From 52a1edac559ddd0809b6d3959dd36f753e64626a Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Thu, 26 Dec 2024 10:03:23 +0100 Subject: [PATCH] week 12 --- doc/pub/week12/html/._week12-bs000.html | 17 +- doc/pub/week12/html/._week12-bs001.html | 12 +- doc/pub/week12/html/._week12-bs002.html | 6 +- doc/pub/week12/html/._week12-bs003.html | 6 +- doc/pub/week12/html/._week12-bs004.html | 6 +- doc/pub/week12/html/._week12-bs005.html | 6 +- doc/pub/week12/html/._week12-bs006.html | 6 +- doc/pub/week12/html/._week12-bs007.html | 6 +- doc/pub/week12/html/._week12-bs008.html | 6 +- doc/pub/week12/html/._week12-bs009.html | 6 +- doc/pub/week12/html/._week12-bs010.html | 6 +- doc/pub/week12/html/._week12-bs011.html | 6 +- doc/pub/week12/html/._week12-bs012.html | 6 +- doc/pub/week12/html/._week12-bs013.html | 6 +- doc/pub/week12/html/._week12-bs014.html | 6 +- doc/pub/week12/html/._week12-bs015.html | 6 +- doc/pub/week12/html/._week12-bs016.html | 6 +- 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b/doc/pub/week12/html/._week12-bs000.html @@ -36,10 +36,10 @@
  • Plans for the week of April 8-12, 2024
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  • @@ -481,18 +481,15 @@

    Boltzmann machines and deep learning and discussions of project 2

    -Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no [1, 2] +Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no
    - +
    -[1] Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway -
    -
    -[2] Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, East Lansing, Michigan, USA +Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway

    -

    April 12

    +

    April 11


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    -

    Plans for the week of April 8-12, 2024

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    Plans for the week

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  • @@ -481,18 +481,15 @@

    Boltzmann machines and deep learning and discussions of project 2

    -Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no [1, 2] +Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no
    - +
    -[1] Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway -
    -
    -[2] Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, East Lansing, Michigan, USA +Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway

    -

    April 12

    +

    April 11


    diff --git a/doc/pub/week12/html/week12-reveal.html b/doc/pub/week12/html/week12-reveal.html index 97aa0c87..b088accb 100644 --- a/doc/pub/week12/html/week12-reveal.html +++ b/doc/pub/week12/html/week12-reveal.html @@ -173,18 +173,15 @@

    Boltzmann machines and deep learning and discuss
    -Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no [1, 2] +Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no
    - +
    -[1] Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway -
    -
    -[2] Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, East Lansing, Michigan, USA +Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway

    -

    April 12

    +

    April 11


    @@ -195,7 +192,7 @@

    April 12

    -

    Plans for the week of April 8-12, 2024

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    @@ -211,8 +208,8 @@

    Plans for the week of April 8-12,

    diff --git a/doc/pub/week12/html/week12-solarized.html b/doc/pub/week12/html/week12-solarized.html index 53a552cb..a6664a1c 100644 --- a/doc/pub/week12/html/week12-solarized.html +++ b/doc/pub/week12/html/week12-solarized.html @@ -63,10 +63,10 @@
    -Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no [1, 2] +Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no
    - +
    -[1] Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway -
    -
    -[2] Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, East Lansing, Michigan, USA +Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway

    -

    April 12

    +

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    -

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    @@ -408,8 +405,8 @@

    Plans for the week of April 8-12,

    diff --git a/doc/pub/week12/html/week12.html b/doc/pub/week12/html/week12.html index 0c57a060..a695d7e0 100644 --- a/doc/pub/week12/html/week12.html +++ b/doc/pub/week12/html/week12.html @@ -140,10 +140,10 @@
    -Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no [1, 2] +Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no
    - +
    -[1] Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway -
    -
    -[2] Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, East Lansing, Michigan, USA +Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway

    -

    April 12

    +

    April 11












    -

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    +

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    @@ -485,8 +482,8 @@

    Plans for the week of April 8-12,

    diff --git a/doc/pub/week12/ipynb/ipynb-week12-src.tar.gz b/doc/pub/week12/ipynb/ipynb-week12-src.tar.gz index a2b4ef73f903dae208d709da6d7aa1afe90a030d..ab162e8b23b87e67b0ffdd46f7cfc35145dea7c0 100644 GIT binary patch delta 159 zcmV;Q0AT;X0l)zqABzY8&l_!L00ZsM%?iRW3obdq2awolX)(JD5(o|JxszTx>x3CjX{s|Si|XCnFjkfy_RO!qGylY~k`}i6 z-c?$G(hhU2Yq%lSG>&B3s~ifAc5H#cYbOnYP(6sEkWOkPE@5l*$%w{A;jf?ZJkRsK N_5g)sr=|c1006qRNYwxU diff --git a/doc/pub/week12/ipynb/week12.ipynb b/doc/pub/week12/ipynb/week12.ipynb index 87cc1229..e79a5a04 100644 --- a/doc/pub/week12/ipynb/week12.ipynb +++ b/doc/pub/week12/ipynb/week12.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "f796646d", + "id": "55e7b514", "metadata": { "editable": true }, @@ -14,38 +14,37 @@ }, { "cell_type": "markdown", - "id": "7c353ab3", + "id": "d1f78d10", "metadata": { "editable": true }, "source": [ "# Boltzmann machines and deep learning and discussions of project 2\n", - "**Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no**, Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway and Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, East Lansing, Michigan, USA\n", + "**Morten Hjorth-Jensen Email morten.hjorth-jensen@fys.uio.no**, Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway\n", "\n", - "Date: **April 12**" + "Date: **April 11**" ] }, { "cell_type": "markdown", - "id": "416d0d45", + "id": "ef4f9cb7", "metadata": { "editable": true }, "source": [ - "## Plans for the week of April 8-12, 2024\n", + "## Plans for the week of April 7-11, 2025\n", "\n", "1. Neural Networks and Boltzmann Machines\n", "\n", "2. If time, start discussion on how to implement Slater determinants, see last part of slides. This topic will be continued next week.\n", "\n", - "* [Video of lecture](https://youtu.be/6X9OyQlBJWk)\n", - "\n", - "* [Handwritten notes](https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesApril12.pdf)" + "* [Video of lecture TBA](https://youtu.be/)\n", + "" ] }, { "cell_type": "markdown", - "id": "71556fe5", + "id": "3d82a11a", "metadata": { "editable": true }, @@ -57,7 +56,7 @@ }, { "cell_type": "markdown", - "id": "b91bc82d", + "id": "76146183", "metadata": { "editable": true }, @@ -69,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "08e60b6e", + "id": "1650bb73", "metadata": { "editable": true }, @@ -82,7 +81,7 @@ }, { "cell_type": "markdown", - "id": "3f1e63b8", + "id": "e08f16c6", "metadata": { "editable": true }, @@ -94,7 +93,7 @@ }, { "cell_type": "markdown", - "id": "554fa50a", + "id": "1825beb3", "metadata": { "editable": true }, @@ -106,7 +105,7 @@ }, { "cell_type": "markdown", - "id": "dbd19c59", + "id": "a3b52294", "metadata": { "editable": true }, @@ -120,7 +119,7 @@ }, { "cell_type": "markdown", - "id": "35376602", + "id": "1001b075", "metadata": { "editable": true }, @@ -132,7 +131,7 @@ }, { "cell_type": "markdown", - "id": "052efba7", + "id": "6da3660b", "metadata": { "editable": true }, @@ -144,7 +143,7 @@ }, { "cell_type": "markdown", - "id": "d9c4c820", + "id": "0f0d5e95", "metadata": { "editable": true }, @@ -156,7 +155,7 @@ }, { "cell_type": "markdown", - "id": "c781ca07", + "id": "00bea07b", "metadata": { "editable": true }, @@ -166,7 +165,7 @@ }, { "cell_type": "markdown", - "id": "eb47ab6b", + "id": "e4e9fb25", "metadata": { "editable": true }, @@ -178,7 +177,7 @@ }, { "cell_type": "markdown", - "id": "04ece37d", + "id": "05f2ab99", "metadata": { "editable": true }, @@ -193,7 +192,7 @@ }, { "cell_type": "markdown", - "id": "4bb5c80d", + "id": "d615d6eb", "metadata": { "editable": true }, @@ -205,7 +204,7 @@ }, { "cell_type": "markdown", - "id": "52da316b", + "id": "bfd6d7d2", "metadata": { "editable": true }, @@ -215,7 +214,7 @@ }, { "cell_type": "markdown", - "id": "3b5765df", + "id": "add3ff6d", "metadata": { "editable": true }, @@ -227,7 +226,7 @@ }, { "cell_type": "markdown", - "id": "db353318", + "id": "a77d3c50", "metadata": { "editable": true }, @@ -240,7 +239,7 @@ }, { "cell_type": "markdown", - "id": "3931e60a", + "id": "bf8e0a83", "metadata": { "editable": true }, @@ -252,7 +251,7 @@ }, { "cell_type": "markdown", - "id": "de74f245", + "id": "c36d330d", "metadata": { "editable": true }, @@ -264,7 +263,7 @@ }, { "cell_type": "markdown", - "id": "862c6bf5", + "id": "f527133a", "metadata": { "editable": true }, @@ -274,7 +273,7 @@ }, { "cell_type": "markdown", - "id": "901e77a1", + "id": "e6fe66b8", "metadata": { "editable": true }, @@ -286,7 +285,7 @@ }, { "cell_type": "markdown", - "id": "fe1b8cc8", + "id": "e3ddad3d", "metadata": { "editable": true }, @@ -298,7 +297,7 @@ }, { "cell_type": "markdown", - "id": "8332d9b6", + "id": "d95573d4", "metadata": { "editable": true }, @@ -310,7 +309,7 @@ }, { "cell_type": "markdown", - "id": "a80bf071", + "id": "819b1b3d", "metadata": { "editable": true }, @@ -321,7 +320,7 @@ }, { "cell_type": "markdown", - "id": "ecaed636", + "id": "f653e726", "metadata": { "editable": true }, @@ -333,7 +332,7 @@ }, { "cell_type": "markdown", - "id": "89cf48e5", + "id": "0feb0dd1", "metadata": { "editable": true }, @@ -347,7 +346,7 @@ }, { "cell_type": "markdown", - "id": "0ee3ee74", + "id": "43e4a2f7", "metadata": { "editable": true }, @@ -359,7 +358,7 @@ }, { "cell_type": "markdown", - "id": "2a5ccbae", + "id": "e082ca82", "metadata": { "editable": true }, @@ -369,7 +368,7 @@ }, { "cell_type": "markdown", - "id": "dbd39443", + "id": "89216917", "metadata": { "editable": true }, @@ -381,7 +380,7 @@ }, { "cell_type": "markdown", - "id": "799a75e3", + "id": "50961213", "metadata": { "editable": true }, @@ -392,7 +391,7 @@ }, { "cell_type": "markdown", - "id": "e59f5cd2", + "id": "aa33832d", "metadata": { "editable": true }, @@ -404,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "990bd5ef", + "id": "1aada578", "metadata": { "editable": true }, @@ -415,7 +414,7 @@ }, { "cell_type": "markdown", - "id": "858e2f5d", + "id": "e4565583", "metadata": { "editable": true }, @@ -427,7 +426,7 @@ }, { "cell_type": "markdown", - "id": "f23495c4", + "id": "357f3553", "metadata": { "editable": true }, @@ -439,7 +438,7 @@ }, { "cell_type": "markdown", - "id": "7378e023", + "id": "d5eba49a", "metadata": { "editable": true }, @@ -449,7 +448,7 @@ }, { "cell_type": "markdown", - "id": "12631219", + "id": "fc651787", "metadata": { "editable": true }, @@ -460,7 +459,7 @@ }, { "cell_type": "markdown", - "id": "370dd723", + "id": "c032ea5d", "metadata": { "editable": true }, @@ -472,7 +471,7 @@ }, { "cell_type": "markdown", - "id": "2382a34a", + "id": "e7679834", "metadata": { "editable": true }, @@ -482,7 +481,7 @@ }, { "cell_type": "markdown", - "id": "e5e4e3e0", + "id": "1d9700de", "metadata": { "editable": true }, @@ -494,7 +493,7 @@ }, { "cell_type": "markdown", - "id": "33d61bff", + "id": "03908fd4", "metadata": { "editable": true }, @@ -506,7 +505,7 @@ }, { "cell_type": "markdown", - "id": "c1582695", + "id": "d562e983", "metadata": { "editable": true }, @@ -518,7 +517,7 @@ }, { "cell_type": "markdown", - "id": "7c21275b", + "id": "8bb83301", "metadata": { "editable": true }, @@ -530,7 +529,7 @@ }, { "cell_type": "markdown", - "id": "fe58dae7", + "id": "4c6164d0", "metadata": { "editable": true }, @@ -542,7 +541,7 @@ }, { "cell_type": "markdown", - "id": "533d3db6", + "id": "e41b893b", "metadata": { "editable": true }, @@ -552,7 +551,7 @@ }, { "cell_type": "markdown", - "id": "87c120d8", + "id": "99f13641", "metadata": { "editable": true }, @@ -564,7 +563,7 @@ }, { "cell_type": "markdown", - "id": "7364bd79", + "id": "32268729", "metadata": { "editable": true }, @@ -574,7 +573,7 @@ }, { "cell_type": "markdown", - "id": "7201e3c4", + "id": "578ddb70", "metadata": { "editable": true }, @@ -586,7 +585,7 @@ }, { "cell_type": "markdown", - "id": "d0b17065", + "id": "e85ff390", "metadata": { "editable": true }, @@ -600,7 +599,7 @@ }, { "cell_type": "markdown", - "id": "e15856b1", + "id": "b8ca04a2", "metadata": { "editable": true }, @@ -612,7 +611,7 @@ }, { "cell_type": "markdown", - "id": "6285fc74", + "id": "04a7cf55", "metadata": { "editable": true }, @@ -624,7 +623,7 @@ }, { "cell_type": "markdown", - "id": "4c08ac01", + "id": "e5e6fd4c", "metadata": { "editable": true }, @@ -634,7 +633,7 @@ }, { "cell_type": "markdown", - "id": "671d4376", + "id": "82876145", "metadata": { "editable": true }, @@ -646,7 +645,7 @@ }, { "cell_type": "markdown", - "id": "b9d7f038", + "id": "87be85bc", "metadata": { "editable": true }, @@ -657,7 +656,7 @@ }, { "cell_type": "markdown", - "id": "bfc2e79c", + "id": "f188a886", "metadata": { "editable": true }, @@ -669,7 +668,7 @@ }, { "cell_type": "markdown", - "id": "d469790f", + "id": "8e38977f", "metadata": { "editable": true }, @@ -681,7 +680,7 @@ }, { "cell_type": "markdown", - "id": "d22fe354", + "id": "ebca15da", "metadata": { "editable": true }, @@ -691,7 +690,7 @@ }, { "cell_type": "markdown", - "id": "505fe3a8", + "id": "a6b37f85", "metadata": { "editable": true }, @@ -706,7 +705,7 @@ }, { "cell_type": "markdown", - "id": "faa08e87", + "id": "76a2e679", "metadata": { "editable": true }, @@ -718,7 +717,7 @@ }, { "cell_type": "markdown", - "id": "8a676575", + "id": "8fee1740", "metadata": { "editable": true }, @@ -728,7 +727,7 @@ }, { "cell_type": "markdown", - "id": "d8fc26eb", + "id": "9bf62c7c", "metadata": { "editable": true }, @@ -740,7 +739,7 @@ }, { "cell_type": "markdown", - "id": "e9721eb7", + "id": "2c76ca23", "metadata": { "editable": true }, @@ -750,7 +749,7 @@ }, { "cell_type": "markdown", - "id": "b6cbb84f", + "id": "818a4f3b", "metadata": { "editable": true }, @@ -762,7 +761,7 @@ }, { "cell_type": "markdown", - "id": "7049c0fd", + "id": "5e8b85ca", "metadata": { "editable": true }, @@ -782,7 +781,7 @@ }, { "cell_type": "markdown", - "id": "c2806fa9", + "id": "561af18c", "metadata": { "editable": true }, @@ -804,7 +803,7 @@ }, { "cell_type": "markdown", - "id": "eeef0553", + "id": "24f1b221", "metadata": { "editable": true }, @@ -821,7 +820,7 @@ }, { "cell_type": "markdown", - "id": "8ae73c59", + "id": "c5db87f6", "metadata": { "editable": true }, @@ -836,7 +835,7 @@ }, { "cell_type": "markdown", - "id": "85cbcd2c", + "id": "3f8c095d", "metadata": { "editable": true }, @@ -851,7 +850,7 @@ }, { "cell_type": "markdown", - "id": "65e76041", + "id": "83daed05", "metadata": { "editable": true }, @@ -865,7 +864,7 @@ }, { "cell_type": "markdown", - "id": "ff4380f5", + "id": "d2f992ca", "metadata": { "editable": true }, @@ -882,7 +881,7 @@ }, { "cell_type": "markdown", - "id": "0f963b56", + "id": "ddddb8d3", "metadata": { "editable": true }, @@ -902,7 +901,7 @@ }, { "cell_type": "markdown", - "id": "a63eee0e", + "id": "cb77156c", "metadata": { "editable": true }, @@ -914,7 +913,7 @@ }, { "cell_type": "markdown", - "id": "2b2edbb7", + "id": "81edd7f3", "metadata": { "editable": true }, @@ -928,7 +927,7 @@ }, { "cell_type": "markdown", - "id": "45b9655e", + "id": "b0edc4ed", "metadata": { "editable": true }, @@ -938,7 +937,7 @@ }, { "cell_type": "markdown", - "id": "e33a66d5", + "id": "b6b337a9", "metadata": { "editable": true }, @@ -952,7 +951,7 @@ }, { "cell_type": "markdown", - "id": "6cb9470a", + "id": "b55d11e4", "metadata": { "editable": true }, @@ -962,7 +961,7 @@ }, { "cell_type": "markdown", - "id": "bd0d3096", + "id": "f189a81d", "metadata": { "editable": true }, @@ -979,7 +978,7 @@ }, { "cell_type": "markdown", - "id": "2668853d", + "id": "b7017638", "metadata": { "editable": true }, @@ -995,7 +994,7 @@ }, { "cell_type": "markdown", - "id": "c51200da", + "id": "f0804375", "metadata": { "editable": true }, @@ -1009,7 +1008,7 @@ }, { "cell_type": "markdown", - "id": "46e39458", + "id": "692dba57", "metadata": { "editable": true }, @@ -1019,7 +1018,7 @@ }, { "cell_type": "markdown", - "id": "358ae51e", + "id": "9e850c72", "metadata": { "editable": true }, @@ -1031,7 +1030,7 @@ }, { "cell_type": "markdown", - "id": "198cdd1d", + "id": "cd8b1a6c", "metadata": { "editable": true }, @@ -1045,7 +1044,7 @@ }, { "cell_type": "markdown", - "id": "c98722f5", + "id": "89518c5c", "metadata": { "editable": true }, @@ -1055,7 +1054,7 @@ }, { "cell_type": "markdown", - "id": "6f3441b7", + "id": "b25d9b94", "metadata": { "editable": true }, @@ -1075,7 +1074,7 @@ }, { "cell_type": "markdown", - "id": "ed89607d", + "id": "ec6f42ec", "metadata": { "editable": true }, @@ -1090,7 +1089,7 @@ }, { "cell_type": "markdown", - "id": "64690b6d", + "id": "4298d6f6", "metadata": { "editable": true }, @@ -1101,7 +1100,7 @@ }, { "cell_type": "markdown", - "id": "e2f0423c", + "id": "8a1b0374", "metadata": { "editable": true }, @@ -1113,7 +1112,7 @@ }, { "cell_type": "markdown", - "id": "b12e3934", + "id": "6c1679d7", "metadata": { "editable": true }, @@ -1127,7 +1126,7 @@ }, { "cell_type": "markdown", - "id": "fa135903", + "id": "a69a6f46", "metadata": { "editable": true }, @@ -1137,7 +1136,7 @@ }, { "cell_type": "markdown", - "id": "1c7bb747", + "id": "5ff04228", "metadata": { "editable": true }, @@ -1148,7 +1147,7 @@ }, { "cell_type": "markdown", - "id": "ad7c0beb", + "id": "3f34cb8f", "metadata": { "editable": true }, @@ -1165,7 +1164,7 @@ }, { "cell_type": "markdown", - "id": "af9ea9dd", + "id": "feabb57f", "metadata": { "editable": true }, @@ -1177,7 +1176,7 @@ }, { "cell_type": "markdown", - "id": "dcab8ecb", + "id": "fe2beeab", "metadata": { "editable": true }, @@ -1191,7 +1190,7 @@ }, { "cell_type": "markdown", - "id": "6306b2e1", + "id": "2a33a636", "metadata": { "editable": true }, @@ -1201,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "97cef584", + "id": "b4272c32", "metadata": { "editable": true }, @@ -1215,7 +1214,7 @@ }, { "cell_type": "markdown", - "id": "b22d2a09", + "id": "4a7ae886", "metadata": { "editable": true }, @@ -1232,7 +1231,7 @@ }, { "cell_type": "markdown", - "id": "f0040599", + "id": "e60e465b", "metadata": { "editable": true }, @@ -1243,7 +1242,7 @@ }, { "cell_type": "markdown", - "id": "ee5d6839", + "id": "31731816", "metadata": { "editable": true }, @@ -1259,7 +1258,7 @@ }, { "cell_type": "markdown", - "id": "c6855e0f", + "id": "fb7f516f", "metadata": { "editable": true }, @@ -1269,7 +1268,7 @@ }, { "cell_type": "markdown", - "id": "cd593f64", + "id": "cdeb9a5b", "metadata": { "editable": true }, @@ -1287,7 +1286,7 @@ }, { "cell_type": "markdown", - "id": "84719ee0", + "id": "d3ea9bc4", "metadata": { "editable": true }, @@ -1301,7 +1300,7 @@ }, { "cell_type": "markdown", - "id": "7c2a50cb", + "id": "c6e5c5e1", "metadata": { "editable": true }, @@ -1315,7 +1314,7 @@ }, { "cell_type": "markdown", - "id": "4d7c80b1", + "id": "6419b1ae", "metadata": { "editable": true }, @@ -1336,7 +1335,7 @@ }, { "cell_type": "markdown", - "id": "6119b1da", + "id": "706ace23", "metadata": { "editable": true }, @@ -1357,7 +1356,7 @@ }, { "cell_type": "markdown", - "id": "72923a5e", + "id": "e035d63e", "metadata": { "editable": true }, @@ -1372,7 +1371,7 @@ }, { "cell_type": "markdown", - "id": "de2c255f", + "id": "825a8d0b", "metadata": { "editable": true }, @@ -1388,7 +1387,7 @@ }, { "cell_type": "markdown", - "id": "63305dbc", + "id": "a6d7dfcd", "metadata": { "editable": true }, @@ -1398,7 +1397,7 @@ }, { "cell_type": "markdown", - "id": "c42461f5", + "id": "18ce57cd", "metadata": { "editable": true }, @@ -1410,7 +1409,7 @@ }, { "cell_type": "markdown", - "id": "bdca6bea", + "id": "021e2333", "metadata": { "editable": true }, @@ -1427,7 +1426,7 @@ }, { "cell_type": "markdown", - "id": "1dba2ec7", + "id": "e0b6561d", "metadata": { "editable": true }, @@ -1448,7 +1447,7 @@ }, { "cell_type": "markdown", - "id": "9db22bd9", + "id": "125492ee", "metadata": { "editable": true }, @@ -1467,7 +1466,7 @@ }, { "cell_type": "markdown", - "id": "b30459ee", + "id": "2b917d47", "metadata": { "editable": true }, @@ -1486,7 +1485,7 @@ }, { "cell_type": "markdown", - "id": "9eff2797", + "id": "b3aba41d", "metadata": { "editable": true }, @@ -1504,7 +1503,7 @@ }, { "cell_type": "markdown", - "id": "c27f161f", + "id": "cb169089", "metadata": { "editable": true }, @@ -1518,7 +1517,7 @@ }, { "cell_type": "markdown", - "id": "67a36cb2", + "id": "34bd85a1", "metadata": { "editable": true }, @@ -1532,7 +1531,7 @@ }, { "cell_type": "markdown", - "id": "24f4e4ec", + "id": "2726462c", "metadata": { "editable": true }, @@ -1544,7 +1543,7 @@ }, { "cell_type": "markdown", - "id": "adb87cac", + "id": "874cc4ad", "metadata": { "editable": true }, @@ -1559,7 +1558,7 @@ }, { "cell_type": "markdown", - "id": "74b40426", + "id": "f4a6b65f", "metadata": { "editable": true }, @@ -1569,7 +1568,7 @@ }, { "cell_type": "markdown", - "id": "57a595b1", + "id": "6a3cf6a2", "metadata": { "editable": true }, @@ -1583,7 +1582,7 @@ }, { "cell_type": "markdown", - "id": "5c701ec3", + "id": "d32ef927", "metadata": { "editable": true }, @@ -1595,7 +1594,7 @@ }, { "cell_type": "markdown", - "id": "09ba0b3e", + "id": "92687ee2", "metadata": { "editable": true }, @@ -1617,7 +1616,7 @@ }, { "cell_type": "markdown", - "id": "6a2c10d6", + "id": "8ed77ae2", "metadata": { "editable": true }, @@ -1629,7 +1628,7 @@ }, { "cell_type": "markdown", - "id": "9c10d577", + "id": "0a5ac1df", "metadata": { "editable": true }, @@ -1643,7 +1642,7 @@ }, { "cell_type": "markdown", - "id": "72a58f78", + "id": "7e16241f", "metadata": { "editable": true }, @@ -1656,7 +1655,7 @@ }, { "cell_type": "markdown", - "id": "92b3f8e5", + "id": "956cf0ce", "metadata": { "editable": true }, @@ -1677,7 +1676,7 @@ }, { "cell_type": "markdown", - "id": "3038ec95", + "id": "e8ee4433", "metadata": { "editable": true }, @@ -1689,7 +1688,7 @@ }, { "cell_type": "markdown", - "id": "728daa63", + "id": "749e4af1", "metadata": { "editable": true }, @@ -1707,7 +1706,7 @@ }, { "cell_type": "markdown", - "id": "38e23359", + "id": "761bac69", "metadata": { "editable": true }, @@ -1717,7 +1716,7 @@ }, { "cell_type": "markdown", - "id": "c4dc21cf", + "id": "b1432fc3", "metadata": { "editable": true }, @@ -1731,7 +1730,7 @@ }, { "cell_type": "markdown", - "id": "412e7794", + "id": "db1ca4c7", "metadata": { "editable": true }, @@ -1743,7 +1742,7 @@ }, { "cell_type": "markdown", - "id": "243b6e33", + "id": "c20f35fe", "metadata": { "editable": true }, @@ -1758,7 +1757,7 @@ }, { "cell_type": "markdown", - "id": "3d03f58f", + "id": "999276dd", "metadata": { "editable": true }, @@ -1768,7 +1767,7 @@ }, { "cell_type": "markdown", - "id": "6b6896d7", + "id": "1111d9cd", "metadata": { "editable": true }, @@ -1783,7 +1782,7 @@ }, { "cell_type": "markdown", - "id": "790a2856", + "id": "517e1c1b", "metadata": { "editable": true }, @@ -1795,7 +1794,7 @@ }, { "cell_type": "markdown", - "id": "30630cf0", + "id": "cd3fdb8d", "metadata": { "editable": true }, @@ -1813,7 +1812,7 @@ }, { "cell_type": "markdown", - "id": "80991fe6", + "id": "79aab3a7", "metadata": { "editable": true }, @@ -1823,7 +1822,7 @@ }, { "cell_type": "markdown", - "id": "0e846ce1", + "id": "e478ff45", "metadata": { "editable": true }, @@ -1844,7 +1843,7 @@ }, { "cell_type": "markdown", - "id": "fdcbff61", + "id": "a2a2e8fa", "metadata": { "editable": true }, @@ -1856,7 +1855,7 @@ }, { "cell_type": "markdown", - "id": "9314d93d", + "id": "9622f8e2", "metadata": { "editable": true }, @@ -1871,7 +1870,7 @@ }, { "cell_type": "markdown", - "id": "e391be43", + "id": "77a03b04", "metadata": { "editable": true }, @@ -1885,7 +1884,7 @@ }, { "cell_type": "markdown", - "id": "f1136c83", + "id": "1c3a5ba4", "metadata": { "editable": true }, @@ -1904,7 +1903,7 @@ }, { "cell_type": "markdown", - "id": "e7aa0b8a", + "id": "4fd84fd4", "metadata": { "editable": true }, @@ -1918,7 +1917,7 @@ }, { "cell_type": "markdown", - "id": "8984e7bb", + "id": "7ed0c6e4", "metadata": { "editable": true }, @@ -1956,7 +1955,7 @@ }, { "cell_type": "markdown", - "id": "97aaead5", + "id": "2e7f2435", "metadata": { "editable": true }, @@ -1968,7 +1967,7 @@ }, { "cell_type": "markdown", - "id": "350ffd63", + "id": "cf85cc55", "metadata": { "editable": true }, @@ -1990,7 +1989,7 @@ }, { "cell_type": "markdown", - "id": "ff2e5ab6", + "id": "ebd9da9c", "metadata": { "editable": true }, @@ -2002,7 +2001,7 @@ }, { "cell_type": "markdown", - "id": "b26f597d", + "id": "f765807f", "metadata": { "editable": true }, @@ -2020,7 +2019,7 @@ }, { "cell_type": "markdown", - "id": "11c267c3", + "id": "137ff36c", "metadata": { "editable": true }, @@ -2032,7 +2031,7 @@ }, { "cell_type": "markdown", - "id": "26bb10d7", + "id": "234ae43f", "metadata": { "editable": true }, @@ -2072,7 +2071,7 @@ }, { "cell_type": "markdown", - "id": "72cc25c8", + "id": "6dac29ee", "metadata": { "editable": true }, @@ -2090,7 +2089,7 @@ }, { "cell_type": "markdown", - "id": "4b187ae7", + "id": "344d3c1a", "metadata": { "editable": true }, @@ -2102,7 +2101,7 @@ }, { "cell_type": "markdown", - "id": "b6bcae99", + "id": "ccdec1a9", "metadata": { "editable": true }, @@ -2116,7 +2115,7 @@ }, { "cell_type": "markdown", - "id": "49b2efac", + "id": "cfc0beed", "metadata": { "editable": true }, @@ -2126,7 +2125,7 @@ }, { "cell_type": "markdown", - "id": "6fc1c202", + "id": "0f74bb55", "metadata": { "editable": true }, @@ -2141,7 +2140,7 @@ }, { "cell_type": "markdown", - "id": "b923a543", + "id": "b93d08ef", "metadata": { "editable": true }, @@ -2152,7 +2151,7 @@ }, { "cell_type": "markdown", - "id": "4024e8f1", + "id": "2e09a74c", "metadata": { "editable": true }, @@ -2169,7 +2168,7 @@ }, { "cell_type": "markdown", - "id": "0de0d4cb", + "id": "47d6129c", "metadata": { "editable": true }, @@ -2187,7 +2186,7 @@ }, { "cell_type": "markdown", - "id": "e1fd9df2", + "id": "a6e42ee4", "metadata": { "editable": true }, @@ -2202,7 +2201,7 @@ }, { "cell_type": "markdown", - "id": "b247ab1e", + "id": "a0829f13", "metadata": { "editable": true }, @@ -2223,7 +2222,7 @@ }, { "cell_type": "markdown", - "id": "f635b8c2", + "id": "61ad09af", "metadata": { "editable": true }, @@ -2240,7 +2239,7 @@ }, { "cell_type": "markdown", - "id": "534a79dc", + "id": "6b9e50f6", "metadata": { "editable": true }, @@ -2254,7 +2253,7 @@ }, { "cell_type": "markdown", - "id": "61871f67", + "id": "d03852e6", "metadata": { "editable": true }, @@ -2264,7 +2263,7 @@ }, { "cell_type": "markdown", - "id": "c4588a80", + "id": "f46fd057", "metadata": { "editable": true }, @@ -2279,7 +2278,7 @@ }, { "cell_type": "markdown", - "id": "3d0d8b47", + "id": "98e11f3c", "metadata": { "editable": true }, @@ -2289,7 +2288,7 @@ }, { "cell_type": "markdown", - "id": "4b437d3f", + "id": "77fd4afd", "metadata": { "editable": true }, @@ -2303,7 +2302,7 @@ }, { "cell_type": "markdown", - "id": "9b81e280", + "id": "6605b0cb", "metadata": { "editable": true }, @@ -2318,7 +2317,7 @@ }, { "cell_type": "markdown", - "id": "45fe4f37", + "id": "623f9199", "metadata": { "editable": true }, @@ -2329,7 +2328,7 @@ }, { "cell_type": "markdown", - "id": "95157fc9", + "id": "35f89c56", "metadata": { "editable": true }, @@ -2349,7 +2348,7 @@ }, { "cell_type": "markdown", - "id": "84e82142", + "id": "0a96a700", "metadata": { "editable": true }, @@ -2362,7 +2361,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "810b661f", + "id": "835d7356", "metadata": { "collapsed": false, "editable": true @@ -2631,7 +2630,7 @@ }, { "cell_type": "markdown", - "id": "f754fbdc", + "id": "17a50a44", "metadata": { "editable": true }, @@ -2652,7 +2651,7 @@ }, { "cell_type": "markdown", - "id": "90301298", + "id": "343cb5d5", "metadata": { "editable": true }, @@ -2664,7 +2663,7 @@ }, { "cell_type": "markdown", - "id": "e2f53883", + "id": "47b44f5a", "metadata": { "editable": true }, @@ -2676,7 +2675,7 @@ }, { "cell_type": "markdown", - "id": "184eb1e6", + "id": "6d94ce11", "metadata": { "editable": true }, @@ -2688,7 +2687,7 @@ }, { "cell_type": "markdown", - "id": "3a4d7930", + "id": "f17cb233", "metadata": { "editable": true }, @@ -2707,7 +2706,7 @@ }, { "cell_type": "markdown", - "id": "c96da0fb", + "id": "2eef3ab3", "metadata": { "editable": true }, @@ -2724,7 +2723,7 @@ }, { "cell_type": "markdown", - "id": "c2b41116", + "id": "8a8051c7", "metadata": { "editable": true }, @@ -2742,7 +2741,7 @@ }, { "cell_type": "markdown", - "id": "d238a13e", + "id": "36a8f318", "metadata": { "editable": true }, @@ -2752,7 +2751,7 @@ }, { "cell_type": "markdown", - "id": "663fb00a", + "id": "7eecdf7a", "metadata": { "editable": true }, @@ -2764,7 +2763,7 @@ }, { "cell_type": "markdown", - "id": "29c131b3", + "id": "f2df19fe", "metadata": { "editable": true }, @@ -2782,7 +2781,7 @@ }, { "cell_type": "markdown", - "id": "af59222e", + "id": "711be8f7", "metadata": { "editable": true }, @@ -2796,7 +2795,7 @@ }, { "cell_type": "markdown", - "id": "fa6ed6a0", + "id": "a1d2c5c9", "metadata": { "editable": true }, @@ -2819,7 +2818,7 @@ }, { "cell_type": "markdown", - "id": "91da80fb", + "id": "ff9049fc", "metadata": { "editable": true }, @@ -2838,7 +2837,7 @@ }, { "cell_type": "markdown", - "id": "90557b86", + "id": "107ea3a1", "metadata": { "editable": true }, @@ -2857,7 +2856,7 @@ }, { "cell_type": "markdown", - "id": "16519ee5", + "id": "b0415e70", "metadata": { "editable": true }, @@ -2870,7 +2869,7 @@ }, { "cell_type": "markdown", - "id": "8b6fbe77", + "id": "161b81d0", "metadata": { "editable": true }, @@ -2895,7 +2894,7 @@ }, { "cell_type": "markdown", - "id": "dc6b5454", + "id": "3bafc709", "metadata": { "editable": true }, @@ -2908,7 +2907,7 @@ }, { "cell_type": "markdown", - "id": "a7c81b93", + "id": "b27999b9", "metadata": { "editable": true }, @@ -2930,7 +2929,7 @@ }, { "cell_type": "markdown", - "id": "a9e0fc33", + "id": "40a3583f", "metadata": { "editable": true }, @@ -2946,7 +2945,7 @@ }, { "cell_type": "markdown", - "id": "ac101843", + "id": "a86978f2", "metadata": { "editable": true }, @@ -2960,7 +2959,7 @@ }, { "cell_type": "markdown", - "id": "77ad69fa", + "id": "db43d565", "metadata": { "editable": true }, @@ -2982,7 +2981,7 @@ }, { "cell_type": "markdown", - "id": "60d60f1c", + "id": "a14e1b88", "metadata": { "editable": true }, @@ -2994,7 +2993,7 @@ }, { "cell_type": "markdown", - "id": "e385cc0f", + "id": "3b67a6b7", "metadata": { "editable": true }, @@ -3017,7 +3016,7 @@ }, { "cell_type": "markdown", - "id": "a63041ef", + "id": "eb470167", "metadata": { "editable": true }, @@ -3030,7 +3029,7 @@ }, { "cell_type": "markdown", - "id": "1d9e9a60", + "id": "f8c81057", "metadata": { "editable": true }, @@ -3050,7 +3049,7 @@ }, { "cell_type": "markdown", - "id": "f6f7c284", + "id": "e5c22e84", "metadata": { "editable": true }, @@ -3067,7 +3066,7 @@ }, { "cell_type": "markdown", - "id": "d9d8229a", + "id": "3b8e86b6", "metadata": { "editable": true }, @@ -3078,7 +3077,7 @@ }, { "cell_type": "markdown", - "id": "f7255ea8", + "id": "e24cac2c", "metadata": { "editable": true }, @@ -3092,7 +3091,7 @@ }, { "cell_type": "markdown", - "id": "9923e50e", + "id": "86bdfbdb", "metadata": { "editable": true }, @@ -3102,7 +3101,7 @@ }, { "cell_type": "markdown", - "id": "6058ee87", + "id": "6fe9026b", "metadata": { "editable": true }, @@ -3116,7 +3115,7 @@ }, { "cell_type": "markdown", - "id": "45542176", + "id": "4a7d6630", "metadata": { "editable": true }, @@ -3139,7 +3138,7 @@ }, { "cell_type": "markdown", - "id": "34e18a6b", + "id": "aabc34bb", "metadata": { "editable": true }, @@ -3151,7 +3150,7 @@ }, { "cell_type": "markdown", - "id": "68980e15", + "id": "dece2972", "metadata": { "editable": true }, @@ -3167,7 +3166,7 @@ }, { "cell_type": "markdown", - "id": "cae11b0c", + "id": "9aff2af0", "metadata": { "editable": true }, @@ -3179,7 +3178,7 @@ }, { "cell_type": "markdown", - "id": "56436592", + "id": "e093168c", "metadata": { "editable": true }, @@ -3190,7 +3189,7 @@ }, { "cell_type": "markdown", - "id": "5c0782b9", + "id": "f8ad91da", "metadata": { "editable": true }, @@ -3202,7 +3201,7 @@ }, { "cell_type": "markdown", - "id": "d03b708c", + "id": "021378dc", "metadata": { "editable": true }, @@ -3214,7 +3213,7 @@ }, { "cell_type": "markdown", - "id": "da2dc45a", + "id": "8d03c91a", "metadata": { "editable": true }, @@ -3226,7 +3225,7 @@ }, { "cell_type": "markdown", - "id": "2a00c84d", + "id": "e6296482", "metadata": { "editable": true }, @@ -3236,7 +3235,7 @@ }, { "cell_type": "markdown", - "id": "a4ad85b0", + "id": "e14ff667", "metadata": { "editable": true }, @@ -3249,7 +3248,7 @@ }, { "cell_type": "markdown", - "id": "b31e6f0d", + "id": "492cabaf", "metadata": { "editable": true }, @@ -3259,7 +3258,7 @@ }, { "cell_type": "markdown", - "id": "e8f51025", + "id": "973e9fc3", "metadata": { "editable": true }, @@ -3272,7 +3271,7 @@ }, { "cell_type": "markdown", - "id": "9635a177", + "id": "d37cffa6", "metadata": { "editable": true }, @@ -3282,7 +3281,7 @@ }, { "cell_type": "markdown", - "id": "097c79bd", + "id": "191ebfca", "metadata": { "editable": true }, @@ -3297,7 +3296,7 @@ }, { "cell_type": "markdown", - "id": "5cdbbcc6", + "id": "33c0a471", "metadata": { "editable": true }, @@ -3309,7 +3308,7 @@ }, { "cell_type": "markdown", - "id": "2c2b262a", + "id": "559d3618", "metadata": { "editable": true }, @@ -3319,7 +3318,7 @@ }, { "cell_type": "markdown", - "id": "5be2b666", + "id": "b9189205", "metadata": { "editable": true }, @@ -3331,7 +3330,7 @@ }, { "cell_type": "markdown", - "id": "7f09bdd9", + "id": "b3d3048e", "metadata": { "editable": true }, @@ -3346,7 +3345,7 @@ }, { "cell_type": "markdown", - "id": "5f1c6b2d", + "id": "667ef335", "metadata": { "editable": true }, @@ -3361,7 +3360,7 @@ }, { "cell_type": "markdown", - "id": "b9c69d02", + "id": "52e1704b", "metadata": { "editable": true }, @@ -3373,7 +3372,7 @@ }, { "cell_type": "markdown", - "id": "2447c4b1", + "id": "17862501", "metadata": { "editable": true }, @@ -3388,7 +3387,7 @@ }, { "cell_type": "markdown", - "id": "8124a855", + "id": "ba070618", "metadata": { "editable": true }, @@ -3404,7 +3403,7 @@ }, { "cell_type": "markdown", - "id": "632ce15b", + "id": "0a117e26", "metadata": { "editable": true }, @@ -3417,7 +3416,7 @@ }, { "cell_type": "markdown", - "id": "83bc0780", + "id": "e57155de", "metadata": { "editable": true }, @@ -3429,7 +3428,7 @@ }, { "cell_type": "markdown", - "id": "1dbf2aa6", + "id": "cdad337e", "metadata": { "editable": true }, @@ -3441,7 +3440,7 @@ }, { "cell_type": "markdown", - "id": "0daab5b8", + "id": "1b149703", "metadata": { "editable": true }, @@ -3453,7 +3452,7 @@ }, { "cell_type": "markdown", - "id": "422c3f3a", + "id": "36519d74", "metadata": { "editable": true }, @@ -3466,7 +3465,7 @@ }, { "cell_type": "markdown", - "id": "b63affdb", + "id": "bd89ce04", "metadata": { "editable": true }, @@ -3478,7 +3477,7 @@ }, { "cell_type": "markdown", - "id": "76495879", + "id": "384fa41c", "metadata": { "editable": true }, @@ -3489,7 +3488,7 @@ }, { "cell_type": "markdown", - "id": "f478259b", + "id": "5aac1c99", "metadata": { "editable": true }, @@ -3501,7 +3500,7 @@ }, { "cell_type": "markdown", - "id": "9381661b", + "id": "8a0d955a", "metadata": { "editable": true }, @@ -3512,7 +3511,7 @@ }, { "cell_type": "markdown", - "id": "ab9cd4ac", + "id": "980ba9f5", "metadata": { "editable": true }, @@ -3531,7 +3530,7 @@ }, { "cell_type": "markdown", - "id": "62a9d50e", + "id": "c39e6f54", "metadata": { "editable": true }, @@ -3550,7 +3549,7 @@ }, { "cell_type": "markdown", - "id": "e6b3bc4d", + "id": "df2e2900", "metadata": { "editable": true }, @@ -3568,7 +3567,7 @@ }, { "cell_type": "markdown", - "id": "c04bbe4e", + "id": "91e36974", "metadata": { "editable": true }, @@ -3586,7 +3585,7 @@ }, { "cell_type": "markdown", - "id": "abf7bd9b", + "id": "bebb2cbf", "metadata": { "editable": true }, @@ -3597,7 +3596,7 @@ }, { "cell_type": "markdown", - "id": "2e3b2e76", + "id": "29a90c7b", "metadata": { "editable": true }, @@ -3609,7 +3608,7 @@ }, { "cell_type": "markdown", - "id": "8770e386", + "id": "70e9a2bc", "metadata": { "editable": true }, @@ -3627,7 +3626,7 @@ }, { "cell_type": "markdown", - "id": "a3b9f58b", + "id": "7de31073", "metadata": { "editable": true }, @@ -3639,7 +3638,7 @@ }, { "cell_type": "markdown", - "id": "4de0d88f", + "id": "1e2fd305", "metadata": { "editable": true }, @@ -3651,7 +3650,7 @@ }, { "cell_type": "markdown", - "id": "5f3eee4a", + "id": "e28a98d4", "metadata": { "editable": true }, @@ -3668,7 +3667,7 @@ }, { "cell_type": "markdown", - "id": "bd292596", + "id": "adc10f96", "metadata": { "editable": true }, @@ -3687,7 +3686,7 @@ }, { "cell_type": "markdown", - "id": "26758127", + "id": "8dee5cef", "metadata": { "editable": true }, @@ -3699,7 +3698,7 @@ }, { "cell_type": "markdown", - "id": "9d14fe91", + "id": "a9ebf36f", "metadata": { "editable": true }, @@ -3718,7 +3717,7 @@ }, { "cell_type": "markdown", - "id": "08d659a0", + "id": "d72ba43c", "metadata": { "editable": true }, @@ -3729,7 +3728,7 @@ }, { "cell_type": "markdown", - "id": "14e344f1", + "id": "1d97c924", "metadata": { "editable": true }, @@ -3741,7 +3740,7 @@ }, { "cell_type": "markdown", - "id": "b5fe2f14", + "id": "395821f8", "metadata": { "editable": true }, @@ -3752,7 +3751,7 @@ }, { "cell_type": "markdown", - "id": "44df5451", + "id": "60e0d5b0", "metadata": { "editable": true }, @@ -3766,7 +3765,7 @@ }, { "cell_type": "markdown", - "id": "d41e0608", + "id": "ce378cd3", "metadata": { "editable": true }, @@ -3777,7 +3776,7 @@ }, { "cell_type": "markdown", - "id": "30f29f2b", + "id": "9808409e", "metadata": { "editable": true }, @@ -3789,7 +3788,7 @@ }, { "cell_type": "markdown", - "id": "58c1923c", + "id": "cd3b146d", "metadata": { "editable": true }, @@ -3801,7 +3800,7 @@ }, { "cell_type": "markdown", - "id": "d2f2cc28", + "id": "24ab6893", "metadata": { "editable": true }, @@ -3816,7 +3815,7 @@ }, { "cell_type": "markdown", - "id": "d809ed9b", + "id": "e00fe432", "metadata": { "editable": true }, @@ -3828,7 +3827,7 @@ }, { "cell_type": "markdown", - "id": "c35d222b", + "id": "a41f29bd", "metadata": { "editable": true }, @@ -3845,7 +3844,7 @@ }, { "cell_type": "markdown", - "id": "dca0cef6", + "id": "6332860d", "metadata": { "editable": true }, @@ -3855,7 +3854,7 @@ }, { "cell_type": "markdown", - "id": "b8957306", + "id": "702e7773", "metadata": { "editable": true }, @@ -3872,7 +3871,7 @@ }, { "cell_type": "markdown", - "id": "ba920d2d", + "id": "3db1d827", "metadata": { "editable": true }, @@ -3883,7 +3882,7 @@ }, { "cell_type": "markdown", - "id": "af8be41a", + "id": "9aea823e", "metadata": { "editable": true }, @@ -3900,7 +3899,7 @@ }, { "cell_type": "markdown", - "id": "efd04b3b", + "id": "24b2a6ec", "metadata": { "editable": true }, @@ -3911,7 +3910,7 @@ }, { "cell_type": "markdown", - "id": "a917049c", + "id": "0c33c9f1", "metadata": { "editable": true }, @@ -3923,7 +3922,7 @@ }, { "cell_type": "markdown", - "id": "71cac3af", + "id": "a5ce0e5c", "metadata": { "editable": true }, @@ -3934,7 +3933,7 @@ }, { "cell_type": "markdown", - "id": "28eece41", + "id": "d762ceb1", "metadata": { "editable": true }, @@ -3946,7 +3945,7 @@ }, { "cell_type": "markdown", - "id": "ff1bd660", + "id": "2874a020", "metadata": { "editable": true }, @@ -3956,7 +3955,7 @@ }, { "cell_type": "markdown", - "id": "fccf9e34", + "id": "fb024ba4", "metadata": { "editable": true }, @@ -3967,7 +3966,7 @@ }, { "cell_type": "markdown", - "id": "16140e6a", + "id": "8db9ef6e", "metadata": { "editable": true }, @@ -3982,7 +3981,7 @@ }, { "cell_type": "markdown", - "id": "0c95dc03", + "id": "4e0e13fb", "metadata": { "editable": true }, @@ -4000,7 +3999,7 @@ }, { "cell_type": "markdown", - "id": "5e3eb014", + "id": "9ec6db5d", "metadata": { "editable": true }, @@ -4011,7 +4010,7 @@ }, { "cell_type": "markdown", - "id": "dcc12c3e", + "id": "dc11502e", "metadata": { "editable": true }, @@ -4029,7 +4028,7 @@ }, { "cell_type": "markdown", - "id": "c170e89c", + "id": "789a1f28", "metadata": { "editable": true }, @@ -4039,7 +4038,7 @@ }, { "cell_type": "markdown", - "id": "3f1fb13d", + "id": "cf840169", "metadata": { "editable": true }, @@ -4057,7 +4056,7 @@ }, { "cell_type": "markdown", - "id": "0de65ed5", + "id": "445020be", "metadata": { "editable": true }, @@ -4068,7 +4067,7 @@ }, { "cell_type": "markdown", - "id": "6cfa9dbe", + "id": "18cbffdb", "metadata": { "editable": true }, @@ -4086,7 +4085,7 @@ }, { "cell_type": "markdown", - "id": "f0733c31", + "id": "5d1d03de", "metadata": { "editable": true }, @@ -4097,7 +4096,7 @@ }, { "cell_type": "markdown", - "id": "83eca2af", + "id": "078b0d67", "metadata": { "editable": true }, @@ -4113,7 +4112,7 @@ }, { "cell_type": "markdown", - "id": "3059de67", + "id": "b0c775d1", "metadata": { "editable": true }, @@ -4124,7 +4123,7 @@ }, { "cell_type": "markdown", - "id": "9a278f86", + "id": "bfce73ca", "metadata": { "editable": true }, @@ -4142,7 +4141,7 @@ }, { "cell_type": "markdown", - "id": "967c5733", + "id": "13dd791f", "metadata": { "editable": true }, @@ -4156,7 +4155,7 @@ }, { "cell_type": "markdown", - "id": "2190b6ca", + "id": "547b28ba", "metadata": { "editable": true }, @@ -4168,7 +4167,7 @@ }, { "cell_type": "markdown", - "id": "9cab6094", + "id": "7bb5d380", "metadata": { "editable": true }, @@ -4180,7 +4179,7 @@ }, { "cell_type": "markdown", - "id": "26a62c1a", + "id": "9f8df553", "metadata": { "editable": true }, @@ -4192,7 +4191,7 @@ }, { "cell_type": "markdown", - "id": "8c946072", + "id": "94674e13", "metadata": { "editable": true }, @@ -4204,7 +4203,7 @@ }, { "cell_type": "markdown", - "id": "9062bb27", + "id": "e7fc7cfc", "metadata": { "editable": true }, @@ -4216,7 +4215,7 @@ }, { "cell_type": "markdown", - "id": "63e055a8", + "id": "5b051dae", "metadata": { "editable": true }, @@ -4227,7 +4226,7 @@ }, { "cell_type": "markdown", - "id": "2deec067", + "id": "9d3b1309", "metadata": { "editable": true }, diff --git a/doc/pub/week12/pdf/week12-beamer.pdf b/doc/pub/week12/pdf/week12-beamer.pdf index 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