
    },
@@ -2711,7 +2711,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "0ae452a1",
+   "id": "be7aa588",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2733,7 +2733,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2d085b5",
+   "id": "1ca3f591",
    "metadata": {
     "editable": true
    },
@@ -2750,7 +2750,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "dc9112d2",
+   "id": "61ed8ec4",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2771,7 +2771,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "04be6a67",
+   "id": "8c2040f6",
    "metadata": {
     "editable": true
    },
@@ -2785,7 +2785,7 @@
   {
    "cell_type": "code",
    "execution_count": 30,
-   "id": "23c26038",
+   "id": "a54bae32",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2814,7 +2814,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e16c91b9",
+   "id": "371c3dcf",
    "metadata": {
     "editable": true
    },
@@ -2834,7 +2834,7 @@
   {
    "cell_type": "code",
    "execution_count": 31,
-   "id": "3a3bf27b",
+   "id": "f04b4be2",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2851,7 +2851,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5aa20571",
+   "id": "32eeb377",
    "metadata": {
     "editable": true
    },
@@ -2863,7 +2863,7 @@
   {
    "cell_type": "code",
    "execution_count": 32,
-   "id": "e5b9778b",
+   "id": "25307bbf",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2881,7 +2881,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "49d1f04a",
+   "id": "f785892a",
    "metadata": {
     "editable": true
    },
@@ -2892,7 +2892,7 @@
   {
    "cell_type": "code",
    "execution_count": 33,
-   "id": "3b1fda0f",
+   "id": "165f063a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2905,7 +2905,7 @@
   },
   {
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@@ -2917,7 +2917,7 @@
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@@ -2948,7 +2948,7 @@
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@@ -2962,7 +2962,7 @@
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@@ -3007,7 +3007,7 @@
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@@ -3027,7 +3027,7 @@
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@@ -3059,7 +3059,7 @@
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@@ -3081,7 +3081,7 @@
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@@ -3109,7 +3109,7 @@
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@@ -3124,7 +3124,7 @@
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@@ -3136,7 +3136,7 @@
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@@ -3151,7 +3151,7 @@
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@@ -3164,7 +3164,7 @@
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@@ -3176,7 +3176,7 @@
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@@ -3186,7 +3186,7 @@
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@@ -3197,7 +3197,7 @@
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@@ -3215,7 +3215,7 @@
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@@ -3226,7 +3226,7 @@
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@@ -3238,7 +3238,7 @@
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@@ -3248,7 +3248,7 @@
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@@ -3260,7 +3260,7 @@
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@@ -3270,7 +3270,7 @@
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@@ -3282,7 +3282,7 @@
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@@ -3292,7 +3292,7 @@
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@@ -3311,7 +3311,7 @@
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@@ -3321,7 +3321,7 @@
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@@ -3333,7 +3333,7 @@
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@@ -3343,7 +3343,7 @@
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@@ -3359,7 +3359,7 @@
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@@ -3379,7 +3379,7 @@
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@@ -3389,7 +3389,7 @@
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@@ -3400,7 +3400,7 @@
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@@ -3419,7 +3419,7 @@
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@@ -3429,7 +3429,7 @@
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@@ -3441,7 +3441,7 @@
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@@ -3451,7 +3451,7 @@
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@@ -3462,7 +3462,7 @@
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@@ -3482,7 +3482,7 @@
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@@ -3494,7 +3494,7 @@
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@@ -3509,7 +3509,7 @@
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@@ -3589,7 +3589,7 @@
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@@ -3599,7 +3599,7 @@
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@@ -3611,7 +3611,7 @@
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@@ -3621,7 +3621,7 @@
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@@ -3632,7 +3632,7 @@
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@@ -3644,7 +3644,7 @@
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@@ -3654,7 +3654,7 @@
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@@ -3666,7 +3666,7 @@
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@@ -3676,7 +3676,7 @@
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@@ -3688,7 +3688,7 @@
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@@ -3701,7 +3701,7 @@
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@@ -3713,7 +3713,7 @@
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@@ -3723,7 +3723,7 @@
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@@ -3735,7 +3735,7 @@
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@@ -3747,7 +3747,7 @@
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@@ -3758,7 +3758,7 @@
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@@ -3770,7 +3770,7 @@
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@@ -3789,7 +3789,7 @@
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@@ -3802,7 +3802,7 @@
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@@ -3812,7 +3812,7 @@
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@@ -3824,7 +3824,7 @@
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@@ -3834,7 +3834,7 @@
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@@ -3846,7 +3846,7 @@
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@@ -3856,7 +3856,7 @@
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@@ -3868,7 +3868,7 @@
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@@ -3879,7 +3879,7 @@
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@@ -3891,7 +3891,7 @@
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@@ -3901,7 +3901,7 @@
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@@ -3913,7 +3913,7 @@
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@@ -3923,7 +3923,7 @@
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@@ -3935,7 +3935,7 @@
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@@ -3956,7 +3956,7 @@
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@@ -3967,7 +3967,7 @@
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@@ -3979,7 +3979,7 @@
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@@ -3989,7 +3989,7 @@
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@@ -4001,7 +4001,7 @@
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@@ -4011,7 +4011,7 @@
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@@ -4023,7 +4023,7 @@
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@@ -4035,7 +4035,7 @@
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@@ -4049,7 +4049,7 @@
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@@ -4064,7 +4064,7 @@
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@@ -4075,7 +4075,7 @@
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@@ -4088,7 +4088,7 @@
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@@ -4099,7 +4099,7 @@
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@@ -4122,7 +4122,7 @@
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@@ -4136,7 +4136,7 @@
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@@ -4149,7 +4149,7 @@
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@@ -4160,7 +4160,7 @@
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@@ -4172,7 +4172,7 @@
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@@ -4183,7 +4183,7 @@
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@@ -4199,7 +4199,7 @@
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@@ -4210,7 +4210,7 @@
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@@ -4224,7 +4224,7 @@
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@@ -4246,7 +4246,7 @@
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@@ -4258,7 +4258,7 @@
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@@ -4268,7 +4268,7 @@
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@@ -4280,7 +4280,7 @@
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@@ -4292,7 +4292,7 @@
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@@ -4302,7 +4302,7 @@
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@@ -4314,7 +4314,7 @@
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@@ -4324,7 +4324,7 @@
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@@ -4336,7 +4336,7 @@
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   {
    "cell_type": "markdown",
-   "id": "2cf42150",
+   "id": "cc354967",
    "metadata": {
     "editable": true
    },
@@ -4346,7 +4346,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28d8b572",
+   "id": "a9e2c89b",
    "metadata": {
     "editable": true
    },
@@ -4358,7 +4358,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd0da12f",
+   "id": "019eeb99",
    "metadata": {
     "editable": true
    },
@@ -4370,7 +4370,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79ab73b9",
+   "id": "f8da2f1b",
    "metadata": {
     "editable": true
    },
@@ -4380,7 +4380,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a8223d3",
+   "id": "ea40dfcb",
    "metadata": {
     "editable": true
    },
@@ -4392,7 +4392,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2f47783",
+   "id": "c44a95ba",
    "metadata": {
     "editable": true
    },
@@ -4402,7 +4402,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5e3fb86d",
+   "id": "29a6e203",
    "metadata": {
     "editable": true
    },
@@ -4414,7 +4414,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa454a83",
+   "id": "c0099109",
    "metadata": {
     "editable": true
    },
@@ -4426,7 +4426,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24add22b",
+   "id": "a74999a8",
    "metadata": {
     "editable": true
    },
@@ -4438,7 +4438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8dcd4b60",
+   "id": "ef173b8c",
    "metadata": {
     "editable": true
    },
@@ -4448,7 +4448,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8cf096f9",
+   "id": "59b8e5a6",
    "metadata": {
     "editable": true
    },
@@ -4460,7 +4460,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2af41539",
+   "id": "ed6bea7b",
    "metadata": {
     "editable": true
    },
@@ -4470,7 +4470,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "48bc0d81",
+   "id": "02ccdd64",
    "metadata": {
     "editable": true
    },
@@ -4482,7 +4482,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fea98193",
+   "id": "322ae5c4",
    "metadata": {
     "editable": true
    },
@@ -4492,7 +4492,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d95b3640",
+   "id": "300c663e",
    "metadata": {
     "editable": true
    },
@@ -4504,7 +4504,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d1749aad",
+   "id": "1c41d02f",
    "metadata": {
     "editable": true
    },
@@ -4515,7 +4515,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "139a6ebe",
+   "id": "af24da80",
    "metadata": {
     "editable": true
    },
@@ -4527,7 +4527,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "89002f52",
+   "id": "a4e77786",
    "metadata": {
     "editable": true
    },
@@ -4537,7 +4537,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b9b48df5",
+   "id": "9509a31e",
    "metadata": {
     "editable": true
    },
@@ -4549,7 +4549,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "76413cfe",
+   "id": "02761adc",
    "metadata": {
     "editable": true
    },
@@ -4559,7 +4559,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21843716",
+   "id": "e7274810",
    "metadata": {
     "editable": true
    },
@@ -4571,7 +4571,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5bccb54a",
+   "id": "bda28d41",
    "metadata": {
     "editable": true
    },
@@ -4584,7 +4584,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "65141693",
+   "id": "c937e12b",
    "metadata": {
     "editable": true
    },
@@ -4596,7 +4596,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67a57b05",
+   "id": "e68701ef",
    "metadata": {
     "editable": true
    },
@@ -4608,7 +4608,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4b786ae5",
+   "id": "74dae651",
    "metadata": {
     "editable": true
    },
@@ -4620,7 +4620,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f90ddfb",
+   "id": "f5c3ce3c",
    "metadata": {
     "editable": true
    },
@@ -4632,7 +4632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "669e431f",
+   "id": "75c801b4",
    "metadata": {
     "editable": true
    },
@@ -4644,7 +4644,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7dfd296c",
+   "id": "886e9a68",
    "metadata": {
     "editable": true
    },
@@ -4654,7 +4654,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a39204c",
+   "id": "de7db3ea",
    "metadata": {
     "editable": true
    },
@@ -4666,7 +4666,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "61cbc812",
+   "id": "1f1cb839",
    "metadata": {
     "editable": true
    },
@@ -4678,7 +4678,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b8648b3",
+   "id": "d2da75eb",
    "metadata": {
     "editable": true
    },
@@ -4691,7 +4691,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c91f9c88",
+   "id": "bbacc898",
    "metadata": {
     "editable": true
    },
@@ -4718,7 +4718,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b614967",
+   "id": "20fbbba0",
    "metadata": {
     "editable": true
    },
@@ -4729,7 +4729,7 @@
   {
    "cell_type": "code",
    "execution_count": 44,
-   "id": "2229e29b",
+   "id": "1979d2a6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4825,7 +4825,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "51cecbe6",
+   "id": "6c2fb184",
    "metadata": {
     "editable": true
    },
@@ -4840,7 +4840,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb44fadc",
+   "id": "b6c2b405",
    "metadata": {
     "editable": true
    },
@@ -4862,7 +4862,7 @@
   {
    "cell_type": "code",
    "execution_count": 45,
-   "id": "41334dd2",
+   "id": "329decb7",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4937,7 +4937,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc28353d",
+   "id": "01a0fc73",
    "metadata": {
     "editable": true
    },
@@ -4949,7 +4949,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6c982e21",
+   "id": "8a0bd69f",
    "metadata": {
     "editable": true
    },
@@ -5018,7 +5018,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28de3ce3",
+   "id": "ea03d9f0",
    "metadata": {
     "editable": true
    },
@@ -5032,7 +5032,7 @@
   {
    "cell_type": "code",
    "execution_count": 46,
-   "id": "819f05e1",
+   "id": "2ffabbd8",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5045,7 +5045,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8f20749",
+   "id": "38967294",
    "metadata": {
     "editable": true
    },
@@ -5059,7 +5059,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43ca9d86",
+   "id": "399cb698",
    "metadata": {
     "editable": true
    },
@@ -5072,7 +5072,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a80a3b2",
+   "id": "8be7228e",
    "metadata": {
     "editable": true
    },
@@ -5083,7 +5083,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8cc1e421",
+   "id": "85d4f6de",
    "metadata": {
     "editable": true
    },
@@ -5095,7 +5095,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d7a5fbf",
+   "id": "78db66b0",
    "metadata": {
     "editable": true
    },
@@ -5105,7 +5105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc2e32e9",
+   "id": "f9638fee",
    "metadata": {
     "editable": true
    },
@@ -5117,7 +5117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70c1826e",
+   "id": "df38df57",
    "metadata": {
     "editable": true
    },
@@ -5128,7 +5128,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0fba2f0a",
+   "id": "31937324",
    "metadata": {
     "editable": true
    },
@@ -5147,7 +5147,7 @@
   {
    "cell_type": "code",
    "execution_count": 47,
-   "id": "ff051f0b",
+   "id": "42a92590",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5163,7 +5163,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3911470",
+   "id": "baf1d96c",
    "metadata": {
     "editable": true
    },
@@ -5173,7 +5173,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d888f3b2",
+   "id": "91a15fc8",
    "metadata": {
     "editable": true
    },
@@ -5184,7 +5184,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87329319",
+   "id": "cb4f9cbc",
    "metadata": {
     "editable": true
    },
@@ -5196,7 +5196,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e599eaec",
+   "id": "fb41d9d9",
    "metadata": {
     "editable": true
    },
diff --git a/doc/LectureNotes/_build/jupyter_execute/week34.py b/doc/LectureNotes/_build/jupyter_execute/week34.py
index ed5d2b1a2..72eef90ab 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week34.py
+++ b/doc/LectureNotes/_build/jupyter_execute/week34.py
@@ -24,7 +24,7 @@
 # 
 # 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.
 # 
-#   * [Link to recording of lecture TBA](https://youtu.be/)
+#   * [Link to recording of lecture](https://youtu.be/82IPtCrzbhs)
 # 
 # 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.
 
@@ -102,7 +102,7 @@
 # 
 # 3. Project 3: December 9  (available November 5, graded with feedback)
 # 
-# 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.
 
 # ## Grading
 # 
@@ -122,7 +122,7 @@
 # 
 #  * 0-39 points: F-failed
 # 
-# 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.
 
 # ## Reading material
 #