diff --git a/doc/pub/week34/html/._week34-bs001.html b/doc/pub/week34/html/._week34-bs001.html index a36ba57a1..d1099506a 100644 --- a/doc/pub/week34/html/._week34-bs001.html +++ b/doc/pub/week34/html/._week34-bs001.html @@ -351,14 +351,14 @@ MathJax.Hub.Config({

Overview of first week

-

The sessions on Tuesdays and Wednesdays last four hours and will -include partly lectures in a flipped mode (promoting active learning) +

The sessions on Tuesdays and Wednesdays last four hours for each group (four in total) and will +include lectures in a flipped mode (promoting active learning) and work on exercices and projects. The sessions will begin with lectures and questions and answers about the material to be covered every week. There are four groups, Tuesdays 815am-12pm and 1215pm-4pm and Wednesdays 815am-12pm and 1215pm-4pm. Please sign up as soon as possible for one of the groups. Max capacity per group is 30-40 -persons. +participants.

On Thursdays we have a regular lecture. These lectures start at 1215pm and end at 2pm. diff --git a/doc/pub/week34/html/week34-reveal.html b/doc/pub/week34/html/week34-reveal.html index 437871aa2..afb86f722 100644 --- a/doc/pub/week34/html/week34-reveal.html +++ b/doc/pub/week34/html/week34-reveal.html @@ -197,14 +197,14 @@ MathJax.Hub.Config({

Overview of first week

-

The sessions on Tuesdays and Wednesdays last four hours and will -include partly lectures in a flipped mode (promoting active learning) +

The sessions on Tuesdays and Wednesdays last four hours for each group (four in total) and will +include lectures in a flipped mode (promoting active learning) and work on exercices and projects. The sessions will begin with lectures and questions and answers about the material to be covered every week. There are four groups, Tuesdays 815am-12pm and 1215pm-4pm and Wednesdays 815am-12pm and 1215pm-4pm. Please sign up as soon as possible for one of the groups. Max capacity per group is 30-40 -persons. +participants.

On Thursdays we have a regular lecture. These lectures start at 1215pm and end at 2pm. diff --git a/doc/pub/week34/html/week34-solarized.html b/doc/pub/week34/html/week34-solarized.html index 00bd29b03..77ac56fda 100644 --- a/doc/pub/week34/html/week34-solarized.html +++ b/doc/pub/week34/html/week34-solarized.html @@ -303,14 +303,14 @@ MathJax.Hub.Config({









Overview of first week

-

The sessions on Tuesdays and Wednesdays last four hours and will -include partly lectures in a flipped mode (promoting active learning) +

The sessions on Tuesdays and Wednesdays last four hours for each group (four in total) and will +include lectures in a flipped mode (promoting active learning) and work on exercices and projects. The sessions will begin with lectures and questions and answers about the material to be covered every week. There are four groups, Tuesdays 815am-12pm and 1215pm-4pm and Wednesdays 815am-12pm and 1215pm-4pm. Please sign up as soon as possible for one of the groups. Max capacity per group is 30-40 -persons. +participants.

On Thursdays we have a regular lecture. These lectures start at 1215pm and end at 2pm. diff --git a/doc/pub/week34/html/week34.html b/doc/pub/week34/html/week34.html index e1e56dd23..6f91eb46a 100644 --- a/doc/pub/week34/html/week34.html +++ b/doc/pub/week34/html/week34.html @@ -380,14 +380,14 @@ MathJax.Hub.Config({









Overview of first week

-

The sessions on Tuesdays and Wednesdays last four hours and will -include partly lectures in a flipped mode (promoting active learning) +

The sessions on Tuesdays and Wednesdays last four hours for each group (four in total) and will +include lectures in a flipped mode (promoting active learning) and work on exercices and projects. The sessions will begin with lectures and questions and answers about the material to be covered every week. There are four groups, Tuesdays 815am-12pm and 1215pm-4pm and Wednesdays 815am-12pm and 1215pm-4pm. Please sign up as soon as possible for one of the groups. Max capacity per group is 30-40 -persons. +participants.

On Thursdays we have a regular lecture. These lectures start at 1215pm and end at 2pm. diff --git a/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz b/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz index ef26b6eed..b18fa9314 100644 Binary files a/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz and b/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz differ diff --git a/doc/pub/week34/ipynb/week34.ipynb b/doc/pub/week34/ipynb/week34.ipynb index e0abb93fd..df43982b8 100644 --- a/doc/pub/week34/ipynb/week34.ipynb +++ b/doc/pub/week34/ipynb/week34.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "f120adac", + "id": "d498f4a6", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "3831d460", + "id": "205f46ca", "metadata": { "editable": true }, @@ -27,21 +27,21 @@ }, { "cell_type": "markdown", - "id": "d10cf2d7", + "id": "a4767bae", "metadata": { "editable": true }, "source": [ "## Overview of first week\n", "\n", - "The sessions on Tuesdays and Wednesdays last four hours and will\n", - "include partly lectures in a flipped mode (promoting active learning)\n", + "The sessions on Tuesdays and Wednesdays last four hours for each group (four in total) and will\n", + "include lectures in a flipped mode (promoting active learning)\n", "and work on exercices and projects. The sessions will begin with\n", "lectures and questions and answers about the material to be covered\n", "every week. There are four groups, Tuesdays 815am-12pm and 1215pm-4pm\n", "and Wednesdays 815am-12pm and 1215pm-4pm. Please sign up as soon as\n", "possible for one of the groups. Max capacity per group is 30-40\n", - "persons.\n", + "participants.\n", "\n", "On Thursdays we have a regular lecture. These lectures start at 1215pm and end at 2pm.\n", "The first week we wtart with simple linear regression, a repetition of linear algebra and elements of statistics needed for the course. \n", @@ -55,7 +55,7 @@ }, { "cell_type": "markdown", - "id": "9a113549", + "id": "ee5dacbd", "metadata": { "editable": true }, @@ -76,7 +76,7 @@ }, { "cell_type": "markdown", - "id": "b262427a", + "id": "499f445e", "metadata": { "editable": true }, @@ -100,7 +100,7 @@ }, { "cell_type": "markdown", - "id": "c0cdb49f", + "id": "4cada733", "metadata": { "editable": true }, @@ -114,7 +114,7 @@ }, { "cell_type": "markdown", - "id": "8fb20749", + "id": "93438507", "metadata": { "editable": true }, @@ -138,7 +138,7 @@ }, { "cell_type": "markdown", - "id": "50edd076", + "id": "a0e4ffd9", "metadata": { "editable": true }, @@ -169,7 +169,7 @@ }, { "cell_type": "markdown", - "id": "79469f3c", + "id": "50cb7745", "metadata": { "editable": true }, @@ -187,7 +187,7 @@ }, { "cell_type": "markdown", - "id": "4866acc7", + "id": "005905b6", "metadata": { "editable": true }, @@ -211,7 +211,7 @@ }, { "cell_type": "markdown", - "id": "64e7e145", + "id": "7ce5522b", "metadata": { "editable": true }, @@ -231,7 +231,7 @@ }, { "cell_type": "markdown", - "id": "a7135a30", + "id": "c0feadb4", "metadata": { "editable": true }, @@ -275,7 +275,7 @@ }, { "cell_type": "markdown", - "id": "3fff8141", + "id": "93cb6d0f", "metadata": { "editable": true }, @@ -310,7 +310,7 @@ }, { "cell_type": "markdown", - "id": "d99cdaf0", + "id": "5d71e324", "metadata": { "editable": true }, @@ -348,7 +348,7 @@ }, { "cell_type": "markdown", - "id": "1d6705f8", + "id": "b72cd51d", "metadata": { "editable": true }, @@ -364,7 +364,7 @@ }, { "cell_type": "markdown", - "id": "f9bea6e2", + "id": "7a1251ee", "metadata": { "editable": true }, @@ -395,7 +395,7 @@ }, { "cell_type": "markdown", - "id": "dafaeb55", + "id": "82a3e601", "metadata": { "editable": true }, @@ -438,7 +438,7 @@ }, { "cell_type": "markdown", - "id": "00bc59c8", + "id": "fe1d355e", "metadata": { "editable": true }, @@ -511,7 +511,7 @@ }, { "cell_type": "markdown", - "id": "dc31a403", + "id": "fd197db3", "metadata": { "editable": true }, @@ -540,7 +540,7 @@ }, { "cell_type": "markdown", - "id": "04847174", + "id": "7b1cdd79", "metadata": { "editable": true }, @@ -558,7 +558,7 @@ }, { "cell_type": "markdown", - "id": "d70ea9df", + "id": "50dee010", "metadata": { "editable": true }, @@ -570,7 +570,7 @@ }, { "cell_type": "markdown", - "id": "64105bdd", + "id": "7f28d4ce", "metadata": { "editable": true }, @@ -605,7 +605,7 @@ }, { "cell_type": "markdown", - "id": "92528676", + "id": "8f478c46", "metadata": { "editable": true }, @@ -635,7 +635,7 @@ }, { "cell_type": "markdown", - "id": "3b1563f3", + "id": "f69bb47f", "metadata": { "editable": true }, @@ -666,7 +666,7 @@ }, { "cell_type": "markdown", - "id": "47c9345e", + "id": "10087294", "metadata": { "editable": true }, @@ -705,7 +705,7 @@ }, { "cell_type": "markdown", - "id": "a70014ab", + "id": "56f52e3b", "metadata": { "editable": true }, @@ -738,7 +738,7 @@ }, { "cell_type": "markdown", - "id": "78ee9425", + "id": "2579f498", "metadata": { "editable": true }, @@ -773,7 +773,7 @@ }, { "cell_type": "markdown", - "id": "affbecd9", + "id": "96f7c741", "metadata": { "editable": true }, @@ -797,7 +797,7 @@ }, { "cell_type": "markdown", - "id": "dd75736d", + "id": "6db1bbae", "metadata": { "editable": true }, @@ -824,7 +824,7 @@ }, { "cell_type": "markdown", - "id": "0c978ff5", + "id": "079d97c4", "metadata": { "editable": true }, @@ -834,7 +834,7 @@ }, { "cell_type": "markdown", - "id": "30a60530", + "id": "3c97bf4d", "metadata": { "editable": true }, @@ -848,7 +848,7 @@ }, { "cell_type": "markdown", - "id": "513e6288", + "id": "dd052e76", "metadata": { "editable": true }, @@ -869,7 +869,7 @@ }, { "cell_type": "markdown", - "id": "93918670", + "id": "8a666375", "metadata": { "editable": true }, @@ -881,7 +881,7 @@ }, { "cell_type": "markdown", - "id": "62566a79", + "id": "651af4da", "metadata": { "editable": true }, @@ -904,7 +904,7 @@ }, { "cell_type": "markdown", - "id": "45d0fde7", + "id": "df643901", "metadata": { "editable": true }, @@ -914,7 +914,7 @@ }, { "cell_type": "markdown", - "id": "f72a5222", + "id": "208df8e7", "metadata": { "editable": true }, @@ -926,7 +926,7 @@ }, { "cell_type": "markdown", - "id": "2be3bda7", + "id": "9a318fa7", "metadata": { "editable": true }, @@ -947,7 +947,7 @@ }, { "cell_type": "markdown", - "id": "37253985", + "id": "50f6a59f", "metadata": { "editable": true }, @@ -975,7 +975,7 @@ }, { "cell_type": "markdown", - "id": "fb7f0535", + "id": "414805df", "metadata": { "editable": true }, @@ -1001,7 +1001,7 @@ }, { "cell_type": "markdown", - "id": "70fba426", + "id": "07edf5e7", "metadata": { "editable": true }, @@ -1013,7 +1013,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "ea005faa", + "id": "641d4c2e", "metadata": { "collapsed": false, "editable": true @@ -1025,7 +1025,7 @@ }, { "cell_type": "markdown", - "id": "0fa1de1a", + "id": "160412db", "metadata": { "editable": true }, @@ -1036,7 +1036,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "caf04964", + "id": "6d520187", "metadata": { "collapsed": false, "editable": true @@ -1050,7 +1050,7 @@ }, { "cell_type": "markdown", - "id": "01d31852", + "id": "0bbba5ef", "metadata": { "editable": true }, @@ -1062,7 +1062,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "9e051d0d", + "id": "ec87644a", "metadata": { "collapsed": false, "editable": true @@ -1076,7 +1076,7 @@ }, { "cell_type": "markdown", - "id": "5f0bca39", + "id": "6e983959", "metadata": { "editable": true }, @@ -1088,7 +1088,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "bec7cbe9", + "id": "7ca0958b", "metadata": { "collapsed": false, "editable": true @@ -1102,7 +1102,7 @@ }, { "cell_type": "markdown", - "id": "4e381972", + "id": "d4de48e1", "metadata": { "editable": true }, @@ -1119,7 +1119,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "fecdd911", + "id": "d656ab0f", "metadata": { "collapsed": false, "editable": true @@ -1136,7 +1136,7 @@ }, { "cell_type": "markdown", - "id": "1ec703b3", + "id": "075bacdc", "metadata": { "editable": true }, @@ -1148,7 +1148,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "5f35577a", + "id": "86c2eba7", "metadata": { "collapsed": false, "editable": true @@ -1162,7 +1162,7 @@ }, { "cell_type": "markdown", - "id": "b94208a2", + "id": "9f3becaf", "metadata": { "editable": true }, @@ -1173,7 +1173,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "7b81b711", + "id": "2b14239a", "metadata": { "collapsed": false, "editable": true @@ -1187,7 +1187,7 @@ }, { "cell_type": "markdown", - "id": "c8a2ce30", + "id": "1b19251d", "metadata": { "editable": true }, @@ -1198,7 +1198,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "48ff97e3", + "id": "037c6462", "metadata": { "collapsed": false, "editable": true @@ -1212,7 +1212,7 @@ }, { "cell_type": "markdown", - "id": "e3eb4eda", + "id": "18c434cf", "metadata": { "editable": true }, @@ -1227,7 +1227,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "b86c1ac6", + "id": "3f48d03e", "metadata": { "collapsed": false, "editable": true @@ -1241,7 +1241,7 @@ }, { "cell_type": "markdown", - "id": "ef0ac831", + "id": "2196e982", "metadata": { "editable": true }, @@ -1252,7 +1252,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "ebdd010f", + "id": "b01414d0", "metadata": { "collapsed": false, "editable": true @@ -1267,7 +1267,7 @@ }, { "cell_type": "markdown", - "id": "bd614ad5", + "id": "c83023ae", "metadata": { "editable": true }, @@ -1278,7 +1278,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "32c8e589", + "id": "7d38445c", "metadata": { "collapsed": false, "editable": true @@ -1293,7 +1293,7 @@ }, { "cell_type": "markdown", - "id": "c9e0547c", + "id": "344ac2ef", "metadata": { "editable": true }, @@ -1304,7 +1304,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "26e7ef74", + "id": "83d31195", "metadata": { "collapsed": false, "editable": true @@ -1320,7 +1320,7 @@ }, { "cell_type": "markdown", - "id": "143a847a", + "id": "6c07c2ab", "metadata": { "editable": true }, @@ -1331,7 +1331,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "422b3ad1", + "id": "1859d414", "metadata": { "collapsed": false, "editable": true @@ -1347,7 +1347,7 @@ }, { "cell_type": "markdown", - "id": "7e1b0229", + "id": "a369e7d4", "metadata": { "editable": true }, @@ -1358,7 +1358,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "6e46a99c", + "id": "5159b7dc", "metadata": { "collapsed": false, "editable": true @@ -1374,7 +1374,7 @@ }, { "cell_type": "markdown", - "id": "c10d48ac", + "id": "cb6a3dc0", "metadata": { "editable": true }, @@ -1386,7 +1386,7 @@ }, { "cell_type": "markdown", - "id": "5512d754", + "id": "adbca288", "metadata": { "editable": true }, @@ -1401,7 +1401,7 @@ }, { "cell_type": "markdown", - "id": "2fed37e1", + "id": "1a0f61c7", "metadata": { "editable": true }, @@ -1411,7 +1411,7 @@ }, { "cell_type": "markdown", - "id": "82f158fe", + "id": "8e4ba99d", "metadata": { "editable": true }, @@ -1423,7 +1423,7 @@ }, { "cell_type": "markdown", - "id": "e66e65f7", + "id": "bb49e770", "metadata": { "editable": true }, @@ -1434,7 +1434,7 @@ }, { "cell_type": "markdown", - "id": "9a93f77c", + "id": "485a778b", "metadata": { "editable": true }, @@ -1449,7 +1449,7 @@ }, { "cell_type": "markdown", - "id": "768b9bfa", + "id": "f2a5ccb5", "metadata": { "editable": true }, @@ -1464,7 +1464,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "f41b3a39", + "id": "2dc85496", "metadata": { "collapsed": false, "editable": true @@ -1491,7 +1491,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "54de4d43", + "id": "c084ac63", "metadata": { "collapsed": false, "editable": true @@ -1515,7 +1515,7 @@ }, { "cell_type": "markdown", - "id": "2e310f86", + "id": "c8d7958e", "metadata": { "editable": true }, @@ -1541,7 +1541,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "34d2fbae", + "id": "81e09a3a", "metadata": { "collapsed": false, "editable": true @@ -1561,7 +1561,7 @@ }, { "cell_type": "markdown", - "id": "9cd97aee", + "id": "da9ed4b2", "metadata": { "editable": true }, @@ -1575,7 +1575,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "bd623fb7", + "id": "5103430b", "metadata": { "collapsed": false, "editable": true @@ -1588,7 +1588,7 @@ }, { "cell_type": "markdown", - "id": "c259243c", + "id": "6d649a02", "metadata": { "editable": true }, @@ -1599,7 +1599,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "c18b6801", + "id": "d45bd002", "metadata": { "collapsed": false, "editable": true @@ -1611,7 +1611,7 @@ }, { "cell_type": "markdown", - "id": "6228e4c8", + "id": "f9410961", "metadata": { "editable": true }, @@ -1622,7 +1622,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "5af47104", + "id": "3ce0cb57", "metadata": { "collapsed": false, "editable": true @@ -1640,7 +1640,7 @@ }, { "cell_type": "markdown", - "id": "c5fc4d1f", + "id": "a0120715", "metadata": { "editable": true }, @@ -1652,7 +1652,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "f5b2a5e3", + "id": "fbbe73f8", "metadata": { "collapsed": false, "editable": true @@ -1676,7 +1676,7 @@ }, { "cell_type": "markdown", - "id": "3bd1859c", + "id": "841ef693", "metadata": { "editable": true }, @@ -1687,7 +1687,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "bc4fd557", + "id": "c9074ba0", "metadata": { "collapsed": false, "editable": true @@ -1716,7 +1716,7 @@ }, { "cell_type": "markdown", - "id": "d8fade5a", + "id": "30d1c14a", "metadata": { "editable": true }, @@ -1727,7 +1727,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "17a55066", + "id": "a9567162", "metadata": { "collapsed": false, "editable": true @@ -1742,7 +1742,7 @@ }, { "cell_type": "markdown", - "id": "a1857876", + "id": "f6766122", "metadata": { "editable": true }, @@ -1759,7 +1759,7 @@ }, { "cell_type": "markdown", - "id": "b50d5b69", + "id": "6f714cdd", "metadata": { "editable": true }, @@ -1773,7 +1773,7 @@ }, { "cell_type": "markdown", - "id": "29e77095", + "id": "81480147", "metadata": { "editable": true }, @@ -1804,7 +1804,7 @@ }, { "cell_type": "markdown", - "id": "c1b36d43", + "id": "64134997", "metadata": { "editable": true }, @@ -1816,7 +1816,7 @@ }, { "cell_type": "markdown", - "id": "69a15e43", + "id": "75045451", "metadata": { "editable": true }, @@ -1844,7 +1844,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "5df0a1a1", + "id": "25c7b153", "metadata": { "collapsed": false, "editable": true @@ -1874,7 +1874,7 @@ }, { "cell_type": "markdown", - "id": "46e4b34a", + "id": "476c9334", "metadata": { "editable": true }, @@ -1891,7 +1891,7 @@ }, { "cell_type": "markdown", - "id": "fc9073b8", + "id": "7f96acfd", "metadata": { "editable": true }, @@ -1903,7 +1903,7 @@ }, { "cell_type": "markdown", - "id": "ca5047fa", + "id": "5f06f188", "metadata": { "editable": true }, @@ -1924,7 +1924,7 @@ }, { "cell_type": "markdown", - "id": "f45e142c", + "id": "7d551a64", "metadata": { "editable": true }, @@ -1937,7 +1937,7 @@ }, { "cell_type": "markdown", - "id": "101aa444", + "id": "56b89b7e", "metadata": { "editable": true }, @@ -1968,7 +1968,7 @@ }, { "cell_type": "markdown", - "id": "d45c62af", + "id": "dafd98b0", "metadata": { "editable": true }, @@ -1980,7 +1980,7 @@ }, { "cell_type": "markdown", - "id": "7e0b6e58", + "id": "eec29e78", "metadata": { "editable": true }, @@ -1998,7 +1998,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "883dc6e8", + "id": "f18e897d", "metadata": { "collapsed": false, "editable": true @@ -2025,7 +2025,7 @@ }, { "cell_type": "markdown", - "id": "9424e0c4", + "id": "75a61d93", "metadata": { "editable": true }, @@ -2047,7 +2047,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "a16509e7", + "id": "883ea857", "metadata": { "collapsed": false, "editable": true @@ -2085,7 +2085,7 @@ }, { "cell_type": "markdown", - "id": "eb40f567", + "id": "4b5f72ec", "metadata": { "editable": true }, @@ -2096,7 +2096,7 @@ }, { "cell_type": "markdown", - "id": "f7bbf794", + "id": "54b41354", "metadata": { "editable": true }, @@ -2109,7 +2109,7 @@ }, { "cell_type": "markdown", - "id": "7b97f301", + "id": "76cb4058", "metadata": { "editable": true }, @@ -2130,7 +2130,7 @@ }, { "cell_type": "markdown", - "id": "c0d79694", + "id": "424f0999", "metadata": { "editable": true }, @@ -2142,7 +2142,7 @@ }, { "cell_type": "markdown", - "id": "cd5a9940", + "id": "65dea142", "metadata": { "editable": true }, @@ -2152,7 +2152,7 @@ }, { "cell_type": "markdown", - "id": "ce2a4f20", + "id": "013fd7af", "metadata": { "editable": true }, @@ -2164,7 +2164,7 @@ }, { "cell_type": "markdown", - "id": "7ffbbf5b", + "id": "9c6bff9a", "metadata": { "editable": true }, @@ -2176,7 +2176,7 @@ }, { "cell_type": "markdown", - "id": "cdee2777", + "id": "6b634bc0", "metadata": { "editable": true }, @@ -2188,7 +2188,7 @@ }, { "cell_type": "markdown", - "id": "8bf9e451", + "id": "bd86a63d", "metadata": { "editable": true }, @@ -2199,7 +2199,7 @@ }, { "cell_type": "markdown", - "id": "acdd19aa", + "id": "9b9d12d4", "metadata": { "editable": true }, @@ -2211,7 +2211,7 @@ }, { "cell_type": "markdown", - "id": "0ccf7f55", + "id": "e1d0a259", "metadata": { "editable": true }, @@ -2233,7 +2233,7 @@ }, { "cell_type": "markdown", - "id": "3d843d14", + "id": "1ce53312", "metadata": { "editable": true }, @@ -2245,7 +2245,7 @@ }, { "cell_type": "markdown", - "id": "d8804f26", + "id": "77baf812", "metadata": { "editable": true }, @@ -2261,7 +2261,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "1974ffff", + "id": "d9756030", "metadata": { "collapsed": false, "editable": true @@ -2302,7 +2302,7 @@ }, { "cell_type": "markdown", - "id": "4bbecacb", + "id": "2ec58290", "metadata": { "editable": true }, @@ -2319,7 +2319,7 @@ }, { "cell_type": "markdown", - "id": "7e1e9f3c", + "id": "8aaa708a", "metadata": { "editable": true }, @@ -2331,7 +2331,7 @@ }, { "cell_type": "markdown", - "id": "0004b1a9", + "id": "d5c0c22f", "metadata": { "editable": true }, @@ -2341,7 +2341,7 @@ }, { "cell_type": "markdown", - "id": "564236f3", + "id": "1de2fa16", "metadata": { "editable": true }, @@ -2353,7 +2353,7 @@ }, { "cell_type": "markdown", - "id": "98a878fc", + "id": "b6311502", "metadata": { "editable": true }, @@ -2363,7 +2363,7 @@ }, { "cell_type": "markdown", - "id": "9d1f8773", + "id": "92bbbcea", "metadata": { "editable": true }, @@ -2375,7 +2375,7 @@ }, { "cell_type": "markdown", - "id": "233016e0", + "id": "11658750", "metadata": { "editable": true }, @@ -2385,7 +2385,7 @@ }, { "cell_type": "markdown", - "id": "19f55ca5", + "id": "4d28e9c3", "metadata": { "editable": true }, @@ -2397,7 +2397,7 @@ }, { "cell_type": "markdown", - "id": "53e064d5", + "id": "8d0f5136", "metadata": { "editable": true }, @@ -2413,7 +2413,7 @@ }, { "cell_type": "markdown", - "id": "e38001e9", + "id": "4dbbf964", "metadata": { "editable": true }, @@ -2425,7 +2425,7 @@ }, { "cell_type": "markdown", - "id": "56ab48bb", + "id": "b814c550", "metadata": { "editable": true }, @@ -2436,7 +2436,7 @@ }, { "cell_type": "markdown", - "id": "e1ec384e", + "id": "160f8ffe", "metadata": { "editable": true }, @@ -2448,7 +2448,7 @@ }, { "cell_type": "markdown", - "id": "a4529636", + "id": "38489f4f", "metadata": { "editable": true }, @@ -2462,7 +2462,7 @@ }, { "cell_type": "markdown", - "id": "89d5da91", + "id": "1fce0432", "metadata": { "editable": true }, @@ -2474,7 +2474,7 @@ }, { "cell_type": "markdown", - "id": "0b07116b", + "id": "b4fa050a", "metadata": { "editable": true }, @@ -2499,7 +2499,7 @@ }, { "cell_type": "markdown", - "id": "0ec8a511", + "id": "a2cb605a", "metadata": { "editable": true }, @@ -2516,7 +2516,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "908eb151", + "id": "1743596f", "metadata": { "collapsed": false, "editable": true @@ -2560,7 +2560,7 @@ }, { "cell_type": "markdown", - "id": "c65942fd", + "id": "dc2a1b20", "metadata": { "editable": true }, @@ -2571,7 +2571,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "05ef3be9", + "id": "21d918f3", "metadata": { "collapsed": false, "editable": true @@ -2593,7 +2593,7 @@ }, { "cell_type": "markdown", - "id": "0de58e25", + "id": "56f91f61", "metadata": { "editable": true }, @@ -2610,7 +2610,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "ef01ba5c", + "id": "613d0d83", "metadata": { "collapsed": false, "editable": true @@ -2631,7 +2631,7 @@ }, { "cell_type": "markdown", - "id": "e509e254", + "id": "227c7372", "metadata": { "editable": true }, @@ -2645,7 +2645,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "07832cf4", + "id": "b1b8868f", "metadata": { "collapsed": false, "editable": true @@ -2674,7 +2674,7 @@ }, { "cell_type": "markdown", - "id": "861173cc", + "id": "63271417", "metadata": { "editable": true }, @@ -2694,7 +2694,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "1e74856a", + "id": "6173f73f", "metadata": { "collapsed": false, "editable": true @@ -2711,7 +2711,7 @@ }, { "cell_type": "markdown", - "id": "37565950", + "id": "a1a08446", "metadata": { "editable": true }, @@ -2723,7 +2723,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "2019cd0d", + "id": "1dab7a99", "metadata": { "collapsed": false, "editable": true @@ -2741,7 +2741,7 @@ }, { "cell_type": "markdown", - "id": "ca51dbeb", + "id": "7fc135db", "metadata": { "editable": true }, @@ -2752,7 +2752,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "18493c99", + "id": "5142c6f8", "metadata": { "collapsed": false, "editable": true @@ -2765,7 +2765,7 @@ }, { "cell_type": "markdown", - "id": "57057d72", + "id": "230b8bd9", "metadata": { "editable": true }, @@ -2777,7 +2777,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "f77ab85f", + "id": "d463a3ed", "metadata": { "collapsed": false, "editable": true @@ -2808,7 +2808,7 @@ }, { "cell_type": "markdown", - "id": "074ccbc2", + "id": "6383b289", "metadata": { "editable": true }, @@ -2821,7 +2821,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "8fb5714c", + "id": "5db60b60", "metadata": { "collapsed": false, "editable": true @@ -2862,7 +2862,7 @@ }, { "cell_type": "markdown", - "id": "b7d749bf", + "id": "ee2c35d4", "metadata": { "editable": true }, @@ -2876,7 +2876,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "cc8bcd36", + "id": "590ad0df", "metadata": { "collapsed": false, "editable": true @@ -2916,7 +2916,7 @@ }, { "cell_type": "markdown", - "id": "64c2fcbd", + "id": "9d95683a", "metadata": { "editable": true }, @@ -2936,7 +2936,7 @@ }, { "cell_type": "markdown", - "id": "7040a726", + "id": "ebd1f9f2", "metadata": { "editable": true }, @@ -2968,7 +2968,7 @@ }, { "cell_type": "markdown", - "id": "bb98559d", + "id": "1c3c8e5d", "metadata": { "editable": true }, @@ -2990,7 +2990,7 @@ }, { "cell_type": "markdown", - "id": "34fb4b8c", + "id": "7ba46dcb", "metadata": { "editable": true }, @@ -3018,7 +3018,7 @@ }, { "cell_type": "markdown", - "id": "314ff63c", + "id": "6810106f", "metadata": { "editable": true }, @@ -3033,7 +3033,7 @@ }, { "cell_type": "markdown", - "id": "7195e5ed", + "id": "d53b3fd7", "metadata": { "editable": true }, @@ -3045,7 +3045,7 @@ }, { "cell_type": "markdown", - "id": "c7e586fa", + "id": "e85a201c", "metadata": { "editable": true }, @@ -3060,7 +3060,7 @@ }, { "cell_type": "markdown", - "id": "8f66169b", + "id": "297394b3", "metadata": { "editable": true }, @@ -3073,7 +3073,7 @@ }, { "cell_type": "markdown", - "id": "c220dbd2", + "id": "9d729caf", "metadata": { "editable": true }, @@ -3085,7 +3085,7 @@ }, { "cell_type": "markdown", - "id": "426246b5", + "id": "74aeed49", "metadata": { "editable": true }, @@ -3095,7 +3095,7 @@ }, { "cell_type": "markdown", - "id": "1e631ad7", + "id": "32e442f5", "metadata": { "editable": true }, @@ -3106,7 +3106,7 @@ }, { "cell_type": "markdown", - "id": "4801dafe", + "id": "73882fb9", "metadata": { "editable": true }, @@ -3124,7 +3124,7 @@ }, { "cell_type": "markdown", - "id": "ddf7b49d", + "id": "ceab2c1f", "metadata": { "editable": true }, @@ -3135,7 +3135,7 @@ }, { "cell_type": "markdown", - "id": "36ac492c", + "id": "773554f4", "metadata": { "editable": true }, @@ -3147,7 +3147,7 @@ }, { "cell_type": "markdown", - "id": "42ae4c96", + "id": "6eae4131", "metadata": { "editable": true }, @@ -3157,7 +3157,7 @@ }, { "cell_type": "markdown", - "id": "c026205d", + "id": "9ea16dfa", "metadata": { "editable": true }, @@ -3169,7 +3169,7 @@ }, { "cell_type": "markdown", - "id": "ed8af8e8", + "id": "23762fdd", "metadata": { "editable": true }, @@ -3179,7 +3179,7 @@ }, { "cell_type": "markdown", - "id": "02e3ae8c", + "id": "65495798", "metadata": { "editable": true }, @@ -3191,7 +3191,7 @@ }, { "cell_type": "markdown", - "id": "0d32643f", + "id": "1499323b", "metadata": { "editable": true }, @@ -3201,7 +3201,7 @@ }, { "cell_type": "markdown", - "id": "3cedcf48", + "id": "011772af", "metadata": { "editable": true }, @@ -3220,7 +3220,7 @@ }, { "cell_type": "markdown", - "id": "82ceb8e4", + "id": "314d2566", "metadata": { "editable": true }, @@ -3230,7 +3230,7 @@ }, { "cell_type": "markdown", - "id": "f4cbbd8e", + "id": "7a4cbcc5", "metadata": { "editable": true }, @@ -3242,7 +3242,7 @@ }, { "cell_type": "markdown", - "id": "d43da7ee", + "id": "55481355", "metadata": { "editable": true }, @@ -3252,7 +3252,7 @@ }, { "cell_type": "markdown", - "id": "37876fad", + "id": "66517cb3", "metadata": { "editable": true }, @@ -3268,7 +3268,7 @@ }, { "cell_type": "markdown", - "id": "f0a202c9", + "id": "46777a3c", "metadata": { "editable": true }, @@ -3288,7 +3288,7 @@ }, { "cell_type": "markdown", - "id": "0e8d349b", + "id": "5c5706c5", "metadata": { "editable": true }, @@ -3298,7 +3298,7 @@ }, { "cell_type": "markdown", - "id": "331f142e", + "id": "42557b61", "metadata": { "editable": true }, @@ -3309,7 +3309,7 @@ }, { "cell_type": "markdown", - "id": "c2b1a536", + "id": "6dc156ba", "metadata": { "editable": true }, @@ -3328,7 +3328,7 @@ }, { "cell_type": "markdown", - "id": "228acf91", + "id": "a6ce08d3", "metadata": { "editable": true }, @@ -3338,7 +3338,7 @@ }, { "cell_type": "markdown", - "id": "651d37b9", + "id": "0c73262b", "metadata": { "editable": true }, @@ -3350,7 +3350,7 @@ }, { "cell_type": "markdown", - "id": "8207f409", + "id": "6a778857", "metadata": { "editable": true }, @@ -3360,7 +3360,7 @@ }, { "cell_type": "markdown", - "id": "2be53f55", + "id": "9131a783", "metadata": { "editable": true }, @@ -3371,7 +3371,7 @@ }, { "cell_type": "markdown", - "id": "f031620c", + "id": "2cdeb318", "metadata": { "editable": true }, @@ -3391,7 +3391,7 @@ }, { "cell_type": "markdown", - "id": "45e2e6fb", + "id": "dbf0b2d8", "metadata": { "editable": true }, @@ -3403,7 +3403,7 @@ }, { "cell_type": "markdown", - "id": "67b7d29f", + "id": "378cf1d7", "metadata": { "editable": true }, @@ -3418,7 +3418,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "14571a30", + "id": "69fc0a24", "metadata": { "collapsed": false, "editable": true @@ -3498,7 +3498,7 @@ }, { "cell_type": "markdown", - "id": "6fa18025", + "id": "35943f76", "metadata": { "editable": true }, @@ -3508,7 +3508,7 @@ }, { "cell_type": "markdown", - "id": "3bfd06de", + "id": "5f11eb33", "metadata": { "editable": true }, @@ -3520,7 +3520,7 @@ }, { "cell_type": "markdown", - "id": "86a6623d", + "id": "7c8ef05f", "metadata": { "editable": true }, @@ -3530,7 +3530,7 @@ }, { "cell_type": "markdown", - "id": "8a2371dd", + "id": "ecc11f83", "metadata": { "editable": true }, @@ -3541,7 +3541,7 @@ }, { "cell_type": "markdown", - "id": "57248bc5", + "id": "a1f0ae5f", "metadata": { "editable": true }, @@ -3553,7 +3553,7 @@ }, { "cell_type": "markdown", - "id": "df287938", + "id": "db6a2f63", "metadata": { "editable": true }, @@ -3563,7 +3563,7 @@ }, { "cell_type": "markdown", - "id": "fc11e3d4", + "id": "21c3b870", "metadata": { "editable": true }, @@ -3575,7 +3575,7 @@ }, { "cell_type": "markdown", - "id": "e35d2f24", + "id": "65dbe717", "metadata": { "editable": true }, @@ -3585,7 +3585,7 @@ }, { "cell_type": "markdown", - "id": "66bf586f", + "id": "5eab679b", "metadata": { "editable": true }, @@ -3597,7 +3597,7 @@ }, { "cell_type": "markdown", - "id": "05976d85", + "id": "61700f13", "metadata": { "editable": true }, @@ -3610,7 +3610,7 @@ }, { "cell_type": "markdown", - "id": "c7b1ce7e", + "id": "e27df2d8", "metadata": { "editable": true }, @@ -3622,7 +3622,7 @@ }, { "cell_type": "markdown", - "id": "21facc94", + "id": "25ef231e", "metadata": { "editable": true }, @@ -3632,7 +3632,7 @@ }, { "cell_type": "markdown", - "id": "75962c46", + "id": "90a3a6c7", "metadata": { "editable": true }, @@ -3644,7 +3644,7 @@ }, { "cell_type": "markdown", - "id": "b83ce960", + "id": "2a938c78", "metadata": { "editable": true }, @@ -3656,7 +3656,7 @@ }, { "cell_type": "markdown", - "id": "2d3b949e", + "id": "6a4e1d1c", "metadata": { "editable": true }, @@ -3667,7 +3667,7 @@ }, { "cell_type": "markdown", - "id": "7a6d151a", + "id": "670d6997", "metadata": { "editable": true }, @@ -3679,7 +3679,7 @@ }, { "cell_type": "markdown", - "id": "972634e2", + "id": "ff2b12a7", "metadata": { "editable": true }, @@ -3698,7 +3698,7 @@ }, { "cell_type": "markdown", - "id": "8bd80b5b", + "id": "e266f8da", "metadata": { "editable": true }, @@ -3711,7 +3711,7 @@ }, { "cell_type": "markdown", - "id": "0c1d98d7", + "id": "3ba0098a", "metadata": { "editable": true }, @@ -3721,7 +3721,7 @@ }, { "cell_type": "markdown", - "id": "2a7df3c4", + "id": "4b7eb5bf", "metadata": { "editable": true }, @@ -3733,7 +3733,7 @@ }, { "cell_type": "markdown", - "id": "0e1dc988", + "id": "2404988f", "metadata": { "editable": true }, @@ -3743,7 +3743,7 @@ }, { "cell_type": "markdown", - "id": "4f7d4d4b", + "id": "d46db92c", "metadata": { "editable": true }, @@ -3755,7 +3755,7 @@ }, { "cell_type": "markdown", - "id": "78443e34", + "id": "90c0981d", "metadata": { "editable": true }, @@ -3765,7 +3765,7 @@ }, { "cell_type": "markdown", - "id": "1fccb210", + "id": "e684542b", "metadata": { "editable": true }, @@ -3777,7 +3777,7 @@ }, { "cell_type": "markdown", - "id": "d9414c40", + "id": "7abb5c0d", "metadata": { "editable": true }, @@ -3788,7 +3788,7 @@ }, { "cell_type": "markdown", - "id": "a5948c81", + "id": "1f88aedb", "metadata": { "editable": true }, @@ -3800,7 +3800,7 @@ }, { "cell_type": "markdown", - "id": "32c19db7", + "id": "45d53177", "metadata": { "editable": true }, @@ -3810,7 +3810,7 @@ }, { "cell_type": "markdown", - "id": "44b51ea7", + "id": "8d89fa18", "metadata": { "editable": true }, @@ -3822,7 +3822,7 @@ }, { "cell_type": "markdown", - "id": "766dfbab", + "id": "944acfc4", "metadata": { "editable": true }, @@ -3832,7 +3832,7 @@ }, { "cell_type": "markdown", - "id": "c51fff2f", + "id": "96f65359", "metadata": { "editable": true }, @@ -3844,7 +3844,7 @@ }, { "cell_type": "markdown", - "id": "7190d213", + "id": "a4dde5d7", "metadata": { "editable": true }, @@ -3865,7 +3865,7 @@ }, { "cell_type": "markdown", - "id": "fc07aed9", + "id": "30cbf8bd", "metadata": { "editable": true }, @@ -3878,7 +3878,7 @@ }, { "cell_type": "markdown", - "id": "c5f142c6", + "id": "f9b55db5", "metadata": { "editable": true }, @@ -3890,7 +3890,7 @@ }, { "cell_type": "markdown", - "id": "5c45fda8", + "id": "e9cd4f8b", "metadata": { "editable": true }, @@ -3902,7 +3902,7 @@ }, { "cell_type": "markdown", - "id": "022007b3", + "id": "2d70f5fe", "metadata": { "editable": true }, @@ -3914,7 +3914,7 @@ }, { "cell_type": "markdown", - "id": "93913b49", + "id": "1a21a0a2", "metadata": { "editable": true }, @@ -3926,7 +3926,7 @@ }, { "cell_type": "markdown", - "id": "90180ae1", + "id": "d4a7c911", "metadata": { "editable": true }, @@ -3937,7 +3937,7 @@ }, { "cell_type": "markdown", - "id": "2175ab46", + "id": "ed6291f0", "metadata": { "editable": true }, @@ -3949,7 +3949,7 @@ }, { "cell_type": "markdown", - "id": "807cae79", + "id": "61753b7f", "metadata": { "editable": true }, @@ -3959,7 +3959,7 @@ }, { "cell_type": "markdown", - "id": "b31e4c41", + "id": "4aa46b3a", "metadata": { "editable": true }, @@ -3971,7 +3971,7 @@ }, { "cell_type": "markdown", - "id": "44188452", + "id": "73b052f7", "metadata": { "editable": true }, @@ -3981,7 +3981,7 @@ }, { "cell_type": "markdown", - "id": "d4097fed", + "id": "4c5b4b8e", "metadata": { "editable": true }, @@ -3993,7 +3993,7 @@ }, { "cell_type": "markdown", - "id": "dd608787", + "id": "26a43d15", "metadata": { "editable": true }, @@ -4005,7 +4005,7 @@ }, { "cell_type": "markdown", - "id": "95e6ad1d", + "id": "99f3cece", "metadata": { "editable": true }, @@ -4019,7 +4019,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "af701ed3", + "id": "343ae4c9", "metadata": { "collapsed": false, "editable": true @@ -4034,7 +4034,7 @@ }, { "cell_type": "markdown", - "id": "aee7afcf", + "id": "b7d4804d", "metadata": { "editable": true }, @@ -4045,7 +4045,7 @@ { "cell_type": "code", "execution_count": 40, - "id": "6cdcd856", + "id": "e0967ce0", "metadata": { "collapsed": false, "editable": true @@ -4058,7 +4058,7 @@ }, { "cell_type": "markdown", - "id": "0969db98", + "id": "8f084cbc", "metadata": { "editable": true }, @@ -4069,7 +4069,7 @@ { "cell_type": "code", "execution_count": 41, - "id": "ef013267", + "id": "bfd05460", "metadata": { "collapsed": false, "editable": true @@ -4092,7 +4092,7 @@ }, { "cell_type": "markdown", - "id": "5d329a47", + "id": "6740955b", "metadata": { "editable": true }, @@ -4106,7 +4106,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "0bcf77d1", + "id": "55b60552", "metadata": { "collapsed": false, "editable": true @@ -4119,7 +4119,7 @@ }, { "cell_type": "markdown", - "id": "9fc43ebc", + "id": "7156cafb", "metadata": { "editable": true }, @@ -4130,7 +4130,7 @@ { "cell_type": "code", "execution_count": 43, - "id": "d3f29465", + "id": "60217d51", "metadata": { "collapsed": false, "editable": true @@ -4142,7 +4142,7 @@ }, { "cell_type": "markdown", - "id": "925a585e", + "id": "1a2233cb", "metadata": { "editable": true }, @@ -4153,7 +4153,7 @@ { "cell_type": "code", "execution_count": 44, - "id": "b41c679b", + "id": "b0116c88", "metadata": { "collapsed": false, "editable": true @@ -4169,7 +4169,7 @@ }, { "cell_type": "markdown", - "id": "f750565b", + "id": "0d68f940", "metadata": { "editable": true }, @@ -4180,7 +4180,7 @@ { "cell_type": "code", "execution_count": 45, - "id": "2f3a5ca9", + "id": "7c428f16", "metadata": { "collapsed": false, "editable": true @@ -4194,7 +4194,7 @@ }, { "cell_type": "markdown", - "id": "f83f9b8a", + "id": "d6e8607a", "metadata": { "editable": true }, @@ -4216,7 +4216,7 @@ }, { "cell_type": "markdown", - "id": "187452ad", + "id": "664c6911", "metadata": { "editable": true }, @@ -4228,7 +4228,7 @@ }, { "cell_type": "markdown", - "id": "b76e8b32", + "id": "a8299e83", "metadata": { "editable": true }, @@ -4238,7 +4238,7 @@ }, { "cell_type": "markdown", - "id": "79ed45fa", + "id": "727596c3", "metadata": { "editable": true }, @@ -4250,7 +4250,7 @@ }, { "cell_type": "markdown", - "id": "f5040cf3", + "id": "504f1622", "metadata": { "editable": true }, @@ -4262,7 +4262,7 @@ }, { "cell_type": "markdown", - "id": "6ae159bb", + "id": "824428e9", "metadata": { "editable": true }, @@ -4272,7 +4272,7 @@ }, { "cell_type": "markdown", - "id": "f2b67d99", + "id": "05791894", "metadata": { "editable": true }, @@ -4284,7 +4284,7 @@ }, { "cell_type": "markdown", - "id": "24a9ffdb", + "id": "0937604d", "metadata": { "editable": true }, @@ -4294,7 +4294,7 @@ }, { "cell_type": "markdown", - "id": "efb70d9e", + "id": "cfde2b6c", "metadata": { "editable": true }, @@ -4306,7 +4306,7 @@ }, { "cell_type": "markdown", - "id": "b73013a4", + "id": "7d9ddc21", "metadata": { "editable": true }, @@ -4316,7 +4316,7 @@ }, { "cell_type": "markdown", - "id": "37c6b934", + "id": "e9883b7b", "metadata": { "editable": true }, @@ -4328,7 +4328,7 @@ }, { "cell_type": "markdown", - "id": "24c06dac", + "id": "dfe1ee32", "metadata": { "editable": true }, @@ -4340,7 +4340,7 @@ }, { "cell_type": "markdown", - "id": "105cc8d2", + "id": "00123a15", "metadata": { "editable": true }, @@ -4350,7 +4350,7 @@ }, { "cell_type": "markdown", - "id": "2a5a2d74", + "id": "97cf516a", "metadata": { "editable": true }, @@ -4362,7 +4362,7 @@ }, { "cell_type": "markdown", - "id": "d3f5effd", + "id": "93904261", "metadata": { "editable": true }, @@ -4372,7 +4372,7 @@ }, { "cell_type": "markdown", - "id": "823210b9", + "id": "9ff247bb", "metadata": { "editable": true }, @@ -4384,7 +4384,7 @@ }, { "cell_type": "markdown", - "id": "007b16f1", + "id": "c8ad69a1", "metadata": { "editable": true }, @@ -4396,7 +4396,7 @@ }, { "cell_type": "markdown", - "id": "65c98ef7", + "id": "23490ab8", "metadata": { "editable": true }, @@ -4408,7 +4408,7 @@ }, { "cell_type": "markdown", - "id": "b6702811", + "id": "dd738e3f", "metadata": { "editable": true }, @@ -4418,7 +4418,7 @@ }, { "cell_type": "markdown", - "id": "80565aa0", + "id": "3a68cb4a", "metadata": { "editable": true }, @@ -4430,7 +4430,7 @@ }, { "cell_type": "markdown", - "id": "6f327eec", + "id": "23b810e0", "metadata": { "editable": true }, @@ -4440,7 +4440,7 @@ }, { "cell_type": "markdown", - "id": "98edb0cc", + "id": "1d782432", "metadata": { "editable": true }, @@ -4452,7 +4452,7 @@ }, { "cell_type": "markdown", - "id": "4dcbb634", + "id": "56487c95", "metadata": { "editable": true }, @@ -4462,7 +4462,7 @@ }, { "cell_type": "markdown", - "id": "95849f1d", + "id": "d248ed60", "metadata": { "editable": true }, @@ -4474,7 +4474,7 @@ }, { "cell_type": "markdown", - "id": "75b70583", + "id": "dafdabd4", "metadata": { "editable": true }, @@ -4485,7 +4485,7 @@ }, { "cell_type": "markdown", - "id": "84366fef", + "id": "f3a4bf26", "metadata": { "editable": true }, @@ -4497,7 +4497,7 @@ }, { "cell_type": "markdown", - "id": "be7a15fd", + "id": "cd6cdeed", "metadata": { "editable": true }, @@ -4507,7 +4507,7 @@ }, { "cell_type": "markdown", - "id": "3e250e4e", + "id": "47e4d2d2", "metadata": { "editable": true }, @@ -4519,7 +4519,7 @@ }, { "cell_type": "markdown", - "id": "7bcc1a58", + "id": "94187db7", "metadata": { "editable": true }, @@ -4529,7 +4529,7 @@ }, { "cell_type": "markdown", - "id": "3b3af0e1", + "id": "df224c09", "metadata": { "editable": true }, @@ -4541,7 +4541,7 @@ }, { "cell_type": "markdown", - "id": "2e563591", + "id": "af1d2bed", "metadata": { "editable": true }, @@ -4554,7 +4554,7 @@ }, { "cell_type": "markdown", - "id": "194cd70d", + "id": "0c519df1", "metadata": { "editable": true }, @@ -4566,7 +4566,7 @@ }, { "cell_type": "markdown", - "id": "83c4e13c", + "id": "f1ef9e11", "metadata": { "editable": true }, @@ -4578,7 +4578,7 @@ }, { "cell_type": "markdown", - "id": "fa082476", + "id": "3856d3a7", "metadata": { "editable": true }, @@ -4590,7 +4590,7 @@ }, { "cell_type": "markdown", - "id": "11b066f7", + "id": "9826d9be", "metadata": { "editable": true }, @@ -4602,7 +4602,7 @@ }, { "cell_type": "markdown", - "id": "ecc5a2fe", + "id": "e5d49ed4", "metadata": { "editable": true }, @@ -4614,7 +4614,7 @@ }, { "cell_type": "markdown", - "id": "e4735a0d", + "id": "0e79b900", "metadata": { "editable": true }, @@ -4624,7 +4624,7 @@ }, { "cell_type": "markdown", - "id": "dde2f0c2", + "id": "049ffc5e", "metadata": { "editable": true }, @@ -4636,7 +4636,7 @@ }, { "cell_type": "markdown", - "id": "208ddc05", + "id": "e8568a98", "metadata": { "editable": true }, @@ -4648,7 +4648,7 @@ }, { "cell_type": "markdown", - "id": "cf2558e5", + "id": "10b721b1", "metadata": { "editable": true }, @@ -4661,7 +4661,7 @@ }, { "cell_type": "markdown", - "id": "bd2acb61", + "id": "58590893", "metadata": { "editable": true }, @@ -4688,7 +4688,7 @@ }, { "cell_type": "markdown", - "id": "5e9198e3", + "id": "2fe7fec2", "metadata": { "editable": true }, @@ -4699,7 +4699,7 @@ { "cell_type": "code", "execution_count": 46, - "id": "bf040c57", + "id": "ef20d4b1", "metadata": { "collapsed": false, "editable": true @@ -4795,7 +4795,7 @@ }, { "cell_type": "markdown", - "id": "2e41c28b", + "id": "8857d144", "metadata": { "editable": true }, @@ -4810,7 +4810,7 @@ }, { "cell_type": "markdown", - "id": "048053e2", + "id": "ddc0d525", "metadata": { "editable": true }, @@ -4832,7 +4832,7 @@ { "cell_type": "code", "execution_count": 47, - "id": "ba0b1547", + "id": "6c7d43e1", "metadata": { "collapsed": false, "editable": true @@ -4907,7 +4907,7 @@ }, { "cell_type": "markdown", - "id": "9bf8284a", + "id": "173f741b", "metadata": { "editable": true }, @@ -4918,7 +4918,7 @@ }, { "cell_type": "markdown", - "id": "170d02f8", + "id": "375b44b1", "metadata": { "editable": true }, @@ -4987,7 +4987,7 @@ }, { "cell_type": "markdown", - "id": "eb1c6035", + "id": "c167c7e5", "metadata": { "editable": true }, @@ -5001,7 +5001,7 @@ { "cell_type": "code", "execution_count": 48, - "id": "66c84808", + "id": "f29d45a6", "metadata": { "collapsed": false, "editable": true @@ -5014,7 +5014,7 @@ }, { "cell_type": "markdown", - "id": "66c5fb9d", + "id": "9c701684", "metadata": { "editable": true }, @@ -5028,7 +5028,7 @@ }, { "cell_type": "markdown", - "id": "59af1379", + "id": "840b1b0a", "metadata": { "editable": true }, @@ -5041,7 +5041,7 @@ }, { "cell_type": "markdown", - "id": "d76e25a2", + "id": "c0f07f77", "metadata": { "editable": true }, @@ -5052,7 +5052,7 @@ }, { "cell_type": "markdown", - "id": "8622e43c", + "id": "a2bb8a07", "metadata": { "editable": true }, @@ -5064,7 +5064,7 @@ }, { "cell_type": "markdown", - "id": "a48ec8c8", + "id": "63b89ca8", "metadata": { "editable": true }, @@ -5074,7 +5074,7 @@ }, { "cell_type": "markdown", - "id": "4dd33aff", + "id": "a82e5a44", "metadata": { "editable": true }, @@ -5086,7 +5086,7 @@ }, { "cell_type": "markdown", - "id": "d7f2695d", + "id": "ecb28a6f", "metadata": { "editable": true }, @@ -5102,7 +5102,7 @@ { "cell_type": "code", "execution_count": 49, - "id": "857e2a09", + "id": "7793bdd2", "metadata": { "collapsed": false, "editable": true @@ -5153,7 +5153,7 @@ }, { "cell_type": "markdown", - "id": "c8bca810", + "id": "8a233509", "metadata": { "editable": true }, @@ -5163,7 +5163,7 @@ }, { "cell_type": "markdown", - "id": "d575eb79", + "id": "539333f2", "metadata": { "editable": true }, @@ -5209,7 +5209,7 @@ { "cell_type": "code", "execution_count": 50, - "id": "7f1a205a", + "id": "b78cd839", "metadata": { "collapsed": false, "editable": true @@ -5222,7 +5222,7 @@ }, { "cell_type": "markdown", - "id": "5e93ebd9", + "id": "4c755526", "metadata": { "editable": true }, @@ -5233,7 +5233,7 @@ { "cell_type": "code", "execution_count": 51, - "id": "c5362a54", + "id": "1d7f962e", "metadata": { "collapsed": false, "editable": true @@ -5248,7 +5248,7 @@ }, { "cell_type": "markdown", - "id": "26ba6f77", + "id": "25dfaa65", "metadata": { "editable": true }, @@ -5266,7 +5266,7 @@ { "cell_type": "code", "execution_count": 52, - "id": "6fab000d", + "id": "3940cd47", "metadata": { "collapsed": false, "editable": true @@ -5283,7 +5283,7 @@ }, { "cell_type": "markdown", - "id": "bf8232d6", + "id": "b201d4d5", "metadata": { "editable": true }, @@ -5293,7 +5293,7 @@ }, { "cell_type": "markdown", - "id": "4b13b886", + "id": "fba481de", "metadata": { "editable": true }, @@ -5304,7 +5304,7 @@ }, { "cell_type": "markdown", - "id": "208866d9", + "id": "16d6b304", "metadata": { "editable": true }, @@ -5315,7 +5315,7 @@ }, { "cell_type": "markdown", - "id": "1a390ec5", + "id": "e2b178fe", "metadata": { "editable": true },